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  • GAN-Naruto
  • Solar Radiation
Contenido
  • Solar Radiation - TimeSeries Project
  • Librerías
  • Dataset
  • EDA: Exploratory Data Analysis
  • Variable Radiation
  • Análisis de datos temporales
  • Variables independientes
  • Matriz de correlación
  • Modelo LSTM
  • Función Split Sequence
  • Función de evaluación
  • Red neuronal LSTM
  • Función de entrenamiento
  • Función split train-test
  • Scaling instances
  • Train Model LSTM
  • Resultados

Solar Radiation - TimeSeries Project¶

En el siguiente proyecto se realizará un modelo de redes neuronales LSTM para predecir la radiación solar del próximo día. La información que usaremos como input en la red neuronal serán los datos proporcionados correspondientes al día $t$, los cuales no ayudarán a predecir la radiación del día $t+1$

Librerías¶

In [1]:
import kagglehub
import pandas as pd
from pytz import timezone
import pytz
import matplotlib.pyplot as plt
import seaborn as sns
import datetime as dt
import os

from pandas import concat
from pandas import DataFrame
from datetime import datetime
import numpy as np
import time
import math
from math import floor
In [3]:
import tensorflow as tf

from tensorflow import keras
from tensorflow.keras import layers, models
from keras.models import Sequential
from tensorflow.keras import Sequential
from tensorflow.keras.layers import LSTM, Dense, Dropout, TimeDistributed, Conv1D, MaxPooling1D, Flatten, Bidirectional, Input, Flatten, Activation, Reshape, RepeatVector, Concatenate
from tensorflow.keras.models import Model
from tensorflow.keras.utils import plot_model
from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau, ModelCheckpoint
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn import metrics
from sklearn.model_selection import GridSearchCV
from keras.models import load_model

from sklearn.metrics import mean_squared_error, auc
from math import sqrt
from importlib import reload
from sklearn.preprocessing import MinMaxScaler
from sklearn.preprocessing import LabelEncoder
from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error, mean_absolute_percentage_error

import warnings
warnings.filterwarnings('ignore')

Dataset¶

In [5]:
# Download latest version
path = kagglehub.dataset_download("dronio/SolarEnergy")
df = pd.read_csv(path + '/SolarPrediction.csv')
In [6]:
df.head()
Out[6]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet
0 1475229326 9/29/2016 12:00:00 AM 23:55:26 1.21 48 30.46 59 177.39 5.62 06:13:00 18:13:00
1 1475229023 9/29/2016 12:00:00 AM 23:50:23 1.21 48 30.46 58 176.78 3.37 06:13:00 18:13:00
2 1475228726 9/29/2016 12:00:00 AM 23:45:26 1.23 48 30.46 57 158.75 3.37 06:13:00 18:13:00
3 1475228421 9/29/2016 12:00:00 AM 23:40:21 1.21 48 30.46 60 137.71 3.37 06:13:00 18:13:00
4 1475228124 9/29/2016 12:00:00 AM 23:35:24 1.17 48 30.46 62 104.95 5.62 06:13:00 18:13:00
In [7]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 32686 entries, 0 to 32685
Data columns (total 11 columns):
 #   Column                  Non-Null Count  Dtype  
---  ------                  --------------  -----  
 0   UNIXTime                32686 non-null  int64  
 1   Data                    32686 non-null  object 
 2   Time                    32686 non-null  object 
 3   Radiation               32686 non-null  float64
 4   Temperature             32686 non-null  int64  
 5   Pressure                32686 non-null  float64
 6   Humidity                32686 non-null  int64  
 7   WindDirection(Degrees)  32686 non-null  float64
 8   Speed                   32686 non-null  float64
 9   TimeSunRise             32686 non-null  object 
 10  TimeSunSet              32686 non-null  object 
dtypes: float64(4), int64(3), object(4)
memory usage: 2.7+ MB

Dataset posee 32686 filas con 11 columnas en total. Hay información relacionada al tiempo (UNIXTIME, Data, Time, TimeSunRise & TimeSunSet ) aunque están con formato object en vez de datetime64. También está nuestra variable objetivo Radiation y variables de clima como Temperature, Pressure, Humidity, WindDirection, Speed.

Los datos tienen un intervalo de 5 minutos, por lo que se espera encontrar 288 instancias por día.

EDA: Exploratory Data Analysis¶

A continuación se realizará un análisis exploratorio de los datos con el fin de estudiar en profundidad la distribución de las variables, relación entre ellas, visualizaciones, entre otros que nos permitan entender de mejor forma los datos antes de generar un modelo predictivo.

In [8]:
df.describe()
Out[8]:
UNIXTime Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed
count 3.268600e+04 32686.000000 32686.000000 32686.000000 32686.000000 32686.000000 32686.000000
mean 1.478047e+09 207.124697 51.103255 30.422879 75.016307 143.489821 6.243869
std 3.005037e+06 315.916387 6.201157 0.054673 25.990219 83.167500 3.490474
min 1.472724e+09 1.110000 34.000000 30.190000 8.000000 0.090000 0.000000
25% 1.475546e+09 1.230000 46.000000 30.400000 56.000000 82.227500 3.370000
50% 1.478026e+09 2.660000 50.000000 30.430000 85.000000 147.700000 5.620000
75% 1.480480e+09 354.235000 55.000000 30.460000 97.000000 179.310000 7.870000
max 1.483265e+09 1601.260000 71.000000 30.560000 103.000000 359.950000 40.500000
In [9]:
df.isnull().sum()
Out[9]:
UNIXTime                  0
Data                      0
Time                      0
Radiation                 0
Temperature               0
Pressure                  0
Humidity                  0
WindDirection(Degrees)    0
Speed                     0
TimeSunRise               0
TimeSunSet                0
dtype: int64

No hay valores nulos. Revisaremos cuántas instancias existen por fecha

In [10]:
#número de instancias por fecha
date_data = df.groupby(['Data']).count()
date_data
Out[10]:
UNIXTime Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet
Data
10/1/2016 12:00:00 AM 284 284 284 284 284 284 284 284 284 284
10/10/2016 12:00:00 AM 280 280 280 280 280 280 280 280 280 280
10/11/2016 12:00:00 AM 284 284 284 284 284 284 284 284 284 284
10/12/2016 12:00:00 AM 284 284 284 284 284 284 284 284 284 284
10/13/2016 12:00:00 AM 283 283 283 283 283 283 283 283 283 283
... ... ... ... ... ... ... ... ... ... ...
9/5/2016 12:00:00 AM 281 281 281 281 281 281 281 281 281 281
9/6/2016 12:00:00 AM 283 283 283 283 283 283 283 283 283 283
9/7/2016 12:00:00 AM 201 201 201 201 201 201 201 201 201 201
9/8/2016 12:00:00 AM 142 142 142 142 142 142 142 142 142 142
9/9/2016 12:00:00 AM 123 123 123 123 123 123 123 123 123 123

118 rows × 10 columns

In [11]:
date_data['Radiation'].unique()
Out[11]:
array([284, 280, 283, 282, 279, 288, 287, 286, 281, 230, 285, 249, 154,
       250, 195, 140, 185, 275, 263, 201, 142, 123])

Podemos ver inicialmente que existen disparidad de datos por cada fecha. Algunos días tienen 284 instancias, mientras que otros solo tienen 123. Se revisarán las variables temporales para asegurar que la muestra sea consistente en la cantidad de datos que existan por cada día, no obstante se iniciará el estudio de la variable objetivo Radiation.

Variable Radiation¶

In [12]:
plt.figure(figsize =(22,6))
plt.plot(df['Radiation'].iloc[:2016], color="grey")
plt.title('Solar Ratiadion', fontsize=14)
plt.xlabel("Date")
plt.ylabel("w/m2")
#plt.legend()
plt.show()
No description has been provided for this image

La variable tiene un comportamiento diario similar, con valores en cero durante la noche y madrugada, para luego ir aumentando su valor hasta llegar a un máximo, para luego caer durante la tarde hasta volver a cero en la noche. También se puede observar que existen algunas interferencias en la curva diaria, que seguramente se debe a factores metereológicos como las nubes que inciden directamenente en la cantidad de luz que puede llegar a los paneles.

Análisis de datos temporales¶

Generaremos variables temporales obtenidas desde la variable UNIXTime, de esta forma podemos tener toda la jerarquía temporal dentro del dataset que nos permitirá solucionar el GAP de instancias que existen.

In [13]:
hawaii = timezone('Pacific/Honolulu')
df_temp = df.copy()
df_temp.index = pd.to_datetime(df_temp['UNIXTime'], unit='s')
df_temp.index = df_temp.index.tz_localize(pytz.utc).tz_convert(hawaii)
df_temp['Year'] = df_temp.index.year
df_temp['Month'] = df_temp.index.month
df_temp['Day'] = df_temp.index.day
df_temp['Hour'] = df_temp.index.hour
df_temp['Minute'] = df_temp.index.minute
df_temp['Date'] = df_temp.index.date
df_temp['Datetime'] = df_temp.index
In [14]:
df_temp.info()
<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 32686 entries, 2016-09-29 23:55:26-10:00 to 2016-12-01 00:00:02-10:00
Data columns (total 18 columns):
 #   Column                  Non-Null Count  Dtype                           
---  ------                  --------------  -----                           
 0   UNIXTime                32686 non-null  int64                           
 1   Data                    32686 non-null  object                          
 2   Time                    32686 non-null  object                          
 3   Radiation               32686 non-null  float64                         
 4   Temperature             32686 non-null  int64                           
 5   Pressure                32686 non-null  float64                         
 6   Humidity                32686 non-null  int64                           
 7   WindDirection(Degrees)  32686 non-null  float64                         
 8   Speed                   32686 non-null  float64                         
 9   TimeSunRise             32686 non-null  object                          
 10  TimeSunSet              32686 non-null  object                          
 11  Year                    32686 non-null  int32                           
 12  Month                   32686 non-null  int32                           
 13  Day                     32686 non-null  int32                           
 14  Hour                    32686 non-null  int32                           
 15  Minute                  32686 non-null  int32                           
 16  Date                    32686 non-null  object                          
 17  Datetime                32686 non-null  datetime64[ns, Pacific/Honolulu]
dtypes: datetime64[ns, Pacific/Honolulu](1), float64(4), int32(5), int64(3), object(5)
memory usage: 4.1+ MB
In [15]:
df_temp.head()
Out[15]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Date Datetime
UNIXTime
2016-09-29 23:55:26-10:00 1475229326 9/29/2016 12:00:00 AM 23:55:26 1.21 48 30.46 59 177.39 5.62 06:13:00 18:13:00 2016 9 29 23 55 2016-09-29 2016-09-29 23:55:26-10:00
2016-09-29 23:50:23-10:00 1475229023 9/29/2016 12:00:00 AM 23:50:23 1.21 48 30.46 58 176.78 3.37 06:13:00 18:13:00 2016 9 29 23 50 2016-09-29 2016-09-29 23:50:23-10:00
2016-09-29 23:45:26-10:00 1475228726 9/29/2016 12:00:00 AM 23:45:26 1.23 48 30.46 57 158.75 3.37 06:13:00 18:13:00 2016 9 29 23 45 2016-09-29 2016-09-29 23:45:26-10:00
2016-09-29 23:40:21-10:00 1475228421 9/29/2016 12:00:00 AM 23:40:21 1.21 48 30.46 60 137.71 3.37 06:13:00 18:13:00 2016 9 29 23 40 2016-09-29 2016-09-29 23:40:21-10:00
2016-09-29 23:35:24-10:00 1475228124 9/29/2016 12:00:00 AM 23:35:24 1.17 48 30.46 62 104.95 5.62 06:13:00 18:13:00 2016 9 29 23 35 2016-09-29 2016-09-29 23:35:24-10:00
In [16]:
min(df_temp['Date'])
Out[16]:
datetime.date(2016, 9, 1)
In [17]:
max(df_temp['Date'])
Out[17]:
datetime.date(2016, 12, 31)
In [18]:
max(df_temp['Date'])-min(df_temp['Date'])
Out[18]:
datetime.timedelta(days=121)

Los datos van desde el primero de septiembre hasta el último día de diciembre de 2016, teniendo en total 121 días de datos. Ahora generaremos un nuevo dataset con las fechas que poseen menos instancias.

In [19]:
date_data = df_temp.groupby(['Date']).count()
days_with_less_observation = date_data[date_data['UNIXTime']<288]
days_with_less_observation
Out[19]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Datetime
Date
2016-09-01 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250
2016-09-02 279 279 279 279 279 279 279 279 279 279 279 279 279 279 279 279 279
2016-09-03 282 282 282 282 282 282 282 282 282 282 282 282 282 282 282 282 282
2016-09-04 280 280 280 280 280 280 280 280 280 280 280 280 280 280 280 280 280
2016-09-05 281 281 281 281 281 281 281 281 281 281 281 281 281 281 281 281 281
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
2016-12-18 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287
2016-12-19 286 286 286 286 286 286 286 286 286 286 286 286 286 286 286 286 286
2016-12-22 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287
2016-12-29 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287 287
2016-12-30 285 285 285 285 285 285 285 285 285 285 285 285 285 285 285 285 285

75 rows × 17 columns

In [20]:
df_2 = (
    df_temp[df_temp['Date'].isin(days_with_less_observation.index)]
    .sort_values('Datetime')
    .reset_index(drop=True)
)

Existen 75 días que poseen menos observaciones que las 288 esperadas. Revisaremos si los datos faltantes son consecutivos o no

In [21]:
df_2.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 20302 entries, 0 to 20301
Data columns (total 18 columns):
 #   Column                  Non-Null Count  Dtype                           
---  ------                  --------------  -----                           
 0   UNIXTime                20302 non-null  int64                           
 1   Data                    20302 non-null  object                          
 2   Time                    20302 non-null  object                          
 3   Radiation               20302 non-null  float64                         
 4   Temperature             20302 non-null  int64                           
 5   Pressure                20302 non-null  float64                         
 6   Humidity                20302 non-null  int64                           
 7   WindDirection(Degrees)  20302 non-null  float64                         
 8   Speed                   20302 non-null  float64                         
 9   TimeSunRise             20302 non-null  object                          
 10  TimeSunSet              20302 non-null  object                          
 11  Year                    20302 non-null  int32                           
 12  Month                   20302 non-null  int32                           
 13  Day                     20302 non-null  int32                           
 14  Hour                    20302 non-null  int32                           
 15  Minute                  20302 non-null  int32                           
 16  Date                    20302 non-null  object                          
 17  Datetime                20302 non-null  datetime64[ns, Pacific/Honolulu]
dtypes: datetime64[ns, Pacific/Honolulu](1), float64(4), int32(5), int64(3), object(5)
memory usage: 2.4+ MB
In [22]:
df_2.head()
Out[22]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Date Datetime
0 1472724008 9/1/2016 12:00:00 AM 00:00:08 2.58 51 30.43 103 77.27 11.25 06:07:00 18:38:00 2016 9 1 0 0 2016-09-01 2016-09-01 00:00:08-10:00
1 1472724310 9/1/2016 12:00:00 AM 00:05:10 2.83 51 30.43 103 153.44 9.00 06:07:00 18:38:00 2016 9 1 0 5 2016-09-01 2016-09-01 00:05:10-10:00
2 1472725206 9/1/2016 12:00:00 AM 00:20:06 2.16 51 30.43 103 142.04 7.87 06:07:00 18:38:00 2016 9 1 0 20 2016-09-01 2016-09-01 00:20:06-10:00
3 1472725505 9/1/2016 12:00:00 AM 00:25:05 2.21 51 30.43 103 144.12 18.00 06:07:00 18:38:00 2016 9 1 0 25 2016-09-01 2016-09-01 00:25:05-10:00
4 1472725809 9/1/2016 12:00:00 AM 00:30:09 2.25 51 30.43 103 67.42 11.25 06:07:00 18:38:00 2016 9 1 0 30 2016-09-01 2016-09-01 00:30:09-10:00
In [23]:
dif = 0
for i in range(len(df_2) - 1):
    dif = df_2['Datetime'].iloc[i+1] - df_2['Datetime'].iloc[i]
    dif_minutes = int(dif.total_seconds() // 60)
    if (dif_minutes!= 3 and dif_minutes!=4 and dif_minutes!= 5 and dif_minutes!=6 and df_2['Date'].iloc[i+1]== df_2['Date'].iloc[i]): 
        print(df_2['Datetime'].iloc[i+1], df_2['Datetime'].iloc[i], dif_minutes)
2016-09-01 00:20:06-10:00 2016-09-01 00:05:10-10:00 14
2016-09-01 00:45:04-10:00 2016-09-01 00:30:09-10:00 14
2016-09-01 03:05:05-10:00 2016-09-01 02:55:04-10:00 10
2016-09-01 05:40:05-10:00 2016-09-01 05:30:07-10:00 9
2016-09-01 06:00:07-10:00 2016-09-01 05:50:12-10:00 9
2016-09-01 06:35:09-10:00 2016-09-01 06:25:07-10:00 10
2016-09-01 07:00:06-10:00 2016-09-01 06:50:08-10:00 9
2016-09-01 07:35:05-10:00 2016-09-01 07:20:05-10:00 15
2016-09-01 07:50:07-10:00 2016-09-01 07:40:05-10:00 10
2016-09-01 08:10:04-10:00 2016-09-01 07:55:05-10:00 14
2016-09-01 08:50:08-10:00 2016-09-01 08:40:09-10:00 9
2016-09-01 09:00:11-10:00 2016-09-01 08:50:08-10:00 10
2016-09-01 09:55:07-10:00 2016-09-01 09:40:08-10:00 14
2016-09-01 10:35:08-10:00 2016-09-01 10:20:08-10:00 15
2016-09-01 11:10:06-10:00 2016-09-01 11:00:06-10:00 10
2016-09-01 11:20:07-10:00 2016-09-01 11:10:06-10:00 10
2016-09-01 11:50:05-10:00 2016-09-01 11:40:09-10:00 9
2016-09-01 12:15:09-10:00 2016-09-01 12:05:05-10:00 10
2016-09-01 12:30:07-10:00 2016-09-01 12:20:05-10:00 10
2016-09-01 12:40:05-10:00 2016-09-01 12:30:07-10:00 9
2016-09-01 13:00:09-10:00 2016-09-01 12:45:06-10:00 15
2016-09-01 13:50:05-10:00 2016-09-01 13:40:07-10:00 9
2016-09-01 15:00:06-10:00 2016-09-01 14:50:04-10:00 10
2016-09-01 15:40:03-10:00 2016-09-01 15:30:10-10:00 9
2016-09-01 15:55:08-10:00 2016-09-01 15:45:07-10:00 10
2016-09-01 17:40:12-10:00 2016-09-01 17:30:09-10:00 10
2016-09-01 17:50:08-10:00 2016-09-01 17:40:12-10:00 9
2016-09-01 18:40:04-10:00 2016-09-01 18:25:06-10:00 14
2016-09-01 19:00:06-10:00 2016-09-01 18:50:06-10:00 10
2016-09-01 19:20:07-10:00 2016-09-01 19:10:06-10:00 10
2016-09-02 00:20:08-10:00 2016-09-02 00:05:05-10:00 15
2016-09-02 00:40:13-10:00 2016-09-02 00:25:06-10:00 15
2016-09-02 00:50:08-10:00 2016-09-02 00:40:13-10:00 9
2016-09-02 02:05:06-10:00 2016-09-02 01:55:02-10:00 10
2016-09-02 08:50:05-10:00 2016-09-02 08:40:08-10:00 9
2016-09-02 14:25:02-10:00 2016-09-02 14:15:04-10:00 9
2016-09-02 14:40:05-10:00 2016-09-02 14:30:04-10:00 10
2016-09-03 00:15:05-10:00 2016-09-03 00:05:06-10:00 9
2016-09-03 00:35:06-10:00 2016-09-03 00:20:06-10:00 15
2016-09-03 09:35:05-10:00 2016-09-03 09:25:03-10:00 10
2016-09-03 18:05:06-10:00 2016-09-03 17:55:05-10:00 10
2016-09-03 22:55:09-10:00 2016-09-03 22:45:03-10:00 10
2016-09-04 00:20:04-10:00 2016-09-04 00:05:04-10:00 15
2016-09-04 00:40:10-10:00 2016-09-04 00:25:06-10:00 15
2016-09-04 11:25:05-10:00 2016-09-04 11:15:05-10:00 10
2016-09-04 11:35:10-10:00 2016-09-04 11:25:05-10:00 10
2016-09-04 11:55:03-10:00 2016-09-04 11:45:06-10:00 9
2016-09-04 15:55:04-10:00 2016-09-04 15:45:02-10:00 10
2016-09-05 00:20:03-10:00 2016-09-05 00:05:04-10:00 14
2016-09-05 00:45:07-10:00 2016-09-05 00:25:02-10:00 20
2016-09-05 10:30:11-10:00 2016-09-05 10:20:06-10:00 10
2016-09-05 12:25:03-10:00 2016-09-05 12:15:07-10:00 9
2016-09-06 00:20:22-10:00 2016-09-06 00:05:19-10:00 15
2016-09-06 00:45:21-10:00 2016-09-06 00:30:23-10:00 14
2016-09-06 23:30:19-10:00 2016-09-06 23:20:18-10:00 10
2016-09-07 00:20:21-10:00 2016-09-07 00:00:24-10:00 19
2016-09-07 00:45:23-10:00 2016-09-07 00:30:19-10:00 15
2016-09-07 11:55:23-10:00 2016-09-07 10:40:21-10:00 75
2016-09-07 12:55:23-10:00 2016-09-07 11:55:23-10:00 60
2016-09-07 13:20:25-10:00 2016-09-07 12:55:23-10:00 25
2016-09-07 13:35:24-10:00 2016-09-07 13:20:25-10:00 14
2016-09-07 14:45:24-10:00 2016-09-07 13:40:26-10:00 64
2016-09-07 15:20:24-10:00 2016-09-07 14:45:24-10:00 35
2016-09-07 15:55:20-10:00 2016-09-07 15:20:24-10:00 34
2016-09-07 16:05:25-10:00 2016-09-07 15:55:20-10:00 10
2016-09-07 16:45:20-10:00 2016-09-07 16:05:25-10:00 39
2016-09-07 17:50:22-10:00 2016-09-07 16:45:20-10:00 65
2016-09-07 18:00:23-10:00 2016-09-07 17:50:22-10:00 10
2016-09-07 18:20:24-10:00 2016-09-07 18:05:23-10:00 15
2016-09-07 18:30:22-10:00 2016-09-07 18:20:24-10:00 9
2016-09-07 18:45:20-10:00 2016-09-07 18:35:22-10:00 9
2016-09-07 20:05:31-10:00 2016-09-07 19:55:25-10:00 10
2016-09-07 23:35:26-10:00 2016-09-07 23:25:20-10:00 10
2016-09-08 00:20:22-10:00 2016-09-08 00:05:22-10:00 15
2016-09-08 00:50:27-10:00 2016-09-08 00:25:20-10:00 25
2016-09-08 03:35:26-10:00 2016-09-08 03:25:23-10:00 10
2016-09-08 06:00:26-10:00 2016-09-08 05:50:27-10:00 9
2016-09-08 06:10:22-10:00 2016-09-08 06:00:26-10:00 9
2016-09-08 06:50:23-10:00 2016-09-08 06:10:22-10:00 40
2016-09-08 10:30:24-10:00 2016-09-08 06:50:23-10:00 220
2016-09-08 11:35:21-10:00 2016-09-08 10:30:24-10:00 64
2016-09-08 14:20:21-10:00 2016-09-08 11:35:21-10:00 165
2016-09-08 14:50:24-10:00 2016-09-08 14:20:21-10:00 30
2016-09-08 15:05:24-10:00 2016-09-08 14:50:24-10:00 15
2016-09-08 15:50:25-10:00 2016-09-08 15:05:24-10:00 45
2016-09-08 18:10:22-10:00 2016-09-08 15:50:25-10:00 139
2016-09-08 21:15:25-10:00 2016-09-08 21:05:37-10:00 9
2016-09-09 00:20:21-10:00 2016-09-09 00:00:20-10:00 20
2016-09-09 00:30:20-10:00 2016-09-09 00:20:21-10:00 9
2016-09-09 00:55:23-10:00 2016-09-09 00:30:20-10:00 25
2016-09-09 05:15:20-10:00 2016-09-09 05:05:23-10:00 9
2016-09-09 05:40:19-10:00 2016-09-09 05:30:22-10:00 9
2016-09-09 06:05:23-10:00 2016-09-09 05:50:23-10:00 15
2016-09-09 06:15:20-10:00 2016-09-09 06:05:23-10:00 9
2016-09-09 07:55:22-10:00 2016-09-09 06:20:21-10:00 95
2016-09-09 11:25:20-10:00 2016-09-09 07:55:22-10:00 209
2016-09-09 18:45:22-10:00 2016-09-09 11:30:23-10:00 434
2016-09-09 19:20:20-10:00 2016-09-09 19:10:21-10:00 9
2016-09-09 19:40:21-10:00 2016-09-09 19:30:19-10:00 10
2016-09-09 20:15:23-10:00 2016-09-09 20:00:22-10:00 15
2016-09-09 22:30:19-10:00 2016-09-09 22:20:21-10:00 9
2016-09-09 23:40:23-10:00 2016-09-09 23:25:23-10:00 15
2016-09-10 00:20:24-10:00 2016-09-10 00:05:20-10:00 15
2016-09-10 00:50:26-10:00 2016-09-10 00:35:23-10:00 15
2016-09-10 01:00:22-10:00 2016-09-10 00:50:26-10:00 9
2016-09-10 01:35:21-10:00 2016-09-10 01:25:21-10:00 10
2016-09-10 03:05:24-10:00 2016-09-10 02:55:20-10:00 10
2016-09-10 05:45:22-10:00 2016-09-10 05:35:22-10:00 10
2016-09-10 06:00:20-10:00 2016-09-10 05:45:22-10:00 14
2016-09-10 06:10:24-10:00 2016-09-10 06:00:20-10:00 10
2016-09-10 13:00:21-10:00 2016-09-10 06:10:24-10:00 409
2016-09-10 17:40:19-10:00 2016-09-10 17:30:21-10:00 9
2016-09-11 00:20:22-10:00 2016-09-11 00:05:24-10:00 14
2016-09-11 00:45:25-10:00 2016-09-11 00:35:19-10:00 10
2016-09-11 11:55:21-10:00 2016-09-11 11:45:19-10:00 10
2016-09-12 00:20:22-10:00 2016-09-12 00:05:21-10:00 15
2016-09-12 00:45:25-10:00 2016-09-12 00:35:25-10:00 10
2016-09-12 08:30:18-10:00 2016-09-12 08:20:19-10:00 9
2016-09-12 12:40:22-10:00 2016-09-12 12:30:21-10:00 10
2016-09-12 13:50:22-10:00 2016-09-12 13:40:21-10:00 10
2016-09-13 00:20:05-10:00 2016-09-13 00:10:05-10:00 10
2016-09-13 00:55:02-10:00 2016-09-13 00:35:05-10:00 19
2016-09-13 02:15:04-10:00 2016-09-13 02:05:05-10:00 9
2016-09-13 11:05:06-10:00 2016-09-13 10:55:05-10:00 10
2016-09-13 22:00:07-10:00 2016-09-13 21:50:06-10:00 10
2016-09-14 00:20:06-10:00 2016-09-14 00:05:04-10:00 15
2016-09-14 00:50:07-10:00 2016-09-14 00:35:03-10:00 15
2016-09-14 03:55:03-10:00 2016-09-14 03:45:05-10:00 9
2016-09-14 21:25:04-10:00 2016-09-14 21:15:05-10:00 9
2016-09-15 00:20:08-10:00 2016-09-15 00:10:09-10:00 9
2016-09-15 00:50:05-10:00 2016-09-15 00:40:07-10:00 9
2016-09-15 01:00:05-10:00 2016-09-15 00:50:05-10:00 10
2016-09-15 10:40:11-10:00 2016-09-15 10:25:10-10:00 15
2016-09-15 10:50:04-10:00 2016-09-15 10:40:11-10:00 9
2016-09-15 11:05:06-10:00 2016-09-15 10:50:04-10:00 15
2016-09-15 11:30:06-10:00 2016-09-15 11:10:10-10:00 19
2016-09-15 12:25:05-10:00 2016-09-15 11:30:06-10:00 54
2016-09-15 13:00:10-10:00 2016-09-15 12:25:05-10:00 35
2016-09-15 13:15:08-10:00 2016-09-15 13:00:10-10:00 14
2016-09-15 13:30:09-10:00 2016-09-15 13:20:07-10:00 10
2016-09-15 14:30:05-10:00 2016-09-15 13:30:09-10:00 59
2016-09-15 15:00:05-10:00 2016-09-15 14:30:05-10:00 30
2016-09-15 15:10:09-10:00 2016-09-15 15:00:05-10:00 10
2016-09-15 15:55:06-10:00 2016-09-15 15:10:09-10:00 44
2016-09-15 16:40:07-10:00 2016-09-15 15:55:06-10:00 45
2016-09-15 16:55:07-10:00 2016-09-15 16:45:06-10:00 10
2016-09-16 07:40:16-10:00 2016-09-16 07:40:15-10:00 0
2016-09-16 08:10:05-10:00 2016-09-16 07:55:30-10:00 14
2016-09-16 09:35:06-10:00 2016-09-16 09:25:08-10:00 9
2016-09-16 15:35:41-10:00 2016-09-16 15:00:05-10:00 35
2016-09-16 16:15:19-10:00 2016-09-16 16:00:09-10:00 15
2016-09-16 16:35:09-10:00 2016-09-16 16:25:06-10:00 10
2016-09-17 00:20:13-10:00 2016-09-17 00:10:07-10:00 10
2016-09-17 00:55:05-10:00 2016-09-17 00:35:05-10:00 20
2016-09-17 06:45:08-10:00 2016-09-17 06:35:06-10:00 10
2016-09-17 07:55:07-10:00 2016-09-17 07:45:03-10:00 10
2016-09-17 13:20:28-10:00 2016-09-17 13:10:04-10:00 10
2016-09-17 13:20:34-10:00 2016-09-17 13:20:28-10:00 0
2016-09-17 23:55:07-10:00 2016-09-17 23:45:03-10:00 10
2016-09-18 00:20:05-10:00 2016-09-18 00:10:12-10:00 9
2016-09-18 00:55:05-10:00 2016-09-18 00:45:08-10:00 9
2016-09-18 02:55:02-10:00 2016-09-18 02:45:06-10:00 9
2016-09-18 03:25:07-10:00 2016-09-18 03:15:05-10:00 10
2016-09-18 04:45:09-10:00 2016-09-18 04:35:05-10:00 10
2016-09-18 07:50:08-10:00 2016-09-18 07:40:05-10:00 10
2016-09-18 10:25:06-10:00 2016-09-18 10:15:07-10:00 9
2016-09-18 12:00:06-10:00 2016-09-18 11:50:03-10:00 10
2016-09-18 12:55:06-10:00 2016-09-18 12:45:02-10:00 10
2016-09-18 15:50:05-10:00 2016-09-18 15:40:06-10:00 9
2016-09-18 16:25:04-10:00 2016-09-18 16:15:05-10:00 9
2016-09-18 18:55:06-10:00 2016-09-18 18:45:03-10:00 10
2016-09-18 22:25:05-10:00 2016-09-18 22:15:02-10:00 10
2016-09-19 00:20:05-10:00 2016-09-19 00:10:04-10:00 10
2016-09-19 00:30:05-10:00 2016-09-19 00:20:05-10:00 10
2016-09-19 01:00:08-10:00 2016-09-19 00:45:03-10:00 15
2016-09-19 01:10:02-10:00 2016-09-19 01:00:08-10:00 9
2016-09-19 02:45:06-10:00 2016-09-19 02:35:06-10:00 10
2016-09-19 09:25:06-10:00 2016-09-19 09:15:06-10:00 10
2016-09-19 09:45:06-10:00 2016-09-19 09:35:03-10:00 10
2016-09-19 17:45:06-10:00 2016-09-19 17:35:06-10:00 10
2016-09-19 19:20:02-10:00 2016-09-19 19:10:06-10:00 9
2016-09-19 22:25:04-10:00 2016-09-19 22:15:05-10:00 9
2016-09-19 22:35:03-10:00 2016-09-19 22:25:04-10:00 9
2016-09-20 00:25:11-10:00 2016-09-20 00:10:05-10:00 15
2016-09-20 01:00:06-10:00 2016-09-20 00:45:04-10:00 15
2016-09-20 17:25:09-10:00 2016-09-20 17:15:08-10:00 10
2016-09-21 00:20:03-10:00 2016-09-21 00:10:07-10:00 9
2016-09-21 00:55:05-10:00 2016-09-21 00:45:05-10:00 10
2016-09-21 10:10:08-10:00 2016-09-21 10:00:05-10:00 10
2016-09-21 11:05:21-10:00 2016-09-21 10:55:04-10:00 10
2016-09-21 14:30:22-10:00 2016-09-21 14:20:19-10:00 10
2016-09-21 16:25:20-10:00 2016-09-21 16:15:20-10:00 10
2016-09-22 00:20:27-10:00 2016-09-22 00:10:20-10:00 10
2016-09-22 01:00:27-10:00 2016-09-22 00:50:22-10:00 10
2016-09-22 13:55:24-10:00 2016-09-22 13:45:23-10:00 10
2016-09-22 19:30:19-10:00 2016-09-22 19:20:24-10:00 9
2016-09-23 00:20:21-10:00 2016-09-23 00:10:21-10:00 10
2016-09-24 00:20:21-10:00 2016-09-24 00:10:21-10:00 10
2016-09-24 01:00:26-10:00 2016-09-24 00:50:21-10:00 10
2016-09-24 01:10:26-10:00 2016-09-24 01:00:26-10:00 10
2016-09-25 00:25:21-10:00 2016-09-25 00:10:22-10:00 14
2016-09-25 01:00:25-10:00 2016-09-25 00:50:21-10:00 10
2016-09-25 01:10:20-10:00 2016-09-25 01:00:25-10:00 9
2016-09-26 00:20:25-10:00 2016-09-26 00:10:22-10:00 10
2016-09-26 01:05:26-10:00 2016-09-26 00:55:23-10:00 10
2016-09-26 04:05:20-10:00 2016-09-26 03:55:25-10:00 9
2016-09-26 12:30:21-10:00 2016-09-26 10:45:19-10:00 105
2016-09-26 16:10:19-10:00 2016-09-26 16:00:20-10:00 9
2016-09-26 21:40:24-10:00 2016-09-26 21:30:18-10:00 10
2016-09-27 00:25:20-10:00 2016-09-27 00:05:24-10:00 19
2016-09-27 01:10:25-10:00 2016-09-27 00:55:24-10:00 15
2016-09-27 10:20:21-10:00 2016-09-27 10:10:20-10:00 10
2016-09-27 23:40:24-10:00 2016-09-27 23:30:19-10:00 10
2016-09-28 00:25:19-10:00 2016-09-28 00:10:23-10:00 14
2016-09-28 01:15:25-10:00 2016-09-28 01:05:20-10:00 10
2016-09-28 06:00:22-10:00 2016-09-28 05:50:19-10:00 10
2016-09-28 12:10:24-10:00 2016-09-28 12:00:25-10:00 9
2016-09-28 15:15:23-10:00 2016-09-28 15:05:19-10:00 10
2016-09-29 00:20:25-10:00 2016-09-29 00:10:23-10:00 10
2016-09-29 07:40:19-10:00 2016-09-29 07:30:21-10:00 9
2016-09-29 14:10:20-10:00 2016-09-29 14:00:19-10:00 10
2016-10-01 00:20:20-10:00 2016-10-01 00:00:19-10:00 20
2016-10-01 00:30:18-10:00 2016-10-01 00:20:20-10:00 9
2016-10-02 00:25:23-10:00 2016-10-02 00:00:23-10:00 25
2016-10-02 22:25:21-10:00 2016-10-02 22:15:25-10:00 9
2016-10-03 00:20:22-10:00 2016-10-03 00:00:21-10:00 20
2016-10-03 08:20:22-10:00 2016-10-03 08:10:23-10:00 9
2016-10-03 13:35:18-10:00 2016-10-03 13:25:18-10:00 10
2016-10-03 18:30:21-10:00 2016-10-03 18:20:20-10:00 10
2016-10-03 20:45:37-10:00 2016-10-03 20:35:43-10:00 9
2016-10-04 00:30:23-10:00 2016-10-04 00:00:24-10:00 29
2016-10-04 05:25:21-10:00 2016-10-04 05:15:21-10:00 10
2016-10-05 00:25:23-10:00 2016-10-05 00:00:21-10:00 25
2016-10-05 15:10:20-10:00 2016-10-05 15:00:24-10:00 9
2016-10-05 17:15:21-10:00 2016-10-05 17:05:23-10:00 9
2016-10-05 19:25:20-10:00 2016-10-05 19:15:22-10:00 9
2016-10-06 00:25:20-10:00 2016-10-06 00:00:20-10:00 25
2016-10-07 00:25:24-10:00 2016-10-07 00:00:19-10:00 25
2016-10-08 00:25:20-10:00 2016-10-08 00:00:19-10:00 25
2016-10-08 08:35:26-10:00 2016-10-08 08:25:22-10:00 10
2016-10-09 00:25:27-10:00 2016-10-09 00:00:23-10:00 25
2016-10-09 01:55:19-10:00 2016-10-09 01:45:22-10:00 9
2016-10-09 05:30:22-10:00 2016-10-09 05:20:23-10:00 9
2016-10-09 12:10:22-10:00 2016-10-09 12:00:25-10:00 9
2016-10-09 17:45:22-10:00 2016-10-09 17:35:26-10:00 9
2016-10-09 20:15:19-10:00 2016-10-09 20:05:22-10:00 9
2016-10-10 00:30:25-10:00 2016-10-10 00:00:25-10:00 30
2016-10-10 02:20:24-10:00 2016-10-10 02:10:19-10:00 10
2016-10-10 03:50:34-10:00 2016-10-10 03:40:22-10:00 10
2016-10-10 14:35:21-10:00 2016-10-10 14:25:25-10:00 9
2016-10-11 00:20:24-10:00 2016-10-11 00:00:21-10:00 20
2016-10-11 02:30:21-10:00 2016-10-11 02:20:24-10:00 9
2016-10-12 00:20:27-10:00 2016-10-12 00:00:20-10:00 20
2016-10-12 02:40:22-10:00 2016-10-12 02:30:24-10:00 9
2016-10-13 00:30:27-10:00 2016-10-13 00:05:20-10:00 25
2016-10-13 18:00:23-10:00 2016-10-13 17:50:24-10:00 9
2016-10-14 00:25:24-10:00 2016-10-14 00:00:21-10:00 25
2016-10-14 02:40:22-10:00 2016-10-14 02:30:23-10:00 9
2016-10-14 03:25:20-10:00 2016-10-14 03:15:23-10:00 9
2016-10-15 00:30:25-10:00 2016-10-15 00:00:23-10:00 30
2016-10-15 03:25:24-10:00 2016-10-15 03:15:24-10:00 10
2016-10-15 11:20:21-10:00 2016-10-15 11:10:20-10:00 10
2016-10-15 13:25:20-10:00 2016-10-15 13:15:18-10:00 10
2016-10-15 20:55:19-10:00 2016-10-15 20:45:21-10:00 9
2016-10-16 00:25:22-10:00 2016-10-16 00:05:19-10:00 20
2016-10-16 01:35:19-10:00 2016-10-16 01:25:22-10:00 9
2016-10-16 08:30:19-10:00 2016-10-16 08:20:20-10:00 9
2016-10-16 17:30:19-10:00 2016-10-16 17:20:20-10:00 9
2016-10-17 00:30:24-10:00 2016-10-17 00:05:23-10:00 25
2016-10-17 11:55:21-10:00 2016-10-17 11:45:21-10:00 10
2016-10-22 00:10:21-10:00 2016-10-22 00:00:17-10:00 10
2016-10-23 00:10:18-10:00 2016-10-23 00:00:17-10:00 10
2016-10-24 00:10:22-10:00 2016-10-24 00:00:21-10:00 10
2016-10-24 12:00:18-10:00 2016-10-24 11:50:17-10:00 10
2016-10-25 00:10:18-10:00 2016-10-25 00:00:21-10:00 9
2016-10-26 00:10:17-10:00 2016-10-26 00:00:20-10:00 9
2016-10-27 00:10:20-10:00 2016-10-27 00:00:21-10:00 9
2016-10-30 00:10:18-10:00 2016-10-30 00:00:20-10:00 9
2016-10-31 00:10:18-10:00 2016-10-31 00:00:18-10:00 10
2016-11-01 00:10:18-10:00 2016-11-01 00:00:19-10:00 9
2016-11-02 00:10:19-10:00 2016-11-02 00:00:18-10:00 10
2016-11-03 00:10:19-10:00 2016-11-03 00:00:18-10:00 10
2016-11-04 00:10:17-10:00 2016-11-04 00:00:18-10:00 9
2016-11-05 00:10:18-10:00 2016-11-05 00:00:18-10:00 10
2016-11-16 00:10:01-10:00 2016-11-16 00:00:01-10:00 10
2016-11-20 00:10:18-10:00 2016-11-20 00:00:18-10:00 10
2016-11-23 15:35:05-10:00 2016-11-23 15:25:02-10:00 10
2016-11-25 04:25:04-10:00 2016-11-25 04:15:02-10:00 10
2016-11-25 07:35:02-10:00 2016-11-25 07:25:04-10:00 9
2016-12-05 00:10:41-10:00 2016-12-05 00:00:34-10:00 10
2016-12-10 00:10:49-10:00 2016-12-10 00:00:51-10:00 9
2016-12-14 04:25:02-10:00 2016-12-14 04:15:02-10:00 10
2016-12-14 14:35:03-10:00 2016-12-14 14:25:04-10:00 9
2016-12-15 10:40:02-10:00 2016-12-15 10:30:04-10:00 9
2016-12-15 11:45:03-10:00 2016-12-15 11:35:01-10:00 10
2016-12-15 13:00:07-10:00 2016-12-15 12:50:03-10:00 10
2016-12-17 00:10:18-10:00 2016-12-17 00:00:17-10:00 10
2016-12-18 00:15:20-10:00 2016-12-18 00:05:19-10:00 10
2016-12-19 00:10:18-10:00 2016-12-19 00:00:17-10:00 10
2016-12-19 15:10:20-10:00 2016-12-19 15:00:18-10:00 10
2016-12-22 09:15:50-10:00 2016-12-22 09:05:49-10:00 10
2016-12-29 08:50:50-10:00 2016-12-29 08:40:51-10:00 9
2016-12-30 13:00:02-10:00 2016-12-30 12:50:02-10:00 10
2016-12-30 15:15:02-10:00 2016-12-30 15:05:04-10:00 9
2016-12-30 15:30:08-10:00 2016-12-30 15:20:01-10:00 10

El listado completo de diferencias está expuesto arriba. Muchas instancias les falta 1 dato entre medio, generando así una delta de 9-10 minutos entre dos instancias. También podemos ver que muchos de los datos pertenecen a horarios nocturnos que como pudimos ver en el gráfico lineal inicial, estos valores son generalmente cero. Revisaremos entonces esta composición en un boxplot mensual y por horas para ver la distribución de la variables, con el fin de determinar si ayuda o no tener estas instancias.

In [24]:
fig, axes = plt.subplots(1, 1, figsize=(20,7), dpi= 80)
sns.boxplot(x='Month', y='Radiation', data=df_temp)
# Set Title
plt.title('Month-wise BoxPlot - Solar Radiation', fontsize=18); 
plt.ylabel('W/m2')
plt.show()
No description has been provided for this image

La radiación solar tiene mayores valores en el mes de septiembre (fin del verano, comienzo primavera), para luego ir decayendo a valores mínimos en diciembre, cuando comienza el invierno. Es totalmente esperable estos datos considerando la naturaleza de la variable.

In [25]:
# Draw Plot
#order_hours = ['01', '02', '03', '04','05', '06', '07', '08', '09', '10', '11', '12', '13', '14','15', '16', '17', '18', '19', '20', '21', '22', '23', '00' ]
order_hours = [f"{h:1d}" for h in range(24)]
fig, axes = plt.subplots(1, 1, figsize=(20,7), dpi= 80)
sns.boxplot(x='Hour', y='Radiation', data=df_temp, order=order_hours)

# Set Title
plt.title('Hour-wise BoxPlot - Solar Radiation', fontsize=18)
plt.ylabel('W/m2')
plt.show()
No description has been provided for this image

Respecto a su distribución durante el día, podemos observar que los datos de interés son entre las 06 y las 18 horas. Esto es determinante para poder limpiar el dataset antes de generar el modelo. Eliminaremos todas las instancias entre las 00 y las 05, y entre las 19 y las 23 horas, quedándonos así solo con el rango horario de interés.

In [26]:
df_temp['Hour_Int'] = df_temp['Hour'].astype(int)
df_temp2 = df_temp.copy()
df_temp = df_temp[(df_temp['Hour_Int']>5) & (df_temp['Hour_Int']<19)]
In [27]:
df_temp.head()
Out[27]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Date Datetime Hour_Int
UNIXTime
2016-09-29 18:55:19-10:00 1475211319 9/29/2016 12:00:00 AM 18:55:19 1.23 51 30.45 51 105.89 6.75 06:13:00 18:13:00 2016 9 29 18 55 2016-09-29 2016-09-29 18:55:19-10:00 18
2016-09-29 18:50:24-10:00 1475211024 9/29/2016 12:00:00 AM 18:50:24 1.24 51 30.45 52 120.86 5.62 06:13:00 18:13:00 2016 9 29 18 50 2016-09-29 2016-09-29 18:50:24-10:00 18
2016-09-29 18:45:19-10:00 1475210719 9/29/2016 12:00:00 AM 18:45:19 1.23 51 30.44 55 170.11 5.62 06:13:00 18:13:00 2016 9 29 18 45 2016-09-29 2016-09-29 18:45:19-10:00 18
2016-09-29 18:40:21-10:00 1475210421 9/29/2016 12:00:00 AM 18:40:21 1.21 52 30.44 55 107.15 5.62 06:13:00 18:13:00 2016 9 29 18 40 2016-09-29 2016-09-29 18:40:21-10:00 18
2016-09-29 18:35:21-10:00 1475210121 9/29/2016 12:00:00 AM 18:35:21 1.24 52 30.44 55 129.29 6.75 06:13:00 18:13:00 2016 9 29 18 35 2016-09-29 2016-09-29 18:35:21-10:00 18
In [28]:
date_data = df_temp.groupby(['Date']).count()
date_data['Radiation'].unique()
Out[28]:
array([126, 153, 154, 152, 156,  76,  19,   9,  73, 155,  71, 125, 149,
       135,  94])
In [29]:
days_with_less_observation = date_data[date_data['UNIXTime']<156]
days_with_less_observation.info()
<class 'pandas.core.frame.DataFrame'>
Index: 43 entries, 2016-09-01 to 2016-12-30
Data columns (total 18 columns):
 #   Column                  Non-Null Count  Dtype
---  ------                  --------------  -----
 0   UNIXTime                43 non-null     int64
 1   Data                    43 non-null     int64
 2   Time                    43 non-null     int64
 3   Radiation               43 non-null     int64
 4   Temperature             43 non-null     int64
 5   Pressure                43 non-null     int64
 6   Humidity                43 non-null     int64
 7   WindDirection(Degrees)  43 non-null     int64
 8   Speed                   43 non-null     int64
 9   TimeSunRise             43 non-null     int64
 10  TimeSunSet              43 non-null     int64
 11  Year                    43 non-null     int64
 12  Month                   43 non-null     int64
 13  Day                     43 non-null     int64
 14  Hour                    43 non-null     int64
 15  Minute                  43 non-null     int64
 16  Datetime                43 non-null     int64
 17  Hour_Int                43 non-null     int64
dtypes: int64(18)
memory usage: 6.4+ KB
In [30]:
days_with_less_observation.head()
Out[30]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Datetime Hour_Int
Date
2016-09-01 126 126 126 126 126 126 126 126 126 126 126 126 126 126 126 126 126 126
2016-09-02 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153 153
2016-09-03 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154
2016-09-04 152 152 152 152 152 152 152 152 152 152 152 152 152 152 152 152 152 152
2016-09-05 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154 154

De 75 días con menores instancias se redujeron a 43 días. Ahora se analizarán para ver posibles soluciones. Priemro generaremos un histograma para visualizar la distribución de la cantidad de instancias por día.

In [31]:
plt.hist(days_with_less_observation['Radiation'], bins='auto', color='skyblue', edgecolor='black')

plt.title('Cantidad de observaciones por día')
plt.xlabel('Valores')
plt.ylabel('Frecuencia')
plt.grid(axis='y', alpha=0.75) 
plt.show()
No description has been provided for this image

Se observarán los datos faltantes de aquellos días que tienen desde 150 observaciones. De esta forma podemos interpolar por un valor promedio y así no perder el día completo. Las otras instancias de días que tienen menos de 150 observaciones diarias serán eliminadas.

In [32]:
days_to_drop = days_with_less_observation.copy()
days_with_less_observation = days_with_less_observation[days_with_less_observation['UNIXTime']>150]
days_with_less_observation.info()
<class 'pandas.core.frame.DataFrame'>
Index: 33 entries, 2016-09-02 to 2016-12-30
Data columns (total 18 columns):
 #   Column                  Non-Null Count  Dtype
---  ------                  --------------  -----
 0   UNIXTime                33 non-null     int64
 1   Data                    33 non-null     int64
 2   Time                    33 non-null     int64
 3   Radiation               33 non-null     int64
 4   Temperature             33 non-null     int64
 5   Pressure                33 non-null     int64
 6   Humidity                33 non-null     int64
 7   WindDirection(Degrees)  33 non-null     int64
 8   Speed                   33 non-null     int64
 9   TimeSunRise             33 non-null     int64
 10  TimeSunSet              33 non-null     int64
 11  Year                    33 non-null     int64
 12  Month                   33 non-null     int64
 13  Day                     33 non-null     int64
 14  Hour                    33 non-null     int64
 15  Minute                  33 non-null     int64
 16  Datetime                33 non-null     int64
 17  Hour_Int                33 non-null     int64
dtypes: int64(18)
memory usage: 4.9+ KB
In [33]:
days_to_drop = days_to_drop[days_to_drop['UNIXTime']<150]
days_to_drop.info()
<class 'pandas.core.frame.DataFrame'>
Index: 10 entries, 2016-09-01 to 2016-12-08
Data columns (total 18 columns):
 #   Column                  Non-Null Count  Dtype
---  ------                  --------------  -----
 0   UNIXTime                10 non-null     int64
 1   Data                    10 non-null     int64
 2   Time                    10 non-null     int64
 3   Radiation               10 non-null     int64
 4   Temperature             10 non-null     int64
 5   Pressure                10 non-null     int64
 6   Humidity                10 non-null     int64
 7   WindDirection(Degrees)  10 non-null     int64
 8   Speed                   10 non-null     int64
 9   TimeSunRise             10 non-null     int64
 10  TimeSunSet              10 non-null     int64
 11  Year                    10 non-null     int64
 12  Month                   10 non-null     int64
 13  Day                     10 non-null     int64
 14  Hour                    10 non-null     int64
 15  Minute                  10 non-null     int64
 16  Datetime                10 non-null     int64
 17  Hour_Int                10 non-null     int64
dtypes: int64(18)
memory usage: 1.5+ KB

En total son 33 días que podemos corregir. Mientras que los otros 10 días serán eliminados.

In [34]:
df_temp = df_temp[
    ~df_temp['Date'].isin(days_to_drop.index)
]
In [35]:
df_temp.info()
<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 16788 entries, 2016-09-29 18:55:19-10:00 to 2016-12-01 06:00:04-10:00
Data columns (total 19 columns):
 #   Column                  Non-Null Count  Dtype                           
---  ------                  --------------  -----                           
 0   UNIXTime                16788 non-null  int64                           
 1   Data                    16788 non-null  object                          
 2   Time                    16788 non-null  object                          
 3   Radiation               16788 non-null  float64                         
 4   Temperature             16788 non-null  int64                           
 5   Pressure                16788 non-null  float64                         
 6   Humidity                16788 non-null  int64                           
 7   WindDirection(Degrees)  16788 non-null  float64                         
 8   Speed                   16788 non-null  float64                         
 9   TimeSunRise             16788 non-null  object                          
 10  TimeSunSet              16788 non-null  object                          
 11  Year                    16788 non-null  int32                           
 12  Month                   16788 non-null  int32                           
 13  Day                     16788 non-null  int32                           
 14  Hour                    16788 non-null  int32                           
 15  Minute                  16788 non-null  int32                           
 16  Date                    16788 non-null  object                          
 17  Datetime                16788 non-null  datetime64[ns, Pacific/Honolulu]
 18  Hour_Int                16788 non-null  int64                           
dtypes: datetime64[ns, Pacific/Honolulu](1), float64(4), int32(5), int64(4), object(5)
memory usage: 2.2+ MB
In [36]:
df_3 = (
    df_temp[df_temp['Date'].isin(days_with_less_observation.index)]
    .sort_values('Datetime')
    .reset_index(drop=True)
)
df_3.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 5088 entries, 0 to 5087
Data columns (total 19 columns):
 #   Column                  Non-Null Count  Dtype                           
---  ------                  --------------  -----                           
 0   UNIXTime                5088 non-null   int64                           
 1   Data                    5088 non-null   object                          
 2   Time                    5088 non-null   object                          
 3   Radiation               5088 non-null   float64                         
 4   Temperature             5088 non-null   int64                           
 5   Pressure                5088 non-null   float64                         
 6   Humidity                5088 non-null   int64                           
 7   WindDirection(Degrees)  5088 non-null   float64                         
 8   Speed                   5088 non-null   float64                         
 9   TimeSunRise             5088 non-null   object                          
 10  TimeSunSet              5088 non-null   object                          
 11  Year                    5088 non-null   int32                           
 12  Month                   5088 non-null   int32                           
 13  Day                     5088 non-null   int32                           
 14  Hour                    5088 non-null   int32                           
 15  Minute                  5088 non-null   int32                           
 16  Date                    5088 non-null   object                          
 17  Datetime                5088 non-null   datetime64[ns, Pacific/Honolulu]
 18  Hour_Int                5088 non-null   int64                           
dtypes: datetime64[ns, Pacific/Honolulu](1), float64(4), int32(5), int64(4), object(5)
memory usage: 656.0+ KB
In [37]:
dif = 0
for i in range(len(df_3) - 1):
    dif = df_3['Datetime'].iloc[i+1] - df_3['Datetime'].iloc[i]
    dif_minutes = int(dif.total_seconds() // 60)
    if (dif_minutes!= 3 and dif_minutes!=4 and dif_minutes!= 5 and dif_minutes!=6 and df_3['Date'].iloc[i+1]== df_3['Date'].iloc[i]): 
        print(df_3['Datetime'].iloc[i+1], df_3['Datetime'].iloc[i], dif_minutes)
2016-09-02 08:50:05-10:00 2016-09-02 08:40:08-10:00 9
2016-09-02 14:25:02-10:00 2016-09-02 14:15:04-10:00 9
2016-09-02 14:40:05-10:00 2016-09-02 14:30:04-10:00 10
2016-09-03 09:35:05-10:00 2016-09-03 09:25:03-10:00 10
2016-09-03 18:05:06-10:00 2016-09-03 17:55:05-10:00 10
2016-09-04 11:25:05-10:00 2016-09-04 11:15:05-10:00 10
2016-09-04 11:35:10-10:00 2016-09-04 11:25:05-10:00 10
2016-09-04 11:55:03-10:00 2016-09-04 11:45:06-10:00 9
2016-09-04 15:55:04-10:00 2016-09-04 15:45:02-10:00 10
2016-09-05 10:30:11-10:00 2016-09-05 10:20:06-10:00 10
2016-09-05 12:25:03-10:00 2016-09-05 12:15:07-10:00 9
2016-09-11 11:55:21-10:00 2016-09-11 11:45:19-10:00 10
2016-09-12 08:30:18-10:00 2016-09-12 08:20:19-10:00 9
2016-09-12 12:40:22-10:00 2016-09-12 12:30:21-10:00 10
2016-09-12 13:50:22-10:00 2016-09-12 13:40:21-10:00 10
2016-09-13 11:05:06-10:00 2016-09-13 10:55:05-10:00 10
2016-09-17 06:45:08-10:00 2016-09-17 06:35:06-10:00 10
2016-09-17 07:55:07-10:00 2016-09-17 07:45:03-10:00 10
2016-09-17 13:20:28-10:00 2016-09-17 13:10:04-10:00 10
2016-09-17 13:20:34-10:00 2016-09-17 13:20:28-10:00 0
2016-09-19 09:25:06-10:00 2016-09-19 09:15:06-10:00 10
2016-09-19 09:45:06-10:00 2016-09-19 09:35:03-10:00 10
2016-09-19 17:45:06-10:00 2016-09-19 17:35:06-10:00 10
2016-09-20 17:25:09-10:00 2016-09-20 17:15:08-10:00 10
2016-09-21 10:10:08-10:00 2016-09-21 10:00:05-10:00 10
2016-09-21 11:05:21-10:00 2016-09-21 10:55:04-10:00 10
2016-09-21 14:30:22-10:00 2016-09-21 14:20:19-10:00 10
2016-09-21 16:25:20-10:00 2016-09-21 16:15:20-10:00 10
2016-09-22 13:55:24-10:00 2016-09-22 13:45:23-10:00 10
2016-09-27 10:20:21-10:00 2016-09-27 10:10:20-10:00 10
2016-09-28 12:10:24-10:00 2016-09-28 12:00:25-10:00 9
2016-09-28 15:15:23-10:00 2016-09-28 15:05:19-10:00 10
2016-09-29 07:40:19-10:00 2016-09-29 07:30:21-10:00 9
2016-09-29 14:10:20-10:00 2016-09-29 14:00:19-10:00 10
2016-10-03 08:20:22-10:00 2016-10-03 08:10:23-10:00 9
2016-10-03 13:35:18-10:00 2016-10-03 13:25:18-10:00 10
2016-10-03 18:30:21-10:00 2016-10-03 18:20:20-10:00 10
2016-10-05 15:10:20-10:00 2016-10-05 15:00:24-10:00 9
2016-10-05 17:15:21-10:00 2016-10-05 17:05:23-10:00 9
2016-10-08 08:35:26-10:00 2016-10-08 08:25:22-10:00 10
2016-10-09 12:10:22-10:00 2016-10-09 12:00:25-10:00 9
2016-10-09 17:45:22-10:00 2016-10-09 17:35:26-10:00 9
2016-10-10 14:35:21-10:00 2016-10-10 14:25:25-10:00 9
2016-10-13 18:00:23-10:00 2016-10-13 17:50:24-10:00 9
2016-10-15 11:20:21-10:00 2016-10-15 11:10:20-10:00 10
2016-10-15 13:25:20-10:00 2016-10-15 13:15:18-10:00 10
2016-10-16 08:30:19-10:00 2016-10-16 08:20:20-10:00 9
2016-10-16 17:30:19-10:00 2016-10-16 17:20:20-10:00 9
2016-10-17 11:55:21-10:00 2016-10-17 11:45:21-10:00 10
2016-10-24 12:00:18-10:00 2016-10-24 11:50:17-10:00 10
2016-11-23 15:35:05-10:00 2016-11-23 15:25:02-10:00 10
2016-11-25 07:35:02-10:00 2016-11-25 07:25:04-10:00 9
2016-12-14 14:35:03-10:00 2016-12-14 14:25:04-10:00 9
2016-12-15 10:40:02-10:00 2016-12-15 10:30:04-10:00 9
2016-12-15 11:45:03-10:00 2016-12-15 11:35:01-10:00 10
2016-12-15 13:00:07-10:00 2016-12-15 12:50:03-10:00 10
2016-12-19 15:10:20-10:00 2016-12-19 15:00:18-10:00 10
2016-12-22 09:15:50-10:00 2016-12-22 09:05:49-10:00 10
2016-12-29 08:50:50-10:00 2016-12-29 08:40:51-10:00 9
2016-12-30 13:00:02-10:00 2016-12-30 12:50:02-10:00 10
2016-12-30 15:15:02-10:00 2016-12-30 15:05:04-10:00 9
2016-12-30 15:30:08-10:00 2016-12-30 15:20:01-10:00 10

En todos los casos seleccionados, falta una instancia con hora intermedia entre las dos instancias. Esto se resolverá añadiendo la instancia con el valor promedio entre ambos valores. También existe un caos donde hay 2 instancias en el mismo minuto:

In [38]:
df_3[(df_3['Month']==9) & (df_3['Day']==17) & (df_3['Hour']==13)  & (df_3['Minute']==20)]
Out[38]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Date Datetime Hour_Int
1161 1474154428 9/17/2016 12:00:00 AM 13:20:28 780.69 60 30.47 90 24.23 11.25 06:10:00 18:24:00 2016 9 17 13 20 2016-09-17 2016-09-17 13:20:28-10:00 13
1162 1474154434 9/17/2016 12:00:00 AM 13:20:34 780.30 60 30.47 90 64.71 9.00 06:10:00 18:24:00 2016 9 17 13 20 2016-09-17 2016-09-17 13:20:34-10:00 13

Dado que solo difieren en la variable WindDirection y Speed, nos quedaremos con la primera instancia.

In [39]:
df_3 = df_3[df_3['UNIXTime'] != 1474154428]
df_temp = df_temp[df_temp['UNIXTime'] != 1474154428]
In [40]:
df_3[(df_3['Month']==9) & (df_3['Day']==17) & (df_3['Hour']==13)  & (df_3['Minute']==20)]
Out[40]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Date Datetime Hour_Int
1162 1474154434 9/17/2016 12:00:00 AM 13:20:34 780.3 60 30.47 90 64.71 9.0 06:10:00 18:24:00 2016 9 17 13 20 2016-09-17 2016-09-17 13:20:34-10:00 13
In [41]:
new_rows = []

vars_to_avg = [
    'Radiation',
    'Temperature',
    'Pressure',
    'Humidity',
    'WindDirection(Degrees)',
    'Speed'
]

for i in range(len(df_3) - 1):

    t0 = df_3['Datetime'].iloc[i]
    t1 = df_3['Datetime'].iloc[i + 1]

    dif = t1 - t0
    dif_minutes = int(dif.total_seconds() // 60)

    same_day = df_3['Date'].iloc[i] == df_3['Date'].iloc[i + 1]

    if (dif_minutes not in [0, 3, 4, 5, 6]) and same_day:

        # Timestamp intermedio
        new_datetime = t0 + dif / 2

        # Crear nueva fila base
        new_row = df_3.iloc[i].copy()
        new_row['Datetime'] = new_datetime

        # Promedios de variables numéricas
        for col in vars_to_avg:
            new_row[col] = (
                df_3[col].iloc[i] + df_3[col].iloc[i + 1]
            ) / 2

        # Actualizar variables temporales
        new_row['Year']   = new_datetime.year
        new_row['Month']  = new_datetime.month
        new_row['Day']    = new_datetime.day
        new_row['Hour']   = new_datetime.hour
        new_row['Minute'] = new_datetime.minute
        new_row['Date']   = new_datetime.date()
        new_row['Hour_Int'] = int(new_datetime.hour)

        new_rows.append(new_row)

df_new = pd.DataFrame(new_rows)

df_3_fixed = (
    pd.concat([df_temp, df_new], ignore_index=True)
    .sort_values('Datetime')
    .reset_index(drop=True)
)
In [42]:
date_data = df_3_fixed.groupby(['Date']).count()
date_data['Radiation'].unique()
Out[42]:
array([156])
In [43]:
date_data[date_data['Radiation']>156]
Out[43]:
UNIXTime Data Time Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed TimeSunRise TimeSunSet Year Month Day Hour Minute Datetime Hour_Int
Date

Ahora todos los días contienen 156 instancias. Antes de continuar, eliminaremos del dataset las variables que no son de nuestro interés o que se repiten.

In [44]:
df_3_fixed = df_3_fixed.drop(['Data', 'Time', 'TimeSunRise', 'TimeSunSet'], axis=1)
In [45]:
df_3_fixed.head()
Out[45]:
UNIXTime Radiation Temperature Pressure Humidity WindDirection(Degrees) Speed Year Month Day Hour Minute Date Datetime Hour_Int
0 1472832004 2.79 47.0 30.43 76.0 142.04 7.87 2016 9 2 6 0 2016-09-02 2016-09-02 06:00:04-10:00 6
1 1472832304 5.27 47.0 30.44 77.0 186.84 7.87 2016 9 2 6 5 2016-09-02 2016-09-02 06:05:04-10:00 6
2 1472832604 7.66 47.0 30.43 77.0 177.87 7.87 2016 9 2 6 10 2016-09-02 2016-09-02 06:10:04-10:00 6
3 1472832907 10.84 47.0 30.44 77.0 167.78 6.75 2016 9 2 6 15 2016-09-02 2016-09-02 06:15:07-10:00 6
4 1472833205 11.93 47.0 30.44 78.0 157.26 6.75 2016 9 2 6 20 2016-09-02 2016-09-02 06:20:05-10:00 6
In [46]:
fig, axes = plt.subplots(1, 1, figsize=(20,7), dpi= 80)
sns.boxplot(x='Month', y='Radiation', data=df_3_fixed)
# Set Title
plt.title('Month-wise BoxPlot - Solar Radiation', fontsize=18); 
plt.ylabel('W/m2')
plt.show()
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In [47]:
monthly_counts = (
    df_3_fixed
    .dropna(subset=['Radiation'])
    .groupby('Month')
    .size()
)
plt.figure(figsize=(14,6))

monthly_counts.plot(
    kind='bar',
    color='skyblue',
    edgecolor='black'
)

plt.title('Cantidad de observaciones de radiación por mes')
plt.xlabel('Mes')
plt.ylabel('Cantidad de observaciones')
plt.grid(axis='y', alpha=0.75)

plt.tight_layout()
plt.show()
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In [48]:
# Draw Plot
fig, axes = plt.subplots(1, 1, figsize=(20,7), dpi= 80)
sns.boxplot(x='Hour', y='Radiation', data=df_3_fixed)

# Set Title
plt.title('Hour-wise BoxPlot - Solar Radiation', fontsize=18)
plt.ylabel('W/m2')
plt.show()
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Ahora tenemos nuestra serie temporal de Radiation limpia.

Variables independientes¶

In [49]:
df_3_fixed.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 16848 entries, 0 to 16847
Data columns (total 15 columns):
 #   Column                  Non-Null Count  Dtype                           
---  ------                  --------------  -----                           
 0   UNIXTime                16848 non-null  int64                           
 1   Radiation               16848 non-null  float64                         
 2   Temperature             16848 non-null  float64                         
 3   Pressure                16848 non-null  float64                         
 4   Humidity                16848 non-null  float64                         
 5   WindDirection(Degrees)  16848 non-null  float64                         
 6   Speed                   16848 non-null  float64                         
 7   Year                    16848 non-null  int64                           
 8   Month                   16848 non-null  int64                           
 9   Day                     16848 non-null  int64                           
 10  Hour                    16848 non-null  int64                           
 11  Minute                  16848 non-null  int64                           
 12  Date                    16848 non-null  object                          
 13  Datetime                16848 non-null  datetime64[ns, Pacific/Honolulu]
 14  Hour_Int                16848 non-null  int64                           
dtypes: datetime64[ns, Pacific/Honolulu](1), float64(6), int64(7), object(1)
memory usage: 1.9+ MB
In [50]:
var_col = ['Temperature', 'Pressure', 'Humidity', 'WindDirection(Degrees)', 'Speed']

for col in var_col:
    plt.hist(df_3_fixed[col], bins='auto', color='tab:green', edgecolor='black')

    plt.title('Histograma de ' + col)
    plt.xlabel('Valores')
    plt.ylabel('Frecuencia')
    plt.grid(axis='y', alpha=0.75) 
    plt.show()
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  • Temperature: distribución con forma de campana, con valor medio de 51, posee una gran cantidad de observaciones en 45 que sobresalen de la campana.
  • Pressure: distribución con forma de campana sesgada a la izquierda, con valores entre 30.19 y 30.56. Tiene una media de 30.42 mientras que su mediana es 30.43, lo que explica el sesgo a la izquierda
  • Humidity: distribución con una forma exponencial, con valores desde 8 hasta 103, lugar donde existen mayor frecuencia. Tiene una media de 75.
  • Wind Direction: distribución irregular, con valores mayormente concentrados entre 0 y 200, sin embargo existen instancias con valores hasta los 350. Tienen una media de 143.
  • Speed: forma de campana sesgada a la derecha, con valor medio de 6,24. Los valores van desde 3.4 hasta 40.
In [51]:
var_col = ['Temperature', 'Pressure', 'Humidity', 'WindDirection(Degrees)', 'Speed']
palette = sns.color_palette('husl', 4)
for col in var_col:
    fig, axes = plt.subplots(1, 1, figsize=(20,7), dpi= 80)
    sns.boxplot(x='Month', y=col, data=df_3_fixed, palette=palette, hue='Month')
    # Set Title
    plt.title('Month-wise BoxPlot ' + col, fontsize=18); 
    plt.ylabel('W/m2')
    plt.show()
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  • Temperature: se puede ver que los valores bajan a medida que se avanza en los meses.
  • Pressure: valores muy similares durante septiembre, octubre y noviembre. En diciembre se puede ver que hay mayor dispersión, alcanzando valores mas bajos.
  • Humidity: valores similares entre los meses. En noviembre se puede ver que existió menos humedad.
  • Winddirection: en diciembre cambia la dirección del viento.
  • Speed: valores similares en todos los meses. En diciembre se pueden observar algunos outliers con valores sobre 20.
In [52]:
var_col = ['Temperature', 'Pressure', 'Humidity', 'WindDirection(Degrees)', 'Speed']
palette = sns.color_palette('husl', 13)
for col in var_col:
    fig, axes = plt.subplots(1, 1, figsize=(20,7), dpi= 80)
    sns.boxplot(x='Hour', y=col, data=df_3_fixed, palette=palette, hue='Hour', legend=False )
    # Set Title
    plt.title('Hour-wise BoxPlot ' + col, fontsize=18); 
    plt.ylabel('W/m2')
    plt.show()
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Matriz de correlación¶

In [53]:
data_corr = df_3_fixed[['Radiation', 'Temperature', 'Pressure', 'Humidity', 'WindDirection(Degrees)', 'Speed']]
In [54]:
plt.figure(figsize=(8,8))

# plotting correlation heatmap
dataplot = sns.heatmap(data_corr.corr(method='pearson'), cmap="YlGnBu", annot=True)
plt.title('Matrix correlation ', fontsize=18)
# displaying heatmap
plt.show()
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Podemos ver que la variable temperatura es la que mayor correlación tiene con nuestra variable objetivo Radiation con una correlación positiva de 0.67. La otra correlación fuerte existente es la de Speed con Winddirection, esto nos indica que que mayor grado en la dirección del viento, mayor es la velocidad.

Modelo LSTM¶

A continuación se generará un modelo de redes neuronales con arquitectura LSTM. La red neuronal tomará como input los datos en el día $t$, para estos ser pronosticados para el día $t+1$. Los inputs corresponden a las 5 variables numéricas, mas las 5 variables temporales

Función Split Sequence¶

función que genera dataset para modelo supervisado.

In [55]:
""""
sequence = data a realizar splits
y bool = booleano que indica si dataset es variable y. 
    Cuando es True, ejecuta el split según el número de n_steps_forecast, desfazando los datos. día t predice energía en t+1
n_steps = número de observaciones anteriores
n_steps_forecast = número de observaciones futuras
jump: salto de observaciones entre i e i+1 en array por generar. Valor 156 indica que series se agrupan por día.
"""

def split_sequence(sequence, y, n_steps, n_steps_forecast=156,jump=156):
    X =  list()    
    y_proc = list() 
    end_x = 0
    end_y = 0
    if y:
        for i in range(n_steps,len(sequence),jump):
        # find the end of this pattern
            end_y = i + n_steps_forecast
            #print(i, end_y)
        # check if we are beyond the sequence
            if end_y > len(sequence)-1:
                #print(end_y)
                break        
            # gather input and output parts of the pattern
            else:
                seq_y = sequence[i:end_y]
                y_proc.append(seq_y)
            #print(seq_y)
        return np.array(y_proc)
    else:
        for g in range(0,len(sequence)-n_steps - n_steps_forecast,jump):
        # find the end of this pattern
            end_x = g + n_steps
            #print(g,end_x)
        # check if we are beyond the sequence
            if end_x > len(sequence)-1:
                
                break        
            # gather input and output parts of the pattern
            else:
                seq_x = sequence[g:end_x]
                X.append(seq_x)
            #print(seq_y)
        return np.array(X)

Función de evaluación¶

In [56]:
def evaluate_forecast(y_test_inverse, yhat_inverse):
   
    mae = mean_absolute_error(y_test_inverse,yhat_inverse)  
    #print('mae:', mae.numpy())
    
    mape = mean_absolute_percentage_error(y_test_inverse,yhat_inverse)
    #print('mape:', mape.numpy())
    mse = mean_squared_error(y_test_inverse,yhat_inverse)
    #print('mse:', mse.numpy())
    rmse = math.sqrt(mse)
    #print('rmse:', rmse)
    
    mae_2d = np.round(mae,2)
    mape_2d = np.round(mape,2)
    mse_2d = np.round(mse,2)
    rmse_2d = np.round(rmse,2)
    return mae_2d, mape_2d, mse_2d, rmse_2d

Red neuronal LSTM¶

In [57]:
def model_lstm(train_X, train_y,lr=0.0001):
    train_y = train_y.reshape(train_y.shape[0], train_y.shape[1],1)
    n_timesteps, n_features, n_outputs = train_X.shape[1], train_X.shape[2], train_y.shape[1]

    model = Sequential()
    model.add(LSTM(100, activation='relu', input_shape=(n_timesteps, n_features)))
    model.add(RepeatVector(n_outputs))
    model.add(LSTM(100, activation='relu', return_sequences=True))
    model.add(TimeDistributed(Dense(n_features, activation='relu')))
    model.add(TimeDistributed(Dense(1)))
    opt = keras.optimizers.Adam(lr, clipnorm=1.)
    model.compile(loss=["mae"], loss_weights=[0.9, 0.1], optimizer=opt, metrics=["mape"])
    
    return model

Función de entrenamiento¶

In [148]:
def train(model_train, epochs=[],batch_size=[],lr = [], train_X = [], train_y = [], test_X =[], test_y =[], comentario='', itera = 0):


    results = pd.DataFrame(columns=['Modelo',
                                    'Iteracion',
                                    'Comentarios',
                                    'epochs',
                                    'batch_size',
                                    'learning rate',
                                    'tiempo ejecucion (min)',
                                    'train_MAE',
                                    'train_MAPE',
                                    'val_MAE',
                                    'val_MAPE',
                                    'test_MAE' ,
                                    'test_MAPE',
                                    'test_MSE', 
                                    'test_RMSE',
                                    '% desviación AUC',
                                    ])
    # simple early stopping
    
    es = EarlyStopping(monitor='loss', mode='min', verbose=1, min_delta=0.0005, patience = 5 )

    for i in range(0,len(epochs)): 
        for g in range(0,len(batch_size)):
            for h in range(0,len(lr)):
                inicio = time.time()
                if model_train == 'model_lstm':
                    model = model_lstm(train_X, train_y, lr[h])

                batch = batch_size[g]
                lera = str(lr[h])
                learr = lera[-(len(lera)-2):]
                epoch = epochs[i]
                filepath = model_train + '_' + comentario + "_" + str(batch) + '_' + str(learr) +'_'+ str(itera) + '.hdf5'
                mc = ModelCheckpoint(filepath, monitor='val_loss', mode='min', verbose=0, save_best_only=True)
             
                history = model.fit(train_X, train_y, epochs=epoch, batch_size=batch, verbose=verbose, 
                                    validation_data=(test_X,test_y), shuffle = False, callbacks=[es, mc ])
                
                max_epoch = len(history.history["val_loss"])              
                train_MAE = pd.DataFrame(history.history['loss']).min().values
                train_MAPE = pd.DataFrame(history.history['mape']).min().values
                val_MAE = pd.DataFrame(history.history['val_loss']).min().values
                val_MAPE = pd.DataFrame(history.history['val_mape']).min().values
                
                train_MAPE = np.round(train_MAPE,2)


                
                X  = test_X.copy()
                y = test_y.copy()               
                y_pred = model.predict(X)
                y_pred = y_pred.reshape(y_pred.shape[0],y_pred.shape[1])
                if train_X.shape[1] == 156:
                  y_pred = scaler9_train.inverse_transform(y_pred)
                  y = scaler9_train.inverse_transform(y)
                else:
                  y_pred = scaler9_train.inverse_transform(y_pred)
                  y = scaler9_train.inverse_transform(y)


                
                try:
                    mae_p, mape_p, mse_p, rmse_p = evaluate_forecast(y,y_pred)
                    #mae = round(mae,2)
                    indices = [] 
                    for ind in range(0,y_pred.shape[1]):
                        indices.append(ind)

                    vector_auc = []
                    to_mean = 0
                    for j in range(0, y.shape[0]):
                        auc_orig = np.round(auc(indices, y[j]),2)
                        auc_pred  = np.round(auc(indices, y_pred[j]),2)
                        dif = np.round(auc_pred - auc_orig,2)
                        porc = abs(dif)/auc_orig*100
                        to_mean += porc
                        vector_auc.append(porc)

                    AUC_mean_perct = to_mean/y.shape[0]  


                    fin = time.time()
                    minutos = np.round((fin - inicio)/60.00 ,2) 


                    new_row = pd.DataFrame([{
                        'Modelo': model_train,
                        'Iteracion': itera,
                        'Comentarios': comentario,
                        'epochs': max_epoch,
                        'batch_size': batch,
                        'learning rate': lr[h],
                        'tiempo ejecucion (min)': minutos,
                        'train_MAE': np.round(train_MAE[0], 2),
                        'train_MAPE': np.round(train_MAPE[0], 2),
                        'val_MAE': np.round(val_MAE[0], 2),
                        'val_MAPE': np.round(val_MAPE[0], 2),
                        'test_MAE': mae_p,
                        'test_MAPE': mape_p,
                        'test_MSE': mse_p,
                        'test_RMSE': rmse_p,
                        '% desviación AUC': AUC_mean_perct
                    }])
                    
                    results = pd.concat([results, new_row], ignore_index=True)

                
                except:
                    # mae_p, mape_p, mse_p, rmse_p = evaluate_forecast(y,y_pred)
                    fin = time.time()
                    minutos = np.round((fin - inicio)/60.00 ,2) 
                    new_row = pd.DataFrame([{
                        'Modelo': model_train,
                        'Iteracion': itera,
                        'Comentarios': comentario,
                        'epochs': max_epoch,
                        'batch_size': batch,
                        'learning rate': lr[h],
                        'tiempo ejecucion (min)': minutos,
                        'train_MAE': np.round(train_MAE[0], 2),
                        'train_MAPE': np.round(train_MAPE[0], 2),
                        'val_MAE': np.round(val_MAE[0], 2),
                        'val_MAPE': np.round(val_MAPE[0], 2),
                        'test_MAE': mae_p,
                        'test_MAPE': mape_p,
                        'test_MSE': mse_p,
                        'test_RMSE': rmse_p,
                        '% desviación AUC': AUC_mean_perct
                    }])
                    
                    results = pd.concat([results, new_row], ignore_index=True)

    
    now = datetime.now()
    try:
        Resultado_acumulado = pd.read_csv("Resultados.csv",  sep ='\t', decimal=',')
        fecha_hora_str = now.strftime('%d%m%Y%H%M%S')
        Resultado_acum = pd.concat([Resultado_acumulado, results ], axis = 0)
        output_path = 'Resultados.csv'
        with open(output_path, 'w', encoding = 'utf-8') as f:
            Resultado_acum.to_csv(f, index=False,sep ='\t', decimal='.')                 
    except:
        output_path = 'Resultados.csv'
        with open(output_path, 'w', encoding = 'utf-8') as f:
            results.to_csv(f, index=False,sep ='\t', decimal='.')  
    
    
    return results

Función split train-test¶

In [101]:
def split_train_test(values, intances_day):
  col_names = ['timestamp', 'Rad', 'Temp', 'Hum', 'Pres', 'Month', 'Day', 'Hour', 'Minute']
  test_X = pd.DataFrame(columns = col_names)
  train_X = pd.DataFrame(columns = col_names)
  largo = len(values)
  dias = len(values)/intances_day
  l = floor(len(values)/intances_day*0.75)
  
  print(l,intances_day*l, largo, dias)  
  
  
  
  train_X = values[:intances_day*l]
  test_X = values[intances_day*l:]

  

  return train_X,test_X
In [102]:
X_train, X_test = split_train_test(df_3_fixed,156)
81 12636 16848 108.0

Scaling instances¶

In [103]:
#Train
for_scaling = X_train.copy()
temp = split_sequence(for_scaling['Temperature'].values,False, 156, 156, 156)
hum = split_sequence(for_scaling['Humidity'].values,False,  156, 156, 156)
pres = split_sequence(for_scaling['Pressure'].values,False,  156, 156, 156)
y = split_sequence(for_scaling['Radiation'].values ,True,  156, 156, 156)
month = split_sequence(for_scaling['Month'].values,False,  156, 156, 156)
day = split_sequence(for_scaling['Day'].values,False,  156, 156, 156)
hour = split_sequence(for_scaling['Hour'].values,False,  156, 156, 156)
min = split_sequence(for_scaling['Minute'].values,False,  156, 156, 156)
POA = split_sequence(for_scaling['Radiation'].values ,False,  156, 156, 156)
In [104]:
scaler1_train = MinMaxScaler(feature_range=(0, 1)) #scaler for temperature
scaler2_train = MinMaxScaler(feature_range=(0, 1)) #scaler for humedity
scaler3_train = MinMaxScaler(feature_range=(0, 1)) #scaler for press
scaler4_train = MinMaxScaler(feature_range=(0, 1)) #scaler for POA
scaler5_train = MinMaxScaler(feature_range=(0, 1)) #scaler for month
scaler6_train = MinMaxScaler(feature_range=(0, 1)) #scaler for day
scaler7_train = MinMaxScaler(feature_range=(0, 1)) #scaler for hour
scaler8_train = MinMaxScaler(feature_range=(0, 1)) #scaler for minute
scaler9_train = MinMaxScaler(feature_range=(0, 1)) #scaler for y

temp_scalar_train = scaler1_train.fit_transform(temp)
hum_scalar_train = scaler2_train.fit_transform(hum)
pres_scalar_train = scaler3_train.fit_transform(pres)
POA_scalar_train = scaler4_train.fit_transform(POA)
month_scalar_train = scaler5_train.fit_transform(month)
day_scalar_train = scaler6_train.fit_transform(day)
hour_scalar_train = scaler7_train.fit_transform(hour)
minute_scalar_train = scaler8_train.fit_transform(min)
y_scalar_train = scaler9_train.fit_transform(y)
In [105]:
X_train_scalar = np.dstack([temp_scalar_train,hum_scalar_train,pres_scalar_train,POA_scalar_train,month_scalar_train,day_scalar_train, hour_scalar_train, minute_scalar_train])
In [106]:
X_train_scalar.shape, y_scalar_train.shape
Out[106]:
((79, 156, 8), (79, 156))
In [111]:
#Test
for_scaling_2 = X_test.copy()
temp_test = split_sequence(for_scaling_2['Temperature'].values,False, 156, 156, 156)
hum_test = split_sequence(for_scaling_2['Humidity'].values,False,  156, 156, 156)
pres_test = split_sequence(for_scaling_2['Pressure'].values,False,  156, 156, 156)
y_test = split_sequence(for_scaling_2['Radiation'].values ,True,  156, 156, 156)
month_test = split_sequence(for_scaling_2['Month'].values,False,  156, 156, 156)
day_test = split_sequence(for_scaling_2['Day'].values,False,  156, 156, 156)
hour_test = split_sequence(for_scaling_2['Hour'].values,False,  156, 156, 156)
min_test = split_sequence(for_scaling_2['Minute'].values,False,  156, 156, 156)
POA_test = split_sequence(for_scaling_2['Radiation'].values ,False,  156, 156, 156)
In [112]:
scaler1_test = MinMaxScaler(feature_range=(0, 1)) #scaler for temperature
scaler2_test = MinMaxScaler(feature_range=(0, 1)) #scaler for humedity
scaler3_test = MinMaxScaler(feature_range=(0, 1)) #scaler for press
scaler4_test = MinMaxScaler(feature_range=(0, 1)) #scaler for POA
scaler5_test = MinMaxScaler(feature_range=(0, 1)) #scaler for month
scaler6_test = MinMaxScaler(feature_range=(0, 1)) #scaler for day
scaler7_test = MinMaxScaler(feature_range=(0, 1)) #scaler for hour
scaler8_test = MinMaxScaler(feature_range=(0, 1)) #scaler for minute
scaler9_test = MinMaxScaler(feature_range=(0, 1)) #scaler for y

temp_scalar_test = scaler1_test.fit_transform(temp_test)
hum_scalar_test = scaler2_test.fit_transform(hum_test)
pres_scalar_test = scaler3_test.fit_transform(pres_test)
POA_scalar_test = scaler4_test.fit_transform(POA_test)
month_scalar_test = scaler5_test.fit_transform(month_test)
day_scalar_test = scaler6_test.fit_transform(day_test)
hour_scalar_test = scaler7_test.fit_transform(hour_test)
minute_scalar_test = scaler8_test.fit_transform(min_test)
y_scalar_test = scaler9_test.fit_transform(y_test)
In [113]:
X_test_scalar = np.dstack([temp_scalar_test,hum_scalar_test,pres_scalar_test,POA_scalar_test,month_scalar_test,day_scalar_test, hour_scalar_test, minute_scalar_test])
In [114]:
X_test_scalar.shape, y_scalar_test.shape
Out[114]:
((25, 156, 8), (25, 156))

Train Model LSTM¶

In [115]:
escenarios_train = ['X_train']
escenarios_train_comments =  ['X' ]
escenarios_train_dataset =   [X_train_scalar]
escenarios_y_train_dataset = [y_scalar_train]
escenarios_test_dataset =    [X_test_scalar ]
escenarios_y_test_dataset =  [y_scalar_test ]
In [149]:
epochs = [250]
batch_size = [16, 32, 64, 128, 256]
verbose =   1
lr = [0.0001,0.0005, 0.001]

for dataset in range(len(escenarios_train_dataset)):
  for iteracion in range(1, 11):
    resultado  = train('model_lstm', 
                    epochs=epochs,
                    batch_size = batch_size,
                    lr = lr, 
                    train_X = escenarios_train_dataset[dataset], 
                    train_y = escenarios_y_train_dataset[dataset], 
                    test_X = escenarios_test_dataset[dataset], 
                    test_y = escenarios_y_test_dataset[dataset], 
                    comentario =  escenarios_train_comments[dataset], 
                    itera = iteracion) 
Epoch 1/250
5/5 [==============================] - 3s 232ms/step - loss: 0.3579 - mape: 1002287.0000 - val_loss: 0.3424 - val_mape: 4168704.0000
Epoch 2/250
5/5 [==============================] - 1s 143ms/step - loss: 0.3324 - mape: 1664068.5000 - val_loss: 0.3172 - val_mape: 6135446.5000
Epoch 3/250
5/5 [==============================] - 1s 137ms/step - loss: 0.3083 - mape: 2403356.2500 - val_loss: 0.2948 - val_mape: 8255662.5000
Epoch 4/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2879 - mape: 3225836.2500 - val_loss: 0.2768 - val_mape: 10541930.0000
Epoch 5/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2721 - mape: 4110639.0000 - val_loss: 0.2639 - val_mape: 12932367.0000
Epoch 6/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2617 - mape: 5021106.5000 - val_loss: 0.2576 - val_mape: 15281216.0000
Epoch 7/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2558 - mape: 5882316.0000 - val_loss: 0.2561 - val_mape: 17328824.0000
Epoch 8/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2532 - mape: 6585615.0000 - val_loss: 0.2563 - val_mape: 18731176.0000
Epoch 9/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2518 - mape: 6999574.5000 - val_loss: 0.2554 - val_mape: 19245522.0000
Epoch 10/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2498 - mape: 7074155.5000 - val_loss: 0.2528 - val_mape: 18993872.0000
Epoch 11/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2476 - mape: 6914759.5000 - val_loss: 0.2498 - val_mape: 18431576.0000
Epoch 12/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2456 - mape: 6690882.0000 - val_loss: 0.2472 - val_mape: 17928440.0000
Epoch 13/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2439 - mape: 6514019.5000 - val_loss: 0.2450 - val_mape: 17653744.0000
Epoch 14/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2422 - mape: 6424108.0000 - val_loss: 0.2431 - val_mape: 17614412.0000
Epoch 15/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2405 - mape: 6412845.5000 - val_loss: 0.2413 - val_mape: 17716574.0000
Epoch 16/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2388 - mape: 6433245.5000 - val_loss: 0.2396 - val_mape: 17837372.0000
Epoch 17/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2372 - mape: 6434819.0000 - val_loss: 0.2380 - val_mape: 17856542.0000
Epoch 18/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2358 - mape: 6370552.5000 - val_loss: 0.2367 - val_mape: 17738700.0000
Epoch 19/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2345 - mape: 6242784.0000 - val_loss: 0.2357 - val_mape: 17569926.0000
Epoch 20/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2333 - mape: 6105931.5000 - val_loss: 0.2349 - val_mape: 17517252.0000
Epoch 21/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2323 - mape: 6015251.5000 - val_loss: 0.2343 - val_mape: 17641562.0000
Epoch 22/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2312 - mape: 5974501.0000 - val_loss: 0.2339 - val_mape: 17862410.0000
Epoch 23/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2302 - mape: 5939655.5000 - val_loss: 0.2338 - val_mape: 18074500.0000
Epoch 24/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2292 - mape: 5883685.5000 - val_loss: 0.2339 - val_mape: 18249948.0000
Epoch 25/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2282 - mape: 5818587.5000 - val_loss: 0.2342 - val_mape: 18432486.0000
Epoch 26/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2273 - mape: 5767826.5000 - val_loss: 0.2346 - val_mape: 18623918.0000
Epoch 27/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2265 - mape: 5729727.0000 - val_loss: 0.2351 - val_mape: 18708022.0000
Epoch 28/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2257 - mape: 5672553.5000 - val_loss: 0.2355 - val_mape: 18642246.0000
Epoch 29/250
5/5 [==============================] - 1s 130ms/step - loss: 0.2250 - mape: 5603398.5000 - val_loss: 0.2359 - val_mape: 18533016.0000
Epoch 30/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2244 - mape: 5547675.0000 - val_loss: 0.2363 - val_mape: 18360786.0000
Epoch 31/250
5/5 [==============================] - 1s 129ms/step - loss: 0.2237 - mape: 5479510.5000 - val_loss: 0.2368 - val_mape: 18157210.0000
Epoch 32/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2232 - mape: 5410853.0000 - val_loss: 0.2372 - val_mape: 17989800.0000
Epoch 33/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2226 - mape: 5352935.5000 - val_loss: 0.2375 - val_mape: 17891606.0000
Epoch 34/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2220 - mape: 5317882.0000 - val_loss: 0.2379 - val_mape: 17859476.0000
Epoch 35/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2215 - mape: 5280299.5000 - val_loss: 0.2382 - val_mape: 17778416.0000
Epoch 36/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2209 - mape: 5244249.5000 - val_loss: 0.2385 - val_mape: 17706176.0000
Epoch 37/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2203 - mape: 5207863.0000 - val_loss: 0.2388 - val_mape: 17597174.0000
Epoch 38/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2197 - mape: 5167368.5000 - val_loss: 0.2390 - val_mape: 17574174.0000
Epoch 39/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2192 - mape: 5146777.0000 - val_loss: 0.2392 - val_mape: 17586040.0000
Epoch 40/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2186 - mape: 5133418.0000 - val_loss: 0.2394 - val_mape: 17590938.0000
Epoch 41/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2179 - mape: 5104883.0000 - val_loss: 0.2396 - val_mape: 17555788.0000
Epoch 42/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2174 - mape: 5088511.0000 - val_loss: 0.2395 - val_mape: 17649384.0000
Epoch 43/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2168 - mape: 5071566.0000 - val_loss: 0.2396 - val_mape: 17604688.0000
Epoch 44/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2162 - mape: 5032404.5000 - val_loss: 0.2397 - val_mape: 17621128.0000
Epoch 45/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2157 - mape: 5020093.0000 - val_loss: 0.2397 - val_mape: 17683650.0000
Epoch 46/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2151 - mape: 4997059.0000 - val_loss: 0.2396 - val_mape: 17834296.0000
Epoch 47/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2146 - mape: 5006269.5000 - val_loss: 0.2397 - val_mape: 17805524.0000
Epoch 48/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2141 - mape: 4942866.0000 - val_loss: 0.2396 - val_mape: 17834774.0000
Epoch 49/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2136 - mape: 4966299.0000 - val_loss: 0.2401 - val_mape: 17671016.0000
Epoch 50/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2133 - mape: 4840780.5000 - val_loss: 0.2391 - val_mape: 18320692.0000
Epoch 51/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2133 - mape: 5053085.0000 - val_loss: 0.2412 - val_mape: 17388144.0000
Epoch 52/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2146 - mape: 4558593.0000 - val_loss: 0.2395 - val_mape: 18517164.0000
Epoch 53/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2149 - mape: 5269650.5000 - val_loss: 0.2404 - val_mape: 18047230.0000
Epoch 54/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2150 - mape: 4531298.5000 - val_loss: 0.2420 - val_mape: 17586792.0000
Epoch 55/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2123 - mape: 4965556.0000 - val_loss: 0.2386 - val_mape: 19395898.0000
Epoch 56/250
5/5 [==============================] - 1s 129ms/step - loss: 0.2111 - mape: 5125195.5000 - val_loss: 0.2410 - val_mape: 17854174.0000
Epoch 57/250
5/5 [==============================] - 1s 130ms/step - loss: 0.2112 - mape: 4641501.0000 - val_loss: 0.2405 - val_mape: 18216998.0000
Epoch 58/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2111 - mape: 4948604.0000 - val_loss: 0.2401 - val_mape: 18629556.0000
Epoch 59/250
5/5 [==============================] - 1s 130ms/step - loss: 0.2101 - mape: 4723866.5000 - val_loss: 0.2409 - val_mape: 18519164.0000
Epoch 60/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2097 - mape: 4888468.0000 - val_loss: 0.2398 - val_mape: 19130584.0000
Epoch 61/250
5/5 [==============================] - 1s 130ms/step - loss: 0.2090 - mape: 4880723.5000 - val_loss: 0.2408 - val_mape: 18558454.0000
Epoch 62/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2087 - mape: 4755687.5000 - val_loss: 0.2406 - val_mape: 18875174.0000
Epoch 63/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2083 - mape: 4828542.0000 - val_loss: 0.2407 - val_mape: 18739240.0000
Epoch 64/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2078 - mape: 4726044.0000 - val_loss: 0.2406 - val_mape: 19165972.0000
Epoch 65/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2074 - mape: 4825221.5000 - val_loss: 0.2407 - val_mape: 18976254.0000
Epoch 66/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2070 - mape: 4692357.5000 - val_loss: 0.2410 - val_mape: 19332432.0000
Epoch 67/250
5/5 [==============================] - 1s 129ms/step - loss: 0.2066 - mape: 4791532.5000 - val_loss: 0.2412 - val_mape: 19125024.0000
Epoch 68/250
5/5 [==============================] - 1s 128ms/step - loss: 0.2062 - mape: 4644954.0000 - val_loss: 0.2415 - val_mape: 19873456.0000
Epoch 69/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2058 - mape: 4841136.0000 - val_loss: 0.2414 - val_mape: 19277268.0000
Epoch 70/250
5/5 [==============================] - 1s 128ms/step - loss: 0.2055 - mape: 4583525.5000 - val_loss: 0.2432 - val_mape: 20580680.0000
Epoch 71/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2051 - mape: 4910641.0000 - val_loss: 0.2424 - val_mape: 19336036.0000
Epoch 72/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2050 - mape: 4472687.0000 - val_loss: 0.2439 - val_mape: 21183448.0000
Epoch 73/250
5/5 [==============================] - 1s 127ms/step - loss: 0.2047 - mape: 4980279.0000 - val_loss: 0.2437 - val_mape: 19317968.0000
Epoch 74/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2054 - mape: 4294326.5000 - val_loss: 0.2465 - val_mape: 21815060.0000
Epoch 75/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2057 - mape: 5173171.0000 - val_loss: 0.2440 - val_mape: 19594122.0000
Epoch 76/250
5/5 [==============================] - 1s 127ms/step - loss: 0.2073 - mape: 4063561.7500 - val_loss: 0.2473 - val_mape: 21580314.0000
Epoch 76: early stopping
1/1 [==============================] - 0s 281ms/step
Epoch 1/250
5/5 [==============================] - 3s 233ms/step - loss: 0.3492 - mape: 1150012.6250 - val_loss: 0.3241 - val_mape: 6533431.0000
Epoch 2/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2882 - mape: 3358846.0000 - val_loss: 0.2697 - val_mape: 13471025.0000
Epoch 3/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2677 - mape: 6275162.5000 - val_loss: 0.2619 - val_mape: 19353432.0000
Epoch 4/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2520 - mape: 7082360.5000 - val_loss: 0.2556 - val_mape: 18394624.0000
Epoch 5/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2460 - mape: 6347278.0000 - val_loss: 0.2501 - val_mape: 17548730.0000
Epoch 6/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2431 - mape: 6014080.0000 - val_loss: 0.2450 - val_mape: 18186672.0000
Epoch 7/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2385 - mape: 6228739.0000 - val_loss: 0.2431 - val_mape: 20231826.0000
Epoch 8/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2343 - mape: 6665110.5000 - val_loss: 0.2421 - val_mape: 20518142.0000
Epoch 9/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2310 - mape: 6341682.5000 - val_loss: 0.2363 - val_mape: 17937690.0000
Epoch 10/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2298 - mape: 5705921.5000 - val_loss: 0.2364 - val_mape: 17967782.0000
Epoch 11/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2284 - mape: 5669284.0000 - val_loss: 0.2371 - val_mape: 17619164.0000
Epoch 12/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2274 - mape: 5366635.5000 - val_loss: 0.2384 - val_mape: 17530256.0000
Epoch 13/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2264 - mape: 5382028.5000 - val_loss: 0.2396 - val_mape: 17722230.0000
Epoch 14/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2252 - mape: 5387726.5000 - val_loss: 0.2414 - val_mape: 17378030.0000
Epoch 15/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2245 - mape: 5348327.5000 - val_loss: 0.2423 - val_mape: 17691592.0000
Epoch 16/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2235 - mape: 5334884.5000 - val_loss: 0.2425 - val_mape: 17621528.0000
Epoch 17/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2225 - mape: 5258407.0000 - val_loss: 0.2425 - val_mape: 17462480.0000
Epoch 18/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2214 - mape: 5152098.0000 - val_loss: 0.2427 - val_mape: 17424644.0000
Epoch 19/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2203 - mape: 5082948.0000 - val_loss: 0.2435 - val_mape: 17540668.0000
Epoch 20/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2190 - mape: 5047876.0000 - val_loss: 0.2438 - val_mape: 17598626.0000
Epoch 21/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2178 - mape: 4989526.5000 - val_loss: 0.2442 - val_mape: 17742612.0000
Epoch 22/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2164 - mape: 4914285.5000 - val_loss: 0.2445 - val_mape: 18169988.0000
Epoch 23/250
5/5 [==============================] - 1s 130ms/step - loss: 0.2149 - mape: 4836374.5000 - val_loss: 0.2468 - val_mape: 17063098.0000
Epoch 24/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2146 - mape: 4742017.5000 - val_loss: 0.2502 - val_mape: 17946752.0000
Epoch 25/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2147 - mape: 4535090.5000 - val_loss: 0.2464 - val_mape: 22567050.0000
Epoch 26/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2184 - mape: 5118686.0000 - val_loss: 0.2599 - val_mape: 11815046.0000
Epoch 27/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2307 - mape: 4396707.0000 - val_loss: 0.2536 - val_mape: 13608571.0000
Epoch 28/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2225 - mape: 4640030.0000 - val_loss: 0.2471 - val_mape: 16579046.0000
Epoch 28: early stopping
1/1 [==============================] - 0s 279ms/step
Epoch 1/250
5/5 [==============================] - 3s 226ms/step - loss: 0.3180 - mape: 2301615.0000 - val_loss: 0.2687 - val_mape: 15982541.0000
Epoch 2/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2749 - mape: 7721129.5000 - val_loss: 0.2586 - val_mape: 18778496.0000
Epoch 3/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2485 - mape: 5987367.5000 - val_loss: 0.2643 - val_mape: 13126194.0000
Epoch 4/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2575 - mape: 4460583.5000 - val_loss: 0.2554 - val_mape: 13773622.0000
Epoch 5/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2493 - mape: 4846409.5000 - val_loss: 0.2401 - val_mape: 19011622.0000
Epoch 6/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2373 - mape: 6415555.5000 - val_loss: 0.2684 - val_mape: 24682906.0000
Epoch 7/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2373 - mape: 6991570.5000 - val_loss: 0.2401 - val_mape: 18158940.0000
Epoch 8/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2347 - mape: 5615908.0000 - val_loss: 0.2405 - val_mape: 17072318.0000
Epoch 9/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2328 - mape: 5679143.5000 - val_loss: 0.2395 - val_mape: 18788136.0000
Epoch 10/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2305 - mape: 5937179.5000 - val_loss: 0.2430 - val_mape: 19847030.0000
Epoch 11/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2287 - mape: 5590102.5000 - val_loss: 0.2465 - val_mape: 20996052.0000
Epoch 12/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2273 - mape: 5651633.5000 - val_loss: 0.2434 - val_mape: 20255380.0000
Epoch 13/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2256 - mape: 5631921.0000 - val_loss: 0.2408 - val_mape: 18847468.0000
Epoch 14/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2243 - mape: 5288912.0000 - val_loss: 0.2423 - val_mape: 19347098.0000
Epoch 15/250
5/5 [==============================] - 1s 130ms/step - loss: 0.2225 - mape: 5326839.0000 - val_loss: 0.2444 - val_mape: 20134938.0000
Epoch 16/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2209 - mape: 5133486.0000 - val_loss: 0.2448 - val_mape: 19795602.0000
Epoch 17/250
5/5 [==============================] - 1s 132ms/step - loss: 0.2188 - mape: 5260949.5000 - val_loss: 0.2488 - val_mape: 18416144.0000
Epoch 18/250
5/5 [==============================] - 1s 129ms/step - loss: 0.2192 - mape: 4759167.5000 - val_loss: 0.2576 - val_mape: 24225764.0000
Epoch 19/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2189 - mape: 5479093.5000 - val_loss: 0.2451 - val_mape: 17815656.0000
Epoch 20/250
5/5 [==============================] - 1s 129ms/step - loss: 0.2288 - mape: 5387044.5000 - val_loss: 0.2547 - val_mape: 15881769.0000
Epoch 21/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2349 - mape: 3703668.7500 - val_loss: 0.2624 - val_mape: 19127822.0000
Epoch 22/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2254 - mape: 5152582.0000 - val_loss: 0.2809 - val_mape: 26586914.0000
Epoch 22: early stopping
WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f413c417240> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
1/1 [==============================] - 0s 416ms/step
Epoch 1/250
3/3 [==============================] - 4s 336ms/step - loss: 0.4063 - mape: 126708.6328 - val_loss: 0.4266 - val_mape: 381499.8750
Epoch 2/250
3/3 [==============================] - 1s 200ms/step - loss: 0.3973 - mape: 185123.4375 - val_loss: 0.4185 - val_mape: 638417.8125
Epoch 3/250
3/3 [==============================] - 1s 191ms/step - loss: 0.3893 - mape: 308348.6562 - val_loss: 0.4103 - val_mape: 1056319.6250
Epoch 4/250
3/3 [==============================] - 1s 197ms/step - loss: 0.3822 - mape: 454999.0312 - val_loss: 0.4023 - val_mape: 1492347.3750
Epoch 5/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3752 - mape: 604123.2500 - val_loss: 0.3945 - val_mape: 1935272.5000
Epoch 6/250
3/3 [==============================] - 1s 175ms/step - loss: 0.3681 - mape: 755996.0625 - val_loss: 0.3870 - val_mape: 2376537.0000
Epoch 7/250
3/3 [==============================] - 1s 203ms/step - loss: 0.3611 - mape: 911549.1875 - val_loss: 0.3796 - val_mape: 2793572.7500
Epoch 8/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3541 - mape: 1072336.2500 - val_loss: 0.3724 - val_mape: 3223350.7500
Epoch 9/250
3/3 [==============================] - 1s 183ms/step - loss: 0.3470 - mape: 1240747.1250 - val_loss: 0.3651 - val_mape: 3659961.0000
Epoch 10/250
3/3 [==============================] - 1s 191ms/step - loss: 0.3397 - mape: 1419439.6250 - val_loss: 0.3576 - val_mape: 4107584.7500
Epoch 11/250
3/3 [==============================] - 1s 191ms/step - loss: 0.3324 - mape: 1612218.0000 - val_loss: 0.3499 - val_mape: 4589947.0000
Epoch 12/250
3/3 [==============================] - 1s 210ms/step - loss: 0.3249 - mape: 1819330.8750 - val_loss: 0.3418 - val_mape: 5125060.0000
Epoch 13/250
3/3 [==============================] - 1s 185ms/step - loss: 0.3173 - mape: 2043738.8750 - val_loss: 0.3334 - val_mape: 5702886.5000
Epoch 14/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3097 - mape: 2290159.0000 - val_loss: 0.3246 - val_mape: 6330477.0000
Epoch 15/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3019 - mape: 2560143.2500 - val_loss: 0.3156 - val_mape: 7019926.0000
Epoch 16/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2942 - mape: 2860178.2500 - val_loss: 0.3065 - val_mape: 7773054.0000
Epoch 17/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2866 - mape: 3196553.0000 - val_loss: 0.2973 - val_mape: 8589255.0000
Epoch 18/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2795 - mape: 3570923.0000 - val_loss: 0.2880 - val_mape: 9473635.0000
Epoch 19/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2729 - mape: 3984816.5000 - val_loss: 0.2790 - val_mape: 10422117.0000
Epoch 20/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2672 - mape: 4437630.5000 - val_loss: 0.2708 - val_mape: 11419785.0000
Epoch 21/250
3/3 [==============================] - 1s 195ms/step - loss: 0.2628 - mape: 4914574.5000 - val_loss: 0.2641 - val_mape: 12400549.0000
Epoch 22/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2599 - mape: 5369253.5000 - val_loss: 0.2590 - val_mape: 13219391.0000
Epoch 23/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2581 - mape: 5709873.0000 - val_loss: 0.2560 - val_mape: 13746885.0000
Epoch 24/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2566 - mape: 5882818.5000 - val_loss: 0.2542 - val_mape: 13984219.0000
Epoch 25/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2551 - mape: 5911047.0000 - val_loss: 0.2532 - val_mape: 14024745.0000
Epoch 26/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2539 - mape: 5853454.0000 - val_loss: 0.2526 - val_mape: 13972545.0000
Epoch 27/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2529 - mape: 5765686.5000 - val_loss: 0.2519 - val_mape: 13918400.0000
Epoch 28/250
3/3 [==============================] - 0s 186ms/step - loss: 0.2522 - mape: 5689597.0000 - val_loss: 0.2509 - val_mape: 13927750.0000
Epoch 29/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2514 - mape: 5652065.0000 - val_loss: 0.2494 - val_mape: 14032031.0000
Epoch 30/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2505 - mape: 5664632.0000 - val_loss: 0.2474 - val_mape: 14227254.0000
Epoch 31/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2493 - mape: 5722180.5000 - val_loss: 0.2450 - val_mape: 14493260.0000
Epoch 32/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2481 - mape: 5811664.5000 - val_loss: 0.2425 - val_mape: 14788403.0000
Epoch 33/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2469 - mape: 5910271.0000 - val_loss: 0.2402 - val_mape: 15071346.0000
Epoch 34/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2458 - mape: 6000311.0000 - val_loss: 0.2380 - val_mape: 15316988.0000
Epoch 35/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2447 - mape: 6066388.0000 - val_loss: 0.2360 - val_mape: 15497449.0000
Epoch 36/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2437 - mape: 6097818.5000 - val_loss: 0.2343 - val_mape: 15620270.0000
Epoch 37/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2428 - mape: 6099832.5000 - val_loss: 0.2329 - val_mape: 15691410.0000
Epoch 38/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2419 - mape: 6078023.5000 - val_loss: 0.2316 - val_mape: 15737870.0000
Epoch 39/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2411 - mape: 6049863.5000 - val_loss: 0.2304 - val_mape: 15797757.0000
Epoch 40/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2404 - mape: 6030356.0000 - val_loss: 0.2292 - val_mape: 15876241.0000
Epoch 41/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2397 - mape: 6019042.5000 - val_loss: 0.2283 - val_mape: 15954787.0000
Epoch 42/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2391 - mape: 6005184.0000 - val_loss: 0.2276 - val_mape: 16015092.0000
Epoch 43/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2386 - mape: 5981545.0000 - val_loss: 0.2275 - val_mape: 16047438.0000
Epoch 44/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2381 - mape: 5943753.5000 - val_loss: 0.2276 - val_mape: 16071982.0000
Epoch 45/250
3/3 [==============================] - 0s 151ms/step - loss: 0.2376 - mape: 5904329.0000 - val_loss: 0.2277 - val_mape: 16140543.0000
Epoch 46/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2371 - mape: 5884333.5000 - val_loss: 0.2277 - val_mape: 16259011.0000
Epoch 47/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2366 - mape: 5881382.0000 - val_loss: 0.2277 - val_mape: 16394641.0000
Epoch 48/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2360 - mape: 5880352.5000 - val_loss: 0.2279 - val_mape: 16528895.0000
Epoch 49/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2355 - mape: 5876134.0000 - val_loss: 0.2281 - val_mape: 16668599.0000
Epoch 50/250
3/3 [==============================] - 0s 151ms/step - loss: 0.2349 - mape: 5872670.0000 - val_loss: 0.2284 - val_mape: 16819608.0000
Epoch 51/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2344 - mape: 5872227.5000 - val_loss: 0.2287 - val_mape: 16992536.0000
Epoch 52/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2339 - mape: 5879677.5000 - val_loss: 0.2290 - val_mape: 17184602.0000
Epoch 53/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2333 - mape: 5892045.0000 - val_loss: 0.2294 - val_mape: 17369802.0000
Epoch 54/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2328 - mape: 5897339.5000 - val_loss: 0.2299 - val_mape: 17535790.0000
Epoch 55/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2322 - mape: 5892029.5000 - val_loss: 0.2305 - val_mape: 17688620.0000
Epoch 56/250
3/3 [==============================] - 0s 146ms/step - loss: 0.2317 - mape: 5883901.0000 - val_loss: 0.2311 - val_mape: 17849408.0000
Epoch 57/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2312 - mape: 5879788.0000 - val_loss: 0.2317 - val_mape: 18002872.0000
Epoch 58/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2306 - mape: 5874202.0000 - val_loss: 0.2322 - val_mape: 18128210.0000
Epoch 59/250
3/3 [==============================] - 0s 151ms/step - loss: 0.2301 - mape: 5861139.0000 - val_loss: 0.2328 - val_mape: 18206676.0000
Epoch 60/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2297 - mape: 5837093.5000 - val_loss: 0.2332 - val_mape: 18227070.0000
Epoch 61/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2292 - mape: 5800748.5000 - val_loss: 0.2337 - val_mape: 18185712.0000
Epoch 62/250
3/3 [==============================] - 0s 151ms/step - loss: 0.2288 - mape: 5756235.5000 - val_loss: 0.2342 - val_mape: 18109034.0000
Epoch 63/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2284 - mape: 5705477.5000 - val_loss: 0.2347 - val_mape: 17998362.0000
Epoch 64/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2280 - mape: 5649875.5000 - val_loss: 0.2352 - val_mape: 17878948.0000
Epoch 65/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2276 - mape: 5596846.0000 - val_loss: 0.2359 - val_mape: 17777546.0000
Epoch 66/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2273 - mape: 5551546.5000 - val_loss: 0.2365 - val_mape: 17715940.0000
Epoch 67/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2269 - mape: 5517404.0000 - val_loss: 0.2373 - val_mape: 17694650.0000
Epoch 68/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2266 - mape: 5491849.5000 - val_loss: 0.2380 - val_mape: 17671186.0000
Epoch 69/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2262 - mape: 5461635.0000 - val_loss: 0.2388 - val_mape: 17630164.0000
Epoch 70/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2259 - mape: 5426646.5000 - val_loss: 0.2395 - val_mape: 17596968.0000
Epoch 71/250
3/3 [==============================] - 0s 148ms/step - loss: 0.2256 - mape: 5400552.5000 - val_loss: 0.2401 - val_mape: 17584004.0000
Epoch 72/250
3/3 [==============================] - 0s 149ms/step - loss: 0.2253 - mape: 5383313.5000 - val_loss: 0.2406 - val_mape: 17558764.0000
Epoch 73/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2249 - mape: 5362074.5000 - val_loss: 0.2411 - val_mape: 17490382.0000
Epoch 74/250
3/3 [==============================] - 0s 147ms/step - loss: 0.2246 - mape: 5328763.0000 - val_loss: 0.2416 - val_mape: 17424806.0000
Epoch 75/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2243 - mape: 5298649.0000 - val_loss: 0.2420 - val_mape: 17407922.0000
Epoch 76/250
3/3 [==============================] - 0s 149ms/step - loss: 0.2239 - mape: 5281727.0000 - val_loss: 0.2423 - val_mape: 17415878.0000
Epoch 77/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2236 - mape: 5264797.0000 - val_loss: 0.2428 - val_mape: 17414856.0000
Epoch 78/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2232 - mape: 5243189.0000 - val_loss: 0.2431 - val_mape: 17447234.0000
Epoch 79/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2228 - mape: 5234324.5000 - val_loss: 0.2431 - val_mape: 17534512.0000
Epoch 80/250
3/3 [==============================] - 0s 149ms/step - loss: 0.2224 - mape: 5237731.5000 - val_loss: 0.2434 - val_mape: 17556672.0000
Epoch 81/250
3/3 [==============================] - 0s 150ms/step - loss: 0.2220 - mape: 5214780.5000 - val_loss: 0.2437 - val_mape: 17559732.0000
Epoch 82/250
3/3 [==============================] - 0s 145ms/step - loss: 0.2216 - mape: 5202063.5000 - val_loss: 0.2437 - val_mape: 17602768.0000
Epoch 83/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2211 - mape: 5199288.0000 - val_loss: 0.2440 - val_mape: 17608482.0000
Epoch 84/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2206 - mape: 5177102.0000 - val_loss: 0.2443 - val_mape: 17624770.0000
Epoch 85/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2201 - mape: 5165405.0000 - val_loss: 0.2445 - val_mape: 17676768.0000
Epoch 86/250
3/3 [==============================] - 0s 150ms/step - loss: 0.2195 - mape: 5155314.0000 - val_loss: 0.2450 - val_mape: 17695462.0000
Epoch 87/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2190 - mape: 5136406.5000 - val_loss: 0.2453 - val_mape: 17738732.0000
Epoch 88/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2184 - mape: 5130559.0000 - val_loss: 0.2459 - val_mape: 17719434.0000
Epoch 89/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2177 - mape: 5089730.0000 - val_loss: 0.2466 - val_mape: 17699116.0000
Epoch 90/250
3/3 [==============================] - 0s 148ms/step - loss: 0.2170 - mape: 5058803.5000 - val_loss: 0.2471 - val_mape: 17781214.0000
Epoch 91/250
3/3 [==============================] - 0s 152ms/step - loss: 0.2163 - mape: 5032255.0000 - val_loss: 0.2475 - val_mape: 17876532.0000
Epoch 92/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2155 - mape: 5008555.0000 - val_loss: 0.2478 - val_mape: 17914660.0000
Epoch 93/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2146 - mape: 4971480.5000 - val_loss: 0.2483 - val_mape: 17978430.0000
Epoch 94/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2137 - mape: 4927834.5000 - val_loss: 0.2486 - val_mape: 18143970.0000
Epoch 95/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2126 - mape: 4910356.5000 - val_loss: 0.2492 - val_mape: 18206508.0000
Epoch 96/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2115 - mape: 4862522.5000 - val_loss: 0.2496 - val_mape: 18334532.0000
Epoch 97/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2103 - mape: 4810821.0000 - val_loss: 0.2500 - val_mape: 18520936.0000
Epoch 98/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2090 - mape: 4766625.0000 - val_loss: 0.2503 - val_mape: 18774502.0000
Epoch 99/250
3/3 [==============================] - 0s 141ms/step - loss: 0.2077 - mape: 4721236.0000 - val_loss: 0.2508 - val_mape: 18894968.0000
Epoch 100/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2065 - mape: 4678214.5000 - val_loss: 0.2512 - val_mape: 19212600.0000
Epoch 101/250
3/3 [==============================] - 0s 148ms/step - loss: 0.2055 - mape: 4633341.5000 - val_loss: 0.2510 - val_mape: 19630118.0000
Epoch 102/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2045 - mape: 4624593.5000 - val_loss: 0.2521 - val_mape: 19101808.0000
Epoch 103/250
3/3 [==============================] - 0s 147ms/step - loss: 0.2037 - mape: 4505129.5000 - val_loss: 0.2512 - val_mape: 19904130.0000
Epoch 104/250
3/3 [==============================] - 0s 151ms/step - loss: 0.2028 - mape: 4507663.5000 - val_loss: 0.2514 - val_mape: 19984492.0000
Epoch 105/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2017 - mape: 4568918.5000 - val_loss: 0.2547 - val_mape: 19280826.0000
Epoch 106/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2008 - mape: 4400619.5000 - val_loss: 0.2574 - val_mape: 21144834.0000
Epoch 107/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2000 - mape: 4501302.0000 - val_loss: 0.2592 - val_mape: 20336864.0000
Epoch 108/250
3/3 [==============================] - 0s 159ms/step - loss: 0.1991 - mape: 4519926.5000 - val_loss: 0.2671 - val_mape: 18907052.0000
Epoch 109/250
3/3 [==============================] - 0s 153ms/step - loss: 0.1992 - mape: 4176863.5000 - val_loss: 0.2670 - val_mape: 22918736.0000
Epoch 110/250
3/3 [==============================] - 0s 152ms/step - loss: 0.2003 - mape: 4709915.5000 - val_loss: 0.2739 - val_mape: 18717278.0000
Epoch 111/250
3/3 [==============================] - 0s 176ms/step - loss: 0.1977 - mape: 4145761.5000 - val_loss: 0.2717 - val_mape: 20638762.0000
Epoch 112/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1955 - mape: 4475977.0000 - val_loss: 0.2861 - val_mape: 19737718.0000
Epoch 113/250
3/3 [==============================] - 1s 182ms/step - loss: 0.1959 - mape: 4039360.7500 - val_loss: 0.2804 - val_mape: 23440628.0000
Epoch 114/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2020 - mape: 4865437.0000 - val_loss: 0.2872 - val_mape: 19208596.0000
Epoch 115/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1962 - mape: 3745985.5000 - val_loss: 0.2819 - val_mape: 21219714.0000
Epoch 116/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1943 - mape: 4612518.5000 - val_loss: 12.4771 - val_mape: 2270332672.0000
Epoch 117/250
3/3 [==============================] - 1s 181ms/step - loss: 0.1946 - mape: 3769575.7500 - val_loss: 0.9420 - val_mape: 56290408.0000
Epoch 118/250
3/3 [==============================] - 1s 190ms/step - loss: 0.1902 - mape: 4392913.5000 - val_loss: 37.9658 - val_mape: 4853915136.0000
Epoch 119/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2107 - mape: 3816978.7500 - val_loss: 0.2820 - val_mape: 20130384.0000
Epoch 120/250
3/3 [==============================] - 1s 184ms/step - loss: 0.1905 - mape: 4299794.0000 - val_loss: 0.2870 - val_mape: 19471206.0000
Epoch 121/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1887 - mape: 4112604.2500 - val_loss: 0.8454 - val_mape: 67974600.0000
Epoch 122/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1867 - mape: 4153455.7500 - val_loss: 2.7805 - val_mape: 264372160.0000
Epoch 123/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1879 - mape: 3913790.7500 - val_loss: 0.6419 - val_mape: 44078224.0000
Epoch 124/250
3/3 [==============================] - 0s 154ms/step - loss: 0.1875 - mape: 4397276.5000 - val_loss: 0.9340 - val_mape: 82246832.0000
Epoch 125/250
3/3 [==============================] - 0s 156ms/step - loss: 0.1891 - mape: 3567907.7500 - val_loss: 0.2948 - val_mape: 20039788.0000
Epoch 126/250
3/3 [==============================] - 0s 149ms/step - loss: 0.1852 - mape: 4152590.5000 - val_loss: 59.2291 - val_mape: 2514030336.0000
Epoch 127/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1910 - mape: 3460535.0000 - val_loss: 3.8873 - val_mape: 410076064.0000
Epoch 128/250
3/3 [==============================] - 0s 157ms/step - loss: 0.1846 - mape: 4279057.0000 - val_loss: 0.9341 - val_mape: 111833816.0000
Epoch 129/250
3/3 [==============================] - 0s 156ms/step - loss: 0.1823 - mape: 3620157.5000 - val_loss: 1.3429 - val_mape: 104362744.0000
Epoch 130/250
3/3 [==============================] - 0s 155ms/step - loss: 0.1843 - mape: 4145366.7500 - val_loss: 2.2414 - val_mape: 260766288.0000
Epoch 131/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1799 - mape: 3986706.7500 - val_loss: 250.3859 - val_mape: 36813230080.0000
Epoch 132/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1967 - mape: 2984801.5000 - val_loss: 0.6069 - val_mape: 26058712.0000
Epoch 133/250
3/3 [==============================] - 0s 159ms/step - loss: 0.1826 - mape: 4271728.0000 - val_loss: 3.5155 - val_mape: 343776992.0000
Epoch 134/250
3/3 [==============================] - 0s 155ms/step - loss: 0.1816 - mape: 3486623.5000 - val_loss: 1.1763 - val_mape: 176186928.0000
Epoch 135/250
3/3 [==============================] - 0s 175ms/step - loss: 0.1812 - mape: 3922733.0000 - val_loss: 0.3323 - val_mape: 24406370.0000
Epoch 136/250
3/3 [==============================] - 0s 154ms/step - loss: 0.1800 - mape: 3869589.7500 - val_loss: 15.5895 - val_mape: 2323097600.0000
Epoch 136: early stopping
WARNING:tensorflow:6 out of the last 6 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f418f2000e0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
1/1 [==============================] - 0s 304ms/step
Epoch 1/250
3/3 [==============================] - 3s 340ms/step - loss: 0.4051 - mape: 300367.3438 - val_loss: 0.3985 - val_mape: 1230885.5000
Epoch 2/250
3/3 [==============================] - 0s 170ms/step - loss: 0.3671 - mape: 726020.6875 - val_loss: 0.3648 - val_mape: 3184303.0000
Epoch 3/250
3/3 [==============================] - 0s 171ms/step - loss: 0.3289 - mape: 1643142.1250 - val_loss: 0.3221 - val_mape: 6302675.0000
Epoch 4/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2888 - mape: 3095927.7500 - val_loss: 0.2817 - val_mape: 10920728.0000
Epoch 5/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2643 - mape: 5180270.0000 - val_loss: 0.2647 - val_mape: 15689212.0000
Epoch 6/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2586 - mape: 6720843.5000 - val_loss: 0.2612 - val_mape: 16901990.0000
Epoch 7/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2509 - mape: 6714061.0000 - val_loss: 0.2592 - val_mape: 15832248.0000
Epoch 8/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2475 - mape: 6093214.5000 - val_loss: 0.2584 - val_mape: 14909299.0000
Epoch 9/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2470 - mape: 5662010.5000 - val_loss: 0.2570 - val_mape: 14675361.0000
Epoch 10/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2459 - mape: 5532329.5000 - val_loss: 0.2539 - val_mape: 15114010.0000
Epoch 11/250
3/3 [==============================] - 1s 197ms/step - loss: 0.2433 - mape: 5657243.5000 - val_loss: 0.2500 - val_mape: 16118103.0000
Epoch 12/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2398 - mape: 5985348.5000 - val_loss: 0.2467 - val_mape: 17484670.0000
Epoch 13/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2372 - mape: 6392304.5000 - val_loss: 0.2449 - val_mape: 18452596.0000
Epoch 14/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2352 - mape: 6541368.0000 - val_loss: 0.2434 - val_mape: 18377818.0000
Epoch 15/250
3/3 [==============================] - 1s 201ms/step - loss: 0.2333 - mape: 6291746.5000 - val_loss: 0.2425 - val_mape: 17895706.0000
Epoch 16/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2328 - mape: 5976665.0000 - val_loss: 0.2414 - val_mape: 17921538.0000
Epoch 17/250
3/3 [==============================] - 1s 225ms/step - loss: 0.2317 - mape: 5884572.5000 - val_loss: 0.2400 - val_mape: 18746694.0000
Epoch 18/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2299 - mape: 6035165.0000 - val_loss: 0.2397 - val_mape: 19697118.0000
Epoch 19/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2284 - mape: 6121545.0000 - val_loss: 0.2393 - val_mape: 19688730.0000
Epoch 20/250
3/3 [==============================] - 1s 209ms/step - loss: 0.2275 - mape: 5899562.0000 - val_loss: 0.2390 - val_mape: 19453574.0000
Epoch 21/250
3/3 [==============================] - 1s 201ms/step - loss: 0.2268 - mape: 5710760.5000 - val_loss: 0.2390 - val_mape: 19722206.0000
Epoch 22/250
3/3 [==============================] - 1s 197ms/step - loss: 0.2258 - mape: 5698300.0000 - val_loss: 0.2387 - val_mape: 19345866.0000
Epoch 23/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2250 - mape: 5574784.0000 - val_loss: 0.2387 - val_mape: 18563902.0000
Epoch 24/250
3/3 [==============================] - 1s 171ms/step - loss: 0.2243 - mape: 5424822.0000 - val_loss: 0.2388 - val_mape: 18471396.0000
Epoch 25/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2236 - mape: 5411864.5000 - val_loss: 0.2390 - val_mape: 18557050.0000
Epoch 26/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2229 - mape: 5386097.5000 - val_loss: 0.2391 - val_mape: 18504466.0000
Epoch 27/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2221 - mape: 5334548.0000 - val_loss: 0.2392 - val_mape: 18577130.0000
Epoch 28/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2212 - mape: 5314066.0000 - val_loss: 0.2397 - val_mape: 18597620.0000
Epoch 29/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2204 - mape: 5301944.5000 - val_loss: 0.2403 - val_mape: 18380686.0000
Epoch 30/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2195 - mape: 5262845.5000 - val_loss: 0.2410 - val_mape: 18265708.0000
Epoch 31/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2187 - mape: 5232365.5000 - val_loss: 0.2427 - val_mape: 18193038.0000
Epoch 32/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2178 - mape: 5195810.0000 - val_loss: 0.2446 - val_mape: 18088856.0000
Epoch 33/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2167 - mape: 5105662.0000 - val_loss: 0.2474 - val_mape: 18132602.0000
Epoch 34/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2157 - mape: 5049548.5000 - val_loss: 0.2493 - val_mape: 18314606.0000
Epoch 35/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2148 - mape: 4934273.5000 - val_loss: 0.2491 - val_mape: 18353042.0000
Epoch 36/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2148 - mape: 4952482.0000 - val_loss: 0.2586 - val_mape: 16957292.0000
Epoch 37/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2155 - mape: 4528172.5000 - val_loss: 0.2490 - val_mape: 20599060.0000
Epoch 38/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2149 - mape: 5254273.0000 - val_loss: 0.2602 - val_mape: 16748685.0000
Epoch 39/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2166 - mape: 4209079.0000 - val_loss: 0.2521 - val_mape: 18336226.0000
Epoch 40/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2168 - mape: 5115068.5000 - val_loss: 0.2500 - val_mape: 19655594.0000
Epoch 40: early stopping
1/1 [==============================] - 0s 289ms/step
Epoch 1/250
3/3 [==============================] - 3s 332ms/step - loss: 0.3704 - mape: 654520.0625 - val_loss: 0.3187 - val_mape: 5970274.0000
Epoch 2/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2870 - mape: 3322942.2500 - val_loss: 0.2483 - val_mape: 13754733.0000
Epoch 3/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2708 - mape: 6893684.5000 - val_loss: 0.2414 - val_mape: 17793900.0000
Epoch 4/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2481 - mape: 6996713.5000 - val_loss: 0.2456 - val_mape: 14943892.0000
Epoch 5/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2489 - mape: 5682292.0000 - val_loss: 0.2505 - val_mape: 13623348.0000
Epoch 6/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2522 - mape: 5135127.0000 - val_loss: 0.2486 - val_mape: 13969661.0000
Epoch 7/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2504 - mape: 5241878.0000 - val_loss: 0.2420 - val_mape: 16011566.0000
Epoch 8/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2444 - mape: 5941126.0000 - val_loss: 0.2397 - val_mape: 19738426.0000
Epoch 9/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2404 - mape: 7130386.5000 - val_loss: 0.2482 - val_mape: 21809158.0000
Epoch 10/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2404 - mape: 7544650.5000 - val_loss: 0.2354 - val_mape: 18597968.0000
Epoch 11/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2367 - mape: 6433052.0000 - val_loss: 0.2352 - val_mape: 16688906.0000
Epoch 12/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2362 - mape: 5880080.0000 - val_loss: 0.2338 - val_mape: 16790436.0000
Epoch 13/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2344 - mape: 5970838.5000 - val_loss: 0.2338 - val_mape: 17528236.0000
Epoch 14/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2319 - mape: 5948818.5000 - val_loss: 0.2355 - val_mape: 17892414.0000
Epoch 15/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2309 - mape: 5780627.5000 - val_loss: 0.2380 - val_mape: 19395778.0000
Epoch 16/250
3/3 [==============================] - 1s 198ms/step - loss: 0.2297 - mape: 5937741.5000 - val_loss: 0.2389 - val_mape: 19774944.0000
Epoch 17/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2289 - mape: 5940992.5000 - val_loss: 0.2373 - val_mape: 17572818.0000
Epoch 18/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2273 - mape: 5581849.0000 - val_loss: 0.2385 - val_mape: 16930904.0000
Epoch 19/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2265 - mape: 5458781.0000 - val_loss: 0.2408 - val_mape: 17338200.0000
Epoch 20/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2251 - mape: 5381500.5000 - val_loss: 0.2422 - val_mape: 18431912.0000
Epoch 21/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2242 - mape: 5500023.0000 - val_loss: 0.2428 - val_mape: 16830170.0000
Epoch 22/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2227 - mape: 5284619.5000 - val_loss: 0.2438 - val_mape: 16398790.0000
Epoch 23/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2214 - mape: 5154423.0000 - val_loss: 0.2449 - val_mape: 17121176.0000
Epoch 24/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2197 - mape: 5106015.0000 - val_loss: 0.2462 - val_mape: 17703346.0000
Epoch 25/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2182 - mape: 5064976.5000 - val_loss: 0.2510 - val_mape: 15088375.0000
Epoch 26/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2206 - mape: 4702490.0000 - val_loss: 0.2601 - val_mape: 14826189.0000
Epoch 27/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2229 - mape: 4420837.5000 - val_loss: 0.2506 - val_mape: 21677914.0000
Epoch 28/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2258 - mape: 5698604.5000 - val_loss: 0.2531 - val_mape: 15041112.0000
Epoch 29/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2173 - mape: 4596183.0000 - val_loss: 0.2493 - val_mape: 14614208.0000
Epoch 30/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2183 - mape: 4454483.5000 - val_loss: 0.2505 - val_mape: 15274374.0000
Epoch 31/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2137 - mape: 4586492.0000 - val_loss: 0.2502 - val_mape: 17253212.0000
Epoch 32/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2123 - mape: 5162376.0000 - val_loss: 0.2541 - val_mape: 18241618.0000
Epoch 33/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2107 - mape: 5050402.0000 - val_loss: 0.2545 - val_mape: 18216076.0000
Epoch 34/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2100 - mape: 5067822.0000 - val_loss: 0.2723 - val_mape: 15480120.0000
Epoch 35/250
3/3 [==============================] - 0s 151ms/step - loss: 0.2136 - mape: 3933254.5000 - val_loss: 0.2586 - val_mape: 19153144.0000
Epoch 36/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2135 - mape: 5534916.0000 - val_loss: 0.2775 - val_mape: 16272435.0000
Epoch 37/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2170 - mape: 3955503.5000 - val_loss: 0.2741 - val_mape: 17333672.0000
Epoch 38/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2112 - mape: 5290000.0000 - val_loss: 0.2654 - val_mape: 19697936.0000
Epoch 39/250
3/3 [==============================] - 0s 150ms/step - loss: 0.2091 - mape: 5382849.0000 - val_loss: 0.2911 - val_mape: 15331482.0000
Epoch 40/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2115 - mape: 3950236.0000 - val_loss: 0.2951 - val_mape: 17442226.0000
Epoch 41/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2053 - mape: 4870393.0000 - val_loss: 0.2872 - val_mape: 18714110.0000
Epoch 42/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2014 - mape: 4311360.5000 - val_loss: 0.3054 - val_mape: 15510883.0000
Epoch 43/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2002 - mape: 4035883.2500 - val_loss: 0.3074 - val_mape: 21116216.0000
Epoch 44/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2023 - mape: 4769502.5000 - val_loss: 0.3253 - val_mape: 13319589.0000
Epoch 45/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2032 - mape: 3617213.5000 - val_loss: 0.3114 - val_mape: 16920502.0000
Epoch 46/250
3/3 [==============================] - 0s 152ms/step - loss: 0.2014 - mape: 4282571.5000 - val_loss: 0.3199 - val_mape: 16166474.0000
Epoch 47/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1975 - mape: 3759075.2500 - val_loss: 0.3186 - val_mape: 20456056.0000
Epoch 48/250
3/3 [==============================] - 0s 176ms/step - loss: 0.1974 - mape: 4860259.0000 - val_loss: 0.3323 - val_mape: 17860382.0000
Epoch 49/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1949 - mape: 4149758.5000 - val_loss: 7317942272.0000 - val_mape: 2280795996894003200.0000
Epoch 50/250
3/3 [==============================] - 0s 153ms/step - loss: 0.1934 - mape: 4011206.5000 - val_loss: 36187423046107136.0000 - val_mape: 2959846379613212450488320.0000
Epoch 51/250
3/3 [==============================] - 0s 151ms/step - loss: 101585313071104.0000 - mape: 234310824141783040.0000 - val_loss: 0.3045 - val_mape: 20855856.0000
Epoch 52/250
3/3 [==============================] - 0s 155ms/step - loss: 0.1949 - mape: 4549251.5000 - val_loss: 0.3025 - val_mape: 15799535.0000
Epoch 53/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1979 - mape: 4146052.5000 - val_loss: 0.2906 - val_mape: 18975800.0000
Epoch 54/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1915 - mape: 4539144.5000 - val_loss: 0.3030 - val_mape: 18289674.0000
Epoch 55/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1909 - mape: 4128372.7500 - val_loss: 0.3020 - val_mape: 20962538.0000
Epoch 56/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1930 - mape: 4617108.0000 - val_loss: 0.3106 - val_mape: 14847140.0000
Epoch 57/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1952 - mape: 3816544.0000 - val_loss: 0.3064 - val_mape: 19909932.0000
Epoch 58/250
3/3 [==============================] - 0s 153ms/step - loss: 0.1878 - mape: 4327811.0000 - val_loss: 0.3097 - val_mape: 19376802.0000
Epoch 59/250
3/3 [==============================] - 0s 156ms/step - loss: 0.1885 - mape: 3769799.0000 - val_loss: 0.3207 - val_mape: 22920236.0000
Epoch 60/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1905 - mape: 4600055.5000 - val_loss: 0.3194 - val_mape: 15125765.0000
Epoch 61/250
3/3 [==============================] - 0s 154ms/step - loss: 0.1940 - mape: 3564681.0000 - val_loss: 0.3153 - val_mape: 19479278.0000
Epoch 62/250
3/3 [==============================] - 0s 158ms/step - loss: 0.1872 - mape: 4265745.5000 - val_loss: 0.3186 - val_mape: 19780294.0000
Epoch 63/250
3/3 [==============================] - 0s 159ms/step - loss: 0.1854 - mape: 3879945.2500 - val_loss: 0.3179 - val_mape: 21403570.0000
Epoch 64/250
3/3 [==============================] - 0s 152ms/step - loss: 0.1870 - mape: 4567435.5000 - val_loss: 0.3256 - val_mape: 15530563.0000
Epoch 65/250
3/3 [==============================] - 0s 153ms/step - loss: 0.1907 - mape: 3682624.7500 - val_loss: 0.3224 - val_mape: 21335496.0000
Epoch 66/250
3/3 [==============================] - 0s 155ms/step - loss: 0.1857 - mape: 4432353.5000 - val_loss: 0.3085 - val_mape: 19052688.0000
Epoch 67/250
3/3 [==============================] - 0s 152ms/step - loss: 0.1869 - mape: 3748737.2500 - val_loss: 0.3119 - val_mape: 21969512.0000
Epoch 68/250
3/3 [==============================] - 0s 151ms/step - loss: 0.1881 - mape: 4504707.0000 - val_loss: 0.3211 - val_mape: 18326718.0000
Epoch 68: early stopping
1/1 [==============================] - 0s 273ms/step
Epoch 1/250
2/2 [==============================] - 3s 513ms/step - loss: 0.4636 - mape: 789605.4375 - val_loss: 0.4633 - val_mape: 1268457.5000
Epoch 2/250
2/2 [==============================] - 0s 197ms/step - loss: 0.4537 - mape: 642830.8125 - val_loss: 0.4565 - val_mape: 1007991.9375
Epoch 3/250
2/2 [==============================] - 0s 240ms/step - loss: 0.4444 - mape: 507595.3438 - val_loss: 0.4505 - val_mape: 815675.4375
Epoch 4/250
2/2 [==============================] - 0s 201ms/step - loss: 0.4357 - mape: 381321.0000 - val_loss: 0.4454 - val_mape: 673043.4375
Epoch 5/250
2/2 [==============================] - 0s 208ms/step - loss: 0.4278 - mape: 273940.1250 - val_loss: 0.4415 - val_mape: 550945.4375
Epoch 6/250
2/2 [==============================] - 0s 193ms/step - loss: 0.4221 - mape: 193911.9844 - val_loss: 0.4382 - val_mape: 435910.5312
Epoch 7/250
2/2 [==============================] - 0s 198ms/step - loss: 0.4175 - mape: 130671.7812 - val_loss: 0.4351 - val_mape: 341466.6875
Epoch 8/250
2/2 [==============================] - 0s 196ms/step - loss: 0.4132 - mape: 84015.5312 - val_loss: 0.4319 - val_mape: 266599.6562
Epoch 9/250
2/2 [==============================] - 0s 210ms/step - loss: 0.4093 - mape: 60319.9297 - val_loss: 0.4290 - val_mape: 173853.5469
Epoch 10/250
2/2 [==============================] - 0s 218ms/step - loss: 0.4063 - mape: 45062.7656 - val_loss: 0.4264 - val_mape: 138087.4688
Epoch 11/250
2/2 [==============================] - 0s 198ms/step - loss: 0.4041 - mape: 64469.8086 - val_loss: 0.4242 - val_mape: 188013.1250
Epoch 12/250
2/2 [==============================] - 0s 197ms/step - loss: 0.4026 - mape: 79237.1172 - val_loss: 0.4228 - val_mape: 225839.2812
Epoch 13/250
2/2 [==============================] - 0s 198ms/step - loss: 0.4017 - mape: 89866.3438 - val_loss: 0.4218 - val_mape: 234362.2344
Epoch 14/250
2/2 [==============================] - 0s 206ms/step - loss: 0.4009 - mape: 98689.9609 - val_loss: 0.4211 - val_mape: 256107.3438
Epoch 15/250
2/2 [==============================] - 0s 199ms/step - loss: 0.4004 - mape: 106831.6094 - val_loss: 0.4206 - val_mape: 280286.2812
Epoch 16/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3998 - mape: 115051.9531 - val_loss: 0.4200 - val_mape: 304136.6250
Epoch 17/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3993 - mape: 123368.0625 - val_loss: 0.4195 - val_mape: 327455.7812
Epoch 18/250
2/2 [==============================] - 0s 191ms/step - loss: 0.3988 - mape: 131785.6094 - val_loss: 0.4190 - val_mape: 350545.8750
Epoch 19/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3983 - mape: 140404.2344 - val_loss: 0.4186 - val_mape: 373230.5625
Epoch 20/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3978 - mape: 149223.7031 - val_loss: 0.4181 - val_mape: 395348.6250
Epoch 21/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3973 - mape: 158244.0938 - val_loss: 0.4177 - val_mape: 417983.8125
Epoch 22/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3967 - mape: 167587.1406 - val_loss: 0.4172 - val_mape: 441160.7188
Epoch 23/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3962 - mape: 177331.4219 - val_loss: 0.4167 - val_mape: 464872.8125
Epoch 24/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3956 - mape: 187363.3125 - val_loss: 0.4163 - val_mape: 489108.6250
Epoch 25/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3950 - mape: 197739.6875 - val_loss: 0.4158 - val_mape: 514077.8125
Epoch 26/250
2/2 [==============================] - 0s 246ms/step - loss: 0.3943 - mape: 208473.0312 - val_loss: 0.4153 - val_mape: 540399.1875
Epoch 27/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3937 - mape: 219495.7500 - val_loss: 0.4147 - val_mape: 569058.7500
Epoch 28/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3930 - mape: 230850.9688 - val_loss: 0.4142 - val_mape: 598549.0000
Epoch 29/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3924 - mape: 242727.7031 - val_loss: 0.4136 - val_mape: 628979.3750
Epoch 30/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3917 - mape: 255206.4062 - val_loss: 0.4131 - val_mape: 660647.7500
Epoch 31/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3909 - mape: 268229.6250 - val_loss: 0.4125 - val_mape: 694091.9375
Epoch 32/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3902 - mape: 281763.1250 - val_loss: 0.4118 - val_mape: 728869.6875
Epoch 33/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3894 - mape: 295875.2500 - val_loss: 0.4112 - val_mape: 765111.8125
Epoch 34/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3886 - mape: 310592.8750 - val_loss: 0.4105 - val_mape: 803121.4375
Epoch 35/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3877 - mape: 325986.3750 - val_loss: 0.4098 - val_mape: 842880.6250
Epoch 36/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3869 - mape: 342131.2500 - val_loss: 0.4090 - val_mape: 884499.2500
Epoch 37/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3859 - mape: 359121.2812 - val_loss: 0.4082 - val_mape: 928199.1250
Epoch 38/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3849 - mape: 377165.7188 - val_loss: 0.4074 - val_mape: 974444.7500
Epoch 39/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3839 - mape: 396561.0938 - val_loss: 0.4065 - val_mape: 1023556.5625
Epoch 40/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3828 - mape: 417441.7188 - val_loss: 0.4056 - val_mape: 1075584.0000
Epoch 41/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3816 - mape: 440006.8438 - val_loss: 0.4045 - val_mape: 1132076.7500
Epoch 42/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3803 - mape: 464623.2500 - val_loss: 0.4034 - val_mape: 1193254.5000
Epoch 43/250
2/2 [==============================] - 0s 241ms/step - loss: 0.3789 - mape: 491375.4062 - val_loss: 0.4023 - val_mape: 1259310.2500
Epoch 44/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3774 - mape: 520655.0000 - val_loss: 0.4010 - val_mape: 1330452.1250
Epoch 45/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3757 - mape: 552799.0625 - val_loss: 0.3996 - val_mape: 1407379.6250
Epoch 46/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3739 - mape: 588185.4375 - val_loss: 0.3981 - val_mape: 1489956.7500
Epoch 47/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3720 - mape: 627216.9375 - val_loss: 0.3965 - val_mape: 1580743.0000
Epoch 48/250
2/2 [==============================] - 0s 266ms/step - loss: 0.3698 - mape: 670717.9375 - val_loss: 0.3947 - val_mape: 1681415.3750
Epoch 49/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3674 - mape: 719690.8750 - val_loss: 0.3927 - val_mape: 1794218.7500
Epoch 50/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3647 - mape: 775341.1875 - val_loss: 0.3904 - val_mape: 1921652.0000
Epoch 51/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3617 - mape: 839410.0000 - val_loss: 0.3878 - val_mape: 2067829.1250
Epoch 52/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3581 - mape: 914744.3750 - val_loss: 0.3848 - val_mape: 2237271.7500
Epoch 53/250
2/2 [==============================] - 0s 193ms/step - loss: 0.3540 - mape: 1005199.3750 - val_loss: 0.3813 - val_mape: 2436693.0000
Epoch 54/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3490 - mape: 1116323.2500 - val_loss: 0.3770 - val_mape: 2675566.7500
Epoch 55/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3429 - mape: 1257654.6250 - val_loss: 0.3718 - val_mape: 2969627.7500
Epoch 56/250
2/2 [==============================] - 0s 200ms/step - loss: 0.3351 - mape: 1445272.7500 - val_loss: 0.3653 - val_mape: 3345082.5000
Epoch 57/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3247 - mape: 1713280.7500 - val_loss: 0.3568 - val_mape: 3841701.0000
Epoch 58/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3119 - mape: 2230726.2500 - val_loss: 0.3495 - val_mape: 4256205.0000
Epoch 59/250
2/2 [==============================] - 0s 220ms/step - loss: 2.1988 - mape: 48463116.0000 - val_loss: 0.3451 - val_mape: 4491870.0000
Epoch 60/250
2/2 [==============================] - 0s 189ms/step - loss: 49.3000 - mape: 585533824.0000 - val_loss: 0.3389 - val_mape: 4834355.0000
Epoch 61/250
2/2 [==============================] - 0s 197ms/step - loss: 15743.6201 - mape: 657531469824.0000 - val_loss: 0.3274 - val_mape: 5494761.5000
Epoch 62/250
2/2 [==============================] - 0s 177ms/step - loss: 2089215.7500 - mape: 224424020148224.0000 - val_loss: 2.7523 - val_mape: 164609856.0000
Epoch 63/250
2/2 [==============================] - 0s 175ms/step - loss: 50106660.0000 - mape: 2385369270059008.0000 - val_loss: 10534.9287 - val_mape: 1992489959424.0000
Epoch 63: early stopping
1/1 [==============================] - 0s 289ms/step
Epoch 1/250
2/2 [==============================] - 3s 523ms/step - loss: 0.3939 - mape: 298860.2500 - val_loss: 0.3791 - val_mape: 2470086.5000
Epoch 2/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3666 - mape: 817148.0625 - val_loss: 0.3522 - val_mape: 4095734.0000
Epoch 3/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3394 - mape: 1466391.3750 - val_loss: 0.3236 - val_mape: 6090893.0000
Epoch 4/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3119 - mape: 2255052.7500 - val_loss: 0.2960 - val_mape: 8550003.0000
Epoch 5/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2852 - mape: 3248261.2500 - val_loss: 0.2705 - val_mape: 11781793.0000
Epoch 6/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2616 - mape: 4591320.5000 - val_loss: 0.2524 - val_mape: 16061206.0000
Epoch 7/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2475 - mape: 6402869.5000 - val_loss: 0.2520 - val_mape: 20413680.0000
Epoch 8/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2509 - mape: 7993067.0000 - val_loss: 0.2518 - val_mape: 20937966.0000
Epoch 9/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2466 - mape: 7854588.0000 - val_loss: 0.2478 - val_mape: 19211834.0000
Epoch 10/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2403 - mape: 6964407.0000 - val_loss: 0.2467 - val_mape: 17647654.0000
Epoch 11/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2403 - mape: 6230583.5000 - val_loss: 0.2467 - val_mape: 16718473.0000
Epoch 12/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2414 - mape: 5778108.5000 - val_loss: 0.2461 - val_mape: 16418991.0000
Epoch 13/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2413 - mape: 5578650.5000 - val_loss: 0.2443 - val_mape: 16697408.0000
Epoch 14/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2395 - mape: 5598193.0000 - val_loss: 0.2417 - val_mape: 17502158.0000
Epoch 15/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2363 - mape: 5811903.0000 - val_loss: 0.2395 - val_mape: 18779888.0000
Epoch 16/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2330 - mape: 6186679.0000 - val_loss: 0.2408 - val_mape: 20207660.0000
Epoch 17/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2324 - mape: 6559096.5000 - val_loss: 0.2419 - val_mape: 20664914.0000
Epoch 18/250
2/2 [==============================] - 0s 177ms/step - loss: 0.2318 - mape: 6533563.0000 - val_loss: 0.2402 - val_mape: 19958378.0000
Epoch 19/250
2/2 [==============================] - 0s 179ms/step - loss: 0.2304 - mape: 6158883.0000 - val_loss: 0.2398 - val_mape: 19226064.0000
Epoch 20/250
2/2 [==============================] - 0s 177ms/step - loss: 0.2308 - mape: 5828893.0000 - val_loss: 0.2403 - val_mape: 19063076.0000
Epoch 21/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2308 - mape: 5704743.0000 - val_loss: 0.2407 - val_mape: 19512296.0000
Epoch 22/250
2/2 [==============================] - 0s 173ms/step - loss: 0.2297 - mape: 5781262.0000 - val_loss: 0.2416 - val_mape: 20342074.0000
Epoch 23/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2286 - mape: 5984033.5000 - val_loss: 0.2417 - val_mape: 20662160.0000
Epoch 24/250
2/2 [==============================] - 0s 175ms/step - loss: 0.2283 - mape: 6088961.0000 - val_loss: 0.2402 - val_mape: 19926402.0000
Epoch 25/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2274 - mape: 5923676.5000 - val_loss: 0.2394 - val_mape: 18908282.0000
Epoch 26/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2270 - mape: 5664035.0000 - val_loss: 0.2397 - val_mape: 18383108.0000
Epoch 27/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2270 - mape: 5522437.0000 - val_loss: 0.2403 - val_mape: 18540336.0000
Epoch 28/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2263 - mape: 5552803.0000 - val_loss: 0.2411 - val_mape: 19172718.0000
Epoch 29/250
2/2 [==============================] - 0s 170ms/step - loss: 0.2255 - mape: 5668184.5000 - val_loss: 0.2424 - val_mape: 19700742.0000
Epoch 30/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2251 - mape: 5703720.5000 - val_loss: 0.2434 - val_mape: 19643198.0000
Epoch 31/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2246 - mape: 5592257.0000 - val_loss: 0.2440 - val_mape: 19414164.0000
Epoch 32/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2241 - mape: 5500550.5000 - val_loss: 0.2441 - val_mape: 19420530.0000
Epoch 33/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2235 - mape: 5525584.0000 - val_loss: 0.2443 - val_mape: 19417550.0000
Epoch 34/250
2/2 [==============================] - 0s 173ms/step - loss: 0.2231 - mape: 5516734.5000 - val_loss: 0.2456 - val_mape: 19100884.0000
Epoch 35/250
2/2 [==============================] - 0s 172ms/step - loss: 0.2223 - mape: 5338815.0000 - val_loss: 0.2469 - val_mape: 19162488.0000
Epoch 36/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2216 - mape: 5290803.0000 - val_loss: 0.2475 - val_mape: 19635192.0000
Epoch 37/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2211 - mape: 5347947.5000 - val_loss: 0.2483 - val_mape: 19632364.0000
Epoch 38/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2202 - mape: 5230028.0000 - val_loss: 0.2489 - val_mape: 19762996.0000
Epoch 39/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2194 - mape: 5217329.5000 - val_loss: 0.2501 - val_mape: 20128408.0000
Epoch 40/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2184 - mape: 5173438.5000 - val_loss: 0.2515 - val_mape: 20372346.0000
Epoch 41/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2173 - mape: 5113355.5000 - val_loss: 0.2527 - val_mape: 20573538.0000
Epoch 42/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2162 - mape: 5018458.5000 - val_loss: 0.2536 - val_mape: 20844100.0000
Epoch 43/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2151 - mape: 5013818.0000 - val_loss: 0.2562 - val_mape: 20724316.0000
Epoch 44/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2137 - mape: 4870541.0000 - val_loss: 0.2613 - val_mape: 21870872.0000
Epoch 45/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2122 - mape: 4899088.0000 - val_loss: 0.2625 - val_mape: 21624282.0000
Epoch 46/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2108 - mape: 4773238.5000 - val_loss: 0.2651 - val_mape: 21732964.0000
Epoch 47/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2094 - mape: 4632839.5000 - val_loss: 0.2719 - val_mape: 23172200.0000
Epoch 48/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2078 - mape: 4723190.5000 - val_loss: 0.2779 - val_mape: 23035522.0000
Epoch 49/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2064 - mape: 4651019.5000 - val_loss: 0.2855 - val_mape: 23492380.0000
Epoch 50/250
2/2 [==============================] - 0s 175ms/step - loss: 0.2057 - mape: 4294659.0000 - val_loss: 0.2948 - val_mape: 26170240.0000
Epoch 51/250
2/2 [==============================] - 0s 170ms/step - loss: 0.2064 - mape: 4761475.0000 - val_loss: 0.2864 - val_mape: 21772598.0000
Epoch 52/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2050 - mape: 4038431.5000 - val_loss: 0.2937 - val_mape: 23070778.0000
Epoch 53/250
2/2 [==============================] - 0s 171ms/step - loss: 0.2020 - mape: 4249717.5000 - val_loss: 0.3277 - val_mape: 26781080.0000
Epoch 54/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2008 - mape: 4231367.5000 - val_loss: 0.3271 - val_mape: 28460884.0000
Epoch 55/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2011 - mape: 4571193.5000 - val_loss: 0.3056 - val_mape: 23860580.0000
Epoch 56/250
2/2 [==============================] - 0s 178ms/step - loss: 0.1998 - mape: 3845656.0000 - val_loss: 0.3148 - val_mape: 24700012.0000
Epoch 57/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1983 - mape: 3989053.5000 - val_loss: 0.3552 - val_mape: 28779682.0000
Epoch 58/250
2/2 [==============================] - 0s 175ms/step - loss: 0.1970 - mape: 4017691.5000 - val_loss: 0.3473 - val_mape: 28162640.0000
Epoch 59/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1961 - mape: 4112318.7500 - val_loss: 0.3303 - val_mape: 24765732.0000
Epoch 60/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1961 - mape: 3643012.0000 - val_loss: 0.3439 - val_mape: 27158174.0000
Epoch 61/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1940 - mape: 3928492.5000 - val_loss: 0.3787 - val_mape: 29505818.0000
Epoch 62/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1942 - mape: 3852393.2500 - val_loss: 0.3462 - val_mape: 27484958.0000
Epoch 63/250
2/2 [==============================] - 0s 180ms/step - loss: 0.1938 - mape: 3864842.5000 - val_loss: 0.3484 - val_mape: 24692904.0000
Epoch 64/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1970 - mape: 3385660.7500 - val_loss: 0.3837 - val_mape: 30626880.0000
Epoch 65/250
2/2 [==============================] - 0s 176ms/step - loss: 0.1956 - mape: 3908021.5000 - val_loss: 0.3528 - val_mape: 26273096.0000
Epoch 66/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1920 - mape: 3675417.0000 - val_loss: 0.3434 - val_mape: 26224332.0000
Epoch 67/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1910 - mape: 3686718.0000 - val_loss: 0.3630 - val_mape: 27321712.0000
Epoch 68/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1896 - mape: 3695709.5000 - val_loss: 0.3748 - val_mape: 29556648.0000
Epoch 69/250
2/2 [==============================] - 0s 169ms/step - loss: 0.1910 - mape: 3734421.5000 - val_loss: 0.3534 - val_mape: 24994312.0000
Epoch 70/250
2/2 [==============================] - 0s 175ms/step - loss: 0.1923 - mape: 3452124.0000 - val_loss: 0.3551 - val_mape: 28127152.0000
Epoch 71/250
2/2 [==============================] - 0s 171ms/step - loss: 0.1907 - mape: 3713312.5000 - val_loss: 0.3675 - val_mape: 27580496.0000
Epoch 72/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1933 - mape: 3354337.5000 - val_loss: 0.3607 - val_mape: 29333770.0000
Epoch 73/250
2/2 [==============================] - 0s 171ms/step - loss: 0.1911 - mape: 4066644.7500 - val_loss: 0.3322 - val_mape: 24402850.0000
Epoch 73: early stopping
1/1 [==============================] - 0s 282ms/step
Epoch 1/250
2/2 [==============================] - 4s 587ms/step - loss: 0.4107 - mape: 168233.7188 - val_loss: 0.4039 - val_mape: 933642.0625
Epoch 2/250
2/2 [==============================] - 0s 238ms/step - loss: 0.3863 - mape: 394242.0312 - val_loss: 0.3926 - val_mape: 1559715.5000
Epoch 3/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3732 - mape: 668769.8125 - val_loss: 0.3739 - val_mape: 2586276.7500
Epoch 4/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3541 - mape: 1115512.2500 - val_loss: 0.3447 - val_mape: 4227424.5000
Epoch 5/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3261 - mape: 1895592.5000 - val_loss: 0.2963 - val_mape: 7289571.0000
Epoch 6/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2877 - mape: 3780152.0000 - val_loss: 0.2575 - val_mape: 10426718.0000
Epoch 7/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2629 - mape: 4837203.5000 - val_loss: 0.2498 - val_mape: 11420936.0000
Epoch 8/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2585 - mape: 5118501.0000 - val_loss: 0.2375 - val_mape: 13053028.0000
Epoch 9/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2523 - mape: 5775352.5000 - val_loss: 0.2275 - val_mape: 14945254.0000
Epoch 10/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2475 - mape: 6478092.5000 - val_loss: 0.2238 - val_mape: 15691802.0000
Epoch 11/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2446 - mape: 6531186.0000 - val_loss: 0.2240 - val_mape: 15260210.0000
Epoch 12/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2431 - mape: 6146930.5000 - val_loss: 0.2233 - val_mape: 15411671.0000
Epoch 13/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2415 - mape: 6080690.0000 - val_loss: 0.2245 - val_mape: 16265847.0000
Epoch 14/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2400 - mape: 6263621.5000 - val_loss: 0.2251 - val_mape: 16338458.0000
Epoch 15/250
2/2 [==============================] - 0s 177ms/step - loss: 0.2378 - mape: 6143614.5000 - val_loss: 0.2264 - val_mape: 16310746.0000
Epoch 16/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2360 - mape: 6018309.0000 - val_loss: 0.2284 - val_mape: 17107276.0000
Epoch 17/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2337 - mape: 6164426.5000 - val_loss: 0.2306 - val_mape: 17771166.0000
Epoch 18/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2311 - mape: 6165757.0000 - val_loss: 0.2338 - val_mape: 18076952.0000
Epoch 19/250
2/2 [==============================] - 0s 175ms/step - loss: 0.2282 - mape: 5992417.0000 - val_loss: 0.4397 - val_mape: 18177628.0000
Epoch 20/250
2/2 [==============================] - 0s 179ms/step - loss: 0.2343 - mape: 5358975.0000 - val_loss: 0.2313 - val_mape: 16001499.0000
Epoch 21/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2308 - mape: 5228235.5000 - val_loss: 0.2281 - val_mape: 15563648.0000
Epoch 22/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2316 - mape: 5358391.0000 - val_loss: 0.2284 - val_mape: 15168310.0000
Epoch 23/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2320 - mape: 5195813.0000 - val_loss: 0.2324 - val_mape: 14369312.0000
Epoch 24/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2330 - mape: 4965760.0000 - val_loss: 0.2291 - val_mape: 15566217.0000
Epoch 24: early stopping
1/1 [==============================] - 0s 289ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3918 - mape: 222795.5156 - val_loss: 0.4030 - val_mape: 1161379.5000
Epoch 2/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3877 - mape: 303673.3125 - val_loss: 0.3988 - val_mape: 1394701.7500
Epoch 3/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3836 - mape: 388804.0000 - val_loss: 0.3946 - val_mape: 1629619.0000
Epoch 4/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3794 - mape: 475161.6250 - val_loss: 0.3904 - val_mape: 1865229.2500
Epoch 5/250
1/1 [==============================] - 0s 260ms/step - loss: 0.3753 - mape: 562666.3750 - val_loss: 0.3863 - val_mape: 2094281.7500
Epoch 6/250
1/1 [==============================] - 0s 260ms/step - loss: 0.3712 - mape: 652129.3750 - val_loss: 0.3823 - val_mape: 2312508.7500
Epoch 7/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3671 - mape: 742697.5000 - val_loss: 0.3783 - val_mape: 2530428.5000
Epoch 8/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3631 - mape: 833747.7500 - val_loss: 0.3743 - val_mape: 2741669.0000
Epoch 9/250
1/1 [==============================] - 0s 267ms/step - loss: 0.3592 - mape: 924324.9375 - val_loss: 0.3701 - val_mape: 2954674.5000
Epoch 10/250
1/1 [==============================] - 0s 263ms/step - loss: 0.3553 - mape: 1014315.0625 - val_loss: 0.3659 - val_mape: 3169969.5000
Epoch 11/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3514 - mape: 1104152.6250 - val_loss: 0.3617 - val_mape: 3386189.0000
Epoch 12/250
1/1 [==============================] - 0s 265ms/step - loss: 0.3476 - mape: 1193548.0000 - val_loss: 0.3575 - val_mape: 3612794.2500
Epoch 13/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3439 - mape: 1283147.7500 - val_loss: 0.3534 - val_mape: 3850053.7500
Epoch 14/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3402 - mape: 1374246.7500 - val_loss: 0.3493 - val_mape: 4087619.2500
Epoch 15/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3365 - mape: 1466983.2500 - val_loss: 0.3453 - val_mape: 4325830.5000
Epoch 16/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3328 - mape: 1561638.6250 - val_loss: 0.3413 - val_mape: 4566158.0000
Epoch 17/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3291 - mape: 1657011.5000 - val_loss: 0.3373 - val_mape: 4809320.0000
Epoch 18/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3255 - mape: 1754365.3750 - val_loss: 0.3333 - val_mape: 5052592.0000
Epoch 19/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3218 - mape: 1853869.0000 - val_loss: 0.3294 - val_mape: 5300360.5000
Epoch 20/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3182 - mape: 1954958.0000 - val_loss: 0.3255 - val_mape: 5551415.0000
Epoch 21/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3146 - mape: 2057117.3750 - val_loss: 0.3216 - val_mape: 5805885.0000
Epoch 22/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3111 - mape: 2160877.2500 - val_loss: 0.3177 - val_mape: 6065063.0000
Epoch 23/250
1/1 [==============================] - 0s 264ms/step - loss: 0.3076 - mape: 2266172.5000 - val_loss: 0.3139 - val_mape: 6329099.0000
Epoch 24/250
1/1 [==============================] - 0s 267ms/step - loss: 0.3041 - mape: 2373158.5000 - val_loss: 0.3102 - val_mape: 6600260.0000
Epoch 25/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3007 - mape: 2481813.0000 - val_loss: 0.3065 - val_mape: 6879227.5000
Epoch 26/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2973 - mape: 2592592.5000 - val_loss: 0.3028 - val_mape: 7168752.0000
Epoch 27/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2940 - mape: 2705934.7500 - val_loss: 0.2992 - val_mape: 7467169.5000
Epoch 28/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2908 - mape: 2822610.7500 - val_loss: 0.2956 - val_mape: 7772001.5000
Epoch 29/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2876 - mape: 2942050.7500 - val_loss: 0.2920 - val_mape: 8082263.5000
Epoch 30/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2844 - mape: 3064018.2500 - val_loss: 0.2885 - val_mape: 8399575.0000
Epoch 31/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2813 - mape: 3189307.7500 - val_loss: 0.2851 - val_mape: 8724778.0000
Epoch 32/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2782 - mape: 3319635.7500 - val_loss: 0.2816 - val_mape: 9056980.0000
Epoch 33/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2752 - mape: 3453764.5000 - val_loss: 0.2783 - val_mape: 9398671.0000
Epoch 34/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2723 - mape: 3592276.7500 - val_loss: 0.2750 - val_mape: 9749260.0000
Epoch 35/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2694 - mape: 3734931.7500 - val_loss: 0.2719 - val_mape: 10110585.0000
Epoch 36/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2667 - mape: 3881525.7500 - val_loss: 0.2689 - val_mape: 10480573.0000
Epoch 37/250
1/1 [==============================] - 0s 336ms/step - loss: 0.2642 - mape: 4032015.7500 - val_loss: 0.2660 - val_mape: 10858378.0000
Epoch 38/250
1/1 [==============================] - 0s 369ms/step - loss: 0.2617 - mape: 4185451.7500 - val_loss: 0.2631 - val_mape: 11244138.0000
Epoch 39/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2593 - mape: 4341843.5000 - val_loss: 0.2605 - val_mape: 11636845.0000
Epoch 40/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2570 - mape: 4501371.5000 - val_loss: 0.2580 - val_mape: 12035402.0000
Epoch 41/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2549 - mape: 4663448.5000 - val_loss: 0.2558 - val_mape: 12440468.0000
Epoch 42/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2530 - mape: 4827814.0000 - val_loss: 0.2537 - val_mape: 12850172.0000
Epoch 43/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2511 - mape: 4994263.5000 - val_loss: 0.2518 - val_mape: 13262924.0000
Epoch 44/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2494 - mape: 5162581.0000 - val_loss: 0.2501 - val_mape: 13690399.0000
Epoch 45/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2478 - mape: 5332696.5000 - val_loss: 0.2485 - val_mape: 14123073.0000
Epoch 46/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2463 - mape: 5504305.5000 - val_loss: 0.2472 - val_mape: 14557942.0000
Epoch 47/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2450 - mape: 5676566.5000 - val_loss: 0.2460 - val_mape: 14993283.0000
Epoch 48/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2438 - mape: 5848226.0000 - val_loss: 0.2451 - val_mape: 15424940.0000
Epoch 49/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2429 - mape: 6017593.0000 - val_loss: 0.2445 - val_mape: 15847796.0000
Epoch 50/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2421 - mape: 6183226.5000 - val_loss: 0.2440 - val_mape: 16257061.0000
Epoch 51/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2415 - mape: 6343269.5000 - val_loss: 0.2436 - val_mape: 16645326.0000
Epoch 52/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2411 - mape: 6494904.5000 - val_loss: 0.2434 - val_mape: 17007376.0000
Epoch 53/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2410 - mape: 6634874.5000 - val_loss: 0.2433 - val_mape: 17328304.0000
Epoch 54/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2410 - mape: 6758413.0000 - val_loss: 0.2432 - val_mape: 17599512.0000
Epoch 55/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2412 - mape: 6861386.5000 - val_loss: 0.2432 - val_mape: 17818548.0000
Epoch 56/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2414 - mape: 6940316.5000 - val_loss: 0.2432 - val_mape: 17979096.0000
Epoch 57/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2415 - mape: 6992625.5000 - val_loss: 0.2432 - val_mape: 18080456.0000
Epoch 58/250
1/1 [==============================] - 0s 327ms/step - loss: 0.2415 - mape: 7017494.5000 - val_loss: 0.2431 - val_mape: 18125298.0000
Epoch 58: early stopping
1/1 [==============================] - 0s 315ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4262 - mape: 401767.0938 - val_loss: 0.4011 - val_mape: 838142.8750
Epoch 2/250
1/1 [==============================] - 0s 311ms/step - loss: 0.4051 - mape: 274042.6250 - val_loss: 0.3871 - val_mape: 1558218.5000
Epoch 3/250
1/1 [==============================] - 0s 349ms/step - loss: 0.3874 - mape: 367641.8125 - val_loss: 0.3756 - val_mape: 2106954.5000
Epoch 4/250
1/1 [==============================] - 0s 370ms/step - loss: 0.3738 - mape: 599609.0625 - val_loss: 0.3649 - val_mape: 2607929.0000
Epoch 5/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3631 - mape: 824974.0000 - val_loss: 0.3537 - val_mape: 3154676.2500
Epoch 6/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3534 - mape: 1036295.8750 - val_loss: 0.3417 - val_mape: 3768651.7500
Epoch 7/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3436 - mape: 1261121.3750 - val_loss: 0.3293 - val_mape: 4454797.5000
Epoch 8/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3335 - mape: 1510115.0000 - val_loss: 0.3161 - val_mape: 5234073.5000
Epoch 9/250
1/1 [==============================] - 0s 319ms/step - loss: 0.3227 - mape: 1790225.0000 - val_loss: 0.3023 - val_mape: 6116843.0000
Epoch 10/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3114 - mape: 2112407.0000 - val_loss: 0.2879 - val_mape: 7157995.5000
Epoch 11/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2997 - mape: 2491455.2500 - val_loss: 0.2732 - val_mape: 8343220.0000
Epoch 12/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2878 - mape: 2939075.7500 - val_loss: 0.2580 - val_mape: 9700929.0000
Epoch 13/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2762 - mape: 3472417.2500 - val_loss: 0.2439 - val_mape: 11320609.0000
Epoch 14/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2657 - mape: 4108721.0000 - val_loss: 0.2336 - val_mape: 13275063.0000
Epoch 15/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2570 - mape: 4884110.5000 - val_loss: 0.2297 - val_mape: 15649489.0000
Epoch 16/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2529 - mape: 5833673.0000 - val_loss: 0.2342 - val_mape: 18280326.0000
Epoch 17/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2569 - mape: 6867112.5000 - val_loss: 0.2466 - val_mape: 20269430.0000
Epoch 18/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2633 - mape: 7596343.0000 - val_loss: 0.2516 - val_mape: 20984268.0000
Epoch 19/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2636 - mape: 7788971.0000 - val_loss: 0.2473 - val_mape: 20748504.0000
Epoch 20/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2584 - mape: 7600669.0000 - val_loss: 0.2406 - val_mape: 20041336.0000
Epoch 21/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2524 - mape: 7239830.5000 - val_loss: 0.2359 - val_mape: 19210750.0000
Epoch 21: early stopping
1/1 [==============================] - 0s 294ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4136 - mape: 74274.7734 - val_loss: 0.4195 - val_mape: 102465.1406
Epoch 2/250
1/1 [==============================] - 0s 281ms/step - loss: 0.4040 - mape: 49048.7383 - val_loss: 0.4139 - val_mape: 401208.0938
Epoch 3/250
1/1 [==============================] - 0s 272ms/step - loss: 0.3964 - mape: 171417.5625 - val_loss: 0.4068 - val_mape: 769523.6875
Epoch 4/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3860 - mape: 345646.2188 - val_loss: 0.3955 - val_mape: 1218555.6250
Epoch 5/250
1/1 [==============================] - 0s 269ms/step - loss: 0.3713 - mape: 616382.4375 - val_loss: 0.3732 - val_mape: 2336740.7500
Epoch 6/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3510 - mape: 1048863.6250 - val_loss: 0.3386 - val_mape: 4245449.0000
Epoch 7/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3232 - mape: 1710940.1250 - val_loss: 0.2993 - val_mape: 6603813.0000
Epoch 8/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2928 - mape: 2628285.5000 - val_loss: 0.2614 - val_mape: 9564857.0000
Epoch 9/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2656 - mape: 3818440.0000 - val_loss: 0.2334 - val_mape: 13552323.0000
Epoch 10/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2489 - mape: 5410283.0000 - val_loss: 0.2354 - val_mape: 18824852.0000
Epoch 11/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2592 - mape: 7535208.5000 - val_loss: 0.2518 - val_mape: 21235810.0000
Epoch 12/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2702 - mape: 8297682.0000 - val_loss: 0.2446 - val_mape: 20732722.0000
Epoch 13/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2576 - mape: 7841417.5000 - val_loss: 0.2390 - val_mape: 19470004.0000
Epoch 14/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2472 - mape: 7118678.0000 - val_loss: 0.2382 - val_mape: 18261438.0000
Epoch 15/250
1/1 [==============================] - 0s 248ms/step - loss: 0.2438 - mape: 6495661.0000 - val_loss: 0.2390 - val_mape: 17363662.0000
Epoch 16/250
1/1 [==============================] - 0s 245ms/step - loss: 0.2442 - mape: 6038698.0000 - val_loss: 0.2403 - val_mape: 16792664.0000
Epoch 17/250
1/1 [==============================] - 0s 248ms/step - loss: 0.2453 - mape: 5720290.0000 - val_loss: 0.2413 - val_mape: 16533075.0000
Epoch 18/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2461 - mape: 5522639.0000 - val_loss: 0.2419 - val_mape: 16564819.0000
Epoch 19/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2463 - mape: 5429987.5000 - val_loss: 0.2423 - val_mape: 16858150.0000
Epoch 20/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2459 - mape: 5429023.0000 - val_loss: 0.2425 - val_mape: 17410660.0000
Epoch 20: early stopping
1/1 [==============================] - 0s 281ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4266 - mape: 348123.4062 - val_loss: 0.4428 - val_mape: 955073.1250
Epoch 2/250
1/1 [==============================] - 0s 320ms/step - loss: 0.4217 - mape: 271101.3125 - val_loss: 0.4384 - val_mape: 756710.7500
Epoch 3/250
1/1 [==============================] - 0s 280ms/step - loss: 0.4168 - mape: 191876.2656 - val_loss: 0.4339 - val_mape: 556787.6250
Epoch 4/250
1/1 [==============================] - 0s 272ms/step - loss: 0.4119 - mape: 130928.2891 - val_loss: 0.4296 - val_mape: 439677.9062
Epoch 5/250
1/1 [==============================] - 0s 311ms/step - loss: 0.4070 - mape: 90362.7578 - val_loss: 0.4253 - val_mape: 340454.5625
Epoch 6/250
1/1 [==============================] - 0s 277ms/step - loss: 0.4024 - mape: 107243.9531 - val_loss: 0.4211 - val_mape: 262202.7188
Epoch 7/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3980 - mape: 151069.5938 - val_loss: 0.4168 - val_mape: 260878.3438
Epoch 8/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3937 - mape: 207680.7656 - val_loss: 0.4128 - val_mape: 475125.5938
Epoch 9/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3897 - mape: 283195.7188 - val_loss: 0.4089 - val_mape: 691666.9375
Epoch 10/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3857 - mape: 360510.8750 - val_loss: 0.4054 - val_mape: 893721.4375
Epoch 11/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3819 - mape: 437159.1250 - val_loss: 0.4024 - val_mape: 1080840.8750
Epoch 12/250
1/1 [==============================] - 0s 317ms/step - loss: 0.3787 - mape: 505162.2812 - val_loss: 0.3998 - val_mape: 1261920.7500
Epoch 13/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3763 - mape: 557713.7500 - val_loss: 0.3975 - val_mape: 1410841.1250
Epoch 14/250
1/1 [==============================] - 0s 272ms/step - loss: 0.3744 - mape: 601074.0000 - val_loss: 0.3954 - val_mape: 1529126.5000
Epoch 15/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3726 - mape: 642531.5625 - val_loss: 0.3933 - val_mape: 1644088.1250
Epoch 16/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3707 - mape: 684535.3750 - val_loss: 0.3913 - val_mape: 1761401.1250
Epoch 17/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3689 - mape: 725644.1875 - val_loss: 0.3892 - val_mape: 1881026.8750
Epoch 18/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3670 - mape: 766932.1250 - val_loss: 0.3871 - val_mape: 1999645.5000
Epoch 19/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3652 - mape: 809298.9375 - val_loss: 0.3849 - val_mape: 2119950.5000
Epoch 20/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3633 - mape: 852486.0000 - val_loss: 0.3828 - val_mape: 2242410.2500
Epoch 21/250
1/1 [==============================] - 0s 263ms/step - loss: 0.3614 - mape: 896430.8750 - val_loss: 0.3807 - val_mape: 2368131.0000
Epoch 22/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3595 - mape: 941288.6250 - val_loss: 0.3785 - val_mape: 2495914.2500
Epoch 23/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3575 - mape: 987050.6250 - val_loss: 0.3764 - val_mape: 2624628.2500
Epoch 24/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3556 - mape: 1033456.1250 - val_loss: 0.3742 - val_mape: 2754921.0000
Epoch 25/250
1/1 [==============================] - 0s 267ms/step - loss: 0.3536 - mape: 1080933.1250 - val_loss: 0.3720 - val_mape: 2887547.0000
Epoch 26/250
1/1 [==============================] - 0s 265ms/step - loss: 0.3516 - mape: 1129424.1250 - val_loss: 0.3698 - val_mape: 3022726.7500
Epoch 27/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3497 - mape: 1178832.7500 - val_loss: 0.3676 - val_mape: 3159395.2500
Epoch 28/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3477 - mape: 1229044.5000 - val_loss: 0.3653 - val_mape: 3297566.5000
Epoch 29/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3456 - mape: 1280455.5000 - val_loss: 0.3631 - val_mape: 3438546.5000
Epoch 30/250
1/1 [==============================] - 0s 269ms/step - loss: 0.3436 - mape: 1333168.5000 - val_loss: 0.3608 - val_mape: 3581910.5000
Epoch 31/250
1/1 [==============================] - 0s 268ms/step - loss: 0.3415 - mape: 1387224.1250 - val_loss: 0.3585 - val_mape: 3726837.5000
Epoch 32/250
1/1 [==============================] - 0s 267ms/step - loss: 0.3394 - mape: 1442745.8750 - val_loss: 0.3562 - val_mape: 3874222.5000
Epoch 33/250
1/1 [==============================] - 0s 272ms/step - loss: 0.3374 - mape: 1499554.2500 - val_loss: 0.3538 - val_mape: 4025365.5000
Epoch 34/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3352 - mape: 1557752.8750 - val_loss: 0.3515 - val_mape: 4179117.0000
Epoch 35/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3331 - mape: 1617634.5000 - val_loss: 0.3490 - val_mape: 4336408.0000
Epoch 36/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3309 - mape: 1679237.6250 - val_loss: 0.3465 - val_mape: 4496412.0000
Epoch 37/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3287 - mape: 1742513.3750 - val_loss: 0.3440 - val_mape: 4660760.5000
Epoch 38/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3265 - mape: 1807936.7500 - val_loss: 0.3414 - val_mape: 4829720.5000
Epoch 39/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3243 - mape: 1875525.8750 - val_loss: 0.3388 - val_mape: 5003622.5000
Epoch 40/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3221 - mape: 1945305.1250 - val_loss: 0.3361 - val_mape: 5182816.5000
Epoch 41/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3198 - mape: 2017598.0000 - val_loss: 0.3333 - val_mape: 5367903.5000
Epoch 42/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3175 - mape: 2092469.5000 - val_loss: 0.3305 - val_mape: 5561709.5000
Epoch 43/250
1/1 [==============================] - 0s 264ms/step - loss: 0.3151 - mape: 2170432.2500 - val_loss: 0.3275 - val_mape: 5766521.0000
Epoch 44/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3128 - mape: 2251802.7500 - val_loss: 0.3245 - val_mape: 5979807.5000
Epoch 45/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3104 - mape: 2336206.7500 - val_loss: 0.3215 - val_mape: 6201991.0000
Epoch 46/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3080 - mape: 2424438.7500 - val_loss: 0.3184 - val_mape: 6433838.5000
Epoch 47/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3055 - mape: 2516834.2500 - val_loss: 0.3152 - val_mape: 6675491.0000
Epoch 48/250
1/1 [==============================] - 0s 272ms/step - loss: 0.3030 - mape: 2613668.7500 - val_loss: 0.3119 - val_mape: 6927960.5000
Epoch 49/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3005 - mape: 2715484.7500 - val_loss: 0.3085 - val_mape: 7192542.0000
Epoch 50/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2980 - mape: 2823454.5000 - val_loss: 0.3050 - val_mape: 7469312.5000
Epoch 51/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2954 - mape: 2937794.2500 - val_loss: 0.3014 - val_mape: 7760143.5000
Epoch 52/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2929 - mape: 3060369.7500 - val_loss: 0.2978 - val_mape: 8076213.0000
Epoch 53/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2903 - mape: 3191975.2500 - val_loss: 0.2940 - val_mape: 8411927.0000
Epoch 54/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2877 - mape: 3332696.7500 - val_loss: 0.2903 - val_mape: 8765795.0000
Epoch 55/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2851 - mape: 3483254.2500 - val_loss: 0.2867 - val_mape: 9140977.0000
Epoch 56/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2826 - mape: 3643829.5000 - val_loss: 0.2831 - val_mape: 9535148.0000
Epoch 57/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2801 - mape: 3815230.5000 - val_loss: 0.2795 - val_mape: 9950289.0000
Epoch 58/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2777 - mape: 3997263.0000 - val_loss: 0.2761 - val_mape: 10386360.0000
Epoch 59/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2754 - mape: 4189763.2500 - val_loss: 0.2729 - val_mape: 10842610.0000
Epoch 60/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2733 - mape: 4394573.5000 - val_loss: 0.2699 - val_mape: 11311540.0000
Epoch 61/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2714 - mape: 4611519.5000 - val_loss: 0.2672 - val_mape: 11798638.0000
Epoch 62/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2698 - mape: 4837711.0000 - val_loss: 0.2648 - val_mape: 12297050.0000
Epoch 63/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2686 - mape: 5067842.5000 - val_loss: 0.2628 - val_mape: 12789174.0000
Epoch 64/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2678 - mape: 5294294.5000 - val_loss: 0.2610 - val_mape: 13259031.0000
Epoch 65/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2673 - mape: 5508105.5000 - val_loss: 0.2595 - val_mape: 13692554.0000
Epoch 66/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2668 - mape: 5700228.5000 - val_loss: 0.2583 - val_mape: 14073608.0000
Epoch 67/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2664 - mape: 5862443.5000 - val_loss: 0.2573 - val_mape: 14392640.0000
Epoch 68/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2658 - mape: 5990096.5000 - val_loss: 0.2563 - val_mape: 14644780.0000
Epoch 69/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2651 - mape: 6081586.0000 - val_loss: 0.2555 - val_mape: 14830344.0000
Epoch 70/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2642 - mape: 6136942.0000 - val_loss: 0.2546 - val_mape: 14955382.0000
Epoch 71/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2631 - mape: 6160981.0000 - val_loss: 0.2538 - val_mape: 15030497.0000
Epoch 72/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2619 - mape: 6159726.0000 - val_loss: 0.2531 - val_mape: 15062591.0000
Epoch 73/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2607 - mape: 6141401.0000 - val_loss: 0.2524 - val_mape: 15063544.0000
Epoch 74/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2596 - mape: 6110944.5000 - val_loss: 0.2518 - val_mape: 15045706.0000
Epoch 75/250
1/1 [==============================] - 0s 326ms/step - loss: 0.2586 - mape: 6074130.0000 - val_loss: 0.2512 - val_mape: 15022212.0000
Epoch 76/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2576 - mape: 6035194.5000 - val_loss: 0.2506 - val_mape: 14998906.0000
Epoch 77/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2566 - mape: 5997970.5000 - val_loss: 0.2500 - val_mape: 14981270.0000
Epoch 78/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2558 - mape: 5965608.5000 - val_loss: 0.2494 - val_mape: 14970652.0000
Epoch 79/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2550 - mape: 5941170.0000 - val_loss: 0.2487 - val_mape: 14974787.0000
Epoch 80/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2542 - mape: 5925156.5000 - val_loss: 0.2479 - val_mape: 14999018.0000
Epoch 81/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2535 - mape: 5920415.0000 - val_loss: 0.2472 - val_mape: 15044733.0000
Epoch 82/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2527 - mape: 5926881.0000 - val_loss: 0.2464 - val_mape: 15113231.0000
Epoch 83/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2520 - mape: 5945402.0000 - val_loss: 0.2456 - val_mape: 15206410.0000
Epoch 84/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2512 - mape: 5974906.5000 - val_loss: 0.2447 - val_mape: 15322088.0000
Epoch 85/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2505 - mape: 6014472.0000 - val_loss: 0.2439 - val_mape: 15456730.0000
Epoch 86/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2497 - mape: 6062633.5000 - val_loss: 0.2430 - val_mape: 15607626.0000
Epoch 87/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2490 - mape: 6118695.0000 - val_loss: 0.2421 - val_mape: 15770470.0000
Epoch 88/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2482 - mape: 6180246.5000 - val_loss: 0.2413 - val_mape: 15940900.0000
Epoch 89/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2475 - mape: 6244906.0000 - val_loss: 0.2404 - val_mape: 16107956.0000
Epoch 90/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2468 - mape: 6309095.0000 - val_loss: 0.2395 - val_mape: 16270184.0000
Epoch 91/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2461 - mape: 6370992.0000 - val_loss: 0.2387 - val_mape: 16423999.0000
Epoch 92/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2455 - mape: 6428271.5000 - val_loss: 0.2379 - val_mape: 16564195.0000
Epoch 93/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2449 - mape: 6478904.5000 - val_loss: 0.2371 - val_mape: 16683592.0000
Epoch 94/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2443 - mape: 6519386.5000 - val_loss: 0.2364 - val_mape: 16775973.0000
Epoch 95/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2437 - mape: 6546894.0000 - val_loss: 0.2356 - val_mape: 16838430.0000
Epoch 96/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2430 - mape: 6560530.5000 - val_loss: 0.2349 - val_mape: 16869156.0000
Epoch 97/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2424 - mape: 6559388.0000 - val_loss: 0.2341 - val_mape: 16866888.0000
Epoch 98/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2418 - mape: 6542702.0000 - val_loss: 0.2334 - val_mape: 16838806.0000
Epoch 99/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2412 - mape: 6513862.5000 - val_loss: 0.2328 - val_mape: 16797404.0000
Epoch 100/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2406 - mape: 6478477.5000 - val_loss: 0.2321 - val_mape: 16747450.0000
Epoch 101/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2401 - mape: 6438734.5000 - val_loss: 0.2315 - val_mape: 16697110.0000
Epoch 102/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2395 - mape: 6398439.5000 - val_loss: 0.2309 - val_mape: 16655990.0000
Epoch 103/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2390 - mape: 6361813.5000 - val_loss: 0.2303 - val_mape: 16628918.0000
Epoch 104/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2386 - mape: 6330550.5000 - val_loss: 0.2297 - val_mape: 16619471.0000
Epoch 105/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2381 - mape: 6305878.0000 - val_loss: 0.2292 - val_mape: 16629989.0000
Epoch 106/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2377 - mape: 6288457.5000 - val_loss: 0.2287 - val_mape: 16655346.0000
Epoch 107/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2373 - mape: 6275635.5000 - val_loss: 0.2283 - val_mape: 16689908.0000
Epoch 108/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2369 - mape: 6264762.5000 - val_loss: 0.2279 - val_mape: 16726030.0000
Epoch 109/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2366 - mape: 6252022.5000 - val_loss: 0.2275 - val_mape: 16760280.0000
Epoch 110/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2363 - mape: 6235857.5000 - val_loss: 0.2273 - val_mape: 16790576.0000
Epoch 111/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2359 - mape: 6215714.0000 - val_loss: 0.2271 - val_mape: 16817486.0000
Epoch 112/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2356 - mape: 6191263.5000 - val_loss: 0.2270 - val_mape: 16846714.0000
Epoch 113/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2353 - mape: 6164990.5000 - val_loss: 0.2269 - val_mape: 16887728.0000
Epoch 114/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2350 - mape: 6141200.5000 - val_loss: 0.2269 - val_mape: 16948432.0000
Epoch 115/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2347 - mape: 6122669.0000 - val_loss: 0.2270 - val_mape: 17035426.0000
Epoch 116/250
1/1 [==============================] - 0s 248ms/step - loss: 0.2344 - mape: 6111795.0000 - val_loss: 0.2271 - val_mape: 17155030.0000
Epoch 117/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2341 - mape: 6112945.5000 - val_loss: 0.2272 - val_mape: 17305996.0000
Epoch 118/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2338 - mape: 6127226.5000 - val_loss: 0.2274 - val_mape: 17480094.0000
Epoch 119/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2334 - mape: 6150998.5000 - val_loss: 0.2277 - val_mape: 17663468.0000
Epoch 120/250
1/1 [==============================] - 0s 242ms/step - loss: 0.2331 - mape: 6178986.0000 - val_loss: 0.2280 - val_mape: 17847512.0000
Epoch 121/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2328 - mape: 6205458.0000 - val_loss: 0.2284 - val_mape: 18023750.0000
Epoch 122/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2325 - mape: 6227083.5000 - val_loss: 0.2288 - val_mape: 18184164.0000
Epoch 123/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2321 - mape: 6240754.0000 - val_loss: 0.2291 - val_mape: 18325726.0000
Epoch 124/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2318 - mape: 6245761.0000 - val_loss: 0.2295 - val_mape: 18453862.0000
Epoch 125/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2314 - mape: 6244690.5000 - val_loss: 0.2299 - val_mape: 18575332.0000
Epoch 126/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2311 - mape: 6241536.0000 - val_loss: 0.2302 - val_mape: 18695148.0000
Epoch 127/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2308 - mape: 6239091.0000 - val_loss: 0.2306 - val_mape: 18821468.0000
Epoch 128/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2304 - mape: 6240487.0000 - val_loss: 0.2310 - val_mape: 18949058.0000
Epoch 129/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2301 - mape: 6243914.5000 - val_loss: 0.2313 - val_mape: 19064196.0000
Epoch 130/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2298 - mape: 6244345.5000 - val_loss: 0.2316 - val_mape: 19151226.0000
Epoch 131/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2295 - mape: 6236218.5000 - val_loss: 0.2318 - val_mape: 19202946.0000
Epoch 132/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2292 - mape: 6217331.0000 - val_loss: 0.2320 - val_mape: 19217228.0000
Epoch 133/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2290 - mape: 6188501.5000 - val_loss: 0.2320 - val_mape: 19196122.0000
Epoch 134/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2287 - mape: 6151661.5000 - val_loss: 0.2321 - val_mape: 19139848.0000
Epoch 135/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2284 - mape: 6107696.0000 - val_loss: 0.2321 - val_mape: 19060350.0000
Epoch 136/250
1/1 [==============================] - 0s 240ms/step - loss: 0.2282 - mape: 6061460.5000 - val_loss: 0.2321 - val_mape: 18972930.0000
Epoch 137/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2279 - mape: 6017930.5000 - val_loss: 0.2321 - val_mape: 18881338.0000
Epoch 138/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2277 - mape: 5977597.0000 - val_loss: 0.2322 - val_mape: 18802722.0000
Epoch 139/250
1/1 [==============================] - 0s 248ms/step - loss: 0.2274 - mape: 5944226.5000 - val_loss: 0.2323 - val_mape: 18725112.0000
Epoch 140/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2272 - mape: 5913679.5000 - val_loss: 0.2325 - val_mape: 18652416.0000
Epoch 141/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2270 - mape: 5886411.5000 - val_loss: 0.2327 - val_mape: 18580070.0000
Epoch 142/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2268 - mape: 5859854.0000 - val_loss: 0.2328 - val_mape: 18508312.0000
Epoch 143/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2266 - mape: 5832803.0000 - val_loss: 0.2331 - val_mape: 18438424.0000
Epoch 144/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2263 - mape: 5805929.5000 - val_loss: 0.2333 - val_mape: 18380048.0000
Epoch 145/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2261 - mape: 5781900.0000 - val_loss: 0.2335 - val_mape: 18341876.0000
Epoch 146/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2259 - mape: 5762851.5000 - val_loss: 0.2338 - val_mape: 18323610.0000
Epoch 147/250
1/1 [==============================] - 0s 245ms/step - loss: 0.2257 - mape: 5748040.5000 - val_loss: 0.2340 - val_mape: 18320960.0000
Epoch 148/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2255 - mape: 5737031.0000 - val_loss: 0.2342 - val_mape: 18331102.0000
Epoch 149/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2253 - mape: 5728966.0000 - val_loss: 0.2345 - val_mape: 18344514.0000
Epoch 150/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2251 - mape: 5721323.0000 - val_loss: 0.2348 - val_mape: 18354018.0000
Epoch 151/250
1/1 [==============================] - 0s 240ms/step - loss: 0.2249 - mape: 5711978.5000 - val_loss: 0.2351 - val_mape: 18351962.0000
Epoch 152/250
1/1 [==============================] - 0s 247ms/step - loss: 0.2247 - mape: 5698565.5000 - val_loss: 0.2354 - val_mape: 18347918.0000
Epoch 153/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2245 - mape: 5684654.5000 - val_loss: 0.2357 - val_mape: 18349204.0000
Epoch 154/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2243 - mape: 5673437.0000 - val_loss: 0.2360 - val_mape: 18348052.0000
Epoch 155/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2241 - mape: 5663009.0000 - val_loss: 0.2364 - val_mape: 18338328.0000
Epoch 156/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2238 - mape: 5651036.0000 - val_loss: 0.2368 - val_mape: 18319718.0000
Epoch 157/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2236 - mape: 5636526.5000 - val_loss: 0.2372 - val_mape: 18303610.0000
Epoch 158/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2233 - mape: 5619947.5000 - val_loss: 0.2376 - val_mape: 18307158.0000
Epoch 159/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2231 - mape: 5604971.5000 - val_loss: 0.2380 - val_mape: 18336990.0000
Epoch 160/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2228 - mape: 5596256.0000 - val_loss: 0.2383 - val_mape: 18403960.0000
Epoch 161/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2225 - mape: 5595365.5000 - val_loss: 0.2387 - val_mape: 18486034.0000
Epoch 162/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2222 - mape: 5594463.5000 - val_loss: 0.2390 - val_mape: 18572098.0000
Epoch 163/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2220 - mape: 5590580.5000 - val_loss: 0.2394 - val_mape: 18622042.0000
Epoch 164/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2217 - mape: 5575020.0000 - val_loss: 0.2397 - val_mape: 18645710.0000
Epoch 165/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2214 - mape: 5553185.0000 - val_loss: 0.2401 - val_mape: 18686150.0000
Epoch 166/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2211 - mape: 5536534.0000 - val_loss: 0.2404 - val_mape: 18752984.0000
Epoch 167/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2208 - mape: 5527653.5000 - val_loss: 0.2407 - val_mape: 18818378.0000
Epoch 168/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2205 - mape: 5518496.0000 - val_loss: 0.2410 - val_mape: 18845898.0000
Epoch 169/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2202 - mape: 5503413.0000 - val_loss: 0.2414 - val_mape: 18801996.0000
Epoch 170/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2199 - mape: 5475126.5000 - val_loss: 0.2418 - val_mape: 18726330.0000
Epoch 171/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2196 - mape: 5442578.0000 - val_loss: 0.2421 - val_mape: 18680046.0000
Epoch 172/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2193 - mape: 5422371.0000 - val_loss: 0.2424 - val_mape: 18687422.0000
Epoch 173/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2190 - mape: 5417851.0000 - val_loss: 0.2425 - val_mape: 18695580.0000
Epoch 174/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2187 - mape: 5412328.0000 - val_loss: 0.2426 - val_mape: 18678884.0000
Epoch 175/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2183 - mape: 5396617.0000 - val_loss: 0.2427 - val_mape: 18628536.0000
Epoch 176/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2180 - mape: 5370527.0000 - val_loss: 0.2428 - val_mape: 18626498.0000
Epoch 177/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2177 - mape: 5356265.0000 - val_loss: 0.2429 - val_mape: 18664088.0000
Epoch 178/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2174 - mape: 5353840.5000 - val_loss: 0.2430 - val_mape: 18728330.0000
Epoch 179/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2171 - mape: 5359662.0000 - val_loss: 0.2434 - val_mape: 18726832.0000
Epoch 180/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2167 - mape: 5353992.0000 - val_loss: 0.2439 - val_mape: 18685126.0000
Epoch 181/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2164 - mape: 5343683.0000 - val_loss: 0.2444 - val_mape: 18659420.0000
Epoch 182/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2160 - mape: 5340691.5000 - val_loss: 0.2451 - val_mape: 18631690.0000
Epoch 183/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2157 - mape: 5335915.5000 - val_loss: 0.2458 - val_mape: 18560952.0000
Epoch 184/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2153 - mape: 5315263.0000 - val_loss: 0.2463 - val_mape: 18535608.0000
Epoch 185/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2150 - mape: 5300267.5000 - val_loss: 0.2468 - val_mape: 18584114.0000
Epoch 186/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2146 - mape: 5300566.5000 - val_loss: 0.2471 - val_mape: 18619240.0000
Epoch 187/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2142 - mape: 5294723.0000 - val_loss: 0.2477 - val_mape: 18554850.0000
Epoch 188/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2138 - mape: 5263935.0000 - val_loss: 0.2483 - val_mape: 18486178.0000
Epoch 189/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2135 - mape: 5232054.0000 - val_loss: 0.2488 - val_mape: 18515768.0000
Epoch 190/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2131 - mape: 5222453.5000 - val_loss: 0.2495 - val_mape: 18510566.0000
Epoch 191/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2127 - mape: 5198860.0000 - val_loss: 0.2505 - val_mape: 18456258.0000
Epoch 192/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2123 - mape: 5159247.0000 - val_loss: 0.2515 - val_mape: 18436834.0000
Epoch 193/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2120 - mape: 5125405.0000 - val_loss: 0.2521 - val_mape: 18521396.0000
Epoch 194/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2116 - mape: 5120387.0000 - val_loss: 0.2525 - val_mape: 18536708.0000
Epoch 195/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2112 - mape: 5097911.0000 - val_loss: 0.2529 - val_mape: 18539072.0000
Epoch 196/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2109 - mape: 5070367.0000 - val_loss: 0.2530 - val_mape: 18579436.0000
Epoch 197/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2106 - mape: 5053124.0000 - val_loss: 0.2533 - val_mape: 18677682.0000
Epoch 198/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2102 - mape: 5046730.0000 - val_loss: 0.2537 - val_mape: 18790638.0000
Epoch 199/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2099 - mape: 5041963.5000 - val_loss: 0.2542 - val_mape: 18928936.0000
Epoch 200/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2095 - mape: 5041481.5000 - val_loss: 0.2548 - val_mape: 19046748.0000
Epoch 201/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2091 - mape: 5039291.0000 - val_loss: 0.2554 - val_mape: 19084564.0000
Epoch 202/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2088 - mape: 5024673.0000 - val_loss: 0.2560 - val_mape: 19024500.0000
Epoch 203/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2084 - mape: 4987164.5000 - val_loss: 0.2564 - val_mape: 19074954.0000
Epoch 204/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2080 - mape: 4970993.5000 - val_loss: 0.2568 - val_mape: 19250832.0000
Epoch 205/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2076 - mape: 4970394.5000 - val_loss: 0.2577 - val_mape: 19153068.0000
Epoch 206/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2072 - mape: 4906747.5000 - val_loss: 0.2587 - val_mape: 19105090.0000
Epoch 207/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2069 - mape: 4858611.0000 - val_loss: 0.2598 - val_mape: 19232834.0000
Epoch 208/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2065 - mape: 4856213.0000 - val_loss: 0.2608 - val_mape: 19306412.0000
Epoch 209/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2061 - mape: 4846401.5000 - val_loss: 0.2618 - val_mape: 19128774.0000
Epoch 210/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2057 - mape: 4781713.5000 - val_loss: 0.2629 - val_mape: 19223974.0000
Epoch 211/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2053 - mape: 4776836.0000 - val_loss: 0.2637 - val_mape: 19276168.0000
Epoch 212/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2049 - mape: 4766386.5000 - val_loss: 0.2642 - val_mape: 19109068.0000
Epoch 213/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2045 - mape: 4703828.5000 - val_loss: 0.2648 - val_mape: 19286432.0000
Epoch 214/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2041 - mape: 4719887.5000 - val_loss: 0.2658 - val_mape: 18929480.0000
Epoch 215/250
1/1 [==============================] - 0s 243ms/step - loss: 0.2037 - mape: 4636170.0000 - val_loss: 0.2671 - val_mape: 19173278.0000
Epoch 216/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2033 - mape: 4677457.0000 - val_loss: 0.2681 - val_mape: 18567980.0000
Epoch 217/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2029 - mape: 4544045.5000 - val_loss: 0.2692 - val_mape: 18997798.0000
Epoch 218/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2025 - mape: 4632122.5000 - val_loss: 0.2705 - val_mape: 18526804.0000
Epoch 219/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2021 - mape: 4514411.5000 - val_loss: 0.2719 - val_mape: 18606272.0000
Epoch 220/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2017 - mape: 4523960.5000 - val_loss: 0.2734 - val_mape: 18544202.0000
Epoch 221/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2012 - mape: 4512417.0000 - val_loss: 0.2752 - val_mape: 18224160.0000
Epoch 222/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2009 - mape: 4436139.5000 - val_loss: 0.2766 - val_mape: 18871196.0000
Epoch 223/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2008 - mape: 4569669.0000 - val_loss: 0.2808 - val_mape: 17574312.0000
Epoch 224/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2010 - mape: 4209743.0000 - val_loss: 0.2826 - val_mape: 18400970.0000
Epoch 225/250
1/1 [==============================] - 0s 284ms/step - loss: 0.1996 - mape: 4425341.5000 - val_loss: 0.2860 - val_mape: 18789630.0000
Epoch 226/250
1/1 [==============================] - 0s 265ms/step - loss: 6.6444 - mape: 4570226.5000 - val_loss: 4763.6011 - val_mape: 224711557120.0000
Epoch 227/250
1/1 [==============================] - 0s 269ms/step - loss: 58112.7344 - mape: 516288448.0000 - val_loss: 35150.0977 - val_mape: 2782770757632.0000
Epoch 228/250
1/1 [==============================] - 0s 253ms/step - loss: 42948.2070 - mape: 420549760.0000 - val_loss: 151149.2656 - val_mape: 248683479040.0000
Epoch 229/250
1/1 [==============================] - 0s 255ms/step - loss: 46636.8438 - mape: 4364155904.0000 - val_loss: 81770.1641 - val_mape: 177715560448.0000
Epoch 230/250
1/1 [==============================] - 0s 278ms/step - loss: 1191288.6250 - mape: 28213665792.0000 - val_loss: 39310588.0000 - val_mape: 85644365791232.0000
Epoch 230: early stopping
1/1 [==============================] - 0s 281ms/step
Epoch 1/250
1/1 [==============================] - 4s 4s/step - loss: 0.4367 - mape: 442048.5938 - val_loss: 0.4287 - val_mape: 430522.6250
Epoch 2/250
1/1 [==============================] - 0s 322ms/step - loss: 0.4203 - mape: 186607.7344 - val_loss: 0.4237 - val_mape: 31913.6191
Epoch 3/250
1/1 [==============================] - 0s 304ms/step - loss: 0.4099 - mape: 59421.6328 - val_loss: 0.4228 - val_mape: 60033.9688
Epoch 4/250
1/1 [==============================] - 0s 288ms/step - loss: 0.4060 - mape: 14856.1836 - val_loss: 0.4219 - val_mape: 95835.8203
Epoch 5/250
1/1 [==============================] - 0s 280ms/step - loss: 0.4048 - mape: 26743.3828 - val_loss: 0.4210 - val_mape: 128564.8828
Epoch 6/250
1/1 [==============================] - 0s 301ms/step - loss: 0.4038 - mape: 42577.1211 - val_loss: 0.4200 - val_mape: 170422.5938
Epoch 7/250
1/1 [==============================] - 0s 291ms/step - loss: 0.4027 - mape: 60711.0234 - val_loss: 0.4188 - val_mape: 227440.6875
Epoch 8/250
1/1 [==============================] - 0s 283ms/step - loss: 0.4014 - mape: 81705.9688 - val_loss: 0.4175 - val_mape: 289756.5312
Epoch 9/250
1/1 [==============================] - 0s 273ms/step - loss: 0.4001 - mape: 103751.4375 - val_loss: 0.4160 - val_mape: 358229.8125
Epoch 10/250
1/1 [==============================] - 0s 383ms/step - loss: 0.3987 - mape: 127231.5312 - val_loss: 0.4145 - val_mape: 432055.9688
Epoch 11/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3972 - mape: 152503.1094 - val_loss: 0.4128 - val_mape: 511957.2812
Epoch 12/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3955 - mape: 179742.3750 - val_loss: 0.4109 - val_mape: 597875.3750
Epoch 13/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3938 - mape: 209703.0156 - val_loss: 0.4090 - val_mape: 691525.0625
Epoch 14/250
1/1 [==============================] - 0s 328ms/step - loss: 0.3920 - mape: 242467.2344 - val_loss: 0.4068 - val_mape: 791980.9375
Epoch 15/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3899 - mape: 278498.0625 - val_loss: 0.4044 - val_mape: 900802.9375
Epoch 16/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3877 - mape: 318710.1875 - val_loss: 0.4018 - val_mape: 1020331.9375
Epoch 17/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3853 - mape: 363952.3438 - val_loss: 0.3990 - val_mape: 1153525.7500
Epoch 18/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3825 - mape: 415424.4688 - val_loss: 0.3957 - val_mape: 1306797.7500
Epoch 19/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3795 - mape: 474247.7500 - val_loss: 0.3920 - val_mape: 1484058.5000
Epoch 20/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3760 - mape: 542623.3750 - val_loss: 0.3878 - val_mape: 1686780.5000
Epoch 21/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3721 - mape: 623048.6875 - val_loss: 0.3827 - val_mape: 1923399.8750
Epoch 22/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3675 - mape: 718558.4375 - val_loss: 0.3766 - val_mape: 2208130.5000
Epoch 23/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3620 - mape: 835392.0000 - val_loss: 0.3691 - val_mape: 2556753.2500
Epoch 24/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3554 - mape: 980246.5625 - val_loss: 0.3594 - val_mape: 2994588.5000
Epoch 25/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3471 - mape: 1169697.0000 - val_loss: 0.3461 - val_mape: 3573129.0000
Epoch 26/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3361 - mape: 1436654.6250 - val_loss: 0.3257 - val_mape: 4417220.0000
Epoch 27/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3208 - mape: 1850568.2500 - val_loss: 197.7770 - val_mape: 25389037568.0000
Epoch 28/250
1/1 [==============================] - 0s 268ms/step - loss: 3840.6755 - mape: 119653272.0000 - val_loss: 142.8409 - val_mape: 25663655936.0000
Epoch 29/250
1/1 [==============================] - 0s 255ms/step - loss: 1018.0585 - mape: 251798048.0000 - val_loss: 2900.1943 - val_mape: 169981591552.0000
Epoch 30/250
1/1 [==============================] - 0s 250ms/step - loss: 71548.0625 - mape: 116678262784.0000 - val_loss: 2004.3771 - val_mape: 208982327296.0000
Epoch 31/250
1/1 [==============================] - 0s 294ms/step - loss: 14950.5146 - mape: 47494664192.0000 - val_loss: 90952.5469 - val_mape: 16055968727040.0000
Epoch 32/250
1/1 [==============================] - 0s 275ms/step - loss: 11791.0830 - mape: 714406166528.0000 - val_loss: 1957106.8750 - val_mape: 113461140914176.0000
Epoch 32: early stopping
1/1 [==============================] - 0s 323ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3907 - mape: 354657.7500 - val_loss: 0.3696 - val_mape: 3321225.2500
Epoch 2/250
1/1 [==============================] - 0s 319ms/step - loss: 0.3509 - mape: 1242926.7500 - val_loss: 0.3346 - val_mape: 5605588.0000
Epoch 3/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3167 - mape: 2191196.2500 - val_loss: 0.2996 - val_mape: 8391840.0000
Epoch 4/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2874 - mape: 3298488.2500 - val_loss: 0.2685 - val_mape: 12007658.0000
Epoch 5/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2651 - mape: 4734147.0000 - val_loss: 0.2533 - val_mape: 16805128.0000
Epoch 6/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2563 - mape: 6636622.5000 - val_loss: 0.2611 - val_mape: 21684824.0000
Epoch 7/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2723 - mape: 8548644.0000 - val_loss: 0.2612 - val_mape: 22104404.0000
Epoch 8/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2681 - mape: 8511322.0000 - val_loss: 0.2544 - val_mape: 20611074.0000
Epoch 9/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2555 - mape: 7752397.0000 - val_loss: 0.2497 - val_mape: 18864812.0000
Epoch 10/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2493 - mape: 6949462.0000 - val_loss: 0.2479 - val_mape: 17432628.0000
Epoch 11/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2478 - mape: 6316592.5000 - val_loss: 0.2475 - val_mape: 16451694.0000
Epoch 12/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2480 - mape: 5881545.5000 - val_loss: 0.2473 - val_mape: 15909455.0000
Epoch 13/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2482 - mape: 5620402.0000 - val_loss: 0.2465 - val_mape: 15775532.0000
Epoch 14/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2476 - mape: 5509842.5000 - val_loss: 0.2449 - val_mape: 16012303.0000
Epoch 15/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2462 - mape: 5541224.5000 - val_loss: 0.2428 - val_mape: 16593908.0000
Epoch 16/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2439 - mape: 5700531.0000 - val_loss: 0.2409 - val_mape: 17521036.0000
Epoch 17/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2413 - mape: 5983843.0000 - val_loss: 0.2404 - val_mape: 18771196.0000
Epoch 18/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2387 - mape: 6383564.0000 - val_loss: 0.2425 - val_mape: 20330566.0000
Epoch 19/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2372 - mape: 6874936.5000 - val_loss: 0.2484 - val_mape: 21873740.0000
Epoch 20/250
1/1 [==============================] - 0s 245ms/step - loss: 0.2382 - mape: 7352915.5000 - val_loss: 0.2502 - val_mape: 22198530.0000
Epoch 21/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2385 - mape: 7424458.5000 - val_loss: 0.2454 - val_mape: 21280326.0000
Epoch 22/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2356 - mape: 7081643.0000 - val_loss: 0.2407 - val_mape: 19934180.0000
Epoch 23/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2335 - mape: 6602784.5000 - val_loss: 0.2386 - val_mape: 18787226.0000
Epoch 24/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2332 - mape: 6185285.0000 - val_loss: 0.2385 - val_mape: 18079654.0000
Epoch 25/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2333 - mape: 5900561.0000 - val_loss: 0.2388 - val_mape: 17803392.0000
Epoch 26/250
1/1 [==============================] - 0s 247ms/step - loss: 0.2328 - mape: 5766384.5000 - val_loss: 0.2389 - val_mape: 17968208.0000
Epoch 27/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2314 - mape: 5774753.0000 - val_loss: 0.2393 - val_mape: 18543666.0000
Epoch 28/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2298 - mape: 5905025.5000 - val_loss: 0.2406 - val_mape: 19389030.0000
Epoch 29/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2291 - mape: 6102974.5000 - val_loss: 0.2421 - val_mape: 20006788.0000
Epoch 30/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2298 - mape: 6223822.0000 - val_loss: 0.2418 - val_mape: 19776224.0000
Epoch 31/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2292 - mape: 6111357.5000 - val_loss: 0.2407 - val_mape: 18859426.0000
Epoch 32/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2278 - mape: 5813326.5000 - val_loss: 0.2408 - val_mape: 17824812.0000
Epoch 33/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2274 - mape: 5492583.5000 - val_loss: 0.2418 - val_mape: 17156816.0000
Epoch 34/250
1/1 [==============================] - 0s 247ms/step - loss: 0.2277 - mape: 5282149.5000 - val_loss: 0.2424 - val_mape: 17004410.0000
Epoch 35/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2274 - mape: 5227990.0000 - val_loss: 0.2422 - val_mape: 17326524.0000
Epoch 36/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2264 - mape: 5315316.0000 - val_loss: 0.2418 - val_mape: 17911236.0000
Epoch 37/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2258 - mape: 5481569.0000 - val_loss: 0.2418 - val_mape: 18365438.0000
Epoch 38/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2260 - mape: 5610774.5000 - val_loss: 0.2421 - val_mape: 18292062.0000
Epoch 39/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2256 - mape: 5582830.5000 - val_loss: 0.2428 - val_mape: 17749120.0000
Epoch 40/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2246 - mape: 5414827.5000 - val_loss: 0.2440 - val_mape: 17150634.0000
Epoch 41/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2244 - mape: 5226992.5000 - val_loss: 0.2449 - val_mape: 16853310.0000
Epoch 42/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2243 - mape: 5129042.5000 - val_loss: 0.2449 - val_mape: 16972340.0000
Epoch 43/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2237 - mape: 5159345.5000 - val_loss: 0.2443 - val_mape: 17394108.0000
Epoch 44/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2230 - mape: 5289984.0000 - val_loss: 0.2437 - val_mape: 17836640.0000
Epoch 45/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2227 - mape: 5430525.5000 - val_loss: 0.2438 - val_mape: 17920538.0000
Epoch 46/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2224 - mape: 5451082.5000 - val_loss: 0.2450 - val_mape: 17581990.0000
Epoch 47/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2217 - mape: 5315675.5000 - val_loss: 0.2466 - val_mape: 17157132.0000
Epoch 48/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2212 - mape: 5142713.0000 - val_loss: 0.2477 - val_mape: 16989346.0000
Epoch 49/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2208 - mape: 5071267.0000 - val_loss: 0.2477 - val_mape: 17175944.0000
Epoch 50/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2200 - mape: 5135461.5000 - val_loss: 0.2474 - val_mape: 17483448.0000
Epoch 51/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2195 - mape: 5236763.0000 - val_loss: 0.2482 - val_mape: 17561008.0000
Epoch 52/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2189 - mape: 5220439.0000 - val_loss: 0.2502 - val_mape: 17344552.0000
Epoch 53/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2180 - mape: 5061161.5000 - val_loss: 0.2524 - val_mape: 17169156.0000
Epoch 54/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2175 - mape: 4891187.5000 - val_loss: 0.2536 - val_mape: 17342782.0000
Epoch 55/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2168 - mape: 4847204.0000 - val_loss: 0.2540 - val_mape: 17843878.0000
Epoch 56/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2160 - mape: 4941661.0000 - val_loss: 0.2555 - val_mape: 17952550.0000
Epoch 57/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2153 - mape: 4914589.0000 - val_loss: 0.2592 - val_mape: 17481768.0000
Epoch 58/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2146 - mape: 4664785.0000 - val_loss: 0.2612 - val_mape: 17391988.0000
Epoch 59/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2140 - mape: 4603094.0000 - val_loss: 0.2608 - val_mape: 17777204.0000
Epoch 60/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2134 - mape: 4775919.0000 - val_loss: 0.2622 - val_mape: 17624792.0000
Epoch 61/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2127 - mape: 4712250.0000 - val_loss: 0.2648 - val_mape: 17193570.0000
Epoch 62/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2122 - mape: 4504335.0000 - val_loss: 0.2648 - val_mape: 17566292.0000
Epoch 63/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2114 - mape: 4631701.0000 - val_loss: 0.2662 - val_mape: 17824884.0000
Epoch 64/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2108 - mape: 4664138.5000 - val_loss: 0.2715 - val_mape: 17450914.0000
Epoch 65/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2101 - mape: 4392312.0000 - val_loss: 0.2751 - val_mape: 17981952.0000
Epoch 66/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2092 - mape: 4530988.5000 - val_loss: 0.2815 - val_mape: 18263486.0000
Epoch 67/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2084 - mape: 4548186.5000 - val_loss: 0.2901 - val_mape: 17937126.0000
Epoch 68/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2077 - mape: 4315001.0000 - val_loss: 0.2951 - val_mape: 18598554.0000
Epoch 69/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2067 - mape: 4551548.0000 - val_loss: 0.3055 - val_mape: 18152114.0000
Epoch 70/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2055 - mape: 4304110.0000 - val_loss: 88633560.0000 - val_mape: 3089978250756096.0000
Epoch 71/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2042 - mape: 4371901.0000 - val_loss: 268005933056.0000 - val_mape: 11239400273661132800.0000
Epoch 72/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2029 - mape: 4360434.5000 - val_loss: 456718131658752.0000 - val_mape: 72391675561885906763776.0000
Epoch 73/250
1/1 [==============================] - 0s 254ms/step - loss: 12303077376.0000 - mape: 17094581157888.0000 - val_loss: 34005109964800.0000 - val_mape: 7605746604697704202240.0000
Epoch 74/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2020 - mape: 4527145.5000 - val_loss: 0.3090 - val_mape: 17449766.0000
Epoch 75/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2046 - mape: 3870234.7500 - val_loss: 0.2889 - val_mape: 20310048.0000
Epoch 76/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2042 - mape: 4865173.5000 - val_loss: 0.2821 - val_mape: 18705946.0000
Epoch 77/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2011 - mape: 4381298.0000 - val_loss: 0.2818 - val_mape: 17214988.0000
Epoch 78/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2021 - mape: 3966835.5000 - val_loss: 0.2758 - val_mape: 19599284.0000
Epoch 79/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2006 - mape: 4666965.0000 - val_loss: 0.2765 - val_mape: 18713994.0000
Epoch 80/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1984 - mape: 4331925.5000 - val_loss: 0.2811 - val_mape: 17508230.0000
Epoch 81/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1990 - mape: 3819893.5000 - val_loss: 0.2746 - val_mape: 20870584.0000
Epoch 82/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1990 - mape: 4619062.5000 - val_loss: 0.2801 - val_mape: 18454058.0000
Epoch 83/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1962 - mape: 3850086.0000 - val_loss: 0.2815 - val_mape: 19603900.0000
Epoch 84/250
1/1 [==============================] - 0s 243ms/step - loss: 0.1939 - mape: 4083175.7500 - val_loss: 0.2860 - val_mape: 21624660.0000
Epoch 85/250
1/1 [==============================] - 0s 253ms/step - loss: 0.1947 - mape: 4518260.5000 - val_loss: 0.3057 - val_mape: 18640718.0000
Epoch 86/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1970 - mape: 3513636.7500 - val_loss: 0.3049 - val_mape: 22797136.0000
Epoch 87/250
1/1 [==============================] - 0s 300ms/step - loss: 0.1927 - mape: 4576421.5000 - val_loss: 0.3148 - val_mape: 21888530.0000
Epoch 88/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1902 - mape: 4188167.2500 - val_loss: 0.3240 - val_mape: 21748910.0000
Epoch 89/250
1/1 [==============================] - 0s 251ms/step - loss: 0.1901 - mape: 3907754.2500 - val_loss: 0.3284 - val_mape: 24855268.0000
Epoch 90/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1908 - mape: 4467557.5000 - val_loss: 0.3349 - val_mape: 20319478.0000
Epoch 91/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1941 - mape: 3254802.5000 - val_loss: 0.3312 - val_mape: 24370268.0000
Epoch 92/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1884 - mape: 4291378.0000 - val_loss: 0.3399 - val_mape: 23699310.0000
Epoch 93/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1855 - mape: 3943913.2500 - val_loss: 0.3507 - val_mape: 23789224.0000
Epoch 94/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1853 - mape: 3742066.2500 - val_loss: 0.3586 - val_mape: 26397532.0000
Epoch 95/250
1/1 [==============================] - 0s 288ms/step - loss: 0.1867 - mape: 4315863.0000 - val_loss: 0.3596 - val_mape: 20126378.0000
Epoch 96/250
1/1 [==============================] - 0s 252ms/step - loss: 0.1948 - mape: 2899645.7500 - val_loss: 0.3503 - val_mape: 25002900.0000
Epoch 97/250
1/1 [==============================] - 0s 251ms/step - loss: 0.1882 - mape: 4394388.5000 - val_loss: 0.3594 - val_mape: 24101748.0000
Epoch 98/250
1/1 [==============================] - 0s 252ms/step - loss: 0.1821 - mape: 3756370.7500 - val_loss: 0.3703 - val_mape: 25158864.0000
Epoch 99/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1829 - mape: 3589994.2500 - val_loss: 0.3793 - val_mape: 28011706.0000
Epoch 100/250
1/1 [==============================] - 0s 253ms/step - loss: 0.1818 - mape: 4023520.0000 - val_loss: 0.3776 - val_mape: 26039052.0000
Epoch 101/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1797 - mape: 3479610.0000 - val_loss: 0.3706 - val_mape: 27080226.0000
Epoch 102/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1810 - mape: 3871827.7500 - val_loss: 0.3746 - val_mape: 23592612.0000
Epoch 103/250
1/1 [==============================] - 0s 294ms/step - loss: 0.1876 - mape: 2948562.7500 - val_loss: 0.3742 - val_mape: 30356254.0000
Epoch 104/250
1/1 [==============================] - 0s 255ms/step - loss: 0.1864 - mape: 4673004.0000 - val_loss: 0.3664 - val_mape: 28203218.0000
Epoch 105/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1822 - mape: 4053436.7500 - val_loss: 0.3594 - val_mape: 24384620.0000
Epoch 106/250
1/1 [==============================] - 0s 253ms/step - loss: 0.1848 - mape: 2962332.2500 - val_loss: 0.3481 - val_mape: 26148172.0000
Epoch 106: early stopping
1/1 [==============================] - 0s 291ms/step
Epoch 1/250
5/5 [==============================] - 3s 241ms/step - loss: 0.3985 - mape: 122651.5078 - val_loss: 0.4111 - val_mape: 577325.0625
Epoch 2/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3916 - mape: 252481.0156 - val_loss: 0.4063 - val_mape: 846331.1875
Epoch 3/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3862 - mape: 359174.0625 - val_loss: 0.4013 - val_mape: 1132267.8750
Epoch 4/250
5/5 [==============================] - 1s 145ms/step - loss: 0.3808 - mape: 464225.6250 - val_loss: 0.3959 - val_mape: 1436319.3750
Epoch 5/250
5/5 [==============================] - 1s 147ms/step - loss: 0.3748 - mape: 584112.1250 - val_loss: 0.3899 - val_mape: 1748175.2500
Epoch 6/250
5/5 [==============================] - 1s 143ms/step - loss: 0.3681 - mape: 723592.9375 - val_loss: 0.3832 - val_mape: 2113598.0000
Epoch 7/250
5/5 [==============================] - 1s 151ms/step - loss: 0.3607 - mape: 884490.7500 - val_loss: 0.3751 - val_mape: 2569944.7500
Epoch 8/250
5/5 [==============================] - 1s 156ms/step - loss: 0.3522 - mape: 1074551.1250 - val_loss: 0.3654 - val_mape: 3130101.5000
Epoch 9/250
5/5 [==============================] - 1s 148ms/step - loss: 0.3424 - mape: 1304570.5000 - val_loss: 0.3538 - val_mape: 3825932.5000
Epoch 10/250
5/5 [==============================] - 1s 153ms/step - loss: 0.3308 - mape: 1594121.8750 - val_loss: 0.3396 - val_mape: 4712968.0000
Epoch 11/250
5/5 [==============================] - 1s 165ms/step - loss: 0.3167 - mape: 1975472.2500 - val_loss: 0.3216 - val_mape: 5893815.0000
Epoch 12/250
5/5 [==============================] - 1s 183ms/step - loss: 0.2992 - mape: 2513296.2500 - val_loss: 0.2972 - val_mape: 7628643.0000
Epoch 13/250
5/5 [==============================] - 1s 179ms/step - loss: 0.2774 - mape: 3375503.5000 - val_loss: 0.2634 - val_mape: 10482922.0000
Epoch 14/250
5/5 [==============================] - 1s 163ms/step - loss: 0.2590 - mape: 5107655.0000 - val_loss: 4.2289 - val_mape: 393637568.0000
Epoch 15/250
5/5 [==============================] - 1s 173ms/step - loss: 1.3902 - mape: 6881306.0000 - val_loss: 1.1014 - val_mape: 141173392.0000
Epoch 16/250
5/5 [==============================] - 1s 178ms/step - loss: 0.2503 - mape: 5803483.0000 - val_loss: 0.2453 - val_mape: 12395276.0000
Epoch 17/250
5/5 [==============================] - 1s 169ms/step - loss: 0.2531 - mape: 4844140.5000 - val_loss: 0.2486 - val_mape: 11999864.0000
Epoch 18/250
5/5 [==============================] - 1s 165ms/step - loss: 0.2528 - mape: 4784231.5000 - val_loss: 0.2422 - val_mape: 12764014.0000
Epoch 19/250
5/5 [==============================] - 1s 165ms/step - loss: 0.2483 - mape: 5159201.0000 - val_loss: 0.2306 - val_mape: 14508037.0000
Epoch 20/250
5/5 [==============================] - 1s 168ms/step - loss: 0.2437 - mape: 5854200.5000 - val_loss: 0.2325 - val_mape: 16816830.0000
Epoch 21/250
5/5 [==============================] - 1s 177ms/step - loss: 0.2456 - mape: 6369885.5000 - val_loss: 0.2268 - val_mape: 15964751.0000
Epoch 22/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2416 - mape: 5981924.0000 - val_loss: 0.2295 - val_mape: 15268790.0000
Epoch 23/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2415 - mape: 5800981.5000 - val_loss: 0.2284 - val_mape: 15747187.0000
Epoch 24/250
5/5 [==============================] - 1s 163ms/step - loss: 0.2401 - mape: 5993635.0000 - val_loss: 0.2271 - val_mape: 16847676.0000
Epoch 25/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2392 - mape: 6277662.0000 - val_loss: 0.2275 - val_mape: 17189616.0000
Epoch 26/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2382 - mape: 6251707.0000 - val_loss: 0.2280 - val_mape: 16755593.0000
Epoch 27/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2375 - mape: 6076984.5000 - val_loss: 0.2288 - val_mape: 16702980.0000
Epoch 28/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2368 - mape: 6052393.5000 - val_loss: 0.2290 - val_mape: 17110756.0000
Epoch 29/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2360 - mape: 6129493.5000 - val_loss: 0.2295 - val_mape: 17351096.0000
Epoch 30/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2352 - mape: 6124157.5000 - val_loss: 0.2304 - val_mape: 17166450.0000
Epoch 31/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2346 - mape: 6027591.5000 - val_loss: 0.2313 - val_mape: 17066050.0000
Epoch 32/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2341 - mape: 5982522.5000 - val_loss: 0.2320 - val_mape: 17231166.0000
Epoch 33/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2335 - mape: 5992178.0000 - val_loss: 0.2329 - val_mape: 17333512.0000
Epoch 34/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2329 - mape: 5966290.0000 - val_loss: 0.2341 - val_mape: 17281702.0000
Epoch 35/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2325 - mape: 5919290.5000 - val_loss: 0.2352 - val_mape: 17351758.0000
Epoch 36/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2320 - mape: 5906221.0000 - val_loss: 0.2362 - val_mape: 17476524.0000
Epoch 37/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2315 - mape: 5900144.0000 - val_loss: 0.2375 - val_mape: 17474116.0000
Epoch 38/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2311 - mape: 5871284.0000 - val_loss: 0.2387 - val_mape: 17477600.0000
Epoch 39/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2307 - mape: 5854149.5000 - val_loss: 0.2396 - val_mape: 17559216.0000
Epoch 40/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2303 - mape: 5850045.0000 - val_loss: 0.2403 - val_mape: 17611162.0000
Epoch 41/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2299 - mape: 5837818.0000 - val_loss: 0.2409 - val_mape: 17645864.0000
Epoch 42/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2295 - mape: 5824456.5000 - val_loss: 0.2413 - val_mape: 17698648.0000
Epoch 43/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2290 - mape: 5813398.5000 - val_loss: 0.2418 - val_mape: 17695618.0000
Epoch 44/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2286 - mape: 5796270.5000 - val_loss: 0.2421 - val_mape: 17754356.0000
Epoch 45/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2281 - mape: 5788597.5000 - val_loss: 0.2425 - val_mape: 17827034.0000
Epoch 46/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2276 - mape: 5781231.5000 - val_loss: 0.2429 - val_mape: 17937132.0000
Epoch 47/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2271 - mape: 5774655.5000 - val_loss: 0.2432 - val_mape: 18021210.0000
Epoch 48/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2265 - mape: 5762990.0000 - val_loss: 0.2434 - val_mape: 18211876.0000
Epoch 49/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2258 - mape: 5770571.5000 - val_loss: 0.2436 - val_mape: 18549540.0000
Epoch 50/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2250 - mape: 5792691.0000 - val_loss: 0.2438 - val_mape: 18780350.0000
Epoch 51/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2244 - mape: 5791674.5000 - val_loss: 0.2439 - val_mape: 18894744.0000
Epoch 52/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2237 - mape: 5780782.0000 - val_loss: 0.2438 - val_mape: 19093804.0000
Epoch 53/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2229 - mape: 5775474.0000 - val_loss: 0.2440 - val_mape: 18913454.0000
Epoch 54/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2223 - mape: 5725228.5000 - val_loss: 0.2438 - val_mape: 18862036.0000
Epoch 55/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2216 - mape: 5718112.5000 - val_loss: 0.2433 - val_mape: 18906302.0000
Epoch 56/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2209 - mape: 5717767.5000 - val_loss: 0.2432 - val_mape: 18902246.0000
Epoch 57/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2203 - mape: 5701830.0000 - val_loss: 0.2433 - val_mape: 19110878.0000
Epoch 58/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2195 - mape: 5678053.5000 - val_loss: 0.2440 - val_mape: 18873586.0000
Epoch 59/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2191 - mape: 5625540.5000 - val_loss: 0.2441 - val_mape: 19325378.0000
Epoch 60/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2184 - mape: 5649421.0000 - val_loss: 0.2447 - val_mape: 18877196.0000
Epoch 61/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2180 - mape: 5572868.0000 - val_loss: 0.2444 - val_mape: 19416310.0000
Epoch 62/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2172 - mape: 5623997.0000 - val_loss: 0.2446 - val_mape: 19154268.0000
Epoch 63/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2168 - mape: 5550059.0000 - val_loss: 0.2446 - val_mape: 19552222.0000
Epoch 64/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2161 - mape: 5557662.5000 - val_loss: 0.2447 - val_mape: 19062248.0000
Epoch 65/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2158 - mape: 5501214.0000 - val_loss: 0.2442 - val_mape: 19797604.0000
Epoch 66/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2151 - mape: 5552299.5000 - val_loss: 0.2446 - val_mape: 19082644.0000
Epoch 67/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2148 - mape: 5459517.5000 - val_loss: 0.2442 - val_mape: 20003806.0000
Epoch 68/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2140 - mape: 5525687.0000 - val_loss: 0.2443 - val_mape: 18969350.0000
Epoch 69/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2139 - mape: 5424463.5000 - val_loss: 0.2437 - val_mape: 20141772.0000
Epoch 70/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2128 - mape: 5519380.0000 - val_loss: 0.2442 - val_mape: 19507124.0000
Epoch 71/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2123 - mape: 5391094.0000 - val_loss: 0.2446 - val_mape: 20274130.0000
Epoch 72/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2116 - mape: 5412764.5000 - val_loss: 0.2443 - val_mape: 18900816.0000
Epoch 73/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2120 - mape: 5338356.5000 - val_loss: 0.2440 - val_mape: 20341318.0000
Epoch 74/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2101 - mape: 5441226.0000 - val_loss: 0.2453 - val_mape: 19582992.0000
Epoch 75/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2097 - mape: 5310840.5000 - val_loss: 0.2482 - val_mape: 21246940.0000
Epoch 76/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2097 - mape: 5367723.5000 - val_loss: 0.2456 - val_mape: 18467004.0000
Epoch 77/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2107 - mape: 5189573.0000 - val_loss: 0.2453 - val_mape: 20598734.0000
Epoch 78/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2077 - mape: 5352883.0000 - val_loss: 0.2485 - val_mape: 19085510.0000
Epoch 79/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2077 - mape: 5080803.0000 - val_loss: 0.2594 - val_mape: 23252020.0000
Epoch 80/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2288 - mape: 5473475.0000 - val_loss: 0.2472 - val_mape: 17952136.0000
Epoch 81/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2102 - mape: 4968462.0000 - val_loss: 0.2444 - val_mape: 20289394.0000
Epoch 82/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2086 - mape: 5354114.5000 - val_loss: 0.2491 - val_mape: 17623078.0000
Epoch 83/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2100 - mape: 4925895.0000 - val_loss: 0.2493 - val_mape: 19190744.0000
Epoch 83: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
5/5 [==============================] - 3s 229ms/step - loss: 0.3856 - mape: 614107.1250 - val_loss: 0.3301 - val_mape: 5486272.0000
Epoch 2/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2934 - mape: 2847722.2500 - val_loss: 0.2495 - val_mape: 13704445.0000
Epoch 3/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2640 - mape: 6406515.0000 - val_loss: 0.2519 - val_mape: 21432062.0000
Epoch 4/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2484 - mape: 7347561.5000 - val_loss: 0.2407 - val_mape: 17891032.0000
Epoch 5/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2427 - mape: 5993163.5000 - val_loss: 0.2389 - val_mape: 15887444.0000
Epoch 6/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2414 - mape: 5461933.5000 - val_loss: 0.2356 - val_mape: 16718243.0000
Epoch 7/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2365 - mape: 5869796.5000 - val_loss: 0.2360 - val_mape: 19384280.0000
Epoch 8/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2341 - mape: 6455297.0000 - val_loss: 0.2348 - val_mape: 18871766.0000
Epoch 9/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2315 - mape: 5893031.5000 - val_loss: 0.2345 - val_mape: 17314076.0000
Epoch 10/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2300 - mape: 5507326.5000 - val_loss: 0.2364 - val_mape: 18845798.0000
Epoch 11/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2284 - mape: 5731772.5000 - val_loss: 0.2373 - val_mape: 17452480.0000
Epoch 12/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2268 - mape: 5322042.5000 - val_loss: 0.2391 - val_mape: 17409608.0000
Epoch 13/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2256 - mape: 5351934.5000 - val_loss: 0.2411 - val_mape: 17790470.0000
Epoch 14/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2243 - mape: 5235521.0000 - val_loss: 0.2433 - val_mape: 17906394.0000
Epoch 15/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2232 - mape: 5247019.5000 - val_loss: 0.2452 - val_mape: 17447114.0000
Epoch 16/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2222 - mape: 5096423.0000 - val_loss: 0.2458 - val_mape: 17818266.0000
Epoch 17/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2209 - mape: 5055177.5000 - val_loss: 0.2464 - val_mape: 17467944.0000
Epoch 18/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2200 - mape: 5006245.5000 - val_loss: 0.2470 - val_mape: 17606364.0000
Epoch 19/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2187 - mape: 4883395.5000 - val_loss: 0.2454 - val_mape: 18744032.0000
Epoch 20/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2176 - mape: 5029562.5000 - val_loss: 0.2499 - val_mape: 15112662.0000
Epoch 21/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2217 - mape: 4642049.0000 - val_loss: 0.2453 - val_mape: 18007988.0000
Epoch 22/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2194 - mape: 4675433.5000 - val_loss: 0.2469 - val_mape: 21013724.0000
Epoch 23/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2185 - mape: 5384637.0000 - val_loss: 0.2478 - val_mape: 15998858.0000
Epoch 24/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2187 - mape: 4829277.0000 - val_loss: 0.2491 - val_mape: 16066976.0000
Epoch 25/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2169 - mape: 4389604.0000 - val_loss: 0.2462 - val_mape: 20424524.0000
Epoch 26/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2152 - mape: 5497011.5000 - val_loss: 0.2530 - val_mape: 17402528.0000
Epoch 27/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2139 - mape: 4695400.0000 - val_loss: 0.2482 - val_mape: 19194284.0000
Epoch 28/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2123 - mape: 5017154.5000 - val_loss: 0.2599 - val_mape: 18258578.0000
Epoch 29/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2162 - mape: 4302943.5000 - val_loss: 0.2731 - val_mape: 24597068.0000
Epoch 30/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2180 - mape: 6167728.0000 - val_loss: 0.2686 - val_mape: 14788429.0000
Epoch 31/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2223 - mape: 3813156.5000 - val_loss: 0.2594 - val_mape: 14792819.0000
Epoch 32/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2192 - mape: 4873437.5000 - val_loss: 0.2386 - val_mape: 17626398.0000
Epoch 33/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2168 - mape: 4320585.5000 - val_loss: 0.2371 - val_mape: 18637920.0000
Epoch 33: early stopping
1/1 [==============================] - 0s 291ms/step
Epoch 1/250
5/5 [==============================] - 3s 239ms/step - loss: 0.4091 - mape: 391497.8750 - val_loss: 0.4048 - val_mape: 981660.5000
Epoch 2/250
5/5 [==============================] - 1s 155ms/step - loss: 0.3746 - mape: 578357.0625 - val_loss: 0.3734 - val_mape: 2550479.7500
Epoch 3/250
5/5 [==============================] - 1s 147ms/step - loss: 43.5834 - mape: 5852315136.0000 - val_loss: 9.4146 - val_mape: 1278215680.0000
Epoch 4/250
5/5 [==============================] - 1s 149ms/step - loss: 0.3001 - mape: 3225528.0000 - val_loss: 0.2793 - val_mape: 7578682.0000
Epoch 5/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2713 - mape: 3816279.0000 - val_loss: 0.2654 - val_mape: 8929470.0000
Epoch 6/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2646 - mape: 4288737.0000 - val_loss: 0.2352 - val_mape: 12002296.0000
Epoch 7/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2478 - mape: 5545663.0000 - val_loss: 0.2342 - val_mape: 13421224.0000
Epoch 8/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2487 - mape: 4807175.5000 - val_loss: 0.2351 - val_mape: 15740908.0000
Epoch 9/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2391 - mape: 5685218.0000 - val_loss: 1.6136 - val_mape: 31610042.0000
Epoch 10/250
5/5 [==============================] - 1s 141ms/step - loss: 7945382912.0000 - mape: 592779978760781824.0000 - val_loss: 0.2357 - val_mape: 17934700.0000
Epoch 11/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2365 - mape: 5744002.5000 - val_loss: 0.2390 - val_mape: 17983432.0000
Epoch 12/250
5/5 [==============================] - 1s 132ms/step - loss: 0.2319 - mape: 6242625.0000 - val_loss: 0.2349 - val_mape: 19820084.0000
Epoch 13/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2289 - mape: 6456726.5000 - val_loss: 0.2337 - val_mape: 17346634.0000
Epoch 14/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2274 - mape: 6256326.5000 - val_loss: 0.2347 - val_mape: 17684550.0000
Epoch 15/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2274 - mape: 5670685.5000 - val_loss: 0.2400 - val_mape: 20500186.0000
Epoch 16/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2242 - mape: 6091505.5000 - val_loss: 0.2405 - val_mape: 16146550.0000
Epoch 17/250
5/5 [==============================] - 1s 132ms/step - loss: 0.2277 - mape: 5655580.5000 - val_loss: 0.2356 - val_mape: 16765546.0000
Epoch 18/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2257 - mape: 5544278.5000 - val_loss: 0.2362 - val_mape: 20047348.0000
Epoch 19/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2225 - mape: 6157336.5000 - val_loss: 0.2386 - val_mape: 18597816.0000
Epoch 20/250
5/5 [==============================] - 1s 131ms/step - loss: 0.2196 - mape: 5842452.0000 - val_loss: 0.2394 - val_mape: 19251938.0000
Epoch 21/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2181 - mape: 5736661.5000 - val_loss: 0.2397 - val_mape: 19447352.0000
Epoch 22/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2164 - mape: 5767365.5000 - val_loss: 0.2417 - val_mape: 18412518.0000
Epoch 23/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2167 - mape: 5550918.5000 - val_loss: 0.2418 - val_mape: 19399846.0000
Epoch 24/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2176 - mape: 5267103.0000 - val_loss: 0.2500 - val_mape: 24600254.0000
Epoch 25/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2149 - mape: 5978903.5000 - val_loss: 0.2424 - val_mape: 15210076.0000
Epoch 26/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2211 - mape: 5339362.5000 - val_loss: 0.2500 - val_mape: 14099756.0000
Epoch 27/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2240 - mape: 4646235.5000 - val_loss: 0.2365 - val_mape: 17721280.0000
Epoch 28/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2121 - mape: 5650020.5000 - val_loss: 0.2454 - val_mape: 18179842.0000
Epoch 29/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2142 - mape: 5628428.0000 - val_loss: 0.2435 - val_mape: 22793844.0000
Epoch 30/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2141 - mape: 5052450.0000 - val_loss: 0.2432 - val_mape: 17230152.0000
Epoch 31/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2052 - mape: 4442767.5000 - val_loss: 0.2916 - val_mape: 11672233.0000
Epoch 32/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2288 - mape: 3604591.0000 - val_loss: 0.2369 - val_mape: 20532186.0000
Epoch 33/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2098 - mape: 6145586.5000 - val_loss: 0.2467 - val_mape: 17196994.0000
Epoch 34/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2176 - mape: 4902738.0000 - val_loss: 0.2549 - val_mape: 22423344.0000
Epoch 35/250
5/5 [==============================] - 1s 137ms/step - loss: 0.1952 - mape: 5621808.0000 - val_loss: 0.2809 - val_mape: 24373246.0000
Epoch 36/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2116 - mape: 5310520.5000 - val_loss: 0.2735 - val_mape: 25441864.0000
Epoch 37/250
5/5 [==============================] - 1s 134ms/step - loss: 0.2330 - mape: 5350004.5000 - val_loss: 0.2685 - val_mape: 13352401.0000
Epoch 38/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2181 - mape: 4208466.5000 - val_loss: 0.2981 - val_mape: 30509080.0000
Epoch 39/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2141 - mape: 6720459.0000 - val_loss: 1.2157 - val_mape: 21687578.0000
Epoch 40/250
5/5 [==============================] - 1s 136ms/step - loss: 5.3223 - mape: 10697099.0000 - val_loss: 0.2548 - val_mape: 20933188.0000
Epoch 40: early stopping
1/1 [==============================] - 0s 306ms/step
Epoch 1/250
3/3 [==============================] - 3s 330ms/step - loss: 0.4040 - mape: 118560.4453 - val_loss: 0.4099 - val_mape: 559031.8125
Epoch 2/250
3/3 [==============================] - 1s 180ms/step - loss: 0.3968 - mape: 196898.0000 - val_loss: 0.4062 - val_mape: 730501.2500
Epoch 3/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3919 - mape: 284366.2188 - val_loss: 0.4029 - val_mape: 914808.5000
Epoch 4/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3873 - mape: 365559.2812 - val_loss: 0.3993 - val_mape: 1122066.5000
Epoch 5/250
3/3 [==============================] - 0s 173ms/step - loss: 0.3834 - mape: 443290.6250 - val_loss: 0.3955 - val_mape: 1340627.1250
Epoch 6/250
3/3 [==============================] - 0s 172ms/step - loss: 0.3798 - mape: 514399.9062 - val_loss: 0.3915 - val_mape: 1572593.0000
Epoch 7/250
3/3 [==============================] - 0s 164ms/step - loss: 0.3761 - mape: 590745.6250 - val_loss: 0.3872 - val_mape: 1818733.1250
Epoch 8/250
3/3 [==============================] - 0s 174ms/step - loss: 0.3723 - mape: 672060.7500 - val_loss: 0.3828 - val_mape: 2080550.7500
Epoch 9/250
3/3 [==============================] - 0s 171ms/step - loss: 0.3683 - mape: 758689.3125 - val_loss: 0.3782 - val_mape: 2357655.7500
Epoch 10/250
3/3 [==============================] - 0s 180ms/step - loss: 0.3643 - mape: 851537.8125 - val_loss: 0.3733 - val_mape: 2647079.7500
Epoch 11/250
3/3 [==============================] - 0s 167ms/step - loss: 0.3600 - mape: 951892.8750 - val_loss: 0.3680 - val_mape: 2957788.2500
Epoch 12/250
3/3 [==============================] - 0s 174ms/step - loss: 0.3554 - mape: 1061394.8750 - val_loss: 0.3624 - val_mape: 3293749.0000
Epoch 13/250
3/3 [==============================] - 0s 168ms/step - loss: 0.3506 - mape: 1181887.7500 - val_loss: 0.3564 - val_mape: 3660117.0000
Epoch 14/250
3/3 [==============================] - 0s 179ms/step - loss: 0.3454 - mape: 1315120.7500 - val_loss: 0.3498 - val_mape: 4065561.2500
Epoch 15/250
3/3 [==============================] - 0s 162ms/step - loss: 0.3399 - mape: 1463965.6250 - val_loss: 0.3426 - val_mape: 4515273.5000
Epoch 16/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3339 - mape: 1632439.5000 - val_loss: 0.3347 - val_mape: 5020699.5000
Epoch 17/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3274 - mape: 1825564.7500 - val_loss: 0.3260 - val_mape: 5600346.0000
Epoch 18/250
3/3 [==============================] - 0s 185ms/step - loss: 0.3203 - mape: 2050563.6250 - val_loss: 0.3163 - val_mape: 6280374.0000
Epoch 19/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3126 - mape: 2317660.5000 - val_loss: 0.3056 - val_mape: 7093609.0000
Epoch 20/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3041 - mape: 2643480.0000 - val_loss: 0.2933 - val_mape: 8087608.5000
Epoch 21/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2950 - mape: 3052837.0000 - val_loss: 0.2796 - val_mape: 9342416.0000
Epoch 22/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2857 - mape: 3590477.7500 - val_loss: 0.2663 - val_mape: 10945620.0000
Epoch 23/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2775 - mape: 4341183.0000 - val_loss: 0.2575 - val_mape: 12837768.0000
Epoch 24/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2751 - mape: 5224154.5000 - val_loss: 0.2547 - val_mape: 14225146.0000
Epoch 25/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2701 - mape: 5540046.0000 - val_loss: 0.2532 - val_mape: 14429553.0000
Epoch 26/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2669 - mape: 5437885.0000 - val_loss: 0.2521 - val_mape: 14269834.0000
Epoch 27/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2656 - mape: 5269257.5000 - val_loss: 0.2513 - val_mape: 14191118.0000
Epoch 28/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2649 - mape: 5180620.0000 - val_loss: 0.2500 - val_mape: 14344780.0000
Epoch 29/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2639 - mape: 5201507.0000 - val_loss: 0.2482 - val_mape: 14738445.0000
Epoch 30/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2624 - mape: 5321221.5000 - val_loss: 0.2462 - val_mape: 15338991.0000
Epoch 31/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2605 - mape: 5521640.0000 - val_loss: 0.2447 - val_mape: 16108854.0000
Epoch 32/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2586 - mape: 5780063.5000 - val_loss: 0.2443 - val_mape: 16941950.0000
Epoch 33/250
3/3 [==============================] - 0s 152ms/step - loss: 0.2570 - mape: 6049637.5000 - val_loss: 0.2452 - val_mape: 17709224.0000
Epoch 34/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2556 - mape: 6279126.0000 - val_loss: 0.2463 - val_mape: 18267000.0000
Epoch 35/250
3/3 [==============================] - 0s 149ms/step - loss: 0.2544 - mape: 6418013.0000 - val_loss: 0.2462 - val_mape: 18556588.0000
Epoch 36/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2532 - mape: 6457867.5000 - val_loss: 0.2445 - val_mape: 18642682.0000
Epoch 37/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2521 - mape: 6434098.0000 - val_loss: 0.2426 - val_mape: 18673248.0000
Epoch 38/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2511 - mape: 6399797.5000 - val_loss: 0.2413 - val_mape: 18750800.0000
Epoch 39/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2500 - mape: 6387703.0000 - val_loss: 0.2408 - val_mape: 18944184.0000
Epoch 40/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2488 - mape: 6415553.5000 - val_loss: 0.2417 - val_mape: 19255986.0000
Epoch 41/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2476 - mape: 6480234.0000 - val_loss: 0.2443 - val_mape: 19648362.0000
Epoch 42/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2463 - mape: 6565385.0000 - val_loss: 0.2489 - val_mape: 20057502.0000
Epoch 43/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2451 - mape: 6645567.0000 - val_loss: 0.2498 - val_mape: 20208866.0000
Epoch 44/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2438 - mape: 6657266.5000 - val_loss: 0.2447 - val_mape: 20020044.0000
Epoch 45/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2426 - mape: 6596258.0000 - val_loss: 0.2395 - val_mape: 19739514.0000
Epoch 46/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2414 - mape: 6521537.0000 - val_loss: 0.2366 - val_mape: 19551526.0000
Epoch 47/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2402 - mape: 6473455.0000 - val_loss: 0.2352 - val_mape: 19478196.0000
Epoch 48/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2391 - mape: 6453897.5000 - val_loss: 0.2346 - val_mape: 19483380.0000
Epoch 49/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2380 - mape: 6449397.5000 - val_loss: 0.2338 - val_mape: 19451274.0000
Epoch 50/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2370 - mape: 6430979.0000 - val_loss: 0.2318 - val_mape: 19281510.0000
Epoch 51/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2361 - mape: 6377944.5000 - val_loss: 0.2297 - val_mape: 19057188.0000
Epoch 52/250
3/3 [==============================] - 1s 171ms/step - loss: 0.2353 - mape: 6308116.0000 - val_loss: 0.2282 - val_mape: 18879706.0000
Epoch 53/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2346 - mape: 6241556.5000 - val_loss: 0.2273 - val_mape: 18763582.0000
Epoch 54/250
3/3 [==============================] - 1s 169ms/step - loss: 0.2339 - mape: 6178614.0000 - val_loss: 0.2268 - val_mape: 18704140.0000
Epoch 55/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2334 - mape: 6124462.0000 - val_loss: 0.2265 - val_mape: 18693028.0000
Epoch 56/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2328 - mape: 6082419.0000 - val_loss: 0.2264 - val_mape: 18701514.0000
Epoch 57/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2323 - mape: 6045058.5000 - val_loss: 0.2264 - val_mape: 18676008.0000
Epoch 58/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2318 - mape: 6007711.5000 - val_loss: 0.2267 - val_mape: 18658280.0000
Epoch 59/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2313 - mape: 5979701.5000 - val_loss: 0.2272 - val_mape: 18671268.0000
Epoch 60/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2308 - mape: 5963333.5000 - val_loss: 0.2278 - val_mape: 18684680.0000
Epoch 61/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2303 - mape: 5946942.0000 - val_loss: 0.2286 - val_mape: 18717480.0000
Epoch 62/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2298 - mape: 5937501.0000 - val_loss: 0.2293 - val_mape: 18801004.0000
Epoch 63/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2293 - mape: 5940442.0000 - val_loss: 0.2300 - val_mape: 18832304.0000
Epoch 64/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2288 - mape: 5933912.5000 - val_loss: 0.2305 - val_mape: 18883356.0000
Epoch 65/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2283 - mape: 5929811.5000 - val_loss: 0.2311 - val_mape: 18954178.0000
Epoch 66/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2278 - mape: 5929918.5000 - val_loss: 0.2316 - val_mape: 19042360.0000
Epoch 67/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2272 - mape: 5931085.5000 - val_loss: 0.2321 - val_mape: 19123180.0000
Epoch 68/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2267 - mape: 5929024.0000 - val_loss: 0.2324 - val_mape: 19174516.0000
Epoch 69/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2261 - mape: 5923605.0000 - val_loss: 0.2328 - val_mape: 19292940.0000
Epoch 70/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2255 - mape: 5925300.0000 - val_loss: 0.2332 - val_mape: 19432778.0000
Epoch 71/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2249 - mape: 5923175.0000 - val_loss: 0.2337 - val_mape: 19563504.0000
Epoch 72/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2242 - mape: 5918918.5000 - val_loss: 0.2342 - val_mape: 19612304.0000
Epoch 73/250
3/3 [==============================] - 1s 169ms/step - loss: 0.2236 - mape: 5907534.5000 - val_loss: 0.2347 - val_mape: 19650168.0000
Epoch 74/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2230 - mape: 5896245.5000 - val_loss: 0.2353 - val_mape: 19611140.0000
Epoch 75/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2224 - mape: 5869237.0000 - val_loss: 0.2358 - val_mape: 19596712.0000
Epoch 76/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2218 - mape: 5844081.5000 - val_loss: 0.2361 - val_mape: 19586724.0000
Epoch 77/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2213 - mape: 5818837.5000 - val_loss: 0.2362 - val_mape: 19566402.0000
Epoch 78/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2207 - mape: 5793665.0000 - val_loss: 0.2363 - val_mape: 19529606.0000
Epoch 79/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2202 - mape: 5769865.5000 - val_loss: 0.2364 - val_mape: 19490370.0000
Epoch 80/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2198 - mape: 5752743.5000 - val_loss: 0.2365 - val_mape: 19468776.0000
Epoch 81/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2193 - mape: 5735459.0000 - val_loss: 0.2366 - val_mape: 19481360.0000
Epoch 82/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2189 - mape: 5728200.0000 - val_loss: 0.2365 - val_mape: 19538874.0000
Epoch 83/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2184 - mape: 5732934.0000 - val_loss: 0.2364 - val_mape: 19612808.0000
Epoch 84/250
3/3 [==============================] - 1s 168ms/step - loss: 0.2179 - mape: 5733030.0000 - val_loss: 0.2364 - val_mape: 19677084.0000
Epoch 85/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2174 - mape: 5729008.5000 - val_loss: 0.2362 - val_mape: 19721224.0000
Epoch 86/250
3/3 [==============================] - 1s 168ms/step - loss: 0.2169 - mape: 5721641.0000 - val_loss: 0.2359 - val_mape: 19726098.0000
Epoch 87/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2163 - mape: 5704819.0000 - val_loss: 0.2357 - val_mape: 19671724.0000
Epoch 88/250
3/3 [==============================] - 1s 171ms/step - loss: 0.2158 - mape: 5679206.5000 - val_loss: 0.2358 - val_mape: 19676086.0000
Epoch 89/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2152 - mape: 5663030.5000 - val_loss: 0.2361 - val_mape: 19742758.0000
Epoch 90/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2146 - mape: 5649369.5000 - val_loss: 0.2364 - val_mape: 19827400.0000
Epoch 91/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2141 - mape: 5622839.0000 - val_loss: 0.2363 - val_mape: 19833470.0000
Epoch 92/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2135 - mape: 5595285.5000 - val_loss: 0.2363 - val_mape: 19879160.0000
Epoch 93/250
3/3 [==============================] - 0s 150ms/step - loss: 0.2129 - mape: 5569417.5000 - val_loss: 0.2364 - val_mape: 19811694.0000
Epoch 94/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2123 - mape: 5524689.0000 - val_loss: 0.2368 - val_mape: 19997602.0000
Epoch 95/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2117 - mape: 5520787.5000 - val_loss: 0.2368 - val_mape: 19825394.0000
Epoch 96/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2111 - mape: 5449707.5000 - val_loss: 0.2369 - val_mape: 20043860.0000
Epoch 97/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2104 - mape: 5453503.5000 - val_loss: 0.2368 - val_mape: 19764296.0000
Epoch 98/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2098 - mape: 5367692.0000 - val_loss: 0.2368 - val_mape: 20192444.0000
Epoch 99/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2091 - mape: 5385306.5000 - val_loss: 0.2365 - val_mape: 19451194.0000
Epoch 100/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2085 - mape: 5267354.5000 - val_loss: 0.2371 - val_mape: 20364936.0000
Epoch 101/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2077 - mape: 5315201.5000 - val_loss: 0.2369 - val_mape: 19025184.0000
Epoch 102/250
3/3 [==============================] - 0s 156ms/step - loss: 0.2071 - mape: 5152766.5000 - val_loss: 0.2374 - val_mape: 20807140.0000
Epoch 103/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2064 - mape: 5251593.5000 - val_loss: 0.2387 - val_mape: 18251884.0000
Epoch 104/250
3/3 [==============================] - 1s 167ms/step - loss: 0.2066 - mape: 4992528.0000 - val_loss: 0.2401 - val_mape: 21230768.0000
Epoch 105/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2054 - mape: 5214604.0000 - val_loss: 0.2428 - val_mape: 17592804.0000
Epoch 106/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2080 - mape: 4748842.5000 - val_loss: 0.2435 - val_mape: 19375438.0000
Epoch 107/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2048 - mape: 5138752.0000 - val_loss: 0.2419 - val_mape: 19941606.0000
Epoch 108/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2022 - mape: 4880894.5000 - val_loss: 0.2395 - val_mape: 20195638.0000
Epoch 109/250
3/3 [==============================] - 0s 153ms/step - loss: 0.2006 - mape: 4886166.0000 - val_loss: 0.2444 - val_mape: 21679936.0000
Epoch 110/250
3/3 [==============================] - 0s 162ms/step - loss: 7.1241 - mape: 14262248.0000 - val_loss: 0.2479 - val_mape: 17838558.0000
Epoch 111/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2020 - mape: 4751131.0000 - val_loss: 0.2455 - val_mape: 18236356.0000
Epoch 112/250
3/3 [==============================] - 1s 166ms/step - loss: 0.2010 - mape: 4812799.5000 - val_loss: 0.2410 - val_mape: 18089370.0000
Epoch 113/250
3/3 [==============================] - 0s 154ms/step - loss: 0.1986 - mape: 4539844.0000 - val_loss: 0.2440 - val_mape: 20135142.0000
Epoch 114/250
3/3 [==============================] - 1s 178ms/step - loss: 0.4059 - mape: 4890702.0000 - val_loss: 0.2479 - val_mape: 18299150.0000
Epoch 115/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1962 - mape: 4591580.5000 - val_loss: 0.2550 - val_mape: 20068504.0000
Epoch 116/250
3/3 [==============================] - 1s 165ms/step - loss: 0.2341 - mape: 4993853.5000 - val_loss: 2783.6074 - val_mape: 440009850880.0000
Epoch 117/250
3/3 [==============================] - 0s 169ms/step - loss: 7985.0825 - mape: 114292136.0000 - val_loss: 61249.8867 - val_mape: 3202048851968.0000
Epoch 118/250
3/3 [==============================] - 0s 166ms/step - loss: 422807.8125 - mape: 36746080256.0000 - val_loss: 777780.9375 - val_mape: 87928550195200.0000
Epoch 119/250
3/3 [==============================] - 0s 164ms/step - loss: 522990.6875 - mape: 370914721792.0000 - val_loss: 23199.5391 - val_mape: 2537854337024.0000
Epoch 120/250
3/3 [==============================] - 0s 160ms/step - loss: 117633.0859 - mape: 5683701760.0000 - val_loss: 274266.3750 - val_mape: 42731095195648.0000
Epoch 120: early stopping
1/1 [==============================] - 0s 307ms/step
Epoch 1/250
3/3 [==============================] - 4s 355ms/step - loss: 0.4339 - mape: 460441.0625 - val_loss: 0.4161 - val_mape: 302682.7188
Epoch 2/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3934 - mape: 221494.2969 - val_loss: 0.4013 - val_mape: 1108375.8750
Epoch 3/250
3/3 [==============================] - 1s 174ms/step - loss: 0.3793 - mape: 488634.6875 - val_loss: 0.3863 - val_mape: 1894186.7500
Epoch 4/250
3/3 [==============================] - 0s 169ms/step - loss: 0.3627 - mape: 820436.4375 - val_loss: 0.3649 - val_mape: 2967139.2500
Epoch 5/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3364 - mape: 1442010.8750 - val_loss: 0.3307 - val_mape: 5265539.0000
Epoch 6/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2942 - mape: 2775825.5000 - val_loss: 0.2747 - val_mape: 10096968.0000
Epoch 7/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2533 - mape: 5257933.5000 - val_loss: 0.2439 - val_mape: 16734264.0000
Epoch 8/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2665 - mape: 7887224.0000 - val_loss: 0.2435 - val_mape: 15969642.0000
Epoch 9/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2434 - mape: 6712655.5000 - val_loss: 0.2524 - val_mape: 13482364.0000
Epoch 10/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2470 - mape: 5485475.0000 - val_loss: 0.2577 - val_mape: 12563798.0000
Epoch 11/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2502 - mape: 5043690.0000 - val_loss: 0.2565 - val_mape: 12788042.0000
Epoch 12/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2488 - mape: 5075428.0000 - val_loss: 0.2507 - val_mape: 13852908.0000
Epoch 13/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2444 - mape: 5430403.0000 - val_loss: 0.2437 - val_mape: 15597734.0000
Epoch 14/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2392 - mape: 6042538.5000 - val_loss: 0.2400 - val_mape: 17732080.0000
Epoch 15/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2379 - mape: 6748561.0000 - val_loss: 0.2399 - val_mape: 19059178.0000
Epoch 16/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2377 - mape: 7027030.0000 - val_loss: 0.2385 - val_mape: 18580244.0000
Epoch 17/250
3/3 [==============================] - 0s 180ms/step - loss: 0.2352 - mape: 6652050.5000 - val_loss: 0.2378 - val_mape: 17488572.0000
Epoch 18/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2347 - mape: 6170206.0000 - val_loss: 0.2375 - val_mape: 16981090.0000
Epoch 19/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2342 - mape: 5948292.0000 - val_loss: 0.2360 - val_mape: 17319266.0000
Epoch 20/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2324 - mape: 6026489.5000 - val_loss: 0.2343 - val_mape: 18263686.0000
Epoch 21/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2311 - mape: 6262871.5000 - val_loss: 0.2341 - val_mape: 18917874.0000
Epoch 22/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2300 - mape: 6302639.0000 - val_loss: 0.2335 - val_mape: 18504276.0000
Epoch 23/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2288 - mape: 6012139.5000 - val_loss: 0.2335 - val_mape: 18169562.0000
Epoch 24/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2280 - mape: 5818866.0000 - val_loss: 0.2337 - val_mape: 18669218.0000
Epoch 25/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2268 - mape: 5869266.5000 - val_loss: 0.2343 - val_mape: 18900784.0000
Epoch 26/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2260 - mape: 5824005.5000 - val_loss: 0.2347 - val_mape: 17844714.0000
Epoch 27/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2250 - mape: 5548405.5000 - val_loss: 0.2360 - val_mape: 17457452.0000
Epoch 28/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2242 - mape: 5477727.5000 - val_loss: 0.2369 - val_mape: 17760078.0000
Epoch 29/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2232 - mape: 5486030.0000 - val_loss: 0.2387 - val_mape: 17528322.0000
Epoch 30/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2224 - mape: 5372302.0000 - val_loss: 0.2401 - val_mape: 17337668.0000
Epoch 31/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2214 - mape: 5318083.0000 - val_loss: 0.2412 - val_mape: 17093676.0000
Epoch 32/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2203 - mape: 5228385.0000 - val_loss: 0.2424 - val_mape: 16856418.0000
Epoch 33/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2191 - mape: 5106894.5000 - val_loss: 0.2425 - val_mape: 17229214.0000
Epoch 34/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2177 - mape: 5089243.5000 - val_loss: 0.2445 - val_mape: 16708786.0000
Epoch 35/250
3/3 [==============================] - 1s 169ms/step - loss: 0.2159 - mape: 4926635.5000 - val_loss: 0.2444 - val_mape: 17812464.0000
Epoch 36/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2137 - mape: 4960147.5000 - val_loss: 0.2457 - val_mape: 17760684.0000
Epoch 37/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2124 - mape: 4703318.5000 - val_loss: 0.2491 - val_mape: 17467288.0000
Epoch 38/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2120 - mape: 4378082.5000 - val_loss: 0.2469 - val_mape: 24440020.0000
Epoch 39/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2188 - mape: 5474628.5000 - val_loss: 0.2553 - val_mape: 15505174.0000
Epoch 40/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2180 - mape: 3993159.0000 - val_loss: 0.2472 - val_mape: 17314484.0000
Epoch 41/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2116 - mape: 4544585.0000 - val_loss: 0.2435 - val_mape: 19407006.0000
Epoch 42/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2110 - mape: 4329279.5000 - val_loss: 0.2461 - val_mape: 21606224.0000
Epoch 43/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2040 - mape: 4563375.0000 - val_loss: 180.1295 - val_mape: 247993728.0000
Epoch 44/250
3/3 [==============================] - 0s 164ms/step - loss: 240.3205 - mape: 219497200.0000 - val_loss: 72804291282206720.0000 - val_mape: 9565650112134560874496.0000
Epoch 45/250
3/3 [==============================] - 0s 156ms/step - loss: 798715757864157184.0000 - mape: 853383706683515504427008.0000 - val_loss: 311558353718421225472.0000 - val_mape: 126840789928262783517851648.0000
Epoch 46/250
3/3 [==============================] - 0s 161ms/step - loss: 3326497170464389988352.0000 - mape: 1239319855742093749360001024.0000 - val_loss: 418615425969854349312.0000 - val_mape: 958994278360848022418489344.0000
Epoch 47/250
3/3 [==============================] - 0s 163ms/step - loss: 199740448895276154880.0000 - mape: 56000791679664120181817344.0000 - val_loss: 8165102452736.0000 - val_mape: 168819296803703750656.0000
Epoch 48/250
3/3 [==============================] - 0s 165ms/step - loss: 383529025536.0000 - mape: 132541522523455488.0000 - val_loss: 1890439266304.0000 - val_mape: 6581286826995089408.0000
Epoch 48: early stopping
1/1 [==============================] - 0s 312ms/step
Epoch 1/250
3/3 [==============================] - 3s 346ms/step - loss: 0.4056 - mape: 182544.3750 - val_loss: 0.3951 - val_mape: 1520269.8750
Epoch 2/250
3/3 [==============================] - 1s 181ms/step - loss: 0.3687 - mape: 741909.8750 - val_loss: 0.3615 - val_mape: 3274513.5000
Epoch 3/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3357 - mape: 1563658.0000 - val_loss: 0.3162 - val_mape: 6144297.0000
Epoch 4/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2911 - mape: 3178405.0000 - val_loss: 0.2555 - val_mape: 12518767.0000
Epoch 5/250
3/3 [==============================] - 0s 165ms/step - loss: 269691.0312 - mape: 10153844801536.0000 - val_loss: 3045650.2500 - val_mape: 498691571974144.0000
Epoch 6/250
3/3 [==============================] - 1s 170ms/step - loss: 16529808687104.0000 - mape: 404747963107878371328.0000 - val_loss: 97839883485184.0000 - val_mape: 14144372033089410433024.0000
Epoch 7/250
3/3 [==============================] - 0s 157ms/step - loss: 9135592098375384484062167040.0000 - mape: 1045640216216445873943890121782722560.0000 - val_loss: 24752565146330033240699350024192.0000 - val_mape: inf
Epoch 8/250
3/3 [==============================] - 0s 171ms/step - loss: 217719996415480319078532131061760.0000 - mape: inf - val_loss: 0.4166 - val_mape: 422366.0000
Epoch 9/250
3/3 [==============================] - 0s 172ms/step - loss: 0.3989 - mape: 128884.1484 - val_loss: 0.4170 - val_mape: 401038.3750
Epoch 9: early stopping
1/1 [==============================] - 0s 330ms/step
Epoch 1/250
2/2 [==============================] - 3s 541ms/step - loss: 0.3494 - mape: 1105150.6250 - val_loss: 0.3638 - val_mape: 3242210.2500
Epoch 2/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3427 - mape: 1260075.7500 - val_loss: 0.3574 - val_mape: 3693816.0000
Epoch 3/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3362 - mape: 1415861.8750 - val_loss: 0.3506 - val_mape: 4159467.7500
Epoch 4/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3298 - mape: 1577245.0000 - val_loss: 0.3436 - val_mape: 4654978.0000
Epoch 5/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3234 - mape: 1744882.2500 - val_loss: 0.3365 - val_mape: 5153953.5000
Epoch 6/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3169 - mape: 1926631.7500 - val_loss: 0.3294 - val_mape: 5663872.5000
Epoch 7/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3105 - mape: 2116876.2500 - val_loss: 0.3223 - val_mape: 6189885.0000
Epoch 8/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3042 - mape: 2314937.0000 - val_loss: 0.3154 - val_mape: 6737491.0000
Epoch 9/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2980 - mape: 2519135.5000 - val_loss: 0.3087 - val_mape: 7309355.0000
Epoch 10/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2921 - mape: 2732584.0000 - val_loss: 0.3023 - val_mape: 7900604.0000
Epoch 11/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2863 - mape: 2953695.2500 - val_loss: 0.2960 - val_mape: 8507340.0000
Epoch 12/250
2/2 [==============================] - 0s 244ms/step - loss: 0.2808 - mape: 3182021.7500 - val_loss: 0.2902 - val_mape: 9131080.0000
Epoch 13/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2756 - mape: 3417763.7500 - val_loss: 0.2845 - val_mape: 9763704.0000
Epoch 14/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2707 - mape: 3659896.0000 - val_loss: 0.2792 - val_mape: 10408061.0000
Epoch 15/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2661 - mape: 3908832.5000 - val_loss: 0.2742 - val_mape: 11063983.0000
Epoch 16/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2619 - mape: 4163096.0000 - val_loss: 0.2697 - val_mape: 11725091.0000
Epoch 17/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2582 - mape: 4423061.5000 - val_loss: 0.2656 - val_mape: 12383103.0000
Epoch 18/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2549 - mape: 4686103.5000 - val_loss: 0.2620 - val_mape: 13030497.0000
Epoch 19/250
2/2 [==============================] - 0s 238ms/step - loss: 0.2519 - mape: 4947790.5000 - val_loss: 0.2589 - val_mape: 13657603.0000
Epoch 20/250
2/2 [==============================] - 1s 251ms/step - loss: 0.2494 - mape: 5204381.5000 - val_loss: 0.2563 - val_mape: 14252879.0000
Epoch 21/250
2/2 [==============================] - 0s 250ms/step - loss: 0.2472 - mape: 5451342.0000 - val_loss: 0.2542 - val_mape: 14802620.0000
Epoch 22/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2455 - mape: 5681035.0000 - val_loss: 0.2525 - val_mape: 15297388.0000
Epoch 23/250
2/2 [==============================] - 0s 249ms/step - loss: 0.2440 - mape: 5887400.0000 - val_loss: 0.2511 - val_mape: 15724292.0000
Epoch 24/250
2/2 [==============================] - 0s 242ms/step - loss: 0.2429 - mape: 6064098.0000 - val_loss: 0.2501 - val_mape: 16068087.0000
Epoch 25/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2420 - mape: 6203722.5000 - val_loss: 0.2493 - val_mape: 16314456.0000
Epoch 26/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2413 - mape: 6299335.5000 - val_loss: 0.2486 - val_mape: 16459889.0000
Epoch 27/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2407 - mape: 6348373.0000 - val_loss: 0.2482 - val_mape: 16512347.0000
Epoch 28/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2402 - mape: 6354702.0000 - val_loss: 0.2478 - val_mape: 16489436.0000
Epoch 29/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2397 - mape: 6326801.5000 - val_loss: 0.2475 - val_mape: 16413192.0000
Epoch 30/250
2/2 [==============================] - 0s 246ms/step - loss: 0.2393 - mape: 6275420.5000 - val_loss: 0.2473 - val_mape: 16305773.0000
Epoch 31/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2390 - mape: 6210214.5000 - val_loss: 0.2471 - val_mape: 16185050.0000
Epoch 32/250
2/2 [==============================] - 0s 236ms/step - loss: 0.2387 - mape: 6139619.5000 - val_loss: 0.2470 - val_mape: 16065632.0000
Epoch 33/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2385 - mape: 6071061.5000 - val_loss: 0.2468 - val_mape: 15961395.0000
Epoch 34/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2382 - mape: 6010730.0000 - val_loss: 0.2466 - val_mape: 15877560.0000
Epoch 35/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2380 - mape: 5959923.0000 - val_loss: 0.2464 - val_mape: 15818844.0000
Epoch 36/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2377 - mape: 5921016.5000 - val_loss: 0.2462 - val_mape: 15789935.0000
Epoch 37/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2374 - mape: 5896547.0000 - val_loss: 0.2459 - val_mape: 15793833.0000
Epoch 38/250
2/2 [==============================] - 0s 242ms/step - loss: 0.2370 - mape: 5886407.5000 - val_loss: 0.2455 - val_mape: 15828851.0000
Epoch 39/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2365 - mape: 5889095.0000 - val_loss: 0.2450 - val_mape: 15892641.0000
Epoch 40/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2361 - mape: 5901103.5000 - val_loss: 0.2446 - val_mape: 15974856.0000
Epoch 41/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2356 - mape: 5917963.5000 - val_loss: 0.2441 - val_mape: 16064637.0000
Epoch 42/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2351 - mape: 5934804.5000 - val_loss: 0.2437 - val_mape: 16152287.0000
Epoch 43/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2347 - mape: 5947331.0000 - val_loss: 0.2433 - val_mape: 16235203.0000
Epoch 44/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2343 - mape: 5953334.0000 - val_loss: 0.2430 - val_mape: 16314227.0000
Epoch 45/250
2/2 [==============================] - 0s 240ms/step - loss: 0.2339 - mape: 5952649.5000 - val_loss: 0.2427 - val_mape: 16389366.0000
Epoch 46/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2336 - mape: 5946475.0000 - val_loss: 0.2424 - val_mape: 16461004.0000
Epoch 47/250
2/2 [==============================] - 1s 247ms/step - loss: 0.2333 - mape: 5937046.5000 - val_loss: 0.2422 - val_mape: 16537482.0000
Epoch 48/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2330 - mape: 5926472.0000 - val_loss: 0.2419 - val_mape: 16623084.0000
Epoch 49/250
2/2 [==============================] - 0s 247ms/step - loss: 0.2327 - mape: 5917168.0000 - val_loss: 0.2416 - val_mape: 16719850.0000
Epoch 50/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2324 - mape: 5910924.5000 - val_loss: 0.2414 - val_mape: 16831862.0000
Epoch 51/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2320 - mape: 5910035.5000 - val_loss: 0.2411 - val_mape: 16963678.0000
Epoch 52/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2317 - mape: 5915909.5000 - val_loss: 0.2408 - val_mape: 17107304.0000
Epoch 53/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2313 - mape: 5926599.5000 - val_loss: 0.2406 - val_mape: 17254522.0000
Epoch 54/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2310 - mape: 5939561.0000 - val_loss: 0.2403 - val_mape: 17405150.0000
Epoch 55/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2306 - mape: 5954046.0000 - val_loss: 0.2401 - val_mape: 17551494.0000
Epoch 56/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2302 - mape: 5966185.5000 - val_loss: 0.2399 - val_mape: 17686582.0000
Epoch 57/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2299 - mape: 5973258.0000 - val_loss: 0.2397 - val_mape: 17811380.0000
Epoch 58/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2295 - mape: 5975702.5000 - val_loss: 0.2396 - val_mape: 17926454.0000
Epoch 59/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2292 - mape: 5974781.0000 - val_loss: 0.2395 - val_mape: 18029022.0000
Epoch 60/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2289 - mape: 5970095.0000 - val_loss: 0.2394 - val_mape: 18116896.0000
Epoch 61/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2286 - mape: 5961792.5000 - val_loss: 0.2393 - val_mape: 18195818.0000
Epoch 62/250
2/2 [==============================] - 0s 233ms/step - loss: 0.2283 - mape: 5951743.5000 - val_loss: 0.2393 - val_mape: 18269432.0000
Epoch 63/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2280 - mape: 5941989.5000 - val_loss: 0.2393 - val_mape: 18339630.0000
Epoch 64/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2277 - mape: 5933891.0000 - val_loss: 0.2393 - val_mape: 18404302.0000
Epoch 65/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2275 - mape: 5926270.0000 - val_loss: 0.2393 - val_mape: 18462394.0000
Epoch 66/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2272 - mape: 5918952.0000 - val_loss: 0.2393 - val_mape: 18513172.0000
Epoch 67/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2269 - mape: 5910780.5000 - val_loss: 0.2393 - val_mape: 18543696.0000
Epoch 68/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2266 - mape: 5897031.5000 - val_loss: 0.2394 - val_mape: 18548312.0000
Epoch 69/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2264 - mape: 5874003.0000 - val_loss: 0.2394 - val_mape: 18529880.0000
Epoch 70/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2261 - mape: 5843875.0000 - val_loss: 0.2394 - val_mape: 18498796.0000
Epoch 71/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2259 - mape: 5810433.0000 - val_loss: 0.2394 - val_mape: 18465256.0000
Epoch 72/250
2/2 [==============================] - 0s 171ms/step - loss: 0.2256 - mape: 5778406.0000 - val_loss: 0.2394 - val_mape: 18434600.0000
Epoch 73/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2254 - mape: 5749789.0000 - val_loss: 0.2394 - val_mape: 18406062.0000
Epoch 74/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2251 - mape: 5725043.0000 - val_loss: 0.2395 - val_mape: 18380468.0000
Epoch 75/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2249 - mape: 5702950.0000 - val_loss: 0.2395 - val_mape: 18354890.0000
Epoch 76/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2247 - mape: 5680159.5000 - val_loss: 0.2396 - val_mape: 18320642.0000
Epoch 77/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2244 - mape: 5654923.5000 - val_loss: 0.2398 - val_mape: 18265274.0000
Epoch 78/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2242 - mape: 5623203.0000 - val_loss: 0.2400 - val_mape: 18190830.0000
Epoch 79/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2239 - mape: 5585989.5000 - val_loss: 0.2402 - val_mape: 18107652.0000
Epoch 80/250
2/2 [==============================] - 0s 175ms/step - loss: 0.2237 - mape: 5546631.5000 - val_loss: 0.2405 - val_mape: 18021454.0000
Epoch 81/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2234 - mape: 5507207.5000 - val_loss: 0.2407 - val_mape: 17944926.0000
Epoch 82/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2232 - mape: 5471923.5000 - val_loss: 0.2410 - val_mape: 17880730.0000
Epoch 83/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2229 - mape: 5440749.5000 - val_loss: 0.2413 - val_mape: 17821530.0000
Epoch 84/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2227 - mape: 5412099.0000 - val_loss: 0.2415 - val_mape: 17768160.0000
Epoch 85/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2224 - mape: 5384472.5000 - val_loss: 0.2417 - val_mape: 17708784.0000
Epoch 86/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2222 - mape: 5353345.5000 - val_loss: 0.2419 - val_mape: 17653260.0000
Epoch 87/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2219 - mape: 5323356.5000 - val_loss: 0.2421 - val_mape: 17591688.0000
Epoch 88/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2216 - mape: 5293648.0000 - val_loss: 0.2424 - val_mape: 17545698.0000
Epoch 89/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2214 - mape: 5268865.0000 - val_loss: 0.2428 - val_mape: 17507992.0000
Epoch 90/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2211 - mape: 5247630.0000 - val_loss: 0.2433 - val_mape: 17458424.0000
Epoch 91/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2209 - mape: 5222291.0000 - val_loss: 0.2438 - val_mape: 17406188.0000
Epoch 92/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2206 - mape: 5197248.0000 - val_loss: 0.2441 - val_mape: 17368496.0000
Epoch 93/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2203 - mape: 5180063.5000 - val_loss: 0.2444 - val_mape: 17333260.0000
Epoch 94/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2201 - mape: 5163949.5000 - val_loss: 0.2449 - val_mape: 17285182.0000
Epoch 95/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2198 - mape: 5140605.0000 - val_loss: 0.2456 - val_mape: 17233056.0000
Epoch 96/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2195 - mape: 5116240.0000 - val_loss: 0.2463 - val_mape: 17182234.0000
Epoch 97/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2192 - mape: 5091674.0000 - val_loss: 0.2471 - val_mape: 17138380.0000
Epoch 98/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2189 - mape: 5069814.5000 - val_loss: 0.2479 - val_mape: 17109318.0000
Epoch 99/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2186 - mape: 5052833.0000 - val_loss: 0.2488 - val_mape: 17085068.0000
Epoch 100/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2183 - mape: 5034635.5000 - val_loss: 0.2498 - val_mape: 17063194.0000
Epoch 101/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2180 - mape: 5016022.0000 - val_loss: 0.2508 - val_mape: 17054842.0000
Epoch 102/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2177 - mape: 5001846.5000 - val_loss: 0.2518 - val_mape: 17053390.0000
Epoch 103/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2174 - mape: 4991293.0000 - val_loss: 0.2530 - val_mape: 17045140.0000
Epoch 104/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2171 - mape: 4978810.5000 - val_loss: 0.2543 - val_mape: 17040148.0000
Epoch 105/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2167 - mape: 4971927.5000 - val_loss: 0.2554 - val_mape: 17050192.0000
Epoch 106/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2164 - mape: 4972097.5000 - val_loss: 0.2567 - val_mape: 17051270.0000
Epoch 107/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2160 - mape: 4965796.0000 - val_loss: 0.2581 - val_mape: 17056656.0000
Epoch 108/250
2/2 [==============================] - 0s 173ms/step - loss: 0.2157 - mape: 4956496.0000 - val_loss: 0.2595 - val_mape: 17059896.0000
Epoch 109/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2153 - mape: 4946870.0000 - val_loss: 0.2610 - val_mape: 17074704.0000
Epoch 110/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2150 - mape: 4943262.0000 - val_loss: 0.2623 - val_mape: 17109278.0000
Epoch 111/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2146 - mape: 4950191.0000 - val_loss: 0.2636 - val_mape: 17118768.0000
Epoch 112/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2142 - mape: 4943461.0000 - val_loss: 0.2650 - val_mape: 17106546.0000
Epoch 113/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2139 - mape: 4929949.0000 - val_loss: 0.2661 - val_mape: 17101276.0000
Epoch 114/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2135 - mape: 4916917.5000 - val_loss: 0.2671 - val_mape: 17096294.0000
Epoch 115/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2131 - mape: 4901152.0000 - val_loss: 0.2679 - val_mape: 17099350.0000
Epoch 116/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2127 - mape: 4888723.5000 - val_loss: 0.2686 - val_mape: 17102220.0000
Epoch 117/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2123 - mape: 4875525.0000 - val_loss: 0.2695 - val_mape: 17084320.0000
Epoch 118/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2119 - mape: 4855734.5000 - val_loss: 0.2707 - val_mape: 17043998.0000
Epoch 119/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2115 - mape: 4834276.0000 - val_loss: 0.2721 - val_mape: 16984834.0000
Epoch 120/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2110 - mape: 4804419.5000 - val_loss: 0.2733 - val_mape: 16975390.0000
Epoch 121/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2106 - mape: 4788078.5000 - val_loss: 0.2743 - val_mape: 16998248.0000
Epoch 122/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2101 - mape: 4781765.0000 - val_loss: 0.2757 - val_mape: 16994708.0000
Epoch 123/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2097 - mape: 4759911.5000 - val_loss: 0.2770 - val_mape: 17004590.0000
Epoch 124/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2091 - mape: 4740543.0000 - val_loss: 0.2781 - val_mape: 17026366.0000
Epoch 125/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2086 - mape: 4724759.5000 - val_loss: 0.2795 - val_mape: 16992966.0000
Epoch 126/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2081 - mape: 4693333.0000 - val_loss: 0.2809 - val_mape: 16938244.0000
Epoch 127/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2075 - mape: 4651684.5000 - val_loss: 0.2818 - val_mape: 16979062.0000
Epoch 128/250
2/2 [==============================] - 0s 173ms/step - loss: 0.2069 - mape: 4628617.0000 - val_loss: 0.2823 - val_mape: 17101176.0000
Epoch 129/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2062 - mape: 4612127.0000 - val_loss: 0.2836 - val_mape: 17094126.0000
Epoch 130/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2056 - mape: 4569729.0000 - val_loss: 0.2845 - val_mape: 17118648.0000
Epoch 131/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2049 - mape: 4552695.0000 - val_loss: 0.2854 - val_mape: 17142274.0000
Epoch 132/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2042 - mape: 4523201.0000 - val_loss: 0.2873 - val_mape: 17098838.0000
Epoch 133/250
2/2 [==============================] - 0s 179ms/step - loss: 0.2034 - mape: 4474246.5000 - val_loss: 0.2885 - val_mape: 17235266.0000
Epoch 134/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2026 - mape: 4477601.5000 - val_loss: 0.2905 - val_mape: 17281718.0000
Epoch 135/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2018 - mape: 4450833.5000 - val_loss: 0.2925 - val_mape: 17232672.0000
Epoch 136/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2010 - mape: 4411966.5000 - val_loss: 0.2936 - val_mape: 17306886.0000
Epoch 137/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2002 - mape: 4372622.5000 - val_loss: 0.2953 - val_mape: 17439874.0000
Epoch 138/250
2/2 [==============================] - 0s 177ms/step - loss: 0.1994 - mape: 4323920.0000 - val_loss: 0.2949 - val_mape: 17847586.0000
Epoch 139/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1987 - mape: 4351429.5000 - val_loss: 0.2980 - val_mape: 17447298.0000
Epoch 140/250
2/2 [==============================] - 0s 174ms/step - loss: 0.1981 - mape: 4249532.0000 - val_loss: 0.2962 - val_mape: 18128538.0000
Epoch 141/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1976 - mape: 4289601.0000 - val_loss: 0.3005 - val_mape: 17533022.0000
Epoch 142/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1970 - mape: 4221437.5000 - val_loss: 0.2985 - val_mape: 18292560.0000
Epoch 143/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1965 - mape: 4279392.5000 - val_loss: 0.3061 - val_mape: 17305052.0000
Epoch 144/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1965 - mape: 4098231.0000 - val_loss: 0.3005 - val_mape: 18675220.0000
Epoch 145/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1961 - mape: 4358631.5000 - val_loss: 0.3100 - val_mape: 17364408.0000
Epoch 146/250
2/2 [==============================] - 0s 181ms/step - loss: 0.1959 - mape: 3995678.5000 - val_loss: 0.3042 - val_mape: 18500694.0000
Epoch 147/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1947 - mape: 4332651.0000 - val_loss: 0.3081 - val_mape: 18035420.0000
Epoch 148/250
2/2 [==============================] - 0s 175ms/step - loss: 0.1942 - mape: 4070071.5000 - val_loss: 0.3081 - val_mape: 18285946.0000
Epoch 149/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1935 - mape: 4199090.5000 - val_loss: 0.3064 - val_mape: 18719120.0000
Epoch 150/250
2/2 [==============================] - 0s 181ms/step - loss: 0.1931 - mape: 4276817.5000 - val_loss: 0.3124 - val_mape: 17688958.0000
Epoch 151/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1935 - mape: 3988323.2500 - val_loss: 0.3070 - val_mape: 18904892.0000
Epoch 152/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1922 - mape: 4274475.5000 - val_loss: 0.3093 - val_mape: 18554456.0000
Epoch 153/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1915 - mape: 4097183.5000 - val_loss: 0.3113 - val_mape: 18278280.0000
Epoch 154/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1910 - mape: 4047091.5000 - val_loss: 0.3089 - val_mape: 19184120.0000
Epoch 155/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1906 - mape: 4175772.2500 - val_loss: 0.3141 - val_mape: 18192958.0000
Epoch 156/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1905 - mape: 3891395.2500 - val_loss: 0.3080 - val_mape: 19951670.0000
Epoch 157/250
2/2 [==============================] - 0s 215ms/step - loss: 0.1900 - mape: 4205354.0000 - val_loss: 0.3135 - val_mape: 18505988.0000
Epoch 158/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1890 - mape: 3852980.2500 - val_loss: 0.3099 - val_mape: 19564698.0000
Epoch 159/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1880 - mape: 4049557.0000 - val_loss: 0.3131 - val_mape: 19155578.0000
Epoch 160/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1873 - mape: 3848124.0000 - val_loss: 0.3119 - val_mape: 19899712.0000
Epoch 161/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1868 - mape: 3964380.7500 - val_loss: 0.3137 - val_mape: 19259280.0000
Epoch 162/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1861 - mape: 3824085.7500 - val_loss: 1436.3523 - val_mape: 33338160.0000
Epoch 163/250
2/2 [==============================] - 0s 195ms/step - loss: 25023.1582 - mape: 90125800.0000 - val_loss: 0.3123 - val_mape: 19972218.0000
Epoch 164/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1910 - mape: 3870942.0000 - val_loss: 0.3062 - val_mape: 21530136.0000
Epoch 165/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1959 - mape: 4649213.0000 - val_loss: 0.3115 - val_mape: 18438320.0000
Epoch 166/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1924 - mape: 4348201.5000 - val_loss: 0.3111 - val_mape: 17146558.0000
Epoch 167/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1932 - mape: 4399746.0000 - val_loss: 0.3112 - val_mape: 16450664.0000
Epoch 167: early stopping
1/1 [==============================] - 0s 290ms/step
Epoch 1/250
2/2 [==============================] - 3s 557ms/step - loss: 0.4316 - mape: 491414.4688 - val_loss: 0.4373 - val_mape: 626514.7500
Epoch 2/250
2/2 [==============================] - 0s 209ms/step - loss: 0.4131 - mape: 147732.8281 - val_loss: 0.4268 - val_mape: 153340.9531
Epoch 3/250
2/2 [==============================] - 0s 213ms/step - loss: 0.4064 - mape: 30762.6465 - val_loss: 0.4233 - val_mape: 57243.8242
Epoch 4/250
2/2 [==============================] - 0s 202ms/step - loss: 0.4043 - mape: 39870.3242 - val_loss: 0.4215 - val_mape: 171053.5781
Epoch 5/250
2/2 [==============================] - 0s 221ms/step - loss: 0.4033 - mape: 55118.3281 - val_loss: 0.4205 - val_mape: 216697.2969
Epoch 6/250
2/2 [==============================] - 0s 199ms/step - loss: 0.4024 - mape: 68752.1797 - val_loss: 0.4196 - val_mape: 259490.7031
Epoch 7/250
2/2 [==============================] - 0s 230ms/step - loss: 0.4016 - mape: 82308.7031 - val_loss: 0.4188 - val_mape: 302060.2188
Epoch 8/250
2/2 [==============================] - 0s 217ms/step - loss: 0.4008 - mape: 95678.4297 - val_loss: 0.4181 - val_mape: 344428.2500
Epoch 9/250
2/2 [==============================] - 0s 221ms/step - loss: 0.4001 - mape: 108844.3516 - val_loss: 0.4173 - val_mape: 386625.1562
Epoch 10/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3993 - mape: 121957.6484 - val_loss: 0.4165 - val_mape: 428660.1562
Epoch 11/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3985 - mape: 135021.2188 - val_loss: 0.4157 - val_mape: 470545.6875
Epoch 12/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3978 - mape: 148038.5000 - val_loss: 0.4150 - val_mape: 512294.6875
Epoch 13/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3970 - mape: 161014.5625 - val_loss: 0.4142 - val_mape: 553929.6875
Epoch 14/250
2/2 [==============================] - 0s 195ms/step - loss: 0.3963 - mape: 173955.4062 - val_loss: 0.4135 - val_mape: 595439.2500
Epoch 15/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3956 - mape: 186856.7031 - val_loss: 0.4127 - val_mape: 636833.2500
Epoch 16/250
2/2 [==============================] - 0s 233ms/step - loss: 0.3949 - mape: 199723.0312 - val_loss: 0.4120 - val_mape: 678129.6875
Epoch 17/250
2/2 [==============================] - 0s 259ms/step - loss: 0.3942 - mape: 212559.4219 - val_loss: 0.4113 - val_mape: 719332.3125
Epoch 18/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3934 - mape: 225366.7812 - val_loss: 0.4105 - val_mape: 760449.1250
Epoch 19/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3927 - mape: 238148.0469 - val_loss: 0.4098 - val_mape: 801494.5000
Epoch 20/250
2/2 [==============================] - 0s 192ms/step - loss: 0.3920 - mape: 250907.4688 - val_loss: 0.4091 - val_mape: 842472.6250
Epoch 21/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3913 - mape: 263645.7188 - val_loss: 0.4083 - val_mape: 883385.6875
Epoch 22/250
2/2 [==============================] - 0s 191ms/step - loss: 0.3906 - mape: 276364.4688 - val_loss: 0.4076 - val_mape: 924248.3125
Epoch 23/250
2/2 [==============================] - 0s 235ms/step - loss: 0.3900 - mape: 289067.9062 - val_loss: 0.4069 - val_mape: 965060.3750
Epoch 24/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3893 - mape: 301755.6562 - val_loss: 0.4062 - val_mape: 1005825.3750
Epoch 25/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3886 - mape: 314428.5000 - val_loss: 0.4055 - val_mape: 1046537.6875
Epoch 26/250
2/2 [==============================] - 0s 191ms/step - loss: 0.3879 - mape: 327084.8125 - val_loss: 0.4048 - val_mape: 1087187.6250
Epoch 27/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3872 - mape: 339721.4062 - val_loss: 0.4041 - val_mape: 1127774.5000
Epoch 28/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3866 - mape: 352337.8125 - val_loss: 0.4034 - val_mape: 1168280.2500
Epoch 29/250
2/2 [==============================] - 0s 233ms/step - loss: 0.3859 - mape: 364928.9062 - val_loss: 0.4027 - val_mape: 1208701.5000
Epoch 30/250
2/2 [==============================] - 0s 200ms/step - loss: 0.3852 - mape: 377493.7812 - val_loss: 0.4020 - val_mape: 1249042.1250
Epoch 31/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3846 - mape: 390033.7188 - val_loss: 0.4013 - val_mape: 1289306.3750
Epoch 32/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3839 - mape: 402550.2188 - val_loss: 0.4006 - val_mape: 1329493.2500
Epoch 33/250
2/2 [==============================] - 0s 239ms/step - loss: 0.3833 - mape: 415042.0625 - val_loss: 0.3999 - val_mape: 1369598.3750
Epoch 34/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3826 - mape: 427508.3438 - val_loss: 0.3992 - val_mape: 1409605.8750
Epoch 35/250
2/2 [==============================] - 0s 246ms/step - loss: 0.3820 - mape: 439943.8438 - val_loss: 0.3986 - val_mape: 1449519.6250
Epoch 36/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3814 - mape: 452350.9375 - val_loss: 0.3979 - val_mape: 1489360.5000
Epoch 37/250
2/2 [==============================] - 0s 240ms/step - loss: 0.3807 - mape: 464736.0625 - val_loss: 0.3972 - val_mape: 1529141.2500
Epoch 38/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3801 - mape: 477102.6875 - val_loss: 0.3965 - val_mape: 1568866.3750
Epoch 39/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3795 - mape: 489451.9062 - val_loss: 0.3959 - val_mape: 1608526.5000
Epoch 40/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3788 - mape: 501780.5000 - val_loss: 0.3952 - val_mape: 1648116.7500
Epoch 41/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3782 - mape: 514087.4062 - val_loss: 0.3946 - val_mape: 1687634.5000
Epoch 42/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3776 - mape: 526371.8125 - val_loss: 0.3939 - val_mape: 1727085.8750
Epoch 43/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3770 - mape: 538635.8750 - val_loss: 0.3933 - val_mape: 1766471.3750
Epoch 44/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3764 - mape: 550879.5000 - val_loss: 0.3926 - val_mape: 1805795.6250
Epoch 45/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3758 - mape: 563104.3750 - val_loss: 0.3920 - val_mape: 1845061.1250
Epoch 46/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3752 - mape: 575310.0625 - val_loss: 0.3913 - val_mape: 1884255.3750
Epoch 47/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3746 - mape: 587494.3125 - val_loss: 0.3907 - val_mape: 1923389.1250
Epoch 48/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3740 - mape: 599659.8750 - val_loss: 0.3900 - val_mape: 1962464.5000
Epoch 49/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3734 - mape: 611807.3750 - val_loss: 0.3894 - val_mape: 2001490.7500
Epoch 50/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3728 - mape: 623940.2500 - val_loss: 0.3887 - val_mape: 2040481.2500
Epoch 51/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3722 - mape: 636062.0625 - val_loss: 0.3881 - val_mape: 2079423.3750
Epoch 52/250
2/2 [==============================] - 0s 237ms/step - loss: 0.3717 - mape: 648168.1250 - val_loss: 0.3875 - val_mape: 2118308.5000
Epoch 53/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3711 - mape: 660256.3750 - val_loss: 0.3868 - val_mape: 2157142.5000
Epoch 54/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3705 - mape: 672329.3750 - val_loss: 0.3862 - val_mape: 2195931.2500
Epoch 55/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3699 - mape: 684388.0625 - val_loss: 0.3856 - val_mape: 2234673.0000
Epoch 56/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3694 - mape: 696432.2500 - val_loss: 0.3850 - val_mape: 2273359.5000
Epoch 57/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3688 - mape: 708458.3125 - val_loss: 0.3843 - val_mape: 2311974.0000
Epoch 58/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3682 - mape: 720461.6875 - val_loss: 0.3837 - val_mape: 2350512.2500
Epoch 59/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3677 - mape: 732441.5000 - val_loss: 0.3831 - val_mape: 2388977.5000
Epoch 60/250
2/2 [==============================] - 0s 195ms/step - loss: 0.3671 - mape: 744398.8125 - val_loss: 0.3825 - val_mape: 2427377.7500
Epoch 61/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3665 - mape: 756336.1875 - val_loss: 0.3819 - val_mape: 2465718.5000
Epoch 62/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3660 - mape: 768255.4375 - val_loss: 0.3813 - val_mape: 2504001.0000
Epoch 63/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3654 - mape: 780156.4375 - val_loss: 0.3807 - val_mape: 2542226.0000
Epoch 64/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3649 - mape: 792039.5625 - val_loss: 0.3801 - val_mape: 2580400.5000
Epoch 65/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3643 - mape: 803907.2500 - val_loss: 0.3794 - val_mape: 2618520.5000
Epoch 66/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3638 - mape: 815757.5625 - val_loss: 0.3788 - val_mape: 2656570.2500
Epoch 67/250
2/2 [==============================] - 0s 194ms/step - loss: 0.3633 - mape: 827585.4375 - val_loss: 0.3783 - val_mape: 2694548.7500
Epoch 68/250
2/2 [==============================] - 0s 194ms/step - loss: 0.3627 - mape: 839391.6250 - val_loss: 0.3777 - val_mape: 2732460.2500
Epoch 69/250
2/2 [==============================] - 0s 191ms/step - loss: 0.3622 - mape: 851176.5000 - val_loss: 0.3771 - val_mape: 2770298.5000
Epoch 70/250
2/2 [==============================] - 0s 194ms/step - loss: 0.3616 - mape: 862939.0625 - val_loss: 0.3765 - val_mape: 2808069.0000
Epoch 71/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3611 - mape: 874680.6250 - val_loss: 0.3759 - val_mape: 2845776.2500
Epoch 72/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3606 - mape: 886402.5625 - val_loss: 0.3753 - val_mape: 2883425.2500
Epoch 73/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3601 - mape: 898106.5625 - val_loss: 0.3747 - val_mape: 2921021.5000
Epoch 74/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3595 - mape: 909794.5625 - val_loss: 0.3742 - val_mape: 2958564.7500
Epoch 75/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3590 - mape: 921465.7500 - val_loss: 0.3736 - val_mape: 2996051.2500
Epoch 76/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3585 - mape: 933119.1875 - val_loss: 0.3730 - val_mape: 3033481.2500
Epoch 77/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3580 - mape: 944755.2500 - val_loss: 0.3725 - val_mape: 3070858.5000
Epoch 78/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3575 - mape: 956374.8125 - val_loss: 0.3719 - val_mape: 3108181.0000
Epoch 79/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3570 - mape: 967977.6250 - val_loss: 0.3713 - val_mape: 3145457.2500
Epoch 80/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3564 - mape: 979566.1875 - val_loss: 0.3708 - val_mape: 3182698.5000
Epoch 81/250
2/2 [==============================] - 0s 193ms/step - loss: 0.3559 - mape: 991144.3750 - val_loss: 0.3702 - val_mape: 3219907.0000
Epoch 82/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3554 - mape: 1002712.5000 - val_loss: 0.3697 - val_mape: 3257087.2500
Epoch 83/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3549 - mape: 1014272.0000 - val_loss: 0.3691 - val_mape: 3294238.7500
Epoch 84/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3544 - mape: 1025822.5000 - val_loss: 0.3686 - val_mape: 3331363.7500
Epoch 85/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3539 - mape: 1037364.8750 - val_loss: 0.3680 - val_mape: 3368458.2500
Epoch 86/250
2/2 [==============================] - 0s 194ms/step - loss: 0.3534 - mape: 1048897.3750 - val_loss: 0.3675 - val_mape: 3405516.5000
Epoch 87/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3529 - mape: 1060418.2500 - val_loss: 0.3669 - val_mape: 3442535.0000
Epoch 88/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3524 - mape: 1071927.1250 - val_loss: 0.3664 - val_mape: 3479517.7500
Epoch 89/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3519 - mape: 1083424.7500 - val_loss: 0.3658 - val_mape: 3516470.5000
Epoch 90/250
2/2 [==============================] - 0s 238ms/step - loss: 0.3514 - mape: 1094913.6250 - val_loss: 0.3653 - val_mape: 3553391.2500
Epoch 91/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3509 - mape: 1106392.1250 - val_loss: 0.3647 - val_mape: 3590275.5000
Epoch 92/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3505 - mape: 1117858.8750 - val_loss: 0.3642 - val_mape: 3627120.2500
Epoch 93/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3500 - mape: 1129313.7500 - val_loss: 0.3637 - val_mape: 3663931.5000
Epoch 94/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3495 - mape: 1140758.2500 - val_loss: 0.3631 - val_mape: 3700714.2500
Epoch 95/250
2/2 [==============================] - 0s 192ms/step - loss: 0.3490 - mape: 1152194.0000 - val_loss: 0.3626 - val_mape: 3737468.5000
Epoch 96/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3485 - mape: 1163621.0000 - val_loss: 0.3621 - val_mape: 3774187.2500
Epoch 97/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3480 - mape: 1175036.3750 - val_loss: 0.3616 - val_mape: 3810856.7500
Epoch 98/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3475 - mape: 1186435.6250 - val_loss: 0.3610 - val_mape: 3847466.2500
Epoch 99/250
2/2 [==============================] - 0s 195ms/step - loss: 0.3471 - mape: 1197816.5000 - val_loss: 0.3605 - val_mape: 3884016.7500
Epoch 100/250
2/2 [==============================] - 0s 195ms/step - loss: 0.3466 - mape: 1209178.8750 - val_loss: 0.3600 - val_mape: 3920510.5000
Epoch 101/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3461 - mape: 1220524.3750 - val_loss: 0.3595 - val_mape: 3956957.0000
Epoch 102/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3457 - mape: 1231854.3750 - val_loss: 0.3590 - val_mape: 3993341.0000
Epoch 103/250
2/2 [==============================] - 0s 189ms/step - loss: 0.3452 - mape: 1243164.7500 - val_loss: 0.3584 - val_mape: 4029649.2500
Epoch 104/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3447 - mape: 1254450.8750 - val_loss: 0.3579 - val_mape: 4065875.2500
Epoch 105/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3443 - mape: 1265711.7500 - val_loss: 0.3574 - val_mape: 4102019.7500
Epoch 106/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3438 - mape: 1276946.8750 - val_loss: 0.3569 - val_mape: 4138084.5000
Epoch 107/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3433 - mape: 1288157.6250 - val_loss: 0.3564 - val_mape: 4174078.7500
Epoch 108/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3429 - mape: 1299346.8750 - val_loss: 0.3559 - val_mape: 4210014.0000
Epoch 109/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3424 - mape: 1310518.1250 - val_loss: 0.3554 - val_mape: 4245895.5000
Epoch 110/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3420 - mape: 1321672.5000 - val_loss: 0.3549 - val_mape: 4281721.5000
Epoch 111/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3415 - mape: 1332809.7500 - val_loss: 0.3544 - val_mape: 4317492.0000
Epoch 112/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3411 - mape: 1343930.0000 - val_loss: 0.3539 - val_mape: 4353212.5000
Epoch 113/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3406 - mape: 1355034.3750 - val_loss: 0.3534 - val_mape: 4388878.0000
Epoch 114/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3402 - mape: 1366121.6250 - val_loss: 0.3529 - val_mape: 4424486.0000
Epoch 115/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3398 - mape: 1377191.2500 - val_loss: 0.3524 - val_mape: 4460033.0000
Epoch 116/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3393 - mape: 1388241.8750 - val_loss: 0.3520 - val_mape: 4495524.0000
Epoch 117/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3389 - mape: 1399274.8750 - val_loss: 0.3515 - val_mape: 4530960.5000
Epoch 118/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3384 - mape: 1410290.8750 - val_loss: 0.3510 - val_mape: 4566343.5000
Epoch 119/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3380 - mape: 1421291.3750 - val_loss: 0.3505 - val_mape: 4601684.0000
Epoch 120/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3376 - mape: 1432278.1250 - val_loss: 0.3500 - val_mape: 4636981.5000
Epoch 121/250
2/2 [==============================] - 0s 190ms/step - loss: 0.3371 - mape: 1443251.3750 - val_loss: 0.3496 - val_mape: 4672238.0000
Epoch 122/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3367 - mape: 1454212.5000 - val_loss: 0.3491 - val_mape: 4707459.5000
Epoch 123/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3363 - mape: 1465162.5000 - val_loss: 0.3486 - val_mape: 4742644.0000
Epoch 124/250
2/2 [==============================] - 0s 193ms/step - loss: 0.3359 - mape: 1476101.2500 - val_loss: 0.3481 - val_mape: 4777795.0000
Epoch 125/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3354 - mape: 1487029.5000 - val_loss: 0.3477 - val_mape: 4812908.0000
Epoch 126/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3350 - mape: 1497945.8750 - val_loss: 0.3472 - val_mape: 4847978.0000
Epoch 127/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3346 - mape: 1508848.5000 - val_loss: 0.3467 - val_mape: 4882998.5000
Epoch 128/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3342 - mape: 1519735.2500 - val_loss: 0.3463 - val_mape: 4917964.5000
Epoch 129/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3337 - mape: 1530605.5000 - val_loss: 0.3458 - val_mape: 4952883.0000
Epoch 130/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3333 - mape: 1541461.2500 - val_loss: 0.3453 - val_mape: 4987753.5000
Epoch 131/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3329 - mape: 1552301.3750 - val_loss: 0.3449 - val_mape: 5022570.5000
Epoch 132/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3325 - mape: 1563125.3750 - val_loss: 0.3444 - val_mape: 5057344.5000
Epoch 133/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3321 - mape: 1573936.0000 - val_loss: 0.3440 - val_mape: 5092076.5000
Epoch 134/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3317 - mape: 1584733.6250 - val_loss: 0.3435 - val_mape: 5126761.0000
Epoch 135/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3313 - mape: 1595516.3750 - val_loss: 0.3431 - val_mape: 5161392.0000
Epoch 136/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3309 - mape: 1606281.8750 - val_loss: 0.3426 - val_mape: 5195960.5000
Epoch 137/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3304 - mape: 1617027.6250 - val_loss: 0.3422 - val_mape: 5230465.5000
Epoch 138/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3300 - mape: 1627753.8750 - val_loss: 0.3417 - val_mape: 5264906.0000
Epoch 139/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3296 - mape: 1638460.2500 - val_loss: 0.3413 - val_mape: 5299285.5000
Epoch 140/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3292 - mape: 1649147.7500 - val_loss: 0.3408 - val_mape: 5333597.0000
Epoch 141/250
2/2 [==============================] - 0s 235ms/step - loss: 0.3288 - mape: 1659813.6250 - val_loss: 0.3404 - val_mape: 5367839.0000
Epoch 142/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3284 - mape: 1670457.5000 - val_loss: 0.3400 - val_mape: 5401999.5000
Epoch 143/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3281 - mape: 1681075.6250 - val_loss: 0.3395 - val_mape: 5436070.5000
Epoch 144/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3277 - mape: 1691666.0000 - val_loss: 0.3391 - val_mape: 5470061.0000
Epoch 145/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3273 - mape: 1702231.7500 - val_loss: 0.3387 - val_mape: 5503982.5000
Epoch 146/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3269 - mape: 1712777.1250 - val_loss: 0.3383 - val_mape: 5537851.5000
Epoch 147/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3265 - mape: 1723305.8750 - val_loss: 0.3378 - val_mape: 5571668.0000
Epoch 148/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3261 - mape: 1733818.7500 - val_loss: 0.3374 - val_mape: 5605432.5000
Epoch 149/250
2/2 [==============================] - 0s 193ms/step - loss: 0.3257 - mape: 1744315.5000 - val_loss: 0.3370 - val_mape: 5639150.5000
Epoch 150/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3253 - mape: 1754797.7500 - val_loss: 0.3366 - val_mape: 5672814.0000
Epoch 151/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3250 - mape: 1765262.6250 - val_loss: 0.3362 - val_mape: 5706420.5000
Epoch 152/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3246 - mape: 1775709.3750 - val_loss: 0.3358 - val_mape: 5739970.0000
Epoch 153/250
2/2 [==============================] - 0s 194ms/step - loss: 0.3242 - mape: 1786138.7500 - val_loss: 0.3354 - val_mape: 5773470.5000
Epoch 154/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3238 - mape: 1796553.7500 - val_loss: 0.3350 - val_mape: 5806916.0000
Epoch 155/250
2/2 [==============================] - 0s 200ms/step - loss: 0.3235 - mape: 1806950.1250 - val_loss: 0.3346 - val_mape: 5840292.0000
Epoch 156/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3231 - mape: 1817325.1250 - val_loss: 0.3342 - val_mape: 5873600.5000
Epoch 157/250
2/2 [==============================] - 0s 193ms/step - loss: 0.3227 - mape: 1827679.7500 - val_loss: 0.3338 - val_mape: 5906855.0000
Epoch 158/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3224 - mape: 1838017.6250 - val_loss: 0.3334 - val_mape: 5940048.0000
Epoch 159/250
2/2 [==============================] - 0s 192ms/step - loss: 0.3220 - mape: 1848335.6250 - val_loss: 0.3330 - val_mape: 5973170.0000
Epoch 160/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3216 - mape: 1858631.7500 - val_loss: 0.3326 - val_mape: 6006227.0000
Epoch 161/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3213 - mape: 1868907.7500 - val_loss: 0.3322 - val_mape: 6039230.5000
Epoch 162/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3209 - mape: 1879167.7500 - val_loss: 0.3318 - val_mape: 6072185.5000
Epoch 163/250
2/2 [==============================] - 0s 193ms/step - loss: 0.3205 - mape: 1889412.8750 - val_loss: 0.3314 - val_mape: 6105097.0000
Epoch 164/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3202 - mape: 1899644.5000 - val_loss: 0.3310 - val_mape: 6137972.0000
Epoch 165/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3198 - mape: 1909864.7500 - val_loss: 0.3306 - val_mape: 6170810.0000
Epoch 166/250
2/2 [==============================] - 0s 195ms/step - loss: 0.3195 - mape: 1920074.1250 - val_loss: 0.3303 - val_mape: 6203612.0000
Epoch 167/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3191 - mape: 1930272.0000 - val_loss: 0.3299 - val_mape: 6236378.0000
Epoch 168/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3188 - mape: 1940458.3750 - val_loss: 0.3295 - val_mape: 6269102.0000
Epoch 169/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3184 - mape: 1950631.7500 - val_loss: 0.3291 - val_mape: 6301787.5000
Epoch 170/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3181 - mape: 1960793.1250 - val_loss: 0.3288 - val_mape: 6334430.0000
Epoch 171/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3177 - mape: 1970940.7500 - val_loss: 0.3284 - val_mape: 6367022.5000
Epoch 172/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3174 - mape: 1981072.7500 - val_loss: 0.3280 - val_mape: 6399559.5000
Epoch 173/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3170 - mape: 1991187.5000 - val_loss: 0.3277 - val_mape: 6432032.5000
Epoch 174/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3167 - mape: 2001281.2500 - val_loss: 0.3273 - val_mape: 6464429.0000
Epoch 175/250
2/2 [==============================] - 0s 189ms/step - loss: 0.3163 - mape: 2011351.1250 - val_loss: 0.3269 - val_mape: 6496745.0000
Epoch 176/250
2/2 [==============================] - 0s 192ms/step - loss: 0.3160 - mape: 2021397.1250 - val_loss: 0.3266 - val_mape: 6528992.5000
Epoch 177/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3157 - mape: 2031421.1250 - val_loss: 0.3262 - val_mape: 6561173.0000
Epoch 178/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3153 - mape: 2041424.3750 - val_loss: 0.3259 - val_mape: 6593291.0000
Epoch 179/250
2/2 [==============================] - 0s 195ms/step - loss: 0.3150 - mape: 2051408.6250 - val_loss: 0.3255 - val_mape: 6625344.0000
Epoch 180/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3147 - mape: 2061371.7500 - val_loss: 0.3252 - val_mape: 6657310.0000
Epoch 181/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3143 - mape: 2071307.5000 - val_loss: 0.3248 - val_mape: 6689184.5000
Epoch 182/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3140 - mape: 2081215.3750 - val_loss: 0.3245 - val_mape: 6720978.5000
Epoch 183/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3137 - mape: 2091098.1250 - val_loss: 0.3241 - val_mape: 6752698.0000
Epoch 184/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3133 - mape: 2100958.0000 - val_loss: 0.3238 - val_mape: 6784339.0000
Epoch 185/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3130 - mape: 2110792.5000 - val_loss: 0.3234 - val_mape: 6815901.5000
Epoch 186/250
2/2 [==============================] - 0s 200ms/step - loss: 0.3127 - mape: 2120604.0000 - val_loss: 0.3231 - val_mape: 6847400.5000
Epoch 187/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3124 - mape: 2130395.5000 - val_loss: 0.3227 - val_mape: 6878835.0000
Epoch 188/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3121 - mape: 2140167.2500 - val_loss: 0.3224 - val_mape: 6910213.0000
Epoch 189/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3117 - mape: 2149921.5000 - val_loss: 0.3221 - val_mape: 6941537.5000
Epoch 190/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3114 - mape: 2159659.2500 - val_loss: 0.3217 - val_mape: 6972810.0000
Epoch 191/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3111 - mape: 2169380.7500 - val_loss: 0.3214 - val_mape: 7004034.0000
Epoch 192/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3108 - mape: 2179087.5000 - val_loss: 0.3211 - val_mape: 7035211.5000
Epoch 193/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3105 - mape: 2188780.0000 - val_loss: 0.3208 - val_mape: 7066346.0000
Epoch 194/250
2/2 [==============================] - 0s 199ms/step - loss: 0.3102 - mape: 2198459.0000 - val_loss: 0.3204 - val_mape: 7097433.0000
Epoch 195/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3099 - mape: 2208123.2500 - val_loss: 0.3201 - val_mape: 7128471.5000
Epoch 196/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3096 - mape: 2217772.2500 - val_loss: 0.3198 - val_mape: 7159466.0000
Epoch 197/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3093 - mape: 2227407.5000 - val_loss: 0.3195 - val_mape: 7190411.5000
Epoch 198/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3090 - mape: 2237027.7500 - val_loss: 0.3191 - val_mape: 7221314.0000
Epoch 199/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3087 - mape: 2246634.5000 - val_loss: 0.3188 - val_mape: 7252172.0000
Epoch 200/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3083 - mape: 2256227.7500 - val_loss: 0.3185 - val_mape: 7282975.5000
Epoch 201/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3080 - mape: 2265803.2500 - val_loss: 0.3182 - val_mape: 7313724.0000
Epoch 202/250
2/2 [==============================] - 0s 197ms/step - loss: 0.3077 - mape: 2275362.0000 - val_loss: 0.3179 - val_mape: 7344418.0000
Epoch 203/250
2/2 [==============================] - 0s 198ms/step - loss: 0.3075 - mape: 2284903.7500 - val_loss: 0.3176 - val_mape: 7375060.5000
Epoch 204/250
2/2 [==============================] - 0s 196ms/step - loss: 0.3072 - mape: 2294429.2500 - val_loss: 0.3173 - val_mape: 7405657.5000
Epoch 205/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3069 - mape: 2303941.2500 - val_loss: 0.3170 - val_mape: 7436210.0000
Epoch 206/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3066 - mape: 2313439.7500 - val_loss: 0.3167 - val_mape: 7466720.5000
Epoch 207/250
2/2 [==============================] - 0s 200ms/step - loss: 0.3063 - mape: 2322925.0000 - val_loss: 0.3163 - val_mape: 7497174.0000
Epoch 208/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3060 - mape: 2332391.0000 - val_loss: 0.3160 - val_mape: 7527559.5000
Epoch 209/250
2/2 [==============================] - 0s 192ms/step - loss: 0.3057 - mape: 2341836.5000 - val_loss: 0.3157 - val_mape: 7557884.0000
Epoch 210/250
2/2 [==============================] - 0s 200ms/step - loss: 0.3054 - mape: 2351262.5000 - val_loss: 0.3154 - val_mape: 7588149.0000
Epoch 211/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3051 - mape: 2360670.5000 - val_loss: 0.3152 - val_mape: 7618359.0000
Epoch 212/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3048 - mape: 2370062.2500 - val_loss: 0.3149 - val_mape: 7648513.5000
Epoch 213/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3045 - mape: 2379435.7500 - val_loss: 0.3146 - val_mape: 7678613.0000
Epoch 214/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3043 - mape: 2388792.7500 - val_loss: 0.3143 - val_mape: 7708667.5000
Epoch 215/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3040 - mape: 2398136.2500 - val_loss: 0.3140 - val_mape: 7738679.5000
Epoch 216/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3037 - mape: 2407466.5000 - val_loss: 0.3137 - val_mape: 7768651.5000
Epoch 217/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3034 - mape: 2416783.5000 - val_loss: 0.3134 - val_mape: 7798579.0000
Epoch 218/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3031 - mape: 2426088.0000 - val_loss: 0.3131 - val_mape: 7828469.0000
Epoch 219/250
2/2 [==============================] - 0s 236ms/step - loss: 0.3029 - mape: 2435379.7500 - val_loss: 0.3128 - val_mape: 7858322.5000
Epoch 220/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3026 - mape: 2444660.7500 - val_loss: 0.3126 - val_mape: 7888137.5000
Epoch 221/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3023 - mape: 2453930.2500 - val_loss: 0.3123 - val_mape: 7917912.5000
Epoch 222/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3020 - mape: 2463185.7500 - val_loss: 0.3120 - val_mape: 7947631.5000
Epoch 223/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3018 - mape: 2472424.5000 - val_loss: 0.3117 - val_mape: 7977291.0000
Epoch 224/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3015 - mape: 2481644.2500 - val_loss: 0.3114 - val_mape: 8006884.5000
Epoch 225/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3012 - mape: 2490843.2500 - val_loss: 0.3112 - val_mape: 8036409.5000
Epoch 226/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3010 - mape: 2500020.2500 - val_loss: 0.3109 - val_mape: 8065867.0000
Epoch 227/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3007 - mape: 2509177.5000 - val_loss: 0.3106 - val_mape: 8095259.0000
Epoch 228/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3004 - mape: 2518313.7500 - val_loss: 0.3104 - val_mape: 8124582.5000
Epoch 229/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3002 - mape: 2527428.7500 - val_loss: 0.3101 - val_mape: 8153825.5000
Epoch 230/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2999 - mape: 2536517.7500 - val_loss: 0.3098 - val_mape: 8182986.0000
Epoch 231/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2996 - mape: 2545582.2500 - val_loss: 0.3096 - val_mape: 8212086.0000
Epoch 232/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2994 - mape: 2554627.7500 - val_loss: 0.3093 - val_mape: 8241130.0000
Epoch 233/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2991 - mape: 2563657.0000 - val_loss: 0.3091 - val_mape: 8270130.5000
Epoch 234/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2989 - mape: 2572672.0000 - val_loss: 0.3088 - val_mape: 8299082.0000
Epoch 235/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2986 - mape: 2581672.5000 - val_loss: 0.3085 - val_mape: 8327991.5000
Epoch 236/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2984 - mape: 2590659.7500 - val_loss: 0.3083 - val_mape: 8356861.0000
Epoch 237/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2981 - mape: 2599634.7500 - val_loss: 0.3080 - val_mape: 8385687.5000
Epoch 238/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2978 - mape: 2608596.0000 - val_loss: 0.3078 - val_mape: 8414460.0000
Epoch 239/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2976 - mape: 2617540.7500 - val_loss: 0.3075 - val_mape: 8443187.0000
Epoch 240/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2973 - mape: 2626470.7500 - val_loss: 0.3073 - val_mape: 8471871.0000
Epoch 241/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2971 - mape: 2635387.7500 - val_loss: 0.3070 - val_mape: 8500514.0000
Epoch 242/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2968 - mape: 2644291.7500 - val_loss: 0.3068 - val_mape: 8529104.0000
Epoch 243/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2966 - mape: 2653179.2500 - val_loss: 0.3065 - val_mape: 8557638.0000
Epoch 244/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2964 - mape: 2662049.2500 - val_loss: 0.3063 - val_mape: 8586116.0000
Epoch 245/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2961 - mape: 2670902.0000 - val_loss: 0.3061 - val_mape: 8614540.0000
Epoch 246/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2959 - mape: 2679737.0000 - val_loss: 0.3058 - val_mape: 8642903.0000
Epoch 247/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2956 - mape: 2688554.2500 - val_loss: 0.3056 - val_mape: 8671199.0000
Epoch 248/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2954 - mape: 2697348.7500 - val_loss: 0.3053 - val_mape: 8699421.0000
Epoch 249/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2952 - mape: 2706122.0000 - val_loss: 0.3051 - val_mape: 8727581.0000
Epoch 250/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2949 - mape: 2714875.2500 - val_loss: 0.3049 - val_mape: 8755677.0000
1/1 [==============================] - 0s 347ms/step
Epoch 1/250
2/2 [==============================] - 3s 542ms/step - loss: 0.3821 - mape: 479513.9688 - val_loss: 0.3270 - val_mape: 5479547.5000
Epoch 2/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3200 - mape: 1989464.5000 - val_loss: 0.2756 - val_mape: 10247944.0000
Epoch 3/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2732 - mape: 3884355.2500 - val_loss: 0.2498 - val_mape: 16573303.0000
Epoch 4/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2498 - mape: 6360135.5000 - val_loss: 0.2564 - val_mape: 21859590.0000
Epoch 5/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2478 - mape: 7917618.0000 - val_loss: 0.2519 - val_mape: 21038920.0000
Epoch 6/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2418 - mape: 7311579.5000 - val_loss: 0.2457 - val_mape: 18821694.0000
Epoch 7/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2406 - mape: 6369602.0000 - val_loss: 0.2427 - val_mape: 17368674.0000
Epoch 8/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2422 - mape: 5755466.5000 - val_loss: 0.2407 - val_mape: 16889472.0000
Epoch 9/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2428 - mape: 5477291.0000 - val_loss: 0.2384 - val_mape: 17299928.0000
Epoch 10/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2414 - mape: 5488304.0000 - val_loss: 0.2369 - val_mape: 18595942.0000
Epoch 11/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2381 - mape: 5777140.0000 - val_loss: 0.2417 - val_mape: 20777358.0000
Epoch 12/250
2/2 [==============================] - 0s 179ms/step - loss: 0.2349 - mape: 6310179.0000 - val_loss: 0.2548 - val_mape: 22733752.0000
Epoch 13/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2348 - mape: 6712892.0000 - val_loss: 0.2447 - val_mape: 21407988.0000
Epoch 14/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2326 - mape: 6361145.0000 - val_loss: 0.2364 - val_mape: 19414494.0000
Epoch 15/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2326 - mape: 5866361.0000 - val_loss: 0.2347 - val_mape: 18436418.0000
Epoch 16/250
2/2 [==============================] - 0s 179ms/step - loss: 0.2329 - mape: 5636255.5000 - val_loss: 0.2349 - val_mape: 18555898.0000
Epoch 17/250
2/2 [==============================] - 0s 175ms/step - loss: 0.2315 - mape: 5707089.0000 - val_loss: 0.2366 - val_mape: 19387984.0000
Epoch 18/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2299 - mape: 5924054.0000 - val_loss: 0.2383 - val_mape: 19981288.0000
Epoch 19/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2290 - mape: 5961454.0000 - val_loss: 0.2380 - val_mape: 19599936.0000
Epoch 20/250
2/2 [==============================] - 0s 179ms/step - loss: 0.2286 - mape: 5726794.5000 - val_loss: 0.2379 - val_mape: 19103166.0000
Epoch 21/250
2/2 [==============================] - 0s 176ms/step - loss: 0.2284 - mape: 5547990.5000 - val_loss: 0.2377 - val_mape: 19098902.0000
Epoch 22/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2273 - mape: 5586442.0000 - val_loss: 0.2372 - val_mape: 19148480.0000
Epoch 23/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2262 - mape: 5660694.5000 - val_loss: 0.2370 - val_mape: 18511420.0000
Epoch 24/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2255 - mape: 5509200.0000 - val_loss: 0.2381 - val_mape: 18042998.0000
Epoch 25/250
2/2 [==============================] - 0s 176ms/step - loss: 0.2248 - mape: 5373499.5000 - val_loss: 0.2389 - val_mape: 18513222.0000
Epoch 26/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2237 - mape: 5460387.0000 - val_loss: 0.2402 - val_mape: 18734252.0000
Epoch 27/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2230 - mape: 5422439.5000 - val_loss: 0.2412 - val_mape: 18153802.0000
Epoch 28/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2219 - mape: 5283572.5000 - val_loss: 0.2407 - val_mape: 18062568.0000
Epoch 29/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2208 - mape: 5304325.5000 - val_loss: 0.2425 - val_mape: 17427378.0000
Epoch 30/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2195 - mape: 5077975.5000 - val_loss: 0.2423 - val_mape: 18162658.0000
Epoch 31/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2179 - mape: 5164747.0000 - val_loss: 0.2456 - val_mape: 17252528.0000
Epoch 32/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2174 - mape: 4803627.5000 - val_loss: 0.2423 - val_mape: 18854078.0000
Epoch 33/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2157 - mape: 5213534.0000 - val_loss: 0.2466 - val_mape: 16874878.0000
Epoch 34/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2158 - mape: 4532873.5000 - val_loss: 0.2437 - val_mape: 18639318.0000
Epoch 35/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2130 - mape: 5159697.5000 - val_loss: 0.2454 - val_mape: 18770906.0000
Epoch 36/250
2/2 [==============================] - 0s 177ms/step - loss: 0.2111 - mape: 4738047.5000 - val_loss: 0.2488 - val_mape: 18394068.0000
Epoch 37/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2108 - mape: 4700075.0000 - val_loss: 0.2487 - val_mape: 20943630.0000
Epoch 38/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2109 - mape: 5188192.0000 - val_loss: 0.2515 - val_mape: 17435866.0000
Epoch 39/250
2/2 [==============================] - 0s 174ms/step - loss: 0.2096 - mape: 4296574.5000 - val_loss: 0.2501 - val_mape: 18507316.0000
Epoch 40/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2061 - mape: 4600350.0000 - val_loss: 0.2513 - val_mape: 20633640.0000
Epoch 41/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2045 - mape: 4540601.0000 - val_loss: 0.2562 - val_mape: 19633844.0000
Epoch 42/250
2/2 [==============================] - 0s 175ms/step - loss: 0.2036 - mape: 4167792.2500 - val_loss: 0.2622 - val_mape: 22270470.0000
Epoch 43/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2015 - mape: 4692962.0000 - val_loss: 0.2657 - val_mape: 20764052.0000
Epoch 44/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2000 - mape: 4082729.7500 - val_loss: 0.2642 - val_mape: 21133562.0000
Epoch 45/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2000 - mape: 4062375.7500 - val_loss: 0.3668 - val_mape: 24048586.0000
Epoch 46/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2044 - mape: 4279320.5000 - val_loss: 0.2766 - val_mape: 18104504.0000
Epoch 47/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2105 - mape: 3659943.7500 - val_loss: 0.2608 - val_mape: 19447514.0000
Epoch 48/250
2/2 [==============================] - 0s 171ms/step - loss: 0.2082 - mape: 3655578.7500 - val_loss: 0.2511 - val_mape: 17399148.0000
Epoch 49/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2029 - mape: 4140516.0000 - val_loss: 0.2415 - val_mape: 19659852.0000
Epoch 49: early stopping
1/1 [==============================] - 0s 284ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3812 - mape: 491304.8125 - val_loss: 0.3933 - val_mape: 1473325.5000
Epoch 2/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3778 - mape: 561400.0625 - val_loss: 0.3895 - val_mape: 1679403.3750
Epoch 3/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3745 - mape: 631367.8750 - val_loss: 0.3858 - val_mape: 1886025.2500
Epoch 4/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3712 - mape: 701316.9375 - val_loss: 0.3820 - val_mape: 2093838.5000
Epoch 5/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3680 - mape: 770775.3125 - val_loss: 0.3783 - val_mape: 2303073.7500
Epoch 6/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3648 - mape: 840477.1250 - val_loss: 0.3747 - val_mape: 2507640.7500
Epoch 7/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3617 - mape: 911727.3750 - val_loss: 0.3712 - val_mape: 2709996.5000
Epoch 8/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3587 - mape: 983134.5000 - val_loss: 0.3679 - val_mape: 2913805.0000
Epoch 9/250
1/1 [==============================] - 0s 345ms/step - loss: 0.3557 - mape: 1053307.8750 - val_loss: 0.3647 - val_mape: 3131994.0000
Epoch 10/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3527 - mape: 1122767.5000 - val_loss: 0.3616 - val_mape: 3342281.2500
Epoch 11/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3498 - mape: 1190742.2500 - val_loss: 0.3586 - val_mape: 3551241.0000
Epoch 12/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3469 - mape: 1258867.6250 - val_loss: 0.3556 - val_mape: 3749208.2500
Epoch 13/250
1/1 [==============================] - 0s 261ms/step - loss: 0.3441 - mape: 1326164.3750 - val_loss: 0.3528 - val_mape: 3936026.5000
Epoch 14/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3414 - mape: 1393034.6250 - val_loss: 0.3499 - val_mape: 4128060.5000
Epoch 15/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3388 - mape: 1460033.2500 - val_loss: 0.3470 - val_mape: 4323156.0000
Epoch 16/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3362 - mape: 1527668.0000 - val_loss: 0.3442 - val_mape: 4520934.0000
Epoch 17/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3338 - mape: 1595427.0000 - val_loss: 0.3413 - val_mape: 4722226.0000
Epoch 18/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3313 - mape: 1664029.3750 - val_loss: 0.3384 - val_mape: 4924335.5000
Epoch 19/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3288 - mape: 1734074.8750 - val_loss: 0.3354 - val_mape: 5127726.5000
Epoch 20/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3263 - mape: 1805448.5000 - val_loss: 0.3325 - val_mape: 5334343.0000
Epoch 21/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3239 - mape: 1878325.1250 - val_loss: 0.3296 - val_mape: 5544544.0000
Epoch 22/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3214 - mape: 1953054.1250 - val_loss: 0.3267 - val_mape: 5759081.0000
Epoch 23/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3190 - mape: 2029054.7500 - val_loss: 0.3238 - val_mape: 5977186.5000
Epoch 24/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3166 - mape: 2106669.2500 - val_loss: 0.3209 - val_mape: 6200606.0000
Epoch 25/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3142 - mape: 2185578.0000 - val_loss: 0.3179 - val_mape: 6429145.5000
Epoch 26/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3118 - mape: 2266153.2500 - val_loss: 0.3150 - val_mape: 6663268.0000
Epoch 27/250
1/1 [==============================] - 0s 265ms/step - loss: 0.3095 - mape: 2348412.7500 - val_loss: 0.3121 - val_mape: 6901359.5000
Epoch 28/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3071 - mape: 2432477.2500 - val_loss: 0.3092 - val_mape: 7143143.0000
Epoch 29/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3048 - mape: 2518478.5000 - val_loss: 0.3063 - val_mape: 7389789.5000
Epoch 30/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3024 - mape: 2606858.2500 - val_loss: 0.3035 - val_mape: 7641344.5000
Epoch 31/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3001 - mape: 2697103.0000 - val_loss: 0.3007 - val_mape: 7898078.0000
Epoch 32/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2978 - mape: 2789536.5000 - val_loss: 0.2979 - val_mape: 8160226.5000
Epoch 33/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2955 - mape: 2883929.0000 - val_loss: 0.2951 - val_mape: 8427734.0000
Epoch 34/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2932 - mape: 2980629.0000 - val_loss: 0.2923 - val_mape: 8703155.0000
Epoch 35/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2910 - mape: 3079304.5000 - val_loss: 0.2896 - val_mape: 8986029.0000
Epoch 36/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2887 - mape: 3180549.7500 - val_loss: 0.2870 - val_mape: 9275106.0000
Epoch 37/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2865 - mape: 3284941.0000 - val_loss: 0.2844 - val_mape: 9571693.0000
Epoch 38/250
1/1 [==============================] - 0s 335ms/step - loss: 0.2843 - mape: 3393098.2500 - val_loss: 0.2819 - val_mape: 9875956.0000
Epoch 39/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2821 - mape: 3505139.5000 - val_loss: 0.2794 - val_mape: 10187332.0000
Epoch 40/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2800 - mape: 3620696.2500 - val_loss: 0.2770 - val_mape: 10506371.0000
Epoch 41/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2779 - mape: 3739550.5000 - val_loss: 0.2746 - val_mape: 10833201.0000
Epoch 42/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2759 - mape: 3861956.7500 - val_loss: 0.2724 - val_mape: 11168396.0000
Epoch 43/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2739 - mape: 3988142.2500 - val_loss: 0.2703 - val_mape: 11515174.0000
Epoch 44/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2720 - mape: 4118094.2500 - val_loss: 0.2682 - val_mape: 11871940.0000
Epoch 45/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2701 - mape: 4251070.5000 - val_loss: 0.2663 - val_mape: 12238817.0000
Epoch 46/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2683 - mape: 4387774.5000 - val_loss: 0.2645 - val_mape: 12613283.0000
Epoch 47/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2666 - mape: 4527877.0000 - val_loss: 0.2628 - val_mape: 12995572.0000
Epoch 48/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2650 - mape: 4671305.5000 - val_loss: 0.2612 - val_mape: 13384399.0000
Epoch 49/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2634 - mape: 4817954.0000 - val_loss: 0.2597 - val_mape: 13779459.0000
Epoch 50/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2619 - mape: 4967594.0000 - val_loss: 0.2584 - val_mape: 14180700.0000
Epoch 51/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2605 - mape: 5119969.5000 - val_loss: 0.2572 - val_mape: 14587395.0000
Epoch 52/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2591 - mape: 5275569.5000 - val_loss: 0.2561 - val_mape: 14998213.0000
Epoch 53/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2578 - mape: 5434022.5000 - val_loss: 0.2551 - val_mape: 15410739.0000
Epoch 54/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2566 - mape: 5594281.0000 - val_loss: 0.2544 - val_mape: 15821811.0000
Epoch 55/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2555 - mape: 5755331.0000 - val_loss: 0.2537 - val_mape: 16229984.0000
Epoch 56/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2545 - mape: 5917508.0000 - val_loss: 0.2533 - val_mape: 16631336.0000
Epoch 57/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2536 - mape: 6078536.0000 - val_loss: 0.2528 - val_mape: 17022650.0000
Epoch 58/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2528 - mape: 6236727.0000 - val_loss: 0.2524 - val_mape: 17400132.0000
Epoch 59/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2521 - mape: 6390418.0000 - val_loss: 0.2521 - val_mape: 17759384.0000
Epoch 60/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2515 - mape: 6538109.0000 - val_loss: 0.2518 - val_mape: 18093904.0000
Epoch 61/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2509 - mape: 6677062.5000 - val_loss: 0.2514 - val_mape: 18395980.0000
Epoch 62/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2504 - mape: 6803858.0000 - val_loss: 0.2511 - val_mape: 18659002.0000
Epoch 63/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2499 - mape: 6915320.0000 - val_loss: 0.2507 - val_mape: 18877878.0000
Epoch 64/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2495 - mape: 7008841.5000 - val_loss: 0.2502 - val_mape: 19049296.0000
Epoch 65/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2491 - mape: 7082030.0000 - val_loss: 0.2496 - val_mape: 19170184.0000
Epoch 66/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2486 - mape: 7134004.0000 - val_loss: 0.2489 - val_mape: 19245782.0000
Epoch 67/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2480 - mape: 7165232.0000 - val_loss: 0.2481 - val_mape: 19277772.0000
Epoch 68/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2474 - mape: 7176425.5000 - val_loss: 0.2472 - val_mape: 19267482.0000
Epoch 69/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2468 - mape: 7169294.5000 - val_loss: 0.2462 - val_mape: 19220068.0000
Epoch 70/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2461 - mape: 7146863.0000 - val_loss: 0.2452 - val_mape: 19142686.0000
Epoch 71/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2454 - mape: 7111198.0000 - val_loss: 0.2442 - val_mape: 19041428.0000
Epoch 72/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2447 - mape: 7065908.5000 - val_loss: 0.2431 - val_mape: 18923144.0000
Epoch 73/250
1/1 [==============================] - 0s 330ms/step - loss: 0.2441 - mape: 7013132.0000 - val_loss: 0.2421 - val_mape: 18792042.0000
Epoch 74/250
1/1 [==============================] - 0s 356ms/step - loss: 0.2434 - mape: 6954302.5000 - val_loss: 0.2411 - val_mape: 18653980.0000
Epoch 75/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2428 - mape: 6892516.5000 - val_loss: 0.2401 - val_mape: 18514606.0000
Epoch 76/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2422 - mape: 6829960.0000 - val_loss: 0.2392 - val_mape: 18377036.0000
Epoch 77/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2417 - mape: 6768313.0000 - val_loss: 0.2384 - val_mape: 18243988.0000
Epoch 78/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2412 - mape: 6708750.0000 - val_loss: 0.2376 - val_mape: 18117394.0000
Epoch 79/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2408 - mape: 6652185.5000 - val_loss: 0.2368 - val_mape: 17998452.0000
Epoch 80/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2404 - mape: 6598883.0000 - val_loss: 0.2361 - val_mape: 17889722.0000
Epoch 81/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2400 - mape: 6550068.0000 - val_loss: 0.2354 - val_mape: 17792070.0000
Epoch 82/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2397 - mape: 6505615.5000 - val_loss: 0.2347 - val_mape: 17705426.0000
Epoch 83/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2394 - mape: 6465366.5000 - val_loss: 0.2341 - val_mape: 17629352.0000
Epoch 84/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2392 - mape: 6429306.5000 - val_loss: 0.2335 - val_mape: 17563080.0000
Epoch 85/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2389 - mape: 6396756.5000 - val_loss: 0.2330 - val_mape: 17506818.0000
Epoch 86/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2387 - mape: 6367323.0000 - val_loss: 0.2325 - val_mape: 17458882.0000
Epoch 87/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2385 - mape: 6340105.5000 - val_loss: 0.2320 - val_mape: 17418552.0000
Epoch 88/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2383 - mape: 6314648.5000 - val_loss: 0.2316 - val_mape: 17386988.0000
Epoch 89/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2381 - mape: 6290409.0000 - val_loss: 0.2313 - val_mape: 17361902.0000
Epoch 90/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2379 - mape: 6267257.0000 - val_loss: 0.2309 - val_mape: 17342058.0000
Epoch 91/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2377 - mape: 6245181.0000 - val_loss: 0.2307 - val_mape: 17326732.0000
Epoch 92/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2376 - mape: 6223783.0000 - val_loss: 0.2304 - val_mape: 17315470.0000
Epoch 93/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2374 - mape: 6202907.0000 - val_loss: 0.2302 - val_mape: 17308524.0000
Epoch 94/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2372 - mape: 6182967.0000 - val_loss: 0.2300 - val_mape: 17307734.0000
Epoch 95/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2371 - mape: 6164647.0000 - val_loss: 0.2298 - val_mape: 17313966.0000
Epoch 96/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2369 - mape: 6148504.5000 - val_loss: 0.2296 - val_mape: 17327686.0000
Epoch 97/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2367 - mape: 6134885.0000 - val_loss: 0.2295 - val_mape: 17348592.0000
Epoch 98/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2365 - mape: 6123854.5000 - val_loss: 0.2294 - val_mape: 17376408.0000
Epoch 99/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2364 - mape: 6115446.5000 - val_loss: 0.2293 - val_mape: 17410406.0000
Epoch 100/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2362 - mape: 6109349.5000 - val_loss: 0.2292 - val_mape: 17450142.0000
Epoch 101/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2360 - mape: 6105419.5000 - val_loss: 0.2292 - val_mape: 17496136.0000
Epoch 102/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2359 - mape: 6103834.5000 - val_loss: 0.2291 - val_mape: 17547304.0000
Epoch 103/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2357 - mape: 6104649.0000 - val_loss: 0.2291 - val_mape: 17601224.0000
Epoch 104/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2355 - mape: 6107108.0000 - val_loss: 0.2291 - val_mape: 17658890.0000
Epoch 105/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2353 - mape: 6111138.0000 - val_loss: 0.2291 - val_mape: 17720066.0000
Epoch 106/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2352 - mape: 6116432.0000 - val_loss: 0.2291 - val_mape: 17783046.0000
Epoch 107/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2350 - mape: 6122205.0000 - val_loss: 0.2291 - val_mape: 17847060.0000
Epoch 108/250
1/1 [==============================] - 0s 241ms/step - loss: 0.2348 - mape: 6128148.5000 - val_loss: 0.2292 - val_mape: 17910140.0000
Epoch 109/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2346 - mape: 6133442.0000 - val_loss: 0.2292 - val_mape: 17972428.0000
Epoch 110/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2345 - mape: 6138004.5000 - val_loss: 0.2293 - val_mape: 18034312.0000
Epoch 111/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2343 - mape: 6141801.0000 - val_loss: 0.2293 - val_mape: 18094662.0000
Epoch 112/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2341 - mape: 6144858.5000 - val_loss: 0.2294 - val_mape: 18157072.0000
Epoch 113/250
1/1 [==============================] - 0s 248ms/step - loss: 0.2339 - mape: 6147733.5000 - val_loss: 0.2295 - val_mape: 18222178.0000
Epoch 114/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2337 - mape: 6150496.5000 - val_loss: 0.2296 - val_mape: 18287172.0000
Epoch 115/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2335 - mape: 6152833.0000 - val_loss: 0.2297 - val_mape: 18354574.0000
Epoch 116/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2333 - mape: 6154706.0000 - val_loss: 0.2298 - val_mape: 18422896.0000
Epoch 117/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2331 - mape: 6156022.0000 - val_loss: 0.2298 - val_mape: 18490306.0000
Epoch 118/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2329 - mape: 6156321.5000 - val_loss: 0.2300 - val_mape: 18557848.0000
Epoch 119/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2327 - mape: 6155847.0000 - val_loss: 0.2301 - val_mape: 18626928.0000
Epoch 120/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2325 - mape: 6154894.5000 - val_loss: 0.2302 - val_mape: 18698536.0000
Epoch 121/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2323 - mape: 6153781.5000 - val_loss: 0.2303 - val_mape: 18771512.0000
Epoch 122/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2321 - mape: 6152195.0000 - val_loss: 0.2304 - val_mape: 18846198.0000
Epoch 123/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2318 - mape: 6150601.5000 - val_loss: 0.2305 - val_mape: 18924900.0000
Epoch 124/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2316 - mape: 6149765.5000 - val_loss: 0.2307 - val_mape: 19008038.0000
Epoch 125/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2313 - mape: 6149506.0000 - val_loss: 0.2309 - val_mape: 19098518.0000
Epoch 126/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2311 - mape: 6149908.5000 - val_loss: 0.2312 - val_mape: 19201290.0000
Epoch 127/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2308 - mape: 6151089.0000 - val_loss: 0.2314 - val_mape: 19310690.0000
Epoch 128/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2305 - mape: 6152780.5000 - val_loss: 0.2317 - val_mape: 19425142.0000
Epoch 129/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2303 - mape: 6154738.0000 - val_loss: 0.2320 - val_mape: 19540458.0000
Epoch 130/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2300 - mape: 6155922.0000 - val_loss: 0.2324 - val_mape: 19656830.0000
Epoch 131/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2297 - mape: 6155760.5000 - val_loss: 0.2327 - val_mape: 19773612.0000
Epoch 132/250
1/1 [==============================] - 0s 329ms/step - loss: 0.2294 - mape: 6154703.5000 - val_loss: 0.2330 - val_mape: 19879648.0000
Epoch 133/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2292 - mape: 6150804.5000 - val_loss: 0.2332 - val_mape: 19973062.0000
Epoch 134/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2289 - mape: 6143220.5000 - val_loss: 0.2334 - val_mape: 20054302.0000
Epoch 135/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2286 - mape: 6132092.0000 - val_loss: 0.2335 - val_mape: 20120904.0000
Epoch 136/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2284 - mape: 6117202.0000 - val_loss: 0.2335 - val_mape: 20170412.0000
Epoch 137/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2281 - mape: 6098987.5000 - val_loss: 0.2335 - val_mape: 20201688.0000
Epoch 138/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2279 - mape: 6077366.5000 - val_loss: 0.2334 - val_mape: 20213182.0000
Epoch 139/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2277 - mape: 6052919.5000 - val_loss: 0.2332 - val_mape: 20201894.0000
Epoch 140/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2274 - mape: 6025777.5000 - val_loss: 0.2329 - val_mape: 20164346.0000
Epoch 141/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2272 - mape: 5995124.0000 - val_loss: 0.2325 - val_mape: 20098598.0000
Epoch 142/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2270 - mape: 5960512.0000 - val_loss: 0.2322 - val_mape: 20004894.0000
Epoch 143/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2268 - mape: 5922093.0000 - val_loss: 0.2318 - val_mape: 19889218.0000
Epoch 144/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2265 - mape: 5881040.0000 - val_loss: 0.2313 - val_mape: 19760566.0000
Epoch 145/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2263 - mape: 5838876.0000 - val_loss: 0.2309 - val_mape: 19624178.0000
Epoch 146/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2261 - mape: 5796681.5000 - val_loss: 0.2305 - val_mape: 19489342.0000
Epoch 147/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2259 - mape: 5756492.0000 - val_loss: 0.2302 - val_mape: 19364486.0000
Epoch 148/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2257 - mape: 5718815.0000 - val_loss: 0.2298 - val_mape: 19251942.0000
Epoch 149/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2255 - mape: 5684319.0000 - val_loss: 0.2295 - val_mape: 19152134.0000
Epoch 150/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2253 - mape: 5653084.5000 - val_loss: 0.2293 - val_mape: 19067772.0000
Epoch 151/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2251 - mape: 5624433.0000 - val_loss: 0.2291 - val_mape: 18999188.0000
Epoch 152/250
1/1 [==============================] - 0s 331ms/step - loss: 0.2249 - mape: 5599152.0000 - val_loss: 0.2289 - val_mape: 18941300.0000
Epoch 153/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2248 - mape: 5575835.0000 - val_loss: 0.2288 - val_mape: 18892026.0000
Epoch 154/250
1/1 [==============================] - 0s 357ms/step - loss: 0.2246 - mape: 5553773.5000 - val_loss: 0.2288 - val_mape: 18846530.0000
Epoch 155/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2244 - mape: 5531200.5000 - val_loss: 0.2288 - val_mape: 18809122.0000
Epoch 156/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2242 - mape: 5509635.5000 - val_loss: 0.2288 - val_mape: 18782936.0000
Epoch 157/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2240 - mape: 5491478.5000 - val_loss: 0.2288 - val_mape: 18765030.0000
Epoch 158/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2238 - mape: 5475417.0000 - val_loss: 0.2288 - val_mape: 18752556.0000
Epoch 159/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2236 - mape: 5461635.5000 - val_loss: 0.2289 - val_mape: 18746370.0000
Epoch 160/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2234 - mape: 5450177.0000 - val_loss: 0.2289 - val_mape: 18744528.0000
Epoch 161/250
1/1 [==============================] - 0s 241ms/step - loss: 0.2232 - mape: 5440592.5000 - val_loss: 0.2290 - val_mape: 18740322.0000
Epoch 162/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2230 - mape: 5430995.5000 - val_loss: 0.2291 - val_mape: 18732398.0000
Epoch 163/250
1/1 [==============================] - 0s 243ms/step - loss: 0.2228 - mape: 5421635.0000 - val_loss: 0.2291 - val_mape: 18716350.0000
Epoch 164/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2227 - mape: 5410920.5000 - val_loss: 0.2292 - val_mape: 18692058.0000
Epoch 165/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2225 - mape: 5398575.5000 - val_loss: 0.2293 - val_mape: 18665350.0000
Epoch 166/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2223 - mape: 5386037.5000 - val_loss: 0.2293 - val_mape: 18640346.0000
Epoch 167/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2221 - mape: 5374555.0000 - val_loss: 0.2294 - val_mape: 18615494.0000
Epoch 168/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2219 - mape: 5363600.0000 - val_loss: 0.2294 - val_mape: 18588198.0000
Epoch 169/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2217 - mape: 5352152.5000 - val_loss: 0.2295 - val_mape: 18562330.0000
Epoch 170/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2215 - mape: 5341125.0000 - val_loss: 0.2295 - val_mape: 18542598.0000
Epoch 171/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2213 - mape: 5331948.5000 - val_loss: 0.2295 - val_mape: 18527336.0000
Epoch 172/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2211 - mape: 5323531.5000 - val_loss: 0.2296 - val_mape: 18512018.0000
Epoch 173/250
1/1 [==============================] - 0s 242ms/step - loss: 0.2209 - mape: 5313504.5000 - val_loss: 0.2296 - val_mape: 18492034.0000
Epoch 174/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2207 - mape: 5300556.0000 - val_loss: 0.2297 - val_mape: 18470900.0000
Epoch 175/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2205 - mape: 5286083.0000 - val_loss: 0.2297 - val_mape: 18451752.0000
Epoch 176/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2203 - mape: 5271681.0000 - val_loss: 0.2297 - val_mape: 18441624.0000
Epoch 177/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2201 - mape: 5260368.0000 - val_loss: 0.2297 - val_mape: 18443508.0000
Epoch 178/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2199 - mape: 5253204.5000 - val_loss: 0.2296 - val_mape: 18451048.0000
Epoch 179/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2197 - mape: 5248079.5000 - val_loss: 0.2296 - val_mape: 18456456.0000
Epoch 180/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2195 - mape: 5241730.5000 - val_loss: 0.2296 - val_mape: 18455480.0000
Epoch 181/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2193 - mape: 5232986.5000 - val_loss: 0.2297 - val_mape: 18449058.0000
Epoch 182/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2191 - mape: 5222070.5000 - val_loss: 0.2298 - val_mape: 18444112.0000
Epoch 183/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2189 - mape: 5211932.0000 - val_loss: 0.2299 - val_mape: 18450440.0000
Epoch 184/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2187 - mape: 5206117.5000 - val_loss: 0.2299 - val_mape: 18462572.0000
Epoch 185/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2185 - mape: 5202366.5000 - val_loss: 0.2299 - val_mape: 18470222.0000
Epoch 186/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2183 - mape: 5197436.0000 - val_loss: 0.2299 - val_mape: 18468546.0000
Epoch 187/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2181 - mape: 5188773.5000 - val_loss: 0.2300 - val_mape: 18455672.0000
Epoch 188/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2179 - mape: 5176238.0000 - val_loss: 0.2301 - val_mape: 18436872.0000
Epoch 189/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2176 - mape: 5161677.0000 - val_loss: 0.2302 - val_mape: 18427568.0000
Epoch 190/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2174 - mape: 5150003.0000 - val_loss: 0.2302 - val_mape: 18430290.0000
Epoch 191/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2172 - mape: 5141739.0000 - val_loss: 0.2302 - val_mape: 18439110.0000
Epoch 192/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2170 - mape: 5134872.0000 - val_loss: 0.2302 - val_mape: 18443808.0000
Epoch 193/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2167 - mape: 5126757.5000 - val_loss: 0.2303 - val_mape: 18431450.0000
Epoch 194/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2165 - mape: 5112560.5000 - val_loss: 0.2304 - val_mape: 18413516.0000
Epoch 195/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2162 - mape: 5096762.5000 - val_loss: 0.2305 - val_mape: 18396878.0000
Epoch 196/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2160 - mape: 5082091.5000 - val_loss: 0.2306 - val_mape: 18386828.0000
Epoch 197/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2157 - mape: 5070541.5000 - val_loss: 0.2307 - val_mape: 18388002.0000
Epoch 198/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2155 - mape: 5063698.5000 - val_loss: 0.2308 - val_mape: 18396798.0000
Epoch 199/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2152 - mape: 5060136.0000 - val_loss: 0.2309 - val_mape: 18401706.0000
Epoch 200/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2149 - mape: 5054936.5000 - val_loss: 0.2309 - val_mape: 18397514.0000
Epoch 201/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2146 - mape: 5046896.0000 - val_loss: 0.2310 - val_mape: 18391034.0000
Epoch 202/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2143 - mape: 5037420.5000 - val_loss: 0.2311 - val_mape: 18389236.0000
Epoch 203/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2140 - mape: 5027812.5000 - val_loss: 0.2312 - val_mape: 18395344.0000
Epoch 204/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2137 - mape: 5018056.5000 - val_loss: 0.2312 - val_mape: 18408046.0000
Epoch 205/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2134 - mape: 5007707.0000 - val_loss: 0.2313 - val_mape: 18420620.0000
Epoch 206/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2131 - mape: 4994948.0000 - val_loss: 0.2314 - val_mape: 18444872.0000
Epoch 207/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2128 - mape: 4983509.5000 - val_loss: 0.2315 - val_mape: 18483810.0000
Epoch 208/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2125 - mape: 4974531.0000 - val_loss: 0.2316 - val_mape: 18530024.0000
Epoch 209/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2121 - mape: 4967056.0000 - val_loss: 0.2318 - val_mape: 18562238.0000
Epoch 210/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2118 - mape: 4953238.0000 - val_loss: 0.2320 - val_mape: 18586356.0000
Epoch 211/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2114 - mape: 4934943.5000 - val_loss: 0.2321 - val_mape: 18611532.0000
Epoch 212/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2111 - mape: 4919766.5000 - val_loss: 0.2322 - val_mape: 18631770.0000
Epoch 213/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2107 - mape: 4907050.0000 - val_loss: 0.2322 - val_mape: 18656308.0000
Epoch 214/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2103 - mape: 4897121.0000 - val_loss: 0.2322 - val_mape: 18660536.0000
Epoch 215/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2099 - mape: 4881018.0000 - val_loss: 0.2322 - val_mape: 18670704.0000
Epoch 216/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2095 - mape: 4865561.5000 - val_loss: 0.2321 - val_mape: 18708264.0000
Epoch 217/250
1/1 [==============================] - 0s 243ms/step - loss: 0.2091 - mape: 4857813.0000 - val_loss: 0.2321 - val_mape: 18748346.0000
Epoch 218/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2087 - mape: 4849658.5000 - val_loss: 0.2322 - val_mape: 18792236.0000
Epoch 219/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2083 - mape: 4842608.0000 - val_loss: 0.2324 - val_mape: 18835360.0000
Epoch 220/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2079 - mape: 4834893.5000 - val_loss: 0.2326 - val_mape: 18879422.0000
Epoch 221/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2075 - mape: 4825230.0000 - val_loss: 0.2328 - val_mape: 18919974.0000
Epoch 222/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2070 - mape: 4804957.0000 - val_loss: 0.2329 - val_mape: 18989480.0000
Epoch 223/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2066 - mape: 4789574.0000 - val_loss: 0.2329 - val_mape: 19085064.0000
Epoch 224/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2061 - mape: 4776657.0000 - val_loss: 0.2329 - val_mape: 19180372.0000
Epoch 225/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2057 - mape: 4758849.0000 - val_loss: 0.2331 - val_mape: 19256776.0000
Epoch 226/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2052 - mape: 4732896.5000 - val_loss: 0.2333 - val_mape: 19311736.0000
Epoch 227/250
1/1 [==============================] - 0s 241ms/step - loss: 0.2048 - mape: 4710883.0000 - val_loss: 0.2335 - val_mape: 19357570.0000
Epoch 228/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2044 - mape: 4698783.5000 - val_loss: 0.2338 - val_mape: 19353490.0000
Epoch 229/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2040 - mape: 4674200.5000 - val_loss: 0.2342 - val_mape: 19380034.0000
Epoch 230/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2036 - mape: 4656228.5000 - val_loss: 0.2343 - val_mape: 19469370.0000
Epoch 231/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2033 - mape: 4658834.0000 - val_loss: 0.2347 - val_mape: 19532040.0000
Epoch 232/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2029 - mape: 4641392.5000 - val_loss: 0.2352 - val_mape: 19566196.0000
Epoch 233/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2026 - mape: 4611529.0000 - val_loss: 0.2352 - val_mape: 19655938.0000
Epoch 234/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2023 - mape: 4608159.0000 - val_loss: 0.2358 - val_mape: 19686758.0000
Epoch 235/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2019 - mape: 4582569.5000 - val_loss: 0.2366 - val_mape: 19717790.0000
Epoch 236/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2016 - mape: 4568854.5000 - val_loss: 0.2374 - val_mape: 19781878.0000
Epoch 237/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2013 - mape: 4578136.0000 - val_loss: 0.2386 - val_mape: 19790898.0000
Epoch 238/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2009 - mape: 4567298.5000 - val_loss: 0.2395 - val_mape: 19848986.0000
Epoch 239/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2005 - mape: 4573795.5000 - val_loss: 0.2402 - val_mape: 19934394.0000
Epoch 240/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2002 - mape: 4579677.0000 - val_loss: 0.2408 - val_mape: 20019208.0000
Epoch 241/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1999 - mape: 4574326.5000 - val_loss: 0.2414 - val_mape: 20078496.0000
Epoch 242/250
1/1 [==============================] - 0s 243ms/step - loss: 0.1995 - mape: 4557960.0000 - val_loss: 0.2419 - val_mape: 20151708.0000
Epoch 243/250
1/1 [==============================] - 0s 255ms/step - loss: 0.1992 - mape: 4553846.5000 - val_loss: 0.2430 - val_mape: 20148344.0000
Epoch 244/250
1/1 [==============================] - 0s 303ms/step - loss: 0.1989 - mape: 4527692.0000 - val_loss: 0.2440 - val_mape: 20188336.0000
Epoch 245/250
1/1 [==============================] - 0s 248ms/step - loss: 0.1986 - mape: 4525450.0000 - val_loss: 0.2449 - val_mape: 20256908.0000
Epoch 246/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1983 - mape: 4539419.5000 - val_loss: 0.2462 - val_mape: 20277630.0000
Epoch 247/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1980 - mape: 4515056.0000 - val_loss: 0.2465 - val_mape: 20452442.0000
Epoch 248/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1976 - mape: 4560364.5000 - val_loss: 0.2472 - val_mape: 20528324.0000
Epoch 249/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1972 - mape: 4545982.5000 - val_loss: 0.2481 - val_mape: 20604272.0000
Epoch 250/250
1/1 [==============================] - 0s 255ms/step - loss: 0.1969 - mape: 4520863.0000 - val_loss: 0.2488 - val_mape: 20807898.0000
1/1 [==============================] - 0s 288ms/step
Epoch 1/250
1/1 [==============================] - 4s 4s/step - loss: 0.4043 - mape: 152785.8594 - val_loss: 0.4052 - val_mape: 698865.5000
Epoch 2/250
1/1 [==============================] - 0s 364ms/step - loss: 0.3848 - mape: 367109.5625 - val_loss: 0.3959 - val_mape: 1209218.6250
Epoch 3/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3728 - mape: 607122.0625 - val_loss: 0.3865 - val_mape: 1723176.0000
Epoch 4/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3626 - mape: 829796.9375 - val_loss: 0.3764 - val_mape: 2289681.2500
Epoch 5/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3520 - mape: 1078016.6250 - val_loss: 0.3657 - val_mape: 2984822.0000
Epoch 6/250
1/1 [==============================] - 0s 331ms/step - loss: 0.3407 - mape: 1360549.2500 - val_loss: 0.3546 - val_mape: 3763150.5000
Epoch 7/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3288 - mape: 1688458.5000 - val_loss: 0.3428 - val_mape: 4613885.0000
Epoch 8/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3164 - mape: 2057931.7500 - val_loss: 0.3300 - val_mape: 5579558.5000
Epoch 9/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3038 - mape: 2475811.2500 - val_loss: 0.3163 - val_mape: 6688791.0000
Epoch 10/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2912 - mape: 2950819.7500 - val_loss: 0.3018 - val_mape: 7963310.5000
Epoch 11/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2789 - mape: 3499212.5000 - val_loss: 0.2872 - val_mape: 9433359.0000
Epoch 12/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2678 - mape: 4143497.0000 - val_loss: 0.2739 - val_mape: 11123604.0000
Epoch 13/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2586 - mape: 4903381.5000 - val_loss: 0.2625 - val_mape: 13068814.0000
Epoch 14/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2525 - mape: 5803694.0000 - val_loss: 0.2543 - val_mape: 15217166.0000
Epoch 15/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2537 - mape: 6825430.5000 - val_loss: 0.2514 - val_mape: 16930694.0000
Epoch 16/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2633 - mape: 7622084.0000 - val_loss: 0.2510 - val_mape: 17488018.0000
Epoch 17/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2645 - mape: 7791368.0000 - val_loss: 0.2506 - val_mape: 17258900.0000
Epoch 18/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2585 - mape: 7565605.5000 - val_loss: 0.2505 - val_mape: 16645320.0000
Epoch 19/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2522 - mape: 7170894.0000 - val_loss: 0.2510 - val_mape: 15946449.0000
Epoch 19: early stopping
1/1 [==============================] - 0s 323ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3732 - mape: 611829.0625 - val_loss: 0.3480 - val_mape: 4448033.5000
Epoch 2/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3317 - mape: 1628081.0000 - val_loss: 0.3143 - val_mape: 6717067.0000
Epoch 3/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3014 - mape: 2552560.0000 - val_loss: 0.2833 - val_mape: 9410538.0000
Epoch 4/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2755 - mape: 3602249.2500 - val_loss: 0.2579 - val_mape: 12775418.0000
Epoch 5/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2560 - mape: 4910922.5000 - val_loss: 0.2455 - val_mape: 16939320.0000
Epoch 6/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2465 - mape: 6561301.0000 - val_loss: 0.2518 - val_mape: 21477400.0000
Epoch 7/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2621 - mape: 8404252.0000 - val_loss: 0.2548 - val_mape: 22203486.0000
Epoch 8/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2633 - mape: 8539258.0000 - val_loss: 0.2499 - val_mape: 20983654.0000
Epoch 9/250
1/1 [==============================] - 0s 245ms/step - loss: 0.2514 - mape: 7905871.5000 - val_loss: 0.2462 - val_mape: 19337868.0000
Epoch 10/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2447 - mape: 7148315.5000 - val_loss: 0.2446 - val_mape: 17935052.0000
Epoch 11/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2432 - mape: 6520914.0000 - val_loss: 0.2444 - val_mape: 16917876.0000
Epoch 12/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2435 - mape: 6056987.0000 - val_loss: 0.2446 - val_mape: 16259103.0000
Epoch 13/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2439 - mape: 5740010.0000 - val_loss: 0.2445 - val_mape: 15920279.0000
Epoch 14/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2438 - mape: 5547320.5000 - val_loss: 0.2439 - val_mape: 15882646.0000
Epoch 15/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2430 - mape: 5466194.5000 - val_loss: 0.2427 - val_mape: 16136077.0000
Epoch 16/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2413 - mape: 5485392.5000 - val_loss: 0.2413 - val_mape: 16674632.0000
Epoch 17/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2388 - mape: 5613937.5000 - val_loss: 0.2399 - val_mape: 17492358.0000
Epoch 18/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2359 - mape: 5851527.5000 - val_loss: 0.2392 - val_mape: 18588360.0000
Epoch 19/250
1/1 [==============================] - 0s 245ms/step - loss: 0.2338 - mape: 6192777.5000 - val_loss: 0.2407 - val_mape: 19820812.0000
Epoch 20/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2345 - mape: 6581189.0000 - val_loss: 0.2430 - val_mape: 20619220.0000
Epoch 21/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2360 - mape: 6779758.0000 - val_loss: 0.2424 - val_mape: 20453024.0000
Epoch 22/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2344 - mape: 6642514.0000 - val_loss: 0.2404 - val_mape: 19660964.0000
Epoch 23/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2317 - mape: 6307390.5000 - val_loss: 0.2393 - val_mape: 18743506.0000
Epoch 24/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2308 - mape: 5947154.5000 - val_loss: 0.2398 - val_mape: 18048142.0000
Epoch 25/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2312 - mape: 5666076.5000 - val_loss: 0.2406 - val_mape: 17706992.0000
Epoch 26/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2315 - mape: 5498754.5000 - val_loss: 0.2411 - val_mape: 17752892.0000
Epoch 27/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2311 - mape: 5445323.0000 - val_loss: 0.2412 - val_mape: 18178452.0000
Epoch 28/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2301 - mape: 5497616.0000 - val_loss: 0.2413 - val_mape: 18901976.0000
Epoch 29/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2291 - mape: 5632344.5000 - val_loss: 0.2420 - val_mape: 19617670.0000
Epoch 30/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2290 - mape: 5787026.5000 - val_loss: 0.2424 - val_mape: 19765456.0000
Epoch 31/250
1/1 [==============================] - 0s 247ms/step - loss: 0.2288 - mape: 5848404.5000 - val_loss: 0.2420 - val_mape: 19220926.0000
Epoch 32/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2280 - mape: 5774751.0000 - val_loss: 0.2422 - val_mape: 18305400.0000
Epoch 33/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2272 - mape: 5622390.5000 - val_loss: 0.2433 - val_mape: 17420980.0000
Epoch 34/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2269 - mape: 5467262.5000 - val_loss: 0.2448 - val_mape: 16828410.0000
Epoch 35/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2269 - mape: 5362480.0000 - val_loss: 0.2459 - val_mape: 16626031.0000
Epoch 36/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2267 - mape: 5336920.5000 - val_loss: 0.2462 - val_mape: 16787524.0000
Epoch 37/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2262 - mape: 5385469.0000 - val_loss: 0.2461 - val_mape: 17211302.0000
Epoch 38/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2255 - mape: 5478697.5000 - val_loss: 0.2460 - val_mape: 17712998.0000
Epoch 39/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2250 - mape: 5573219.0000 - val_loss: 0.2462 - val_mape: 18153366.0000
Epoch 40/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2245 - mape: 5634514.0000 - val_loss: 0.2469 - val_mape: 18396610.0000
Epoch 41/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2240 - mape: 5632632.0000 - val_loss: 0.2484 - val_mape: 18330182.0000
Epoch 42/250
1/1 [==============================] - 0s 335ms/step - loss: 0.2235 - mape: 5553258.5000 - val_loss: 0.2507 - val_mape: 18028498.0000
Epoch 43/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2230 - mape: 5435898.5000 - val_loss: 0.2532 - val_mape: 17674348.0000
Epoch 44/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2225 - mape: 5326456.5000 - val_loss: 0.2551 - val_mape: 17480944.0000
Epoch 45/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2219 - mape: 5282509.0000 - val_loss: 0.2565 - val_mape: 17487024.0000
Epoch 46/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2211 - mape: 5301997.5000 - val_loss: 0.2578 - val_mape: 17523074.0000
Epoch 47/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2204 - mape: 5337266.0000 - val_loss: 0.2596 - val_mape: 17381790.0000
Epoch 48/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2198 - mape: 5325471.5000 - val_loss: 0.2624 - val_mape: 16986672.0000
Epoch 49/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2190 - mape: 5232479.5000 - val_loss: 0.2655 - val_mape: 16584905.0000
Epoch 50/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2183 - mape: 5112018.0000 - val_loss: 0.2670 - val_mape: 16545907.0000
Epoch 51/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2175 - mape: 5065477.5000 - val_loss: 0.2669 - val_mape: 16916648.0000
Epoch 52/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2167 - mape: 5135571.5000 - val_loss: 0.2680 - val_mape: 17122476.0000
Epoch 53/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2159 - mape: 5143659.5000 - val_loss: 0.2711 - val_mape: 16988112.0000
Epoch 54/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2150 - mape: 5051442.0000 - val_loss: 0.2755 - val_mape: 16743228.0000
Epoch 55/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2142 - mape: 4926453.0000 - val_loss: 0.2787 - val_mape: 16902014.0000
Epoch 56/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2131 - mape: 4941068.5000 - val_loss: 0.2816 - val_mape: 17125762.0000
Epoch 57/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2122 - mape: 5008740.5000 - val_loss: 0.2886 - val_mape: 16630284.0000
Epoch 58/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2111 - mape: 4870110.0000 - val_loss: 0.2922 - val_mape: 16540328.0000
Epoch 59/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2102 - mape: 4862951.0000 - val_loss: 0.2931 - val_mape: 16761641.0000
Epoch 60/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2092 - mape: 4918132.0000 - val_loss: 0.2970 - val_mape: 16797922.0000
Epoch 61/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2081 - mape: 4809839.0000 - val_loss: 0.2981 - val_mape: 17342434.0000
Epoch 62/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2069 - mape: 4810100.5000 - val_loss: 0.2994 - val_mape: 18130696.0000
Epoch 63/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2059 - mape: 4873919.0000 - val_loss: 0.3074 - val_mape: 17475658.0000
Epoch 64/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2048 - mape: 4550234.5000 - val_loss: 0.3072 - val_mape: 18946304.0000
Epoch 65/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2036 - mape: 4888396.0000 - val_loss: 0.3175 - val_mape: 18336730.0000
Epoch 66/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2018 - mape: 4429910.0000 - val_loss: 0.3248 - val_mape: 20365822.0000
Epoch 67/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2000 - mape: 4507826.0000 - val_loss: 0.3237 - val_mape: 19115010.0000
Epoch 68/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1990 - mape: 4342194.5000 - val_loss: 0.3309 - val_mape: 18721320.0000
Epoch 69/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1982 - mape: 4041950.5000 - val_loss: 0.3436 - val_mape: 22315162.0000
Epoch 70/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1977 - mape: 4485135.5000 - val_loss: 0.3475 - val_mape: 17227928.0000
Epoch 71/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2004 - mape: 3633384.5000 - val_loss: 0.3525 - val_mape: 20288280.0000
Epoch 72/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1945 - mape: 4135929.5000 - val_loss: 0.3679 - val_mape: 24340106.0000
Epoch 73/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2006 - mape: 4599034.5000 - val_loss: 0.3551 - val_mape: 15583297.0000
Epoch 74/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1986 - mape: 3301605.2500 - val_loss: 18662656000.0000 - val_mape: 5401424538728660992.0000
Epoch 75/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1987 - mape: 3423567.7500 - val_loss: 25261894533120.0000 - val_mape: 8343695743589518671872.0000
Epoch 76/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2000 - mape: 4185423.7500 - val_loss: 11939168343031808.0000 - val_mape: 4065532401945940754169856.0000
Epoch 77/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1971 - mape: 3998931.5000 - val_loss: 37335536523804672.0000 - val_mape: 13829456009691279042543616.0000
Epoch 77: early stopping
1/1 [==============================] - 0s 310ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4339 - mape: 409064.0938 - val_loss: 0.4397 - val_mape: 691624.3125
Epoch 2/250
1/1 [==============================] - 0s 423ms/step - loss: 0.4294 - mape: 336296.6250 - val_loss: 0.4375 - val_mape: 520056.6250
Epoch 3/250
1/1 [==============================] - 0s 295ms/step - loss: 0.4256 - mape: 272678.2812 - val_loss: 0.4360 - val_mape: 436682.7500
Epoch 4/250
1/1 [==============================] - 0s 298ms/step - loss: 0.4225 - mape: 228307.3906 - val_loss: 0.4349 - val_mape: 410104.0938
Epoch 5/250
1/1 [==============================] - 0s 299ms/step - loss: 0.4204 - mape: 203969.6406 - val_loss: 0.4340 - val_mape: 382441.6250
Epoch 6/250
1/1 [==============================] - 0s 349ms/step - loss: 0.4189 - mape: 184214.0312 - val_loss: 0.4334 - val_mape: 353348.5312
Epoch 7/250
1/1 [==============================] - 0s 293ms/step - loss: 0.4178 - mape: 169077.8438 - val_loss: 0.4327 - val_mape: 323045.2500
Epoch 8/250
1/1 [==============================] - 0s 309ms/step - loss: 0.4169 - mape: 155549.2656 - val_loss: 0.4321 - val_mape: 293197.8125
Epoch 9/250
1/1 [==============================] - 0s 295ms/step - loss: 0.4162 - mape: 143680.1875 - val_loss: 0.4315 - val_mape: 262538.8750
Epoch 10/250
1/1 [==============================] - 0s 311ms/step - loss: 0.4155 - mape: 133059.5312 - val_loss: 0.4309 - val_mape: 237964.2031
Epoch 11/250
1/1 [==============================] - 0s 327ms/step - loss: 0.4149 - mape: 122685.8516 - val_loss: 0.4303 - val_mape: 215076.3594
Epoch 12/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4143 - mape: 112264.1250 - val_loss: 0.4298 - val_mape: 192949.4375
Epoch 13/250
1/1 [==============================] - 0s 297ms/step - loss: 0.4136 - mape: 102310.6641 - val_loss: 0.4292 - val_mape: 170219.3594
Epoch 14/250
1/1 [==============================] - 0s 292ms/step - loss: 0.4130 - mape: 92640.8203 - val_loss: 0.4287 - val_mape: 146909.4844
Epoch 15/250
1/1 [==============================] - 0s 331ms/step - loss: 0.4124 - mape: 83192.5781 - val_loss: 0.4281 - val_mape: 122522.1484
Epoch 16/250
1/1 [==============================] - 0s 320ms/step - loss: 0.4118 - mape: 73712.0391 - val_loss: 0.4275 - val_mape: 98014.4219
Epoch 17/250
1/1 [==============================] - 0s 308ms/step - loss: 0.4112 - mape: 64263.9883 - val_loss: 0.4269 - val_mape: 73316.8516
Epoch 18/250
1/1 [==============================] - 0s 302ms/step - loss: 0.4106 - mape: 54852.9180 - val_loss: 0.4264 - val_mape: 49308.5703
Epoch 19/250
1/1 [==============================] - 0s 302ms/step - loss: 0.4100 - mape: 45416.2500 - val_loss: 0.4258 - val_mape: 33172.5703
Epoch 20/250
1/1 [==============================] - 0s 311ms/step - loss: 0.4094 - mape: 36599.5508 - val_loss: 0.4252 - val_mape: 42263.4766
Epoch 21/250
1/1 [==============================] - 0s 292ms/step - loss: 0.4088 - mape: 29951.4043 - val_loss: 0.4247 - val_mape: 62550.8906
Epoch 22/250
1/1 [==============================] - 0s 294ms/step - loss: 0.4081 - mape: 27167.9805 - val_loss: 0.4242 - val_mape: 85476.1094
Epoch 23/250
1/1 [==============================] - 0s 291ms/step - loss: 0.4075 - mape: 28234.4551 - val_loss: 0.4236 - val_mape: 110550.2812
Epoch 24/250
1/1 [==============================] - 0s 334ms/step - loss: 0.4069 - mape: 32266.9629 - val_loss: 0.4231 - val_mape: 136449.7344
Epoch 25/250
1/1 [==============================] - 0s 333ms/step - loss: 0.4063 - mape: 36420.8398 - val_loss: 0.4226 - val_mape: 157488.5000
Epoch 26/250
1/1 [==============================] - 0s 359ms/step - loss: 0.4057 - mape: 40245.3555 - val_loss: 0.4221 - val_mape: 175339.6875
Epoch 27/250
1/1 [==============================] - 0s 338ms/step - loss: 0.4052 - mape: 43512.1289 - val_loss: 0.4216 - val_mape: 192446.3594
Epoch 28/250
1/1 [==============================] - 0s 333ms/step - loss: 0.4047 - mape: 46051.5703 - val_loss: 0.4212 - val_mape: 209773.0625
Epoch 29/250
1/1 [==============================] - 0s 334ms/step - loss: 0.4043 - mape: 50015.8789 - val_loss: 0.4208 - val_mape: 227350.1250
Epoch 30/250
1/1 [==============================] - 0s 351ms/step - loss: 0.4038 - mape: 54814.1719 - val_loss: 0.4204 - val_mape: 243474.3750
Epoch 31/250
1/1 [==============================] - 0s 294ms/step - loss: 0.4035 - mape: 60070.6523 - val_loss: 0.4201 - val_mape: 259867.5156
Epoch 32/250
1/1 [==============================] - 0s 287ms/step - loss: 0.4031 - mape: 65528.0938 - val_loss: 0.4197 - val_mape: 276933.6875
Epoch 33/250
1/1 [==============================] - 0s 278ms/step - loss: 0.4027 - mape: 71326.6875 - val_loss: 0.4194 - val_mape: 294769.1875
Epoch 34/250
1/1 [==============================] - 0s 280ms/step - loss: 0.4024 - mape: 77310.3203 - val_loss: 0.4190 - val_mape: 312984.8125
Epoch 35/250
1/1 [==============================] - 0s 306ms/step - loss: 0.4021 - mape: 83469.8047 - val_loss: 0.4187 - val_mape: 331776.1250
Epoch 36/250
1/1 [==============================] - 0s 294ms/step - loss: 0.4018 - mape: 89286.6250 - val_loss: 0.4183 - val_mape: 351017.7188
Epoch 37/250
1/1 [==============================] - 0s 287ms/step - loss: 0.4015 - mape: 95184.2188 - val_loss: 0.4179 - val_mape: 370963.9062
Epoch 38/250
1/1 [==============================] - 0s 282ms/step - loss: 0.4012 - mape: 101405.7109 - val_loss: 0.4175 - val_mape: 392058.1562
Epoch 39/250
1/1 [==============================] - 0s 301ms/step - loss: 0.4008 - mape: 108086.0156 - val_loss: 0.4170 - val_mape: 414141.0312
Epoch 40/250
1/1 [==============================] - 0s 268ms/step - loss: 0.4004 - mape: 115247.8828 - val_loss: 0.4166 - val_mape: 436864.1562
Epoch 41/250
1/1 [==============================] - 0s 320ms/step - loss: 0.4000 - mape: 122847.0859 - val_loss: 0.4161 - val_mape: 460501.7500
Epoch 42/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3996 - mape: 130834.4297 - val_loss: 0.4156 - val_mape: 484909.7188
Epoch 43/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3991 - mape: 139170.6094 - val_loss: 0.4151 - val_mape: 509694.1562
Epoch 44/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3987 - mape: 147857.0938 - val_loss: 0.4146 - val_mape: 535279.7500
Epoch 45/250
1/1 [==============================] - 0s 264ms/step - loss: 0.3982 - mape: 156871.4375 - val_loss: 0.4141 - val_mape: 561676.1875
Epoch 46/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3977 - mape: 166180.7344 - val_loss: 0.4136 - val_mape: 588839.1250
Epoch 47/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3971 - mape: 175759.5469 - val_loss: 0.4131 - val_mape: 616782.2500
Epoch 48/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3966 - mape: 185664.6406 - val_loss: 0.4125 - val_mape: 645621.4375
Epoch 49/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3960 - mape: 195847.4375 - val_loss: 0.4120 - val_mape: 674608.8750
Epoch 50/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3954 - mape: 206340.3281 - val_loss: 0.4114 - val_mape: 704130.6250
Epoch 51/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3948 - mape: 217262.7344 - val_loss: 0.4108 - val_mape: 734332.7500
Epoch 52/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3942 - mape: 228479.9062 - val_loss: 0.4103 - val_mape: 765042.0625
Epoch 53/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3936 - mape: 239967.5938 - val_loss: 0.4097 - val_mape: 796384.5000
Epoch 54/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3930 - mape: 251635.8438 - val_loss: 0.4091 - val_mape: 828471.6875
Epoch 55/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3923 - mape: 263539.1875 - val_loss: 0.4085 - val_mape: 861107.3750
Epoch 56/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3917 - mape: 275694.4688 - val_loss: 0.4079 - val_mape: 894607.0625
Epoch 57/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3910 - mape: 288117.5000 - val_loss: 0.4073 - val_mape: 929151.8125
Epoch 58/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3903 - mape: 300865.6875 - val_loss: 0.4066 - val_mape: 961032.3125
Epoch 59/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3896 - mape: 314004.0938 - val_loss: 0.4059 - val_mape: 995115.7500
Epoch 60/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3889 - mape: 327560.9688 - val_loss: 0.4052 - val_mape: 1032781.1250
Epoch 61/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3881 - mape: 341605.1250 - val_loss: 0.4045 - val_mape: 1073135.6250
Epoch 62/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3873 - mape: 356092.8125 - val_loss: 0.4037 - val_mape: 1115400.3750
Epoch 63/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3866 - mape: 371100.1250 - val_loss: 0.4029 - val_mape: 1159382.0000
Epoch 64/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3857 - mape: 386701.9375 - val_loss: 0.4020 - val_mape: 1205642.7500
Epoch 65/250
1/1 [==============================] - 0s 267ms/step - loss: 0.3849 - mape: 402960.7188 - val_loss: 0.4011 - val_mape: 1254795.5000
Epoch 66/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3840 - mape: 419973.9375 - val_loss: 0.4002 - val_mape: 1304657.0000
Epoch 67/250
1/1 [==============================] - 0s 265ms/step - loss: 0.3831 - mape: 437950.8438 - val_loss: 0.3993 - val_mape: 1355952.0000
Epoch 68/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3821 - mape: 456779.5000 - val_loss: 0.3983 - val_mape: 1409814.2500
Epoch 69/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3811 - mape: 476588.5000 - val_loss: 0.3972 - val_mape: 1466497.7500
Epoch 70/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3801 - mape: 497405.3125 - val_loss: 0.3961 - val_mape: 1526451.5000
Epoch 71/250
1/1 [==============================] - 0s 265ms/step - loss: 0.3790 - mape: 519360.4062 - val_loss: 0.3950 - val_mape: 1589593.2500
Epoch 72/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3778 - mape: 542601.8750 - val_loss: 0.3937 - val_mape: 1655936.7500
Epoch 73/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3766 - mape: 567156.6875 - val_loss: 0.3924 - val_mape: 1725918.2500
Epoch 74/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3753 - mape: 593156.4375 - val_loss: 0.3910 - val_mape: 1799941.1250
Epoch 75/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3740 - mape: 620812.0625 - val_loss: 0.3895 - val_mape: 1878545.8750
Epoch 76/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3726 - mape: 650376.0000 - val_loss: 0.3880 - val_mape: 1962152.3750
Epoch 77/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3711 - mape: 682050.1250 - val_loss: 0.3863 - val_mape: 2051532.1250
Epoch 78/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3695 - mape: 715963.5000 - val_loss: 0.3845 - val_mape: 2147595.7500
Epoch 79/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3679 - mape: 752277.7500 - val_loss: 0.3825 - val_mape: 2250947.0000
Epoch 80/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3661 - mape: 791293.4375 - val_loss: 0.3804 - val_mape: 2362545.5000
Epoch 81/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3642 - mape: 833480.1875 - val_loss: 0.3781 - val_mape: 2482916.0000
Epoch 82/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3622 - mape: 879244.8750 - val_loss: 0.3757 - val_mape: 2613434.2500
Epoch 83/250
1/1 [==============================] - 0s 268ms/step - loss: 0.3600 - mape: 929299.8750 - val_loss: 0.3730 - val_mape: 2756014.7500
Epoch 84/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3576 - mape: 984610.4375 - val_loss: 0.3700 - val_mape: 2912834.2500
Epoch 85/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3550 - mape: 1046137.5000 - val_loss: 0.3667 - val_mape: 3086921.0000
Epoch 86/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3521 - mape: 1115379.5000 - val_loss: 0.3631 - val_mape: 3281762.5000
Epoch 87/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3489 - mape: 1194249.8750 - val_loss: 0.3589 - val_mape: 3502933.0000
Epoch 88/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3453 - mape: 1285523.3750 - val_loss: 0.3540 - val_mape: 3758443.7500
Epoch 89/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3413 - mape: 1393188.7500 - val_loss: 0.3482 - val_mape: 4062039.0000
Epoch 90/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3366 - mape: 1523368.6250 - val_loss: 0.3404 - val_mape: 4506413.0000
Epoch 91/250
1/1 [==============================] - 0s 270ms/step - loss: 0.3310 - mape: 1687703.7500 - val_loss: 80.1020 - val_mape: 14229907456.0000
Epoch 92/250
1/1 [==============================] - 0s 259ms/step - loss: 0.3256 - mape: 1976343.2500 - val_loss: 115.6801 - val_mape: 20445323264.0000
Epoch 93/250
1/1 [==============================] - 0s 257ms/step - loss: 0.3237 - mape: 2019449.7500 - val_loss: 407.2412 - val_mape: 71700062208.0000
Epoch 94/250
1/1 [==============================] - 0s 258ms/step - loss: 0.3241 - mape: 2099920.0000 - val_loss: 355.5095 - val_mape: 61866917888.0000
Epoch 95/250
1/1 [==============================] - 0s 260ms/step - loss: 0.3205 - mape: 2178909.7500 - val_loss: 482.1510 - val_mape: 83766648832.0000
Epoch 96/250
1/1 [==============================] - 0s 257ms/step - loss: 0.3196 - mape: 2241440.0000 - val_loss: 414.9807 - val_mape: 72097808384.0000
Epoch 97/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3176 - mape: 2229093.5000 - val_loss: 655.5821 - val_mape: 110117109760.0000
Epoch 98/250
1/1 [==============================] - 0s 256ms/step - loss: 0.3160 - mape: 2318276.7500 - val_loss: 2468.0520 - val_mape: 511814434816.0000
Epoch 99/250
1/1 [==============================] - 0s 251ms/step - loss: 0.3149 - mape: 2439276.7500 - val_loss: 1048.9139 - val_mape: 204339380224.0000
Epoch 100/250
1/1 [==============================] - 0s 259ms/step - loss: 0.3132 - mape: 2416587.5000 - val_loss: 693.6649 - val_mape: 132385161216.0000
Epoch 101/250
1/1 [==============================] - 0s 261ms/step - loss: 0.3116 - mape: 2449728.7500 - val_loss: 2391.1130 - val_mape: 451033268224.0000
Epoch 102/250
1/1 [==============================] - 0s 258ms/step - loss: 0.3103 - mape: 2514026.2500 - val_loss: 358.4431 - val_mape: 49408831488.0000
Epoch 103/250
1/1 [==============================] - 0s 264ms/step - loss: 0.3089 - mape: 2575107.7500 - val_loss: 2761.6985 - val_mape: 648994422784.0000
Epoch 104/250
1/1 [==============================] - 0s 264ms/step - loss: 0.3126 - mape: 2752632.0000 - val_loss: 570.4664 - val_mape: 71663902720.0000
Epoch 105/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3068 - mape: 2579409.2500 - val_loss: 308.6774 - val_mape: 26379356160.0000
Epoch 106/250
1/1 [==============================] - 0s 251ms/step - loss: 0.3068 - mape: 2535664.0000 - val_loss: 227.8055 - val_mape: 39584104448.0000
Epoch 107/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3061 - mape: 2546673.0000 - val_loss: 269.3583 - val_mape: 44525441024.0000
Epoch 108/250
1/1 [==============================] - 0s 257ms/step - loss: 0.3048 - mape: 2599100.2500 - val_loss: 404.8506 - val_mape: 70648700928.0000
Epoch 109/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3029 - mape: 2692347.5000 - val_loss: 1678.9840 - val_mape: 214624944128.0000
Epoch 110/250
1/1 [==============================] - 0s 268ms/step - loss: 0.3006 - mape: 2836532.7500 - val_loss: 7816.8652 - val_mape: 743019249664.0000
Epoch 111/250
1/1 [==============================] - 0s 258ms/step - loss: 0.3008 - mape: 3021314.0000 - val_loss: 2076.4575 - val_mape: 266686578688.0000
Epoch 112/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2983 - mape: 2976937.2500 - val_loss: 4582.4082 - val_mape: 463020359680.0000
Epoch 113/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2974 - mape: 2984789.0000 - val_loss: 2278.4980 - val_mape: 399438643200.0000
Epoch 114/250
1/1 [==============================] - 0s 242ms/step - loss: 0.2963 - mape: 3016059.0000 - val_loss: 5283.8564 - val_mape: 1221079203840.0000
Epoch 115/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2957 - mape: 3098486.0000 - val_loss: 4719.0811 - val_mape: 836434067456.0000
Epoch 116/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2942 - mape: 3093953.2500 - val_loss: 1245.9080 - val_mape: 225229733888.0000
Epoch 117/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2932 - mape: 3058039.0000 - val_loss: 2018.5457 - val_mape: 336129556480.0000
Epoch 118/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2921 - mape: 3062472.0000 - val_loss: 801.8445 - val_mape: 138897965056.0000
Epoch 119/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2908 - mape: 3110583.2500 - val_loss: 915.5310 - val_mape: 157623386112.0000
Epoch 120/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2894 - mape: 3206274.5000 - val_loss: 999.1940 - val_mape: 171569938432.0000
Epoch 121/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2878 - mape: 3252014.5000 - val_loss: 2674.6675 - val_mape: 456231190528.0000
Epoch 122/250
1/1 [==============================] - 0s 278ms/step - loss: 1.1334 - mape: 24224022.0000 - val_loss: 1974.1278 - val_mape: 333671858176.0000
Epoch 123/250
1/1 [==============================] - 0s 263ms/step - loss: 0.7260 - mape: 29117466.0000 - val_loss: 427.6729 - val_mape: 73716727808.0000
Epoch 124/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2858 - mape: 3306145.5000 - val_loss: 86.4423 - val_mape: 15096116224.0000
Epoch 125/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2867 - mape: 3166366.5000 - val_loss: 18.9052 - val_mape: 3398413824.0000
Epoch 126/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2873 - mape: 3113452.5000 - val_loss: 10.6039 - val_mape: 1896919040.0000
Epoch 127/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2871 - mape: 3107674.2500 - val_loss: 14.8935 - val_mape: 2669870080.0000
Epoch 128/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2862 - mape: 3139688.2500 - val_loss: 34.1656 - val_mape: 5985423360.0000
Epoch 129/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2847 - mape: 3207346.2500 - val_loss: 120.1233 - val_mape: 20738902016.0000
Epoch 130/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2826 - mape: 3314157.2500 - val_loss: 471.7518 - val_mape: 78789885952.0000
Epoch 131/250
1/1 [==============================] - 0s 248ms/step - loss: 0.2806 - mape: 3461956.7500 - val_loss: 1343.0710 - val_mape: 229271437312.0000
Epoch 132/250
1/1 [==============================] - 0s 254ms/step - loss: 0.4434 - mape: 14067563.0000 - val_loss: 1991.5286 - val_mape: 329010282496.0000
Epoch 133/250
1/1 [==============================] - 0s 257ms/step - loss: 1.2356 - mape: 17896648.0000 - val_loss: 1082.7216 - val_mape: 179770556416.0000
Epoch 134/250
1/1 [==============================] - 0s 257ms/step - loss: 0.3432 - mape: 3564216.0000 - val_loss: 162.9292 - val_mape: 27297196032.0000
Epoch 135/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2797 - mape: 3376239.5000 - val_loss: 21.8607 - val_mape: 3697113088.0000
Epoch 136/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2812 - mape: 3276809.0000 - val_loss: 3.6389 - val_mape: 608986304.0000
Epoch 137/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2820 - mape: 3228043.2500 - val_loss: 1.2751 - val_mape: 193124400.0000
Epoch 138/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2821 - mape: 3217144.2500 - val_loss: 1.1322 - val_mape: 165110144.0000
Epoch 139/250
1/1 [==============================] - 0s 246ms/step - loss: 0.2816 - mape: 3237466.2500 - val_loss: 2.4243 - val_mape: 395011840.0000
Epoch 140/250
1/1 [==============================] - 0s 243ms/step - loss: 0.2804 - mape: 3285758.0000 - val_loss: 9.2971 - val_mape: 1559729664.0000
Epoch 140: early stopping
1/1 [==============================] - 0s 295ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3876 - mape: 340081.3438 - val_loss: 0.3737 - val_mape: 2462239.2500
Epoch 2/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3684 - mape: 699389.2500 - val_loss: 0.3599 - val_mape: 3311323.7500
Epoch 3/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3534 - mape: 1046218.3125 - val_loss: 0.3452 - val_mape: 4244256.5000
Epoch 4/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3397 - mape: 1388524.5000 - val_loss: 0.3298 - val_mape: 5313536.5000
Epoch 5/250
1/1 [==============================] - 0s 266ms/step - loss: 0.3261 - mape: 1759684.8750 - val_loss: 0.3148 - val_mape: 6449293.0000
Epoch 6/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3123 - mape: 2167480.2500 - val_loss: 0.3005 - val_mape: 7681105.5000
Epoch 7/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2988 - mape: 2618981.7500 - val_loss: 0.2868 - val_mape: 9024741.0000
Epoch 8/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2859 - mape: 3127700.2500 - val_loss: 0.2737 - val_mape: 10526538.0000
Epoch 9/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2737 - mape: 3702869.0000 - val_loss: 0.2619 - val_mape: 12241917.0000
Epoch 10/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2631 - mape: 4360634.5000 - val_loss: 0.2529 - val_mape: 14213812.0000
Epoch 11/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2546 - mape: 5115529.5000 - val_loss: 0.2483 - val_mape: 16472362.0000
Epoch 12/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2487 - mape: 5984884.0000 - val_loss: 0.2493 - val_mape: 18945566.0000
Epoch 13/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2466 - mape: 6963931.5000 - val_loss: 0.2553 - val_mape: 21369082.0000
Epoch 14/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2505 - mape: 7954170.5000 - val_loss: 0.2627 - val_mape: 22928218.0000
Epoch 15/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2573 - mape: 8574283.0000 - val_loss: 0.2635 - val_mape: 23172258.0000
Epoch 16/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2575 - mape: 8613531.0000 - val_loss: 0.2588 - val_mape: 22563354.0000
Epoch 17/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2523 - mape: 8291899.0000 - val_loss: 0.2533 - val_mape: 21561444.0000
Epoch 18/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2470 - mape: 7825751.5000 - val_loss: 0.2492 - val_mape: 20473918.0000
Epoch 18: early stopping
1/1 [==============================] - 0s 296ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4004 - mape: 177175.2031 - val_loss: 0.3851 - val_mape: 1861820.6250
Epoch 2/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3662 - mape: 810312.6250 - val_loss: 0.3665 - val_mape: 2950978.2500
Epoch 3/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3504 - mape: 1184778.3750 - val_loss: 0.3450 - val_mape: 4272796.0000
Epoch 4/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3336 - mape: 1620659.0000 - val_loss: 0.3216 - val_mape: 5830194.0000
Epoch 5/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3149 - mape: 2168366.2500 - val_loss: 0.2964 - val_mape: 7723932.0000
Epoch 6/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2949 - mape: 2857051.2500 - val_loss: 0.2703 - val_mape: 10228771.0000
Epoch 7/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2746 - mape: 3765600.5000 - val_loss: 0.2483 - val_mape: 13780197.0000
Epoch 8/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2572 - mape: 5053528.0000 - val_loss: 0.2436 - val_mape: 18768614.0000
Epoch 9/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2491 - mape: 6960637.0000 - val_loss: 0.2811 - val_mape: 24625316.0000
Epoch 10/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2730 - mape: 9258669.0000 - val_loss: 0.2695 - val_mape: 23923792.0000
Epoch 11/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2627 - mape: 8799648.0000 - val_loss: 0.2525 - val_mape: 21668798.0000
Epoch 12/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2496 - mape: 7779816.5000 - val_loss: 0.2458 - val_mape: 19665524.0000
Epoch 13/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2459 - mape: 6911532.5000 - val_loss: 0.2439 - val_mape: 18252200.0000
Epoch 14/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2458 - mape: 6291104.5000 - val_loss: 0.2433 - val_mape: 17393834.0000
Epoch 15/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2463 - mape: 5879278.0000 - val_loss: 0.2432 - val_mape: 16973886.0000
Epoch 16/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2467 - mape: 5629996.5000 - val_loss: 0.2429 - val_mape: 16996782.0000
Epoch 17/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2464 - mape: 5512246.5000 - val_loss: 0.2426 - val_mape: 17395420.0000
Epoch 18/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2452 - mape: 5506296.5000 - val_loss: 0.2426 - val_mape: 18161356.0000
Epoch 19/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2433 - mape: 5614074.5000 - val_loss: 0.2438 - val_mape: 19308094.0000
Epoch 20/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2410 - mape: 5821712.0000 - val_loss: 0.2465 - val_mape: 20814944.0000
Epoch 21/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2390 - mape: 6114654.5000 - val_loss: 0.2511 - val_mape: 22480054.0000
Epoch 22/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2384 - mape: 6450558.5000 - val_loss: 0.2542 - val_mape: 23401178.0000
Epoch 23/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2384 - mape: 6698770.0000 - val_loss: 0.2527 - val_mape: 23231582.0000
Epoch 24/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2371 - mape: 6782874.5000 - val_loss: 0.2481 - val_mape: 22379992.0000
Epoch 25/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2352 - mape: 6745286.5000 - val_loss: 0.2431 - val_mape: 21280044.0000
Epoch 26/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2339 - mape: 6649815.0000 - val_loss: 0.2390 - val_mape: 20206278.0000
Epoch 27/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2334 - mape: 6531907.0000 - val_loss: 0.2359 - val_mape: 19263564.0000
Epoch 28/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2333 - mape: 6402537.5000 - val_loss: 0.2337 - val_mape: 18480620.0000
Epoch 29/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2332 - mape: 6261525.0000 - val_loss: 0.2326 - val_mape: 17849824.0000
Epoch 30/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2331 - mape: 6117289.0000 - val_loss: 0.2323 - val_mape: 17389528.0000
Epoch 31/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2329 - mape: 5988650.0000 - val_loss: 0.2321 - val_mape: 17107674.0000
Epoch 32/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2326 - mape: 5891141.5000 - val_loss: 0.2320 - val_mape: 17014008.0000
Epoch 33/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2321 - mape: 5833214.5000 - val_loss: 0.2321 - val_mape: 17100094.0000
Epoch 34/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2315 - mape: 5811278.5000 - val_loss: 0.2322 - val_mape: 17355664.0000
Epoch 35/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2307 - mape: 5825666.5000 - val_loss: 0.2327 - val_mape: 17757738.0000
Epoch 36/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2299 - mape: 5861607.5000 - val_loss: 0.2336 - val_mape: 18254130.0000
Epoch 37/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2291 - mape: 5901575.0000 - val_loss: 0.2349 - val_mape: 18762082.0000
Epoch 38/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2285 - mape: 5919161.5000 - val_loss: 0.2361 - val_mape: 19191242.0000
Epoch 39/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2281 - mape: 5898535.5000 - val_loss: 0.2372 - val_mape: 19442018.0000
Epoch 40/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2279 - mape: 5834742.5000 - val_loss: 0.2379 - val_mape: 19451042.0000
Epoch 41/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2278 - mape: 5737857.5000 - val_loss: 0.2383 - val_mape: 19280020.0000
Epoch 42/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2274 - mape: 5642360.0000 - val_loss: 0.2383 - val_mape: 19025708.0000
Epoch 43/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2267 - mape: 5574628.0000 - val_loss: 0.2382 - val_mape: 18712060.0000
Epoch 44/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2259 - mape: 5540073.5000 - val_loss: 0.2381 - val_mape: 18396310.0000
Epoch 45/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2251 - mape: 5530749.0000 - val_loss: 0.2381 - val_mape: 18067238.0000
Epoch 46/250
1/1 [==============================] - 0s 244ms/step - loss: 0.2248 - mape: 5515601.0000 - val_loss: 0.2386 - val_mape: 17686084.0000
Epoch 47/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2245 - mape: 5452797.5000 - val_loss: 0.2396 - val_mape: 17336292.0000
Epoch 48/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2241 - mape: 5349758.0000 - val_loss: 0.2406 - val_mape: 17174568.0000
Epoch 49/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2238 - mape: 5271955.5000 - val_loss: 0.2410 - val_mape: 17315578.0000
Epoch 50/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2232 - mape: 5267915.5000 - val_loss: 0.2409 - val_mape: 17652522.0000
Epoch 51/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2225 - mape: 5298075.0000 - val_loss: 0.2410 - val_mape: 17970224.0000
Epoch 52/250
1/1 [==============================] - 0s 250ms/step - loss: 0.2220 - mape: 5289350.5000 - val_loss: 0.2419 - val_mape: 18014112.0000
Epoch 53/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2215 - mape: 5182370.0000 - val_loss: 0.2426 - val_mape: 17912098.0000
Epoch 54/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2211 - mape: 5067497.5000 - val_loss: 0.2425 - val_mape: 17881688.0000
Epoch 55/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2206 - mape: 5038735.0000 - val_loss: 0.2421 - val_mape: 17797860.0000
Epoch 56/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2200 - mape: 5042870.5000 - val_loss: 0.2425 - val_mape: 17418672.0000
Epoch 57/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2193 - mape: 4970731.5000 - val_loss: 0.2437 - val_mape: 16905290.0000
Epoch 58/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2187 - mape: 4846011.0000 - val_loss: 0.2443 - val_mape: 16702093.0000
Epoch 59/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2182 - mape: 4818165.5000 - val_loss: 0.2447 - val_mape: 16722650.0000
Epoch 60/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2177 - mape: 4833293.0000 - val_loss: 0.2457 - val_mape: 16714988.0000
Epoch 61/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2170 - mape: 4761929.0000 - val_loss: 0.2460 - val_mape: 16923500.0000
Epoch 62/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2164 - mape: 4730981.5000 - val_loss: 0.2454 - val_mape: 17311744.0000
Epoch 63/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2158 - mape: 4752481.5000 - val_loss: 0.2460 - val_mape: 17343770.0000
Epoch 64/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2153 - mape: 4634156.0000 - val_loss: 0.2452 - val_mape: 17663704.0000
Epoch 65/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2148 - mape: 4675803.0000 - val_loss: 0.2449 - val_mape: 17728834.0000
Epoch 66/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2142 - mape: 4639515.5000 - val_loss: 0.2447 - val_mape: 17720288.0000
Epoch 67/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2136 - mape: 4598299.5000 - val_loss: 0.2435 - val_mape: 17942526.0000
Epoch 68/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2129 - mape: 4665706.0000 - val_loss: 0.2435 - val_mape: 17904062.0000
Epoch 69/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2122 - mape: 4613445.0000 - val_loss: 0.2419 - val_mape: 18211336.0000
Epoch 70/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2116 - mape: 4696733.5000 - val_loss: 0.2426 - val_mape: 18043684.0000
Epoch 71/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2110 - mape: 4517871.0000 - val_loss: 0.2399 - val_mape: 18837754.0000
Epoch 72/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2108 - mape: 4741273.0000 - val_loss: 0.2427 - val_mape: 18212414.0000
Epoch 73/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2110 - mape: 4310235.5000 - val_loss: 0.2403 - val_mape: 19339842.0000
Epoch 74/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2093 - mape: 4656881.0000 - val_loss: 0.2402 - val_mape: 19310284.0000
Epoch 75/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2086 - mape: 4645165.5000 - val_loss: 0.2421 - val_mape: 18257524.0000
Epoch 76/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2089 - mape: 4269576.0000 - val_loss: 0.2393 - val_mape: 18968602.0000
Epoch 77/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2078 - mape: 4605246.5000 - val_loss: 0.2401 - val_mape: 18686840.0000
Epoch 78/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2066 - mape: 4373548.0000 - val_loss: 0.2402 - val_mape: 18928360.0000
Epoch 79/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2060 - mape: 4333827.0000 - val_loss: 0.2391 - val_mape: 19599226.0000
Epoch 80/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2058 - mape: 4544250.5000 - val_loss: 0.2405 - val_mape: 18377712.0000
Epoch 81/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2057 - mape: 4104452.0000 - val_loss: 0.2377 - val_mape: 19151014.0000
Epoch 82/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2046 - mape: 4457865.5000 - val_loss: 0.2390 - val_mape: 18315526.0000
Epoch 83/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2038 - mape: 4096898.7500 - val_loss: 0.2387 - val_mape: 19340656.0000
Epoch 84/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2026 - mape: 4333581.5000 - val_loss: 0.2408 - val_mape: 19180514.0000
Epoch 85/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2016 - mape: 4143720.5000 - val_loss: 0.2417 - val_mape: 19488524.0000
Epoch 86/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2006 - mape: 4197372.0000 - val_loss: 0.2442 - val_mape: 18449404.0000
Epoch 87/250
1/1 [==============================] - 0s 344ms/step - loss: 0.2005 - mape: 3820676.5000 - val_loss: 0.2507 - val_mape: 21499450.0000
Epoch 88/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2037 - mape: 4403860.0000 - val_loss: 0.2727 - val_mape: 16938004.0000
Epoch 89/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2167 - mape: 2942655.5000 - val_loss: 0.2544 - val_mape: 19815910.0000
Epoch 90/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2020 - mape: 3657820.0000 - val_loss: 0.2655 - val_mape: 25085850.0000
Epoch 91/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2108 - mape: 5317382.5000 - val_loss: 0.2583 - val_mape: 23238052.0000
Epoch 91: early stopping
1/1 [==============================] - 0s 275ms/step
Epoch 1/250
5/5 [==============================] - 3s 235ms/step - loss: 0.4058 - mape: 114211.7344 - val_loss: 0.4225 - val_mape: 329935.1875
Epoch 2/250
5/5 [==============================] - 2s 398ms/step - loss: 0.3957 - mape: 214567.5938 - val_loss: 0.4125 - val_mape: 808289.3750
Epoch 3/250
5/5 [==============================] - 1s 150ms/step - loss: 0.3865 - mape: 388295.3750 - val_loss: 0.4030 - val_mape: 1298825.7500
Epoch 4/250
5/5 [==============================] - 1s 146ms/step - loss: 0.3771 - mape: 579403.6875 - val_loss: 0.3934 - val_mape: 1826574.1250
Epoch 5/250
5/5 [==============================] - 1s 147ms/step - loss: 0.3669 - mape: 801268.2500 - val_loss: 0.3819 - val_mape: 2511859.7500
Epoch 6/250
5/5 [==============================] - 1s 148ms/step - loss: 0.3554 - mape: 1070137.8750 - val_loss: 0.3688 - val_mape: 3287097.2500
Epoch 7/250
5/5 [==============================] - 1s 157ms/step - loss: 0.3417 - mape: 1412162.8750 - val_loss: 0.3538 - val_mape: 4221833.5000
Epoch 8/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3266 - mape: 1812992.6250 - val_loss: 0.3381 - val_mape: 5347659.5000
Epoch 9/250
5/5 [==============================] - 1s 151ms/step - loss: 0.3108 - mape: 2281945.7500 - val_loss: 0.3219 - val_mape: 6681264.5000
Epoch 10/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2949 - mape: 2830289.2500 - val_loss: 0.3053 - val_mape: 8200919.5000
Epoch 11/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2792 - mape: 3480881.0000 - val_loss: 0.2891 - val_mape: 9989640.0000
Epoch 12/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2654 - mape: 4250347.5000 - val_loss: 0.2740 - val_mape: 12025690.0000
Epoch 13/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2545 - mape: 5137187.0000 - val_loss: 0.2619 - val_mape: 14244337.0000
Epoch 14/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2483 - mape: 6102055.5000 - val_loss: 0.2545 - val_mape: 16240494.0000
Epoch 15/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2478 - mape: 6862560.5000 - val_loss: 0.2514 - val_mape: 17104462.0000
Epoch 16/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2457 - mape: 6969272.0000 - val_loss: 0.2496 - val_mape: 16675994.0000
Epoch 17/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2432 - mape: 6628128.5000 - val_loss: 0.2488 - val_mape: 16047950.0000
Epoch 18/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2422 - mape: 6306533.5000 - val_loss: 0.2478 - val_mape: 15774743.0000
Epoch 19/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2412 - mape: 6173206.0000 - val_loss: 0.2458 - val_mape: 15889873.0000
Epoch 20/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2400 - mape: 6203356.5000 - val_loss: 0.2435 - val_mape: 16216556.0000
Epoch 21/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2389 - mape: 6297496.5000 - val_loss: 0.2414 - val_mape: 16516017.0000
Epoch 22/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2379 - mape: 6338168.5000 - val_loss: 0.2401 - val_mape: 16595711.0000
Epoch 23/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2369 - mape: 6269487.5000 - val_loss: 0.2393 - val_mape: 16545814.0000
Epoch 24/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2361 - mape: 6163212.5000 - val_loss: 0.2385 - val_mape: 16560993.0000
Epoch 25/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2353 - mape: 6095831.5000 - val_loss: 0.2376 - val_mape: 16700818.0000
Epoch 26/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2344 - mape: 6075664.0000 - val_loss: 0.2367 - val_mape: 16915356.0000
Epoch 27/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2336 - mape: 6071949.0000 - val_loss: 0.2361 - val_mape: 17124728.0000
Epoch 28/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2328 - mape: 6052865.0000 - val_loss: 0.2359 - val_mape: 17308464.0000
Epoch 29/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2320 - mape: 6021393.5000 - val_loss: 0.2358 - val_mape: 17484658.0000
Epoch 30/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2312 - mape: 5989825.0000 - val_loss: 0.2358 - val_mape: 17688116.0000
Epoch 31/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2305 - mape: 5965663.0000 - val_loss: 0.2358 - val_mape: 17841120.0000
Epoch 32/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2298 - mape: 5927805.5000 - val_loss: 0.2358 - val_mape: 17927896.0000
Epoch 33/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2292 - mape: 5877818.5000 - val_loss: 0.2359 - val_mape: 17893616.0000
Epoch 34/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2286 - mape: 5808912.0000 - val_loss: 0.2359 - val_mape: 17818726.0000
Epoch 35/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2281 - mape: 5746577.0000 - val_loss: 0.2358 - val_mape: 17733064.0000
Epoch 36/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2276 - mape: 5689297.0000 - val_loss: 0.2359 - val_mape: 17637552.0000
Epoch 37/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2272 - mape: 5634479.0000 - val_loss: 0.2360 - val_mape: 17537382.0000
Epoch 38/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2267 - mape: 5575114.0000 - val_loss: 0.2363 - val_mape: 17436736.0000
Epoch 39/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2263 - mape: 5525657.0000 - val_loss: 0.2366 - val_mape: 17402124.0000
Epoch 40/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2260 - mape: 5494124.5000 - val_loss: 0.2368 - val_mape: 17388614.0000
Epoch 41/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2256 - mape: 5465473.0000 - val_loss: 0.2371 - val_mape: 17381554.0000
Epoch 42/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2252 - mape: 5442639.0000 - val_loss: 0.2372 - val_mape: 17415270.0000
Epoch 43/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2249 - mape: 5433543.5000 - val_loss: 0.2374 - val_mape: 17415346.0000
Epoch 44/250
5/5 [==============================] - 1s 133ms/step - loss: 0.2245 - mape: 5414200.0000 - val_loss: 0.2376 - val_mape: 17426364.0000
Epoch 45/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2241 - mape: 5397763.0000 - val_loss: 0.2379 - val_mape: 17421040.0000
Epoch 46/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2237 - mape: 5380525.0000 - val_loss: 0.2380 - val_mape: 17460380.0000
Epoch 47/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2232 - mape: 5366038.5000 - val_loss: 0.2383 - val_mape: 17435288.0000
Epoch 48/250
5/5 [==============================] - 1s 136ms/step - loss: 0.2228 - mape: 5334565.5000 - val_loss: 0.2383 - val_mape: 17463654.0000
Epoch 49/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2223 - mape: 5322717.0000 - val_loss: 0.2384 - val_mape: 17474024.0000
Epoch 50/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2219 - mape: 5295519.0000 - val_loss: 0.2386 - val_mape: 17478704.0000
Epoch 51/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2214 - mape: 5275364.5000 - val_loss: 0.2387 - val_mape: 17485246.0000
Epoch 52/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2209 - mape: 5252467.5000 - val_loss: 0.2389 - val_mape: 17463242.0000
Epoch 53/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2204 - mape: 5221120.0000 - val_loss: 0.2391 - val_mape: 17464538.0000
Epoch 54/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2200 - mape: 5203540.0000 - val_loss: 0.2391 - val_mape: 17512066.0000
Epoch 55/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2195 - mape: 5187471.5000 - val_loss: 0.2395 - val_mape: 17481882.0000
Epoch 56/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2190 - mape: 5153544.5000 - val_loss: 0.2395 - val_mape: 17529652.0000
Epoch 57/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2185 - mape: 5144377.5000 - val_loss: 0.2398 - val_mape: 17512832.0000
Epoch 58/250
5/5 [==============================] - 1s 167ms/step - loss: 0.2180 - mape: 5104739.5000 - val_loss: 0.2399 - val_mape: 17530352.0000
Epoch 59/250
5/5 [==============================] - 1s 165ms/step - loss: 0.2174 - mape: 5089061.5000 - val_loss: 0.2400 - val_mape: 17556624.0000
Epoch 60/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2168 - mape: 5055042.5000 - val_loss: 0.2404 - val_mape: 17521552.0000
Epoch 61/250
5/5 [==============================] - 1s 177ms/step - loss: 0.2162 - mape: 5020429.0000 - val_loss: 0.2405 - val_mape: 17618764.0000
Epoch 62/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2155 - mape: 5009010.0000 - val_loss: 0.2408 - val_mape: 17625188.0000
Epoch 63/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2148 - mape: 4960893.5000 - val_loss: 0.2407 - val_mape: 17707366.0000
Epoch 64/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2139 - mape: 4941547.5000 - val_loss: 0.2412 - val_mape: 17656852.0000
Epoch 65/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2132 - mape: 4885134.0000 - val_loss: 0.2407 - val_mape: 17878976.0000
Epoch 66/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2124 - mape: 4906911.0000 - val_loss: 0.2418 - val_mape: 17690950.0000
Epoch 67/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2117 - mape: 4826017.0000 - val_loss: 0.2409 - val_mape: 18250618.0000
Epoch 68/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2107 - mape: 4888150.5000 - val_loss: 0.2424 - val_mape: 17878740.0000
Epoch 69/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2099 - mape: 4773755.0000 - val_loss: 0.2409 - val_mape: 18630648.0000
Epoch 70/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2086 - mape: 4838707.0000 - val_loss: 0.2425 - val_mape: 18086696.0000
Epoch 71/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2077 - mape: 4735049.5000 - val_loss: 0.2406 - val_mape: 19034622.0000
Epoch 72/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2062 - mape: 4804751.0000 - val_loss: 0.2420 - val_mape: 18535408.0000
Epoch 73/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2054 - mape: 4714950.0000 - val_loss: 0.2402 - val_mape: 19399034.0000
Epoch 74/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2044 - mape: 4698043.0000 - val_loss: 0.2402 - val_mape: 18977744.0000
Epoch 75/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2035 - mape: 4655794.5000 - val_loss: 0.2417 - val_mape: 18325768.0000
Epoch 76/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2033 - mape: 4535132.5000 - val_loss: 0.2380 - val_mape: 21058750.0000
Epoch 77/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2034 - mape: 4699263.0000 - val_loss: 0.2423 - val_mape: 17646838.0000
Epoch 78/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2051 - mape: 4635642.5000 - val_loss: 0.2399 - val_mape: 18951164.0000
Epoch 79/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2010 - mape: 4500832.0000 - val_loss: 0.2387 - val_mape: 20789634.0000
Epoch 80/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2004 - mape: 4727975.5000 - val_loss: 0.2406 - val_mape: 18811372.0000
Epoch 81/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1996 - mape: 4528344.5000 - val_loss: 0.2395 - val_mape: 19167938.0000
Epoch 82/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1979 - mape: 4450881.5000 - val_loss: 0.2389 - val_mape: 20221368.0000
Epoch 83/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1973 - mape: 4459746.5000 - val_loss: 0.2393 - val_mape: 19615016.0000
Epoch 84/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1962 - mape: 4487298.0000 - val_loss: 0.2422 - val_mape: 18072418.0000
Epoch 85/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1961 - mape: 4280991.0000 - val_loss: 0.2380 - val_mape: 21759288.0000
Epoch 86/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1969 - mape: 4410588.5000 - val_loss: 0.2441 - val_mape: 17882824.0000
Epoch 87/250
5/5 [==============================] - 1s 157ms/step - loss: 0.1967 - mape: 4465164.0000 - val_loss: 0.2426 - val_mape: 18371348.0000
Epoch 88/250
5/5 [==============================] - 1s 156ms/step - loss: 0.1939 - mape: 4115848.5000 - val_loss: 0.2396 - val_mape: 21640248.0000
Epoch 89/250
5/5 [==============================] - 1s 161ms/step - loss: 0.1935 - mape: 4476530.5000 - val_loss: 0.2471 - val_mape: 17281686.0000
Epoch 90/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1939 - mape: 4127102.5000 - val_loss: 0.2409 - val_mape: 19584544.0000
Epoch 91/250
5/5 [==============================] - 1s 159ms/step - loss: 0.1900 - mape: 4059834.7500 - val_loss: 0.2403 - val_mape: 20537358.0000
Epoch 92/250
5/5 [==============================] - 1s 165ms/step - loss: 0.1886 - mape: 4242879.5000 - val_loss: 0.2461 - val_mape: 18361896.0000
Epoch 93/250
5/5 [==============================] - 1s 160ms/step - loss: 0.1883 - mape: 3993318.5000 - val_loss: 0.2371 - val_mape: 19235020.0000
Epoch 94/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1871 - mape: 4325220.0000 - val_loss: 0.2423 - val_mape: 21183912.0000
Epoch 95/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1864 - mape: 4050291.7500 - val_loss: 0.2449 - val_mape: 17518228.0000
Epoch 96/250
5/5 [==============================] - 1s 170ms/step - loss: 0.1882 - mape: 4045018.0000 - val_loss: 0.2375 - val_mape: 19035530.0000
Epoch 97/250
5/5 [==============================] - 1s 157ms/step - loss: 0.1868 - mape: 4142108.2500 - val_loss: 0.2503 - val_mape: 22887710.0000
Epoch 98/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1898 - mape: 4285464.5000 - val_loss: 0.2540 - val_mape: 17800628.0000
Epoch 99/250
5/5 [==============================] - 1s 159ms/step - loss: 0.1876 - mape: 3731214.5000 - val_loss: 0.2386 - val_mape: 21217764.0000
Epoch 100/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1843 - mape: 4442224.0000 - val_loss: 0.2399 - val_mape: 18444692.0000
Epoch 101/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1833 - mape: 4212148.0000 - val_loss: 0.2462 - val_mape: 17764888.0000
Epoch 102/250
5/5 [==============================] - 1s 158ms/step - loss: 0.1823 - mape: 3674889.7500 - val_loss: 0.2460 - val_mape: 23262308.0000
Epoch 103/250
5/5 [==============================] - 1s 163ms/step - loss: 0.1902 - mape: 4500047.0000 - val_loss: 0.2459 - val_mape: 18269102.0000
Epoch 104/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1828 - mape: 3912128.0000 - val_loss: 0.2505 - val_mape: 21965942.0000
Epoch 105/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1812 - mape: 3957274.0000 - val_loss: 0.2471 - val_mape: 18667996.0000
Epoch 106/250
5/5 [==============================] - 1s 159ms/step - loss: 0.1801 - mape: 3992804.5000 - val_loss: 0.2433 - val_mape: 19096776.0000
Epoch 107/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1800 - mape: 3900122.0000 - val_loss: 0.2556 - val_mape: 22777536.0000
Epoch 108/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1819 - mape: 4265749.0000 - val_loss: 0.2612 - val_mape: 17736858.0000
Epoch 109/250
5/5 [==============================] - 1s 221ms/step - loss: 0.1831 - mape: 3406989.0000 - val_loss: 0.2467 - val_mape: 21577546.0000
Epoch 110/250
5/5 [==============================] - 1s 199ms/step - loss: 0.1766 - mape: 4233689.5000 - val_loss: 0.2480 - val_mape: 18781288.0000
Epoch 111/250
5/5 [==============================] - 1s 183ms/step - loss: 0.1767 - mape: 3908018.2500 - val_loss: 0.2493 - val_mape: 19144216.0000
Epoch 112/250
5/5 [==============================] - 1s 173ms/step - loss: 0.1752 - mape: 3651954.2500 - val_loss: 0.2600 - val_mape: 23490984.0000
Epoch 113/250
5/5 [==============================] - 1s 161ms/step - loss: 0.1823 - mape: 4410966.5000 - val_loss: 0.2593 - val_mape: 18849328.0000
Epoch 114/250
5/5 [==============================] - 1s 160ms/step - loss: 0.1772 - mape: 3499797.0000 - val_loss: 0.2548 - val_mape: 22157812.0000
Epoch 115/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1731 - mape: 4020359.7500 - val_loss: 0.2559 - val_mape: 20277756.0000
Epoch 116/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1738 - mape: 3807515.5000 - val_loss: 0.2545 - val_mape: 17357138.0000
Epoch 117/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1752 - mape: 3271013.7500 - val_loss: 0.2572 - val_mape: 22927426.0000
Epoch 118/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1776 - mape: 4319847.5000 - val_loss: 0.2580 - val_mape: 19490810.0000
Epoch 119/250
5/5 [==============================] - 1s 159ms/step - loss: 0.1703 - mape: 3526161.0000 - val_loss: 0.2601 - val_mape: 20769760.0000
Epoch 120/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1686 - mape: 3432873.2500 - val_loss: 0.2674 - val_mape: 23697618.0000
Epoch 121/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2119 - mape: 5320352.0000 - val_loss: 0.2650 - val_mape: 18605218.0000
Epoch 122/250
5/5 [==============================] - 1s 157ms/step - loss: 0.1809 - mape: 2863499.2500 - val_loss: 0.2617 - val_mape: 21870070.0000
Epoch 123/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1769 - mape: 4418433.0000 - val_loss: 0.2657 - val_mape: 20066170.0000
Epoch 124/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1695 - mape: 3302764.7500 - val_loss: 0.2603 - val_mape: 21276830.0000
Epoch 125/250
5/5 [==============================] - 1s 163ms/step - loss: 0.1667 - mape: 3682504.5000 - val_loss: 0.2626 - val_mape: 17879610.0000
Epoch 126/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1746 - mape: 3054163.0000 - val_loss: 0.2589 - val_mape: 21570562.0000
Epoch 127/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1647 - mape: 3537121.2500 - val_loss: 0.2695 - val_mape: 22136558.0000
Epoch 128/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1634 - mape: 3364801.5000 - val_loss: 0.2685 - val_mape: 22310536.0000
Epoch 129/250
5/5 [==============================] - 1s 162ms/step - loss: 0.1833 - mape: 4253228.5000 - val_loss: 0.2723 - val_mape: 16261903.0000
Epoch 130/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1916 - mape: 2414170.2500 - val_loss: 0.2631 - val_mape: 19711574.0000
Epoch 131/250
5/5 [==============================] - 1s 156ms/step - loss: 0.1796 - mape: 4116207.5000 - val_loss: 0.2641 - val_mape: 22241448.0000
Epoch 132/250
5/5 [==============================] - 1s 202ms/step - loss: 0.1721 - mape: 3628360.0000 - val_loss: 0.2731 - val_mape: 19072270.0000
Epoch 133/250
5/5 [==============================] - 1s 163ms/step - loss: 0.1710 - mape: 3402531.7500 - val_loss: 0.2607 - val_mape: 21974582.0000
Epoch 133: early stopping
1/1 [==============================] - 0s 432ms/step
Epoch 1/250
5/5 [==============================] - 4s 243ms/step - loss: 0.3938 - mape: 542765.4375 - val_loss: 0.3897 - val_mape: 2313627.5000
Epoch 2/250
5/5 [==============================] - 1s 150ms/step - loss: 0.3301 - mape: 1718498.8750 - val_loss: 0.3214 - val_mape: 6796071.5000
Epoch 3/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2802 - mape: 3983533.2500 - val_loss: 0.2632 - val_mape: 13243058.0000
Epoch 4/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2697 - mape: 6690497.0000 - val_loss: 0.2507 - val_mape: 17355636.0000
Epoch 5/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2489 - mape: 6832583.5000 - val_loss: 0.2501 - val_mape: 15275592.0000
Epoch 6/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2471 - mape: 5909147.0000 - val_loss: 0.2493 - val_mape: 14459361.0000
Epoch 7/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2457 - mape: 5669429.0000 - val_loss: 0.2434 - val_mape: 15298207.0000
Epoch 8/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2411 - mape: 6053731.5000 - val_loss: 0.2358 - val_mape: 17196464.0000
Epoch 9/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2384 - mape: 6684186.5000 - val_loss: 0.2339 - val_mape: 17720312.0000
Epoch 10/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2351 - mape: 6464848.0000 - val_loss: 0.2351 - val_mape: 16618885.0000
Epoch 11/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2340 - mape: 6015190.5000 - val_loss: 0.2351 - val_mape: 16868664.0000
Epoch 12/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2319 - mape: 6063215.5000 - val_loss: 0.2357 - val_mape: 17554306.0000
Epoch 13/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2298 - mape: 6012549.0000 - val_loss: 0.2371 - val_mape: 17812176.0000
Epoch 14/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2283 - mape: 5892622.0000 - val_loss: 0.2381 - val_mape: 18148060.0000
Epoch 15/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2269 - mape: 5778081.0000 - val_loss: 0.2401 - val_mape: 17052166.0000
Epoch 16/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2259 - mape: 5515534.0000 - val_loss: 0.2417 - val_mape: 16834576.0000
Epoch 17/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2248 - mape: 5407706.0000 - val_loss: 0.2423 - val_mape: 17049730.0000
Epoch 18/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2237 - mape: 5426866.0000 - val_loss: 0.2452 - val_mape: 16311978.0000
Epoch 19/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2227 - mape: 5278462.5000 - val_loss: 0.2468 - val_mape: 16386874.0000
Epoch 20/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2217 - mape: 5229231.0000 - val_loss: 0.2464 - val_mape: 16894988.0000
Epoch 21/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2204 - mape: 5278655.0000 - val_loss: 0.2579 - val_mape: 14761756.0000
Epoch 22/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2212 - mape: 4953609.0000 - val_loss: 0.2508 - val_mape: 16910654.0000
Epoch 23/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2198 - mape: 5128488.5000 - val_loss: 0.2550 - val_mape: 16256142.0000
Epoch 24/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2180 - mape: 5206493.0000 - val_loss: 0.2678 - val_mape: 14637999.0000
Epoch 25/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2205 - mape: 4699088.0000 - val_loss: 0.2557 - val_mape: 17936472.0000
Epoch 26/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2192 - mape: 5287325.0000 - val_loss: 0.2750 - val_mape: 13963272.0000
Epoch 27/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2201 - mape: 4501826.5000 - val_loss: 0.2672 - val_mape: 15913405.0000
Epoch 28/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2177 - mape: 5033718.0000 - val_loss: 0.2692 - val_mape: 16869714.0000
Epoch 29/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2196 - mape: 4715787.5000 - val_loss: 0.2639 - val_mape: 18790060.0000
Epoch 29: early stopping
1/1 [==============================] - 0s 402ms/step
Epoch 1/250
5/5 [==============================] - 3s 228ms/step - loss: 0.3371 - mape: 1573315.8750 - val_loss: 0.2747 - val_mape: 9643308.0000
Epoch 2/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2831 - mape: 6114232.5000 - val_loss: 0.2407 - val_mape: 16912748.0000
Epoch 3/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2482 - mape: 6068918.5000 - val_loss: 0.2458 - val_mape: 13276271.0000
Epoch 4/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2530 - mape: 4939582.0000 - val_loss: 0.2402 - val_mape: 13745478.0000
Epoch 5/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2476 - mape: 5386072.5000 - val_loss: 0.2303 - val_mape: 17064180.0000
Epoch 6/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2436 - mape: 6551292.0000 - val_loss: 0.2351 - val_mape: 19121240.0000
Epoch 7/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2369 - mape: 6339517.0000 - val_loss: 0.2313 - val_mape: 17400630.0000
Epoch 8/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2364 - mape: 5835226.0000 - val_loss: 0.2339 - val_mape: 18768056.0000
Epoch 9/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2334 - mape: 6171921.0000 - val_loss: 0.2373 - val_mape: 19614182.0000
Epoch 10/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2309 - mape: 6076134.0000 - val_loss: 0.2395 - val_mape: 17383308.0000
Epoch 11/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2295 - mape: 5667761.5000 - val_loss: 0.2440 - val_mape: 18023298.0000
Epoch 12/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2274 - mape: 5522644.5000 - val_loss: 0.2491 - val_mape: 17499960.0000
Epoch 13/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2263 - mape: 5335622.5000 - val_loss: 0.2516 - val_mape: 17608070.0000
Epoch 14/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2250 - mape: 5325309.0000 - val_loss: 0.2595 - val_mape: 16875560.0000
Epoch 15/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2243 - mape: 5155329.5000 - val_loss: 0.2644 - val_mape: 18527368.0000
Epoch 16/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2228 - mape: 5217479.5000 - val_loss: 0.2799 - val_mape: 16347978.0000
Epoch 17/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2235 - mape: 4976385.5000 - val_loss: 0.2863 - val_mape: 17782644.0000
Epoch 18/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2238 - mape: 4659901.0000 - val_loss: 0.2908 - val_mape: 22661084.0000
Epoch 19/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2229 - mape: 5383061.0000 - val_loss: 0.3202 - val_mape: 14872401.0000
Epoch 20/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2231 - mape: 4891441.5000 - val_loss: 135829471232.0000 - val_mape: 36991995593174810624.0000
Epoch 21/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2198 - mape: 4592897.5000 - val_loss: 337088927678595072.0000 - val_mape: 67812726137092280957272064.0000
Epoch 22/250
5/5 [==============================] - 1s 151ms/step - loss: 92633225494528.0000 - mape: 725241236935409664.0000 - val_loss: 19087902113792.0000 - val_mape: 558025689441247428608.0000
Epoch 23/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2181 - mape: 5102166.5000 - val_loss: 840909432291328.0000 - val_mape: 566888316111075409920.0000
Epoch 24/250
5/5 [==============================] - 1s 154ms/step - loss: 14884891787264.0000 - mape: 390439911917879296.0000 - val_loss: 1802.6864 - val_mape: 181901099008.0000
Epoch 25/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2188 - mape: 5142564.5000 - val_loss: 0.2682 - val_mape: 19010488.0000
Epoch 26/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2182 - mape: 5371100.0000 - val_loss: 0.2631 - val_mape: 18887050.0000
Epoch 27/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2170 - mape: 5014847.0000 - val_loss: 0.2680 - val_mape: 20668536.0000
Epoch 28/250
5/5 [==============================] - 1s 170ms/step - loss: 0.2151 - mape: 5119522.5000 - val_loss: 0.2757 - val_mape: 18820702.0000
Epoch 29/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2145 - mape: 4691497.5000 - val_loss: 0.3035 - val_mape: 25097498.0000
Epoch 30/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2141 - mape: 5044556.5000 - val_loss: 0.2889 - val_mape: 17361250.0000
Epoch 31/250
5/5 [==============================] - 1s 166ms/step - loss: 0.2226 - mape: 4578920.5000 - val_loss: 0.3078 - val_mape: 19082084.0000
Epoch 32/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2285 - mape: 3703841.5000 - val_loss: 0.4053 - val_mape: 31422580.0000
Epoch 33/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2267 - mape: 6129466.5000 - val_loss: 0.2998 - val_mape: 19511308.0000
Epoch 34/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2153 - mape: 4897231.5000 - val_loss: 0.2959 - val_mape: 17871152.0000
Epoch 34: early stopping
1/1 [==============================] - 0s 299ms/step
Epoch 1/250
3/3 [==============================] - 3s 374ms/step - loss: 0.4016 - mape: 95115.4062 - val_loss: 0.4173 - val_mape: 365543.5312
Epoch 2/250
3/3 [==============================] - 0s 179ms/step - loss: 0.3978 - mape: 160894.4219 - val_loss: 0.4142 - val_mape: 536113.9375
Epoch 3/250
3/3 [==============================] - 0s 178ms/step - loss: 0.3937 - mape: 239765.9688 - val_loss: 0.4106 - val_mape: 731462.9375
Epoch 4/250
3/3 [==============================] - 1s 183ms/step - loss: 0.3890 - mape: 325969.6562 - val_loss: 0.4068 - val_mape: 956197.5000
Epoch 5/250
3/3 [==============================] - 1s 187ms/step - loss: 0.3839 - mape: 417302.0938 - val_loss: 0.4023 - val_mape: 1237858.3750
Epoch 6/250
3/3 [==============================] - 1s 191ms/step - loss: 0.3784 - mape: 522613.9375 - val_loss: 0.3960 - val_mape: 1556191.0000
Epoch 7/250
3/3 [==============================] - 1s 192ms/step - loss: 0.3727 - mape: 639223.8750 - val_loss: 0.3889 - val_mape: 1879082.3750
Epoch 8/250
3/3 [==============================] - 1s 185ms/step - loss: 0.3669 - mape: 761786.4375 - val_loss: 0.3817 - val_mape: 2209699.2500
Epoch 9/250
3/3 [==============================] - 1s 187ms/step - loss: 0.3611 - mape: 889596.9375 - val_loss: 0.3745 - val_mape: 2563182.7500
Epoch 10/250
3/3 [==============================] - 1s 183ms/step - loss: 0.3552 - mape: 1023732.4375 - val_loss: 0.3672 - val_mape: 2932503.7500
Epoch 11/250
3/3 [==============================] - 1s 197ms/step - loss: 0.3491 - mape: 1166975.6250 - val_loss: 0.3597 - val_mape: 3324167.7500
Epoch 12/250
3/3 [==============================] - 1s 178ms/step - loss: 0.3429 - mape: 1321723.5000 - val_loss: 0.3519 - val_mape: 3739901.7500
Epoch 13/250
3/3 [==============================] - 0s 173ms/step - loss: 0.3366 - mape: 1488569.6250 - val_loss: 0.3438 - val_mape: 4170167.7500
Epoch 14/250
3/3 [==============================] - 0s 168ms/step - loss: 0.3300 - mape: 1668384.1250 - val_loss: 0.3350 - val_mape: 4650222.0000
Epoch 15/250
3/3 [==============================] - 0s 174ms/step - loss: 0.3230 - mape: 1866334.1250 - val_loss: 0.3255 - val_mape: 5185142.0000
Epoch 16/250
3/3 [==============================] - 0s 171ms/step - loss: 0.3155 - mape: 2087320.1250 - val_loss: 0.3152 - val_mape: 5777981.5000
Epoch 17/250
3/3 [==============================] - 0s 171ms/step - loss: 0.3075 - mape: 2336547.2500 - val_loss: 0.3043 - val_mape: 6429056.5000
Epoch 18/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2991 - mape: 2621721.5000 - val_loss: 0.2925 - val_mape: 7206571.5000
Epoch 19/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2902 - mape: 2959202.7500 - val_loss: 0.2800 - val_mape: 8122070.5000
Epoch 20/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2811 - mape: 3362173.5000 - val_loss: 0.2667 - val_mape: 9216747.0000
Epoch 21/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2721 - mape: 3844060.2500 - val_loss: 0.2534 - val_mape: 10510114.0000
Epoch 22/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2638 - mape: 4421388.0000 - val_loss: 0.2415 - val_mape: 12018807.0000
Epoch 23/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2569 - mape: 5098938.5000 - val_loss: 0.2330 - val_mape: 13672234.0000
Epoch 24/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2533 - mape: 5810106.5000 - val_loss: 0.2296 - val_mape: 15069394.0000
Epoch 25/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2516 - mape: 6310539.5000 - val_loss: 0.2293 - val_mape: 15680577.0000
Epoch 26/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2494 - mape: 6423219.0000 - val_loss: 0.2293 - val_mape: 15605285.0000
Epoch 27/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2474 - mape: 6263979.5000 - val_loss: 0.2295 - val_mape: 15270469.0000
Epoch 28/250
3/3 [==============================] - 0s 182ms/step - loss: 0.2465 - mape: 6042599.5000 - val_loss: 0.2298 - val_mape: 15034433.0000
Epoch 29/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2460 - mape: 5899400.5000 - val_loss: 0.2295 - val_mape: 15016017.0000
Epoch 30/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2453 - mape: 5868522.5000 - val_loss: 0.2288 - val_mape: 15183007.0000
Epoch 31/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2442 - mape: 5926930.0000 - val_loss: 0.2278 - val_mape: 15463475.0000
Epoch 32/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2431 - mape: 6034455.5000 - val_loss: 0.2268 - val_mape: 15764864.0000
Epoch 33/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2422 - mape: 6142484.0000 - val_loss: 0.2261 - val_mape: 15971476.0000
Epoch 34/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2415 - mape: 6196681.0000 - val_loss: 0.2257 - val_mape: 16031361.0000
Epoch 35/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2409 - mape: 6180831.0000 - val_loss: 0.2255 - val_mape: 15979786.0000
Epoch 36/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2403 - mape: 6118122.5000 - val_loss: 0.2255 - val_mape: 15903365.0000
Epoch 37/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2398 - mape: 6051988.5000 - val_loss: 0.2255 - val_mape: 15885267.0000
Epoch 38/250
3/3 [==============================] - 0s 182ms/step - loss: 0.2394 - mape: 6015643.0000 - val_loss: 0.2255 - val_mape: 15944045.0000
Epoch 39/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2388 - mape: 6013098.0000 - val_loss: 0.2255 - val_mape: 16062410.0000
Epoch 40/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2383 - mape: 6033342.0000 - val_loss: 0.2256 - val_mape: 16205892.0000
Epoch 41/250
3/3 [==============================] - 0s 154ms/step - loss: 0.2377 - mape: 6055898.5000 - val_loss: 0.2260 - val_mape: 16338597.0000
Epoch 42/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2371 - mape: 6068528.0000 - val_loss: 0.2265 - val_mape: 16447601.0000
Epoch 43/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2366 - mape: 6068026.5000 - val_loss: 0.2271 - val_mape: 16545938.0000
Epoch 44/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2360 - mape: 6060122.5000 - val_loss: 0.2277 - val_mape: 16649935.0000
Epoch 45/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2354 - mape: 6053487.0000 - val_loss: 0.2284 - val_mape: 16772116.0000
Epoch 46/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2349 - mape: 6053131.5000 - val_loss: 0.2291 - val_mape: 16916866.0000
Epoch 47/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2343 - mape: 6059483.5000 - val_loss: 0.2298 - val_mape: 17087740.0000
Epoch 48/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2337 - mape: 6069599.5000 - val_loss: 0.2306 - val_mape: 17269240.0000
Epoch 49/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2330 - mape: 6076015.0000 - val_loss: 0.2315 - val_mape: 17443932.0000
Epoch 50/250
3/3 [==============================] - 0s 182ms/step - loss: 0.2324 - mape: 6076425.5000 - val_loss: 0.2325 - val_mape: 17614800.0000
Epoch 51/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2318 - mape: 6073127.0000 - val_loss: 0.2335 - val_mape: 17794952.0000
Epoch 52/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2312 - mape: 6074369.0000 - val_loss: 0.2345 - val_mape: 17984472.0000
Epoch 53/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2306 - mape: 6080320.0000 - val_loss: 0.2353 - val_mape: 18184776.0000
Epoch 54/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2300 - mape: 6091047.5000 - val_loss: 0.2362 - val_mape: 18378088.0000
Epoch 55/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2294 - mape: 6095246.5000 - val_loss: 0.2370 - val_mape: 18552224.0000
Epoch 56/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2288 - mape: 6086778.5000 - val_loss: 0.2380 - val_mape: 18725976.0000
Epoch 57/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2281 - mape: 6073173.5000 - val_loss: 0.2390 - val_mape: 18929850.0000
Epoch 58/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2274 - mape: 6062819.5000 - val_loss: 0.2401 - val_mape: 19097862.0000
Epoch 59/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2267 - mape: 6036257.0000 - val_loss: 0.2412 - val_mape: 19231714.0000
Epoch 60/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2260 - mape: 5997525.5000 - val_loss: 0.2422 - val_mape: 19355952.0000
Epoch 61/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2253 - mape: 5955188.5000 - val_loss: 0.2432 - val_mape: 19477818.0000
Epoch 62/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2247 - mape: 5910506.0000 - val_loss: 0.2441 - val_mape: 19568840.0000
Epoch 63/250
3/3 [==============================] - 1s 199ms/step - loss: 0.2241 - mape: 5861786.0000 - val_loss: 0.2448 - val_mape: 19616888.0000
Epoch 64/250
3/3 [==============================] - 1s 164ms/step - loss: 0.2236 - mape: 5806354.0000 - val_loss: 0.2454 - val_mape: 19553710.0000
Epoch 65/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2231 - mape: 5732614.5000 - val_loss: 0.2458 - val_mape: 19367324.0000
Epoch 66/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2226 - mape: 5644495.0000 - val_loss: 0.2462 - val_mape: 19155170.0000
Epoch 67/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2221 - mape: 5567299.0000 - val_loss: 0.2466 - val_mape: 18962488.0000
Epoch 68/250
3/3 [==============================] - 0s 155ms/step - loss: 0.2217 - mape: 5502209.0000 - val_loss: 0.2470 - val_mape: 18823146.0000
Epoch 69/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2213 - mape: 5448667.5000 - val_loss: 0.2474 - val_mape: 18709646.0000
Epoch 70/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2209 - mape: 5402740.5000 - val_loss: 0.2478 - val_mape: 18691672.0000
Epoch 71/250
3/3 [==============================] - 1s 193ms/step - loss: 0.2206 - mape: 5377082.5000 - val_loss: 0.2482 - val_mape: 18709460.0000
Epoch 72/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2202 - mape: 5357781.5000 - val_loss: 0.2488 - val_mape: 18674326.0000
Epoch 73/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2198 - mape: 5331029.5000 - val_loss: 0.2491 - val_mape: 18646036.0000
Epoch 74/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2195 - mape: 5313592.5000 - val_loss: 0.2494 - val_mape: 18579436.0000
Epoch 75/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2192 - mape: 5285383.5000 - val_loss: 0.2498 - val_mape: 18530110.0000
Epoch 76/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2188 - mape: 5253385.5000 - val_loss: 0.2502 - val_mape: 18545296.0000
Epoch 77/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2184 - mape: 5236227.0000 - val_loss: 0.2504 - val_mape: 18609438.0000
Epoch 78/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2181 - mape: 5232920.0000 - val_loss: 0.2508 - val_mape: 18617768.0000
Epoch 79/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2177 - mape: 5214699.5000 - val_loss: 0.2515 - val_mape: 18530062.0000
Epoch 80/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2173 - mape: 5175386.0000 - val_loss: 0.2522 - val_mape: 18489594.0000
Epoch 81/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2169 - mape: 5151574.0000 - val_loss: 0.2528 - val_mape: 18475932.0000
Epoch 82/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2165 - mape: 5122681.0000 - val_loss: 0.2537 - val_mape: 18421430.0000
Epoch 83/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2161 - mape: 5082844.0000 - val_loss: 0.2546 - val_mape: 18390664.0000
Epoch 84/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2157 - mape: 5046759.0000 - val_loss: 0.2558 - val_mape: 18368162.0000
Epoch 85/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2152 - mape: 5012516.5000 - val_loss: 0.2573 - val_mape: 18384880.0000
Epoch 86/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2148 - mape: 4988903.5000 - val_loss: 0.2584 - val_mape: 18402392.0000
Epoch 87/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2143 - mape: 4962268.0000 - val_loss: 0.2593 - val_mape: 18399506.0000
Epoch 88/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2138 - mape: 4934967.0000 - val_loss: 0.2604 - val_mape: 18423192.0000
Epoch 89/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2133 - mape: 4913601.0000 - val_loss: 0.2615 - val_mape: 18442708.0000
Epoch 90/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2127 - mape: 4900623.5000 - val_loss: 0.2625 - val_mape: 18395366.0000
Epoch 91/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2122 - mape: 4868856.5000 - val_loss: 0.2632 - val_mape: 18349596.0000
Epoch 92/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2116 - mape: 4840631.5000 - val_loss: 0.2636 - val_mape: 18438276.0000
Epoch 93/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2110 - mape: 4829528.5000 - val_loss: 0.2652 - val_mape: 18298500.0000
Epoch 94/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2103 - mape: 4775190.5000 - val_loss: 0.2662 - val_mape: 18444408.0000
Epoch 95/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2096 - mape: 4769594.5000 - val_loss: 0.2681 - val_mape: 18337484.0000
Epoch 96/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2090 - mape: 4731433.5000 - val_loss: 0.2684 - val_mape: 18392876.0000
Epoch 97/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2083 - mape: 4735960.0000 - val_loss: 0.2695 - val_mape: 18086220.0000
Epoch 98/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2076 - mape: 4685121.5000 - val_loss: 0.2677 - val_mape: 18785970.0000
Epoch 99/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2070 - mape: 4750956.5000 - val_loss: 0.2694 - val_mape: 17917618.0000
Epoch 100/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2063 - mape: 4657084.0000 - val_loss: 0.2683 - val_mape: 19193764.0000
Epoch 101/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2055 - mape: 4791054.0000 - val_loss: 0.2738 - val_mape: 17882576.0000
Epoch 102/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2049 - mape: 4661910.5000 - val_loss: 0.2692 - val_mape: 19448692.0000
Epoch 103/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2043 - mape: 4803798.5000 - val_loss: 0.2778 - val_mape: 17727364.0000
Epoch 104/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2045 - mape: 4578122.5000 - val_loss: 0.2651 - val_mape: 20250050.0000
Epoch 105/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2050 - mape: 4886132.0000 - val_loss: 0.2784 - val_mape: 16973742.0000
Epoch 106/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2066 - mape: 4288498.0000 - val_loss: 0.2732 - val_mape: 18791046.0000
Epoch 107/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2034 - mape: 4980464.5000 - val_loss: 0.2736 - val_mape: 20295242.0000
Epoch 108/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2018 - mape: 4819101.0000 - val_loss: 0.2795 - val_mape: 18585960.0000
Epoch 109/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2018 - mape: 4514583.0000 - val_loss: 0.2752 - val_mape: 20353176.0000
Epoch 110/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2014 - mape: 4897893.5000 - val_loss: 0.2848 - val_mape: 19449296.0000
Epoch 111/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2006 - mape: 4569672.5000 - val_loss: 0.2849 - val_mape: 19207726.0000
Epoch 112/250
3/3 [==============================] - 1s 193ms/step - loss: 0.1991 - mape: 4647486.5000 - val_loss: 0.2766 - val_mape: 20241004.0000
Epoch 113/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1990 - mape: 4671379.5000 - val_loss: 0.2804 - val_mape: 19065412.0000
Epoch 114/250
3/3 [==============================] - 1s 170ms/step - loss: 0.1984 - mape: 4456634.0000 - val_loss: 0.2840 - val_mape: 20659482.0000
Epoch 115/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1976 - mape: 4744962.0000 - val_loss: 0.2847 - val_mape: 19948882.0000
Epoch 116/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1966 - mape: 4557956.5000 - val_loss: 0.2840 - val_mape: 19640166.0000
Epoch 117/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1960 - mape: 4503807.0000 - val_loss: 0.2861 - val_mape: 20674002.0000
Epoch 118/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1951 - mape: 4520262.5000 - val_loss: 0.2892 - val_mape: 20291912.0000
Epoch 119/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1945 - mape: 4528131.5000 - val_loss: 0.2950 - val_mape: 21745268.0000
Epoch 120/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1938 - mape: 4507354.0000 - val_loss: 0.2928 - val_mape: 19453464.0000
Epoch 121/250
3/3 [==============================] - 0s 178ms/step - loss: 0.1939 - mape: 4311261.0000 - val_loss: 0.3026 - val_mape: 21892608.0000
Epoch 122/250
3/3 [==============================] - 1s 167ms/step - loss: 0.1924 - mape: 4330352.5000 - val_loss: 0.3023 - val_mape: 19937876.0000
Epoch 123/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1920 - mape: 4229957.0000 - val_loss: 0.3156 - val_mape: 23004882.0000
Epoch 124/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1912 - mape: 4441119.5000 - val_loss: 0.3072 - val_mape: 19632080.0000
Epoch 125/250
3/3 [==============================] - 1s 182ms/step - loss: 0.1913 - mape: 4061615.7500 - val_loss: 0.3198 - val_mape: 22478082.0000
Epoch 126/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1894 - mape: 4386208.5000 - val_loss: 0.3194 - val_mape: 20532706.0000
Epoch 127/250
3/3 [==============================] - 1s 189ms/step - loss: 0.1895 - mape: 4137862.5000 - val_loss: 0.3179 - val_mape: 21802892.0000
Epoch 128/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1882 - mape: 4194085.2500 - val_loss: 0.3129 - val_mape: 20507452.0000
Epoch 129/250
3/3 [==============================] - 1s 177ms/step - loss: 0.1870 - mape: 4132405.7500 - val_loss: 0.3172 - val_mape: 21258890.0000
Epoch 130/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1866 - mape: 4043196.7500 - val_loss: 0.3502 - val_mape: 22195062.0000
Epoch 131/250
3/3 [==============================] - 0s 163ms/step - loss: 6.4091 - mape: 7326346.5000 - val_loss: 0.3045 - val_mape: 19341830.0000
Epoch 132/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1887 - mape: 3927518.5000 - val_loss: 0.3077 - val_mape: 20910612.0000
Epoch 133/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1866 - mape: 3971706.7500 - val_loss: 0.3202 - val_mape: 21929808.0000
Epoch 134/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1862 - mape: 4267261.5000 - val_loss: 0.3221 - val_mape: 22491812.0000
Epoch 135/250
3/3 [==============================] - 1s 242ms/step - loss: 0.1853 - mape: 4112297.7500 - val_loss: 0.3137 - val_mape: 20258580.0000
Epoch 136/250
3/3 [==============================] - 1s 193ms/step - loss: 0.1853 - mape: 3882812.7500 - val_loss: 0.3349 - val_mape: 22169670.0000
Epoch 137/250
3/3 [==============================] - 1s 184ms/step - loss: 0.1844 - mape: 4093199.7500 - val_loss: 0.3277 - val_mape: 21179546.0000
Epoch 138/250
3/3 [==============================] - 1s 187ms/step - loss: 0.1836 - mape: 3751499.0000 - val_loss: 0.3320 - val_mape: 22449926.0000
Epoch 139/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1834 - mape: 3917684.2500 - val_loss: 0.3145 - val_mape: 20254800.0000
Epoch 140/250
3/3 [==============================] - 1s 172ms/step - loss: 0.1835 - mape: 3882538.5000 - val_loss: 0.3306 - val_mape: 22160774.0000
Epoch 141/250
3/3 [==============================] - 1s 198ms/step - loss: 0.1823 - mape: 4088921.0000 - val_loss: 0.3071 - val_mape: 19600514.0000
Epoch 142/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1844 - mape: 3545191.0000 - val_loss: 0.3300 - val_mape: 22344566.0000
Epoch 143/250
3/3 [==============================] - 1s 195ms/step - loss: 0.1832 - mape: 3859531.0000 - val_loss: 0.3303 - val_mape: 21027494.0000
Epoch 144/250
3/3 [==============================] - 1s 210ms/step - loss: 0.1832 - mape: 4298554.0000 - val_loss: 0.3105 - val_mape: 20518546.0000
Epoch 145/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1827 - mape: 3885797.2500 - val_loss: 0.3185 - val_mape: 21216638.0000
Epoch 146/250
3/3 [==============================] - 1s 194ms/step - loss: 0.1806 - mape: 3783001.0000 - val_loss: 0.3525 - val_mape: 22116766.0000
Epoch 147/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1819 - mape: 4282726.5000 - val_loss: 0.3105 - val_mape: 20318772.0000
Epoch 148/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1814 - mape: 3712170.5000 - val_loss: 0.3184 - val_mape: 20612048.0000
Epoch 149/250
3/3 [==============================] - 1s 201ms/step - loss: 0.1796 - mape: 3736800.5000 - val_loss: 0.3984 - val_mape: 22989108.0000
Epoch 150/250
3/3 [==============================] - 1s 179ms/step - loss: 0.1867 - mape: 4784433.5000 - val_loss: 0.3203 - val_mape: 20772738.0000
Epoch 151/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1787 - mape: 3961847.0000 - val_loss: 0.3203 - val_mape: 20484954.0000
Epoch 152/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1815 - mape: 3531513.0000 - val_loss: 0.3132 - val_mape: 20586088.0000
Epoch 153/250
3/3 [==============================] - 1s 186ms/step - loss: 0.1793 - mape: 3762173.5000 - val_loss: 0.3885 - val_mape: 22526342.0000
Epoch 154/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1843 - mape: 4479958.0000 - val_loss: 0.3219 - val_mape: 20355436.0000
Epoch 155/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1781 - mape: 3895686.0000 - val_loss: 0.3171 - val_mape: 20469134.0000
Epoch 156/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1787 - mape: 3603725.7500 - val_loss: 0.3465 - val_mape: 21293470.0000
Epoch 157/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1785 - mape: 3882067.7500 - val_loss: 0.3133 - val_mape: 19955050.0000
Epoch 158/250
3/3 [==============================] - 1s 181ms/step - loss: 0.1784 - mape: 3726745.0000 - val_loss: 0.3284 - val_mape: 20791994.0000
Epoch 159/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1772 - mape: 3801730.0000 - val_loss: 0.3225 - val_mape: 20321602.0000
Epoch 160/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1767 - mape: 3654975.5000 - val_loss: 0.3382 - val_mape: 21030036.0000
Epoch 161/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1773 - mape: 3786586.7500 - val_loss: 0.3035 - val_mape: 18797444.0000
Epoch 162/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1797 - mape: 3500113.7500 - val_loss: 0.3293 - val_mape: 20702432.0000
Epoch 163/250
3/3 [==============================] - 1s 201ms/step - loss: 0.1761 - mape: 3683763.5000 - val_loss: 0.3515 - val_mape: 20646490.0000
Epoch 164/250
3/3 [==============================] - 1s 180ms/step - loss: 0.1790 - mape: 4175018.2500 - val_loss: 0.3116 - val_mape: 20217848.0000
Epoch 165/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1770 - mape: 3691127.0000 - val_loss: 0.3264 - val_mape: 20266358.0000
Epoch 166/250
3/3 [==============================] - 1s 192ms/step - loss: 0.1756 - mape: 3737826.0000 - val_loss: 0.3758 - val_mape: 21921674.0000
Epoch 167/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1785 - mape: 3994123.0000 - val_loss: 0.3129 - val_mape: 19577972.0000
Epoch 168/250
3/3 [==============================] - 0s 157ms/step - loss: 0.1770 - mape: 3493345.2500 - val_loss: 0.3527 - val_mape: 21423318.0000
Epoch 169/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1761 - mape: 3829703.7500 - val_loss: 0.3195 - val_mape: 19395548.0000
Epoch 170/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1767 - mape: 3600126.5000 - val_loss: 0.3499 - val_mape: 21372094.0000
Epoch 171/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1762 - mape: 3934029.0000 - val_loss: 0.3037 - val_mape: 18515658.0000
Epoch 171: early stopping
1/1 [==============================] - 0s 290ms/step
Epoch 1/250
3/3 [==============================] - 3s 339ms/step - loss: 0.4004 - mape: 105695.0078 - val_loss: 0.4049 - val_mape: 848598.8750
Epoch 2/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3854 - mape: 368019.9375 - val_loss: 0.3875 - val_mape: 1752751.3750
Epoch 3/250
3/3 [==============================] - 1s 206ms/step - loss: 0.3677 - mape: 716077.4375 - val_loss: 0.3653 - val_mape: 2977012.2500
Epoch 4/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3464 - mape: 1199934.0000 - val_loss: 0.3371 - val_mape: 4663246.0000
Epoch 5/250
3/3 [==============================] - 0s 179ms/step - loss: 0.3214 - mape: 1870201.5000 - val_loss: 0.3031 - val_mape: 7047047.5000
Epoch 6/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2898 - mape: 2932100.5000 - val_loss: 0.2574 - val_mape: 11261356.0000
Epoch 7/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2611 - mape: 5126320.5000 - val_loss: 0.2332 - val_mape: 17578764.0000
Epoch 8/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2483 - mape: 6966394.5000 - val_loss: 0.2312 - val_mape: 17379150.0000
Epoch 9/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2432 - mape: 6419269.0000 - val_loss: 0.2325 - val_mape: 16296248.0000
Epoch 10/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2427 - mape: 5858114.5000 - val_loss: 0.2302 - val_mape: 16830008.0000
Epoch 11/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2397 - mape: 5953139.0000 - val_loss: 0.2348 - val_mape: 18938184.0000
Epoch 12/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2361 - mape: 6555827.0000 - val_loss: 0.2556 - val_mape: 20517918.0000
Epoch 13/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2350 - mape: 6723868.5000 - val_loss: 0.2316 - val_mape: 18174424.0000
Epoch 14/250
3/3 [==============================] - 1s 197ms/step - loss: 0.2340 - mape: 5995103.5000 - val_loss: 0.2311 - val_mape: 17654416.0000
Epoch 15/250
3/3 [==============================] - 1s 241ms/step - loss: 0.2330 - mape: 5860783.5000 - val_loss: 0.2339 - val_mape: 18690758.0000
Epoch 16/250
3/3 [==============================] - 1s 195ms/step - loss: 0.2315 - mape: 6133940.0000 - val_loss: 0.2358 - val_mape: 19202318.0000
Epoch 17/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2301 - mape: 6081576.5000 - val_loss: 0.2343 - val_mape: 18487594.0000
Epoch 18/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2298 - mape: 5797110.5000 - val_loss: 0.2351 - val_mape: 18708608.0000
Epoch 19/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2288 - mape: 5830658.5000 - val_loss: 0.2364 - val_mape: 19422610.0000
Epoch 20/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2281 - mape: 5930616.0000 - val_loss: 0.2366 - val_mape: 18564358.0000
Epoch 21/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2274 - mape: 5680501.5000 - val_loss: 0.2382 - val_mape: 18222310.0000
Epoch 22/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2267 - mape: 5605273.5000 - val_loss: 0.2389 - val_mape: 18882668.0000
Epoch 23/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2258 - mape: 5720966.0000 - val_loss: 0.2402 - val_mape: 18857260.0000
Epoch 24/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2251 - mape: 5635977.0000 - val_loss: 0.2419 - val_mape: 18483488.0000
Epoch 25/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2245 - mape: 5540713.5000 - val_loss: 0.2432 - val_mape: 18780078.0000
Epoch 26/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2236 - mape: 5573805.5000 - val_loss: 0.2452 - val_mape: 18970776.0000
Epoch 27/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2227 - mape: 5513146.5000 - val_loss: 0.2475 - val_mape: 19127148.0000
Epoch 28/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2217 - mape: 5468855.5000 - val_loss: 0.2485 - val_mape: 19408200.0000
Epoch 29/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2206 - mape: 5486674.5000 - val_loss: 0.2508 - val_mape: 19716324.0000
Epoch 30/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2193 - mape: 5429133.0000 - val_loss: 0.2536 - val_mape: 20293510.0000
Epoch 31/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2178 - mape: 5397443.0000 - val_loss: 0.2570 - val_mape: 21012026.0000
Epoch 32/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2160 - mape: 5369111.0000 - val_loss: 0.2613 - val_mape: 21731244.0000
Epoch 33/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2143 - mape: 5322135.5000 - val_loss: 0.2669 - val_mape: 22672816.0000
Epoch 34/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2124 - mape: 5250320.0000 - val_loss: 0.2698 - val_mape: 22566374.0000
Epoch 35/250
3/3 [==============================] - 1s 215ms/step - loss: 0.2107 - mape: 5089909.5000 - val_loss: 0.2774 - val_mape: 23063002.0000
Epoch 36/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2091 - mape: 4965638.5000 - val_loss: 0.2978 - val_mape: 26303888.0000
Epoch 37/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2085 - mape: 5097931.5000 - val_loss: 0.2821 - val_mape: 20307682.0000
Epoch 38/250
3/3 [==============================] - 0s 157ms/step - loss: 0.2093 - mape: 4478568.5000 - val_loss: 0.3030 - val_mape: 24979684.0000
Epoch 39/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2050 - mape: 4653349.5000 - val_loss: 0.3708 - val_mape: 31112070.0000
Epoch 40/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2073 - mape: 4767421.5000 - val_loss: 0.3061 - val_mape: 22296942.0000
Epoch 41/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2063 - mape: 4307757.5000 - val_loss: 0.3007 - val_mape: 24066660.0000
Epoch 42/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2041 - mape: 4252448.5000 - val_loss: 0.3142 - val_mape: 25481918.0000
Epoch 43/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2029 - mape: 4448814.0000 - val_loss: 0.3533 - val_mape: 30624610.0000
Epoch 44/250
3/3 [==============================] - 0s 181ms/step - loss: 0.2029 - mape: 4669787.0000 - val_loss: 0.3549 - val_mape: 25988414.0000
Epoch 45/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2032 - mape: 4099945.2500 - val_loss: 0.4094 - val_mape: 31376202.0000
Epoch 46/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2012 - mape: 4511604.5000 - val_loss: 0.3685 - val_mape: 26428124.0000
Epoch 47/250
3/3 [==============================] - 0s 181ms/step - loss: 0.2032 - mape: 4047655.0000 - val_loss: 0.3899 - val_mape: 31501266.0000
Epoch 48/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2010 - mape: 4554481.5000 - val_loss: 0.3652 - val_mape: 27315896.0000
Epoch 49/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1990 - mape: 4095277.2500 - val_loss: 0.3826 - val_mape: 29120346.0000
Epoch 50/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1984 - mape: 4236800.0000 - val_loss: 0.4034 - val_mape: 29526302.0000
Epoch 51/250
3/3 [==============================] - 0s 159ms/step - loss: 0.1980 - mape: 3960031.2500 - val_loss: 0.4527 - val_mape: 37542420.0000
Epoch 52/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1961 - mape: 4231915.5000 - val_loss: 0.3898 - val_mape: 29140634.0000
Epoch 53/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1964 - mape: 3738334.0000 - val_loss: 0.3681 - val_mape: 30498094.0000
Epoch 54/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1970 - mape: 4250961.0000 - val_loss: 0.3403 - val_mape: 21778726.0000
Epoch 55/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2020 - mape: 3694753.2500 - val_loss: 0.3206 - val_mape: 23777676.0000
Epoch 56/250
3/3 [==============================] - 0s 156ms/step - loss: 0.1988 - mape: 3931219.0000 - val_loss: 0.3191 - val_mape: 26164440.0000
Epoch 57/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1946 - mape: 4179986.7500 - val_loss: 0.3666 - val_mape: 30770522.0000
Epoch 58/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1948 - mape: 4484745.5000 - val_loss: 0.3499 - val_mape: 29059804.0000
Epoch 59/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1909 - mape: 4147160.7500 - val_loss: 0.3351 - val_mape: 27050476.0000
Epoch 60/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1896 - mape: 4143295.2500 - val_loss: 0.3645 - val_mape: 26240542.0000
Epoch 61/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1877 - mape: 3667279.7500 - val_loss: 0.3757 - val_mape: 31831600.0000
Epoch 62/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2114 - mape: 4846376.5000 - val_loss: 0.3182 - val_mape: 23570686.0000
Epoch 63/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2005 - mape: 4356474.5000 - val_loss: 0.3221 - val_mape: 21160584.0000
Epoch 64/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2023 - mape: 3980767.5000 - val_loss: 0.3083 - val_mape: 21626302.0000
Epoch 65/250
3/3 [==============================] - 0s 156ms/step - loss: 0.1987 - mape: 3887161.5000 - val_loss: 0.3044 - val_mape: 24711178.0000
Epoch 66/250
3/3 [==============================] - 0s 159ms/step - loss: 0.1960 - mape: 3935831.0000 - val_loss: 0.3255 - val_mape: 25150334.0000
Epoch 66: early stopping
1/1 [==============================] - 0s 284ms/step
Epoch 1/250
3/3 [==============================] - 3s 345ms/step - loss: 0.3736 - mape: 628596.0000 - val_loss: 0.3215 - val_mape: 6683184.5000
Epoch 2/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2895 - mape: 3342598.2500 - val_loss: 0.2589 - val_mape: 15603585.0000
Epoch 3/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2658 - mape: 6989062.5000 - val_loss: 0.2514 - val_mape: 19547334.0000
Epoch 4/250
3/3 [==============================] - 1s 200ms/step - loss: 0.2479 - mape: 7026200.5000 - val_loss: 0.2465 - val_mape: 16151456.0000
Epoch 5/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2461 - mape: 5646634.0000 - val_loss: 0.2430 - val_mape: 15396909.0000
Epoch 6/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2440 - mape: 5365482.0000 - val_loss: 0.2349 - val_mape: 16942228.0000
Epoch 7/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2366 - mape: 6023164.0000 - val_loss: 0.2437 - val_mape: 20282502.0000
Epoch 8/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2367 - mape: 6842003.5000 - val_loss: 0.2322 - val_mape: 17681476.0000
Epoch 9/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2347 - mape: 5731514.0000 - val_loss: 0.2338 - val_mape: 16831814.0000
Epoch 10/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2344 - mape: 5439693.0000 - val_loss: 0.2345 - val_mape: 18850084.0000
Epoch 11/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2303 - mape: 5987028.5000 - val_loss: 0.2382 - val_mape: 20490136.0000
Epoch 12/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2299 - mape: 6125706.5000 - val_loss: 0.2340 - val_mape: 16988712.0000
Epoch 13/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2294 - mape: 5273729.0000 - val_loss: 0.2347 - val_mape: 16464874.0000
Epoch 14/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2284 - mape: 5301386.5000 - val_loss: 0.2336 - val_mape: 18150120.0000
Epoch 15/250
3/3 [==============================] - 1s 168ms/step - loss: 0.2265 - mape: 5635700.0000 - val_loss: 0.2353 - val_mape: 18676216.0000
Epoch 16/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2252 - mape: 5356293.5000 - val_loss: 0.2361 - val_mape: 18879260.0000
Epoch 17/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2240 - mape: 5374199.0000 - val_loss: 0.2341 - val_mape: 19146960.0000
Epoch 18/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2220 - mape: 5495027.0000 - val_loss: 0.2334 - val_mape: 17030920.0000
Epoch 19/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2211 - mape: 5012347.5000 - val_loss: 0.2331 - val_mape: 18135928.0000
Epoch 20/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2191 - mape: 5273347.5000 - val_loss: 0.2358 - val_mape: 18450722.0000
Epoch 21/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2187 - mape: 4823695.5000 - val_loss: 0.2363 - val_mape: 20247434.0000
Epoch 22/250
3/3 [==============================] - 1s 168ms/step - loss: 0.2181 - mape: 5461244.0000 - val_loss: 0.2392 - val_mape: 16198693.0000
Epoch 23/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2193 - mape: 4348220.0000 - val_loss: 0.2360 - val_mape: 18346942.0000
Epoch 24/250
3/3 [==============================] - 1s 160ms/step - loss: 0.2144 - mape: 5006795.5000 - val_loss: 1637513.0000 - val_mape: 288929984.0000
Epoch 25/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2280 - mape: 4631534.0000 - val_loss: 0.2402 - val_mape: 16750744.0000
Epoch 26/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2198 - mape: 5250697.5000 - val_loss: 0.2490 - val_mape: 15680785.0000
Epoch 27/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2210 - mape: 4641757.0000 - val_loss: 0.2478 - val_mape: 15390276.0000
Epoch 28/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2198 - mape: 4524668.0000 - val_loss: 0.2343 - val_mape: 18602546.0000
Epoch 29/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2176 - mape: 5034611.0000 - val_loss: 0.2360 - val_mape: 16012707.0000
Epoch 29: early stopping
1/1 [==============================] - 0s 308ms/step
Epoch 1/250
2/2 [==============================] - 4s 579ms/step - loss: 0.4113 - mape: 93324.5156 - val_loss: 0.4098 - val_mape: 839903.9375
Epoch 2/250
2/2 [==============================] - 0s 212ms/step - loss: 0.4052 - mape: 90002.2422 - val_loss: 0.4044 - val_mape: 1112292.6250
Epoch 3/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3995 - mape: 144493.8438 - val_loss: 0.3992 - val_mape: 1384003.5000
Epoch 4/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3940 - mape: 235283.9688 - val_loss: 0.3940 - val_mape: 1631519.2500
Epoch 5/250
2/2 [==============================] - 0s 201ms/step - loss: 0.3887 - mape: 333399.5625 - val_loss: 0.3887 - val_mape: 1863738.5000
Epoch 6/250
2/2 [==============================] - 0s 203ms/step - loss: 0.3837 - mape: 429956.0000 - val_loss: 0.3835 - val_mape: 2099557.7500
Epoch 7/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3790 - mape: 522501.5312 - val_loss: 0.3785 - val_mape: 2344686.5000
Epoch 8/250
2/2 [==============================] - 0s 202ms/step - loss: 0.3746 - mape: 611099.0625 - val_loss: 0.3735 - val_mape: 2598257.2500
Epoch 9/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3703 - mape: 698371.3125 - val_loss: 0.3687 - val_mape: 2860801.2500
Epoch 10/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3660 - mape: 786711.1875 - val_loss: 0.3638 - val_mape: 3187545.5000
Epoch 11/250
2/2 [==============================] - 0s 240ms/step - loss: 0.3616 - mape: 879695.6875 - val_loss: 0.3586 - val_mape: 3535639.7500
Epoch 12/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3571 - mape: 978959.6875 - val_loss: 0.3533 - val_mape: 3905587.2500
Epoch 13/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3524 - mape: 1083535.6250 - val_loss: 0.3475 - val_mape: 4313007.0000
Epoch 14/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3474 - mape: 1200288.3750 - val_loss: 0.3414 - val_mape: 4751890.5000
Epoch 15/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3421 - mape: 1331320.2500 - val_loss: 0.3347 - val_mape: 5234422.5000
Epoch 16/250
2/2 [==============================] - 0s 205ms/step - loss: 0.3362 - mape: 1478920.0000 - val_loss: 0.3273 - val_mape: 5811515.5000
Epoch 17/250
2/2 [==============================] - 0s 237ms/step - loss: 0.3291 - mape: 1659692.8750 - val_loss: 0.3177 - val_mape: 6486606.0000
Epoch 18/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3202 - mape: 1898928.3750 - val_loss: 0.3070 - val_mape: 7265354.0000
Epoch 19/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3103 - mape: 2189154.7500 - val_loss: 0.2960 - val_mape: 8133070.0000
Epoch 20/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3003 - mape: 2520180.7500 - val_loss: 0.2853 - val_mape: 9087180.0000
Epoch 21/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2905 - mape: 2880774.7500 - val_loss: 0.2752 - val_mape: 10128692.0000
Epoch 22/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2812 - mape: 3267994.7500 - val_loss: 0.2661 - val_mape: 11233146.0000
Epoch 23/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2728 - mape: 3681522.7500 - val_loss: 0.2581 - val_mape: 12403027.0000
Epoch 24/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2653 - mape: 4117983.5000 - val_loss: 0.2517 - val_mape: 13624632.0000
Epoch 25/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2590 - mape: 4572191.5000 - val_loss: 0.2470 - val_mape: 14873239.0000
Epoch 26/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2538 - mape: 5037276.0000 - val_loss: 0.2440 - val_mape: 16121528.0000
Epoch 27/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2499 - mape: 5500345.5000 - val_loss: 0.2429 - val_mape: 17333514.0000
Epoch 28/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2472 - mape: 5945743.0000 - val_loss: 0.2431 - val_mape: 18433168.0000
Epoch 29/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2455 - mape: 6347480.5000 - val_loss: 0.2440 - val_mape: 19332066.0000
Epoch 30/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2445 - mape: 6671398.0000 - val_loss: 0.2449 - val_mape: 19958406.0000
Epoch 31/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2438 - mape: 6892381.0000 - val_loss: 0.2452 - val_mape: 20274050.0000
Epoch 32/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2432 - mape: 6998286.5000 - val_loss: 0.2446 - val_mape: 20285758.0000
Epoch 33/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2425 - mape: 6989529.0000 - val_loss: 0.2432 - val_mape: 20064770.0000
Epoch 34/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2417 - mape: 6894324.5000 - val_loss: 0.2415 - val_mape: 19708002.0000
Epoch 35/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2410 - mape: 6749378.5000 - val_loss: 0.2399 - val_mape: 19292822.0000
Epoch 36/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2405 - mape: 6584106.0000 - val_loss: 0.2386 - val_mape: 18879516.0000
Epoch 37/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2401 - mape: 6421242.5000 - val_loss: 0.2375 - val_mape: 18508992.0000
Epoch 38/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2398 - mape: 6275646.5000 - val_loss: 0.2367 - val_mape: 18206382.0000
Epoch 39/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2396 - mape: 6157094.5000 - val_loss: 0.2360 - val_mape: 17983084.0000
Epoch 40/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2394 - mape: 6068996.0000 - val_loss: 0.2353 - val_mape: 17840550.0000
Epoch 41/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2390 - mape: 6011680.5000 - val_loss: 0.2347 - val_mape: 17771548.0000
Epoch 42/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2386 - mape: 5982870.0000 - val_loss: 0.2342 - val_mape: 17764930.0000
Epoch 43/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2381 - mape: 5977494.0000 - val_loss: 0.2337 - val_mape: 17810754.0000
Epoch 44/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2375 - mape: 5991073.0000 - val_loss: 0.2332 - val_mape: 17896634.0000
Epoch 45/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2369 - mape: 6019195.5000 - val_loss: 0.2329 - val_mape: 18008734.0000
Epoch 46/250
2/2 [==============================] - 0s 238ms/step - loss: 0.2364 - mape: 6055438.5000 - val_loss: 0.2327 - val_mape: 18128012.0000
Epoch 47/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2359 - mape: 6092596.5000 - val_loss: 0.2326 - val_mape: 18235176.0000
Epoch 48/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2355 - mape: 6122514.5000 - val_loss: 0.2325 - val_mape: 18308138.0000
Epoch 49/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2351 - mape: 6136781.5000 - val_loss: 0.2325 - val_mape: 18335056.0000
Epoch 50/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2348 - mape: 6130651.5000 - val_loss: 0.2325 - val_mape: 18318680.0000
Epoch 51/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2345 - mape: 6104689.0000 - val_loss: 0.2325 - val_mape: 18268044.0000
Epoch 52/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2342 - mape: 6063762.0000 - val_loss: 0.2325 - val_mape: 18204648.0000
Epoch 53/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2339 - mape: 6017353.5000 - val_loss: 0.2327 - val_mape: 18157336.0000
Epoch 54/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2337 - mape: 5974496.0000 - val_loss: 0.2329 - val_mape: 18139596.0000
Epoch 55/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2334 - mape: 5941418.0000 - val_loss: 0.2332 - val_mape: 18159746.0000
Epoch 56/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2332 - mape: 5921991.0000 - val_loss: 0.2335 - val_mape: 18218244.0000
Epoch 57/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2329 - mape: 5916363.5000 - val_loss: 0.2338 - val_mape: 18306060.0000
Epoch 58/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2325 - mape: 5920670.0000 - val_loss: 0.2342 - val_mape: 18414098.0000
Epoch 59/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2322 - mape: 5931067.0000 - val_loss: 0.2345 - val_mape: 18532660.0000
Epoch 60/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2319 - mape: 5944278.5000 - val_loss: 0.2349 - val_mape: 18650768.0000
Epoch 61/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2315 - mape: 5956440.5000 - val_loss: 0.2352 - val_mape: 18763696.0000
Epoch 62/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2312 - mape: 5965014.5000 - val_loss: 0.2356 - val_mape: 18860248.0000
Epoch 63/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2309 - mape: 5966401.0000 - val_loss: 0.2359 - val_mape: 18936350.0000
Epoch 64/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2306 - mape: 5959696.0000 - val_loss: 0.2362 - val_mape: 18996286.0000
Epoch 65/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2303 - mape: 5947800.5000 - val_loss: 0.2366 - val_mape: 19044944.0000
Epoch 66/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2299 - mape: 5932860.5000 - val_loss: 0.2369 - val_mape: 19088902.0000
Epoch 67/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2296 - mape: 5917573.5000 - val_loss: 0.2373 - val_mape: 19134122.0000
Epoch 68/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2293 - mape: 5903089.0000 - val_loss: 0.2376 - val_mape: 19177622.0000
Epoch 69/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2290 - mape: 5887613.5000 - val_loss: 0.2379 - val_mape: 19221886.0000
Epoch 70/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2286 - mape: 5872768.5000 - val_loss: 0.2382 - val_mape: 19270986.0000
Epoch 71/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2283 - mape: 5860420.0000 - val_loss: 0.2385 - val_mape: 19330264.0000
Epoch 72/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2279 - mape: 5852322.0000 - val_loss: 0.2388 - val_mape: 19395418.0000
Epoch 73/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2276 - mape: 5845484.0000 - val_loss: 0.2390 - val_mape: 19445030.0000
Epoch 74/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2273 - mape: 5833090.5000 - val_loss: 0.2392 - val_mape: 19476554.0000
Epoch 75/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2269 - mape: 5814973.0000 - val_loss: 0.2394 - val_mape: 19484308.0000
Epoch 76/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2266 - mape: 5789744.0000 - val_loss: 0.2396 - val_mape: 19468490.0000
Epoch 77/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2263 - mape: 5758719.0000 - val_loss: 0.2397 - val_mape: 19445000.0000
Epoch 78/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2260 - mape: 5726662.0000 - val_loss: 0.2398 - val_mape: 19423784.0000
Epoch 79/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2257 - mape: 5696285.0000 - val_loss: 0.2399 - val_mape: 19401714.0000
Epoch 80/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2255 - mape: 5668266.0000 - val_loss: 0.2400 - val_mape: 19362812.0000
Epoch 81/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2252 - mape: 5637941.5000 - val_loss: 0.2401 - val_mape: 19304866.0000
Epoch 82/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2249 - mape: 5604237.0000 - val_loss: 0.2402 - val_mape: 19230700.0000
Epoch 83/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2246 - mape: 5565823.5000 - val_loss: 0.2404 - val_mape: 19150248.0000
Epoch 84/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2244 - mape: 5527435.5000 - val_loss: 0.2405 - val_mape: 19079174.0000
Epoch 85/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2241 - mape: 5492421.5000 - val_loss: 0.2407 - val_mape: 19022636.0000
Epoch 86/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2238 - mape: 5460840.5000 - val_loss: 0.2409 - val_mape: 18982376.0000
Epoch 87/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2236 - mape: 5432878.0000 - val_loss: 0.2411 - val_mape: 18970386.0000
Epoch 88/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2233 - mape: 5411680.5000 - val_loss: 0.2413 - val_mape: 18964340.0000
Epoch 89/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2230 - mape: 5391909.0000 - val_loss: 0.2415 - val_mape: 18954696.0000
Epoch 90/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2228 - mape: 5371657.5000 - val_loss: 0.2417 - val_mape: 18955386.0000
Epoch 91/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2225 - mape: 5355154.5000 - val_loss: 0.2418 - val_mape: 18972002.0000
Epoch 92/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2221 - mape: 5342618.5000 - val_loss: 0.2420 - val_mape: 18985800.0000
Epoch 93/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2218 - mape: 5328765.0000 - val_loss: 0.2422 - val_mape: 18986440.0000
Epoch 94/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2215 - mape: 5310342.0000 - val_loss: 0.2425 - val_mape: 18990440.0000
Epoch 95/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2212 - mape: 5291735.0000 - val_loss: 0.2427 - val_mape: 18994716.0000
Epoch 96/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2209 - mape: 5272867.0000 - val_loss: 0.2429 - val_mape: 18997588.0000
Epoch 97/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2205 - mape: 5253446.0000 - val_loss: 0.2432 - val_mape: 19009956.0000
Epoch 98/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2202 - mape: 5236142.0000 - val_loss: 0.2434 - val_mape: 19027982.0000
Epoch 99/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2199 - mape: 5219980.0000 - val_loss: 0.2437 - val_mape: 19035538.0000
Epoch 100/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2195 - mape: 5200084.5000 - val_loss: 0.2440 - val_mape: 19032802.0000
Epoch 101/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2192 - mape: 5175441.0000 - val_loss: 0.2443 - val_mape: 19071878.0000
Epoch 102/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2188 - mape: 5157910.0000 - val_loss: 0.2446 - val_mape: 19130568.0000
Epoch 103/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2185 - mape: 5145048.5000 - val_loss: 0.2449 - val_mape: 19196568.0000
Epoch 104/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2182 - mape: 5135173.0000 - val_loss: 0.2452 - val_mape: 19244890.0000
Epoch 105/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2178 - mape: 5121145.5000 - val_loss: 0.2455 - val_mape: 19255180.0000
Epoch 106/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2174 - mape: 5101838.5000 - val_loss: 0.2457 - val_mape: 19259454.0000
Epoch 107/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2171 - mape: 5084504.5000 - val_loss: 0.2459 - val_mape: 19271324.0000
Epoch 108/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2167 - mape: 5070567.5000 - val_loss: 0.2461 - val_mape: 19269720.0000
Epoch 109/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2162 - mape: 5053737.5000 - val_loss: 0.2463 - val_mape: 19269772.0000
Epoch 110/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2158 - mape: 5035654.5000 - val_loss: 0.2466 - val_mape: 19297690.0000
Epoch 111/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2153 - mape: 5021205.5000 - val_loss: 0.2471 - val_mape: 19356246.0000
Epoch 112/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2148 - mape: 5011848.0000 - val_loss: 0.2477 - val_mape: 19456928.0000
Epoch 113/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2143 - mape: 5007914.0000 - val_loss: 0.2483 - val_mape: 19571320.0000
Epoch 114/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2138 - mape: 5002075.5000 - val_loss: 0.2489 - val_mape: 19668482.0000
Epoch 115/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2133 - mape: 4985298.0000 - val_loss: 0.2496 - val_mape: 19718210.0000
Epoch 116/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2128 - mape: 4955120.0000 - val_loss: 0.2501 - val_mape: 19774772.0000
Epoch 117/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2123 - mape: 4930008.5000 - val_loss: 0.2504 - val_mape: 19912048.0000
Epoch 118/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2117 - mape: 4929944.5000 - val_loss: 0.2507 - val_mape: 20017484.0000
Epoch 119/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2111 - mape: 4919075.5000 - val_loss: 0.2512 - val_mape: 20073736.0000
Epoch 120/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2105 - mape: 4889946.0000 - val_loss: 0.2517 - val_mape: 20140546.0000
Epoch 121/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2099 - mape: 4862034.0000 - val_loss: 0.2520 - val_mape: 20339666.0000
Epoch 122/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2092 - mape: 4863096.5000 - val_loss: 0.2525 - val_mape: 20495124.0000
Epoch 123/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2085 - mape: 4842248.5000 - val_loss: 0.2531 - val_mape: 20639174.0000
Epoch 124/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2079 - mape: 4825954.0000 - val_loss: 0.2539 - val_mape: 20840386.0000
Epoch 125/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2072 - mape: 4827773.0000 - val_loss: 0.2551 - val_mape: 20988756.0000
Epoch 126/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2065 - mape: 4804288.5000 - val_loss: 0.2565 - val_mape: 21175076.0000
Epoch 127/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2059 - mape: 4789877.0000 - val_loss: 0.2580 - val_mape: 21406662.0000
Epoch 128/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2052 - mape: 4795820.5000 - val_loss: 0.2598 - val_mape: 21514194.0000
Epoch 129/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2046 - mape: 4771777.5000 - val_loss: 0.2617 - val_mape: 21596538.0000
Epoch 130/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2041 - mape: 4746503.0000 - val_loss: 0.2636 - val_mape: 21750982.0000
Epoch 131/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2036 - mape: 4722185.0000 - val_loss: 0.2654 - val_mape: 21891660.0000
Epoch 132/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2031 - mape: 4701055.5000 - val_loss: 0.2673 - val_mape: 21962900.0000
Epoch 133/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2025 - mape: 4655883.5000 - val_loss: 0.2694 - val_mape: 22042018.0000
Epoch 134/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2020 - mape: 4607468.5000 - val_loss: 0.2718 - val_mape: 22316148.0000
Epoch 135/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2014 - mape: 4603913.5000 - val_loss: 0.2747 - val_mape: 22459540.0000
Epoch 136/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2008 - mape: 4558992.0000 - val_loss: 0.2781 - val_mape: 22807448.0000
Epoch 137/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2003 - mape: 4559850.0000 - val_loss: 0.2820 - val_mape: 23313768.0000
Epoch 138/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1997 - mape: 4574348.5000 - val_loss: 0.2856 - val_mape: 23359768.0000
Epoch 139/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1991 - mape: 4535270.5000 - val_loss: 0.2891 - val_mape: 23576300.0000
Epoch 140/250
2/2 [==============================] - 0s 218ms/step - loss: 0.1985 - mape: 4516741.5000 - val_loss: 0.2925 - val_mape: 23800100.0000
Epoch 141/250
2/2 [==============================] - 0s 235ms/step - loss: 0.1979 - mape: 4484457.5000 - val_loss: 0.2956 - val_mape: 23898722.0000
Epoch 142/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1973 - mape: 4455428.0000 - val_loss: 0.2984 - val_mape: 24000110.0000
Epoch 143/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1967 - mape: 4423905.0000 - val_loss: 0.3006 - val_mape: 24225454.0000
Epoch 144/250
2/2 [==============================] - 0s 211ms/step - loss: 0.1961 - mape: 4404123.5000 - val_loss: 0.3017 - val_mape: 24135842.0000
Epoch 145/250
2/2 [==============================] - 0s 213ms/step - loss: 0.1955 - mape: 4353808.5000 - val_loss: 0.3039 - val_mape: 24768648.0000
Epoch 146/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1949 - mape: 4390111.5000 - val_loss: 0.3030 - val_mape: 23715182.0000
Epoch 147/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1945 - mape: 4268086.5000 - val_loss: 0.3075 - val_mape: 25641064.0000
Epoch 148/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1944 - mape: 4442360.5000 - val_loss: 0.3049 - val_mape: 23263860.0000
Epoch 149/250
2/2 [==============================] - 0s 228ms/step - loss: 0.1944 - mape: 4109403.5000 - val_loss: 0.3095 - val_mape: 25134594.0000
Epoch 150/250
2/2 [==============================] - 0s 224ms/step - loss: 0.1926 - mape: 4411257.0000 - val_loss: 0.3108 - val_mape: 25085112.0000
Epoch 151/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1917 - mape: 4280723.5000 - val_loss: 0.3105 - val_mape: 24456010.0000
Epoch 152/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1913 - mape: 4174016.7500 - val_loss: 0.3145 - val_mape: 25930678.0000
Epoch 153/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1910 - mape: 4416743.5000 - val_loss: 0.3118 - val_mape: 23756962.0000
Epoch 154/250
2/2 [==============================] - 0s 218ms/step - loss: 0.1910 - mape: 4046357.0000 - val_loss: 0.3147 - val_mape: 25371028.0000
Epoch 155/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1889 - mape: 4231177.5000 - val_loss: 0.3172 - val_mape: 26122132.0000
Epoch 156/250
2/2 [==============================] - 0s 203ms/step - loss: 0.1891 - mape: 4287919.0000 - val_loss: 0.3143 - val_mape: 23816842.0000
Epoch 157/250
2/2 [==============================] - 0s 220ms/step - loss: 0.1896 - mape: 3948049.7500 - val_loss: 0.3191 - val_mape: 25823030.0000
Epoch 158/250
2/2 [==============================] - 0s 217ms/step - loss: 0.1873 - mape: 4229078.5000 - val_loss: 0.3185 - val_mape: 25552422.0000
Epoch 159/250
2/2 [==============================] - 0s 226ms/step - loss: 0.1864 - mape: 4064141.7500 - val_loss: 0.3180 - val_mape: 25122264.0000
Epoch 160/250
2/2 [==============================] - 0s 215ms/step - loss: 0.1859 - mape: 3986196.7500 - val_loss: 0.3224 - val_mape: 26432184.0000
Epoch 161/250
2/2 [==============================] - 0s 216ms/step - loss: 0.1860 - mape: 4187518.5000 - val_loss: 0.3190 - val_mape: 23750416.0000
Epoch 162/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1882 - mape: 3731372.2500 - val_loss: 0.3199 - val_mape: 26062810.0000
Epoch 163/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1843 - mape: 4050603.7500 - val_loss: 0.3186 - val_mape: 25703742.0000
Epoch 164/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1835 - mape: 3949299.0000 - val_loss: 0.3186 - val_mape: 24836386.0000
Epoch 165/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1839 - mape: 3805694.7500 - val_loss: 0.3204 - val_mape: 26667648.0000
Epoch 166/250
2/2 [==============================] - 0s 215ms/step - loss: 0.1860 - mape: 4103186.7500 - val_loss: 0.3194 - val_mape: 24128728.0000
Epoch 167/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1857 - mape: 3606156.2500 - val_loss: 0.3213 - val_mape: 25905762.0000
Epoch 168/250
2/2 [==============================] - 0s 220ms/step - loss: 0.1823 - mape: 3911921.5000 - val_loss: 0.3232 - val_mape: 26223562.0000
Epoch 169/250
2/2 [==============================] - 0s 217ms/step - loss: 0.1825 - mape: 3925600.7500 - val_loss: 0.3250 - val_mape: 24046976.0000
Epoch 170/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1872 - mape: 3483839.2500 - val_loss: 0.3273 - val_mape: 25914020.0000
Epoch 171/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1821 - mape: 3847457.5000 - val_loss: 0.3282 - val_mape: 27500078.0000
Epoch 172/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1901 - mape: 4378250.5000 - val_loss: 0.3191 - val_mape: 25291922.0000
Epoch 173/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1819 - mape: 3764706.0000 - val_loss: 0.3209 - val_mape: 24152364.0000
Epoch 173: early stopping
1/1 [==============================] - 0s 309ms/step
Epoch 1/250
2/2 [==============================] - 3s 541ms/step - loss: 0.3939 - mape: 261175.3438 - val_loss: 0.3951 - val_mape: 1870244.3750
Epoch 2/250
2/2 [==============================] - 0s 239ms/step - loss: 0.3636 - mape: 883095.6250 - val_loss: 0.3664 - val_mape: 3855062.7500
Epoch 3/250
2/2 [==============================] - 0s 204ms/step - loss: 0.3295 - mape: 1750250.7500 - val_loss: 0.3312 - val_mape: 6405358.0000
Epoch 4/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2949 - mape: 2930361.0000 - val_loss: 0.2982 - val_mape: 9629154.0000
Epoch 5/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2697 - mape: 4346330.5000 - val_loss: 0.2734 - val_mape: 13251877.0000
Epoch 6/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2575 - mape: 5867248.0000 - val_loss: 0.2619 - val_mape: 16187971.0000
Epoch 7/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2539 - mape: 6919574.0000 - val_loss: 0.2577 - val_mape: 17143394.0000
Epoch 8/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2499 - mape: 7046973.0000 - val_loss: 0.2556 - val_mape: 16673436.0000
Epoch 9/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2463 - mape: 6641519.5000 - val_loss: 0.2541 - val_mape: 15909194.0000
Epoch 10/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2448 - mape: 6177241.0000 - val_loss: 0.2526 - val_mape: 15409859.0000
Epoch 11/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2442 - mape: 5845180.0000 - val_loss: 0.2499 - val_mape: 15327677.0000
Epoch 12/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2431 - mape: 5688675.0000 - val_loss: 0.2458 - val_mape: 15737431.0000
Epoch 13/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2410 - mape: 5733505.0000 - val_loss: 0.2406 - val_mape: 16719937.0000
Epoch 14/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2378 - mape: 6003660.0000 - val_loss: 0.2366 - val_mape: 18244712.0000
Epoch 15/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2351 - mape: 6483533.5000 - val_loss: 0.2384 - val_mape: 19612176.0000
Epoch 16/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2359 - mape: 6869176.0000 - val_loss: 0.2360 - val_mape: 18683610.0000
Epoch 17/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2336 - mape: 6509704.5000 - val_loss: 0.2344 - val_mape: 16882828.0000
Epoch 18/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2320 - mape: 5905400.0000 - val_loss: 0.2357 - val_mape: 15733978.0000
Epoch 19/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2318 - mape: 5537243.5000 - val_loss: 0.2361 - val_mape: 15480100.0000
Epoch 20/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2306 - mape: 5489988.0000 - val_loss: 0.2354 - val_mape: 15789404.0000
Epoch 21/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2292 - mape: 5613033.5000 - val_loss: 0.2362 - val_mape: 15885012.0000
Epoch 22/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2280 - mape: 5555512.5000 - val_loss: 0.2396 - val_mape: 15538580.0000
Epoch 23/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2274 - mape: 5306689.0000 - val_loss: 0.2428 - val_mape: 15563039.0000
Epoch 24/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2271 - mape: 5197144.0000 - val_loss: 0.2434 - val_mape: 16280764.0000
Epoch 25/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2259 - mape: 5330258.0000 - val_loss: 0.2436 - val_mape: 17147094.0000
Epoch 26/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2253 - mape: 5512428.0000 - val_loss: 0.2457 - val_mape: 17120226.0000
Epoch 27/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2246 - mape: 5447938.0000 - val_loss: 0.2491 - val_mape: 16444984.0000
Epoch 28/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2239 - mape: 5235714.5000 - val_loss: 0.2513 - val_mape: 16061313.0000
Epoch 29/250
2/2 [==============================] - 0s 178ms/step - loss: 0.2232 - mape: 5148389.5000 - val_loss: 0.2513 - val_mape: 16254450.0000
Epoch 30/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2221 - mape: 5238473.5000 - val_loss: 0.2522 - val_mape: 16315493.0000
Epoch 31/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2214 - mape: 5210320.0000 - val_loss: 0.2554 - val_mape: 16026335.0000
Epoch 32/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2207 - mape: 5056287.0000 - val_loss: 0.2572 - val_mape: 16195149.0000
Epoch 33/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2199 - mape: 5070746.5000 - val_loss: 0.2578 - val_mape: 16705883.0000
Epoch 34/250
2/2 [==============================] - 0s 176ms/step - loss: 0.2190 - mape: 5176961.0000 - val_loss: 0.2618 - val_mape: 16409879.0000
Epoch 35/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2181 - mape: 5015845.5000 - val_loss: 0.2644 - val_mape: 16326134.0000
Epoch 36/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2173 - mape: 4966497.0000 - val_loss: 0.2647 - val_mape: 16732442.0000
Epoch 37/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2163 - mape: 5029636.0000 - val_loss: 0.2680 - val_mape: 16400440.0000
Epoch 38/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2154 - mape: 4888599.5000 - val_loss: 0.2692 - val_mape: 16748344.0000
Epoch 39/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2143 - mape: 4926545.0000 - val_loss: 0.2719 - val_mape: 16979784.0000
Epoch 40/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2134 - mape: 4916007.5000 - val_loss: 0.2755 - val_mape: 17223380.0000
Epoch 41/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2123 - mape: 4891965.5000 - val_loss: 0.2781 - val_mape: 17798706.0000
Epoch 42/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2112 - mape: 4875947.0000 - val_loss: 0.2839 - val_mape: 18270506.0000
Epoch 43/250
2/2 [==============================] - 0s 180ms/step - loss: 0.2100 - mape: 4904694.5000 - val_loss: 0.2939 - val_mape: 18206490.0000
Epoch 44/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2090 - mape: 4732285.0000 - val_loss: 0.2931 - val_mape: 20380336.0000
Epoch 45/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2082 - mape: 4860847.5000 - val_loss: 0.3132 - val_mape: 19616330.0000
Epoch 46/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2070 - mape: 4709217.0000 - val_loss: 0.3223 - val_mape: 20312304.0000
Epoch 47/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2053 - mape: 4311022.5000 - val_loss: 0.3313 - val_mape: 23569236.0000
Epoch 48/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2049 - mape: 4526897.5000 - val_loss: 0.3208 - val_mape: 18773854.0000
Epoch 49/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2068 - mape: 3891175.0000 - val_loss: 0.3255 - val_mape: 17930832.0000
Epoch 50/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2066 - mape: 3871224.7500 - val_loss: 0.3244 - val_mape: 19540280.0000
Epoch 51/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2036 - mape: 3980866.5000 - val_loss: 0.3365 - val_mape: 23053688.0000
Epoch 52/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2018 - mape: 4657579.5000 - val_loss: 0.3551 - val_mape: 24119266.0000
Epoch 53/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2032 - mape: 4821961.5000 - val_loss: 0.3285 - val_mape: 20019590.0000
Epoch 54/250
2/2 [==============================] - 0s 177ms/step - loss: 0.2011 - mape: 4243630.0000 - val_loss: 0.3253 - val_mape: 19196116.0000
Epoch 55/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2020 - mape: 4037695.2500 - val_loss: 0.3318 - val_mape: 18542078.0000
Epoch 56/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2016 - mape: 4020275.7500 - val_loss: 0.3413 - val_mape: 18103704.0000
Epoch 57/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2001 - mape: 3938209.2500 - val_loss: 0.3441 - val_mape: 19579866.0000
Epoch 58/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1983 - mape: 4262712.0000 - val_loss: 0.3547 - val_mape: 20514914.0000
Epoch 59/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1977 - mape: 4441472.0000 - val_loss: 0.3615 - val_mape: 22327726.0000
Epoch 60/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1984 - mape: 4782638.0000 - val_loss: 0.3763 - val_mape: 19087022.0000
Epoch 61/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1994 - mape: 4255680.0000 - val_loss: 0.3675 - val_mape: 19981622.0000
Epoch 62/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1960 - mape: 4211557.5000 - val_loss: 0.3710 - val_mape: 19992790.0000
Epoch 63/250
2/2 [==============================] - 0s 180ms/step - loss: 0.1964 - mape: 4314121.0000 - val_loss: 0.3914 - val_mape: 17511454.0000
Epoch 64/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1994 - mape: 3605189.2500 - val_loss: 0.3845 - val_mape: 21610350.0000
Epoch 65/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1951 - mape: 4454758.0000 - val_loss: 0.3987 - val_mape: 21351146.0000
Epoch 66/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1960 - mape: 4017299.5000 - val_loss: 0.3946 - val_mape: 22305594.0000
Epoch 67/250
2/2 [==============================] - 0s 180ms/step - loss: 0.1961 - mape: 4499926.0000 - val_loss: 0.4068 - val_mape: 19008652.0000
Epoch 68/250
2/2 [==============================] - 0s 212ms/step - loss: 0.1955 - mape: 3549820.2500 - val_loss: 0.4075 - val_mape: 19799002.0000
Epoch 69/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1938 - mape: 3930173.2500 - val_loss: 0.4104 - val_mape: 23061652.0000
Epoch 70/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1948 - mape: 4329033.5000 - val_loss: 0.4112 - val_mape: 20470270.0000
Epoch 71/250
2/2 [==============================] - 0s 180ms/step - loss: 0.1915 - mape: 3887916.2500 - val_loss: 15443573760.0000 - val_mape: 4782401691314028544.0000
Epoch 72/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1917 - mape: 4037923.7500 - val_loss: 61626178863104.0000 - val_mape: 18281476604083843366912.0000
Epoch 73/250
2/2 [==============================] - 0s 204ms/step - loss: 17796928.0000 - mape: 505009603084288.0000 - val_loss: 0.4133 - val_mape: 20521790.0000
Epoch 74/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1923 - mape: 4023678.5000 - val_loss: 0.3894 - val_mape: 23207516.0000
Epoch 75/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1932 - mape: 4450385.5000 - val_loss: 0.3954 - val_mape: 21861278.0000
Epoch 76/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1929 - mape: 4002362.7500 - val_loss: 0.3931 - val_mape: 23286878.0000
Epoch 76: early stopping
1/1 [==============================] - 0s 286ms/step
Epoch 1/250
2/2 [==============================] - 3s 531ms/step - loss: 0.3599 - mape: 948110.0000 - val_loss: 0.3223 - val_mape: 5925718.5000
Epoch 2/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3030 - mape: 2579838.2500 - val_loss: 0.2600 - val_mape: 12596182.0000
Epoch 3/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2573 - mape: 5393065.5000 - val_loss: 0.2462 - val_mape: 19071632.0000
Epoch 4/250
2/2 [==============================] - 0s 244ms/step - loss: 0.2514 - mape: 7615280.5000 - val_loss: 0.2438 - val_mape: 18632956.0000
Epoch 5/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2439 - mape: 7040183.0000 - val_loss: 0.2427 - val_mape: 15946143.0000
Epoch 6/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2437 - mape: 5878325.5000 - val_loss: 0.2443 - val_mape: 14413692.0000
Epoch 7/250
2/2 [==============================] - 0s 264ms/step - loss: 0.2466 - mape: 5233289.5000 - val_loss: 0.2422 - val_mape: 14131451.0000
Epoch 8/250
2/2 [==============================] - 0s 240ms/step - loss: 0.2462 - mape: 5095390.0000 - val_loss: 0.2360 - val_mape: 15016289.0000
Epoch 9/250
2/2 [==============================] - 0s 246ms/step - loss: 0.2414 - mape: 5413123.5000 - val_loss: 0.2295 - val_mape: 17071952.0000
Epoch 10/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2369 - mape: 6161749.0000 - val_loss: 0.2333 - val_mape: 18798838.0000
Epoch 11/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2377 - mape: 6585534.5000 - val_loss: 0.2304 - val_mape: 18010814.0000
Epoch 12/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2342 - mape: 6102086.5000 - val_loss: 0.2306 - val_mape: 17254986.0000
Epoch 13/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2345 - mape: 5717308.5000 - val_loss: 0.2312 - val_mape: 17677600.0000
Epoch 14/250
2/2 [==============================] - 0s 241ms/step - loss: 0.2332 - mape: 5777370.0000 - val_loss: 0.2333 - val_mape: 19262460.0000
Epoch 15/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2305 - mape: 6236052.5000 - val_loss: 0.2380 - val_mape: 20802886.0000
Epoch 16/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2302 - mape: 6615104.0000 - val_loss: 0.2336 - val_mape: 19324862.0000
Epoch 17/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2274 - mape: 6079904.0000 - val_loss: 0.2338 - val_mape: 17724652.0000
Epoch 18/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2274 - mape: 5583737.5000 - val_loss: 0.2344 - val_mape: 17954082.0000
Epoch 19/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2253 - mape: 5716885.5000 - val_loss: 0.2349 - val_mape: 18797884.0000
Epoch 20/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2243 - mape: 5829367.0000 - val_loss: 0.2376 - val_mape: 17395714.0000
Epoch 21/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2233 - mape: 5319876.0000 - val_loss: 0.2386 - val_mape: 17231658.0000
Epoch 22/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2220 - mape: 5307158.5000 - val_loss: 0.2373 - val_mape: 17676712.0000
Epoch 23/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2213 - mape: 5385719.5000 - val_loss: 0.2418 - val_mape: 15734898.0000
Epoch 24/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2202 - mape: 4897300.5000 - val_loss: 0.2402 - val_mape: 16163565.0000
Epoch 25/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2186 - mape: 5069319.0000 - val_loss: 0.2430 - val_mape: 16071082.0000
Epoch 26/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2172 - mape: 4883234.0000 - val_loss: 0.2417 - val_mape: 16697649.0000
Epoch 27/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2161 - mape: 5110492.0000 - val_loss: 0.2483 - val_mape: 15381432.0000
Epoch 28/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2153 - mape: 4741821.0000 - val_loss: 0.2456 - val_mape: 16122268.0000
Epoch 29/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2134 - mape: 4798891.5000 - val_loss: 0.2417 - val_mape: 17265118.0000
Epoch 30/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2125 - mape: 5009308.5000 - val_loss: 0.2437 - val_mape: 16551709.0000
Epoch 31/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2110 - mape: 5003864.5000 - val_loss: 0.2489 - val_mape: 15906555.0000
Epoch 32/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2109 - mape: 4528528.5000 - val_loss: 0.2412 - val_mape: 18143270.0000
Epoch 33/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2101 - mape: 5291111.0000 - val_loss: 0.2501 - val_mape: 15423736.0000
Epoch 34/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2089 - mape: 4357080.5000 - val_loss: 0.2436 - val_mape: 16520248.0000
Epoch 35/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2067 - mape: 4844989.5000 - val_loss: 0.2546 - val_mape: 16135757.0000
Epoch 36/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2079 - mape: 4283239.5000 - val_loss: 0.2419 - val_mape: 19646130.0000
Epoch 37/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2149 - mape: 5701114.5000 - val_loss: 0.2589 - val_mape: 14578817.0000
Epoch 38/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2124 - mape: 3962208.7500 - val_loss: 0.2566 - val_mape: 14661103.0000
Epoch 39/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2116 - mape: 4416074.0000 - val_loss: 0.2483 - val_mape: 16600566.0000
Epoch 40/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2056 - mape: 4825733.5000 - val_loss: 0.2537 - val_mape: 17095168.0000
Epoch 41/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2055 - mape: 4467812.5000 - val_loss: 0.2454 - val_mape: 20255342.0000
Epoch 42/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2081 - mape: 5653358.0000 - val_loss: 0.2466 - val_mape: 18164930.0000
Epoch 43/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2034 - mape: 4801838.5000 - val_loss: 0.2577 - val_mape: 15317367.0000
Epoch 44/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2043 - mape: 4073353.2500 - val_loss: 0.2524 - val_mape: 17180366.0000
Epoch 45/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2023 - mape: 4802356.5000 - val_loss: 0.2626 - val_mape: 16700449.0000
Epoch 46/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2012 - mape: 4242071.0000 - val_loss: 0.2613 - val_mape: 17677258.0000
Epoch 47/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1993 - mape: 4563839.0000 - val_loss: 0.2525 - val_mape: 19173082.0000
Epoch 48/250
2/2 [==============================] - 0s 232ms/step - loss: 0.1997 - mape: 4837216.0000 - val_loss: 1457.0342 - val_mape: 432641792.0000
Epoch 49/250
2/2 [==============================] - 0s 201ms/step - loss: 256.5468 - mape: 789421440.0000 - val_loss: 960313.6875 - val_mape: 7293700669440.0000
Epoch 50/250
2/2 [==============================] - 0s 192ms/step - loss: 198883.6719 - mape: 276448051200.0000 - val_loss: 637202.6250 - val_mape: 8334878441472.0000
Epoch 51/250
2/2 [==============================] - 0s 196ms/step - loss: 232848.9375 - mape: 558824488960.0000 - val_loss: 121897.5234 - val_mape: 1538577137664.0000
Epoch 52/250
2/2 [==============================] - 0s 196ms/step - loss: 96752.6797 - mape: 693316091904.0000 - val_loss: 1053376.2500 - val_mape: 145384089321472.0000
Epoch 52: early stopping
1/1 [==============================] - 0s 339ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4156 - mape: 206393.6875 - val_loss: 0.4101 - val_mape: 734645.9375
Epoch 2/250
1/1 [==============================] - 0s 304ms/step - loss: 0.4104 - mape: 170525.6406 - val_loss: 0.4074 - val_mape: 871700.8750
Epoch 3/250
1/1 [==============================] - 0s 317ms/step - loss: 0.4055 - mape: 146121.7812 - val_loss: 0.4048 - val_mape: 1006032.8750
Epoch 4/250
1/1 [==============================] - 0s 303ms/step - loss: 0.4008 - mape: 168648.1094 - val_loss: 0.4022 - val_mape: 1138791.5000
Epoch 5/250
1/1 [==============================] - 0s 343ms/step - loss: 0.3966 - mape: 224902.1562 - val_loss: 0.3997 - val_mape: 1274087.0000
Epoch 6/250
1/1 [==============================] - 0s 325ms/step - loss: 0.3929 - mape: 284306.7500 - val_loss: 0.3973 - val_mape: 1409031.0000
Epoch 7/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3895 - mape: 344417.4375 - val_loss: 0.3949 - val_mape: 1545594.8750
Epoch 8/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3862 - mape: 402331.5312 - val_loss: 0.3927 - val_mape: 1681380.1250
Epoch 9/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3831 - mape: 459273.4062 - val_loss: 0.3905 - val_mape: 1815534.3750
Epoch 10/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3802 - mape: 513857.8750 - val_loss: 0.3885 - val_mape: 1946039.6250
Epoch 11/250
1/1 [==============================] - 0s 338ms/step - loss: 0.3774 - mape: 566486.9375 - val_loss: 0.3866 - val_mape: 2074491.3750
Epoch 12/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3748 - mape: 616847.5625 - val_loss: 0.3848 - val_mape: 2202629.5000
Epoch 13/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3724 - mape: 665784.1250 - val_loss: 0.3830 - val_mape: 2306119.5000
Epoch 14/250
1/1 [==============================] - 0s 318ms/step - loss: 0.3701 - mape: 712321.8750 - val_loss: 0.3812 - val_mape: 2407559.2500
Epoch 15/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3678 - mape: 757841.8125 - val_loss: 0.3794 - val_mape: 2506694.0000
Epoch 16/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3656 - mape: 802661.8750 - val_loss: 0.3776 - val_mape: 2601312.0000
Epoch 17/250
1/1 [==============================] - 0s 318ms/step - loss: 0.3635 - mape: 847531.5625 - val_loss: 0.3758 - val_mape: 2696411.0000
Epoch 18/250
1/1 [==============================] - 0s 329ms/step - loss: 0.3614 - mape: 892299.7500 - val_loss: 0.3740 - val_mape: 2794423.2500
Epoch 19/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3593 - mape: 937537.3125 - val_loss: 0.3722 - val_mape: 2893533.0000
Epoch 20/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3572 - mape: 982929.1875 - val_loss: 0.3704 - val_mape: 2993442.2500
Epoch 21/250
1/1 [==============================] - 0s 318ms/step - loss: 0.3552 - mape: 1028937.3125 - val_loss: 0.3685 - val_mape: 3095079.0000
Epoch 22/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3533 - mape: 1075463.0000 - val_loss: 0.3667 - val_mape: 3200153.0000
Epoch 23/250
1/1 [==============================] - 0s 344ms/step - loss: 0.3514 - mape: 1121722.3750 - val_loss: 0.3647 - val_mape: 3308368.0000
Epoch 24/250
1/1 [==============================] - 0s 325ms/step - loss: 0.3496 - mape: 1166608.2500 - val_loss: 0.3628 - val_mape: 3420626.0000
Epoch 25/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3478 - mape: 1210476.3750 - val_loss: 0.3608 - val_mape: 3537283.0000
Epoch 26/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3460 - mape: 1253552.1250 - val_loss: 0.3588 - val_mape: 3657965.5000
Epoch 27/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3442 - mape: 1297983.6250 - val_loss: 0.3567 - val_mape: 3782596.5000
Epoch 28/250
1/1 [==============================] - 0s 346ms/step - loss: 0.3424 - mape: 1344323.5000 - val_loss: 0.3546 - val_mape: 3911351.0000
Epoch 29/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3405 - mape: 1392834.1250 - val_loss: 0.3524 - val_mape: 4044644.5000
Epoch 30/250
1/1 [==============================] - 0s 325ms/step - loss: 0.3385 - mape: 1443203.5000 - val_loss: 0.3502 - val_mape: 4182467.2500
Epoch 31/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3365 - mape: 1495665.6250 - val_loss: 0.3480 - val_mape: 4329062.5000
Epoch 32/250
1/1 [==============================] - 0s 336ms/step - loss: 0.3344 - mape: 1550921.5000 - val_loss: 0.3457 - val_mape: 4481772.0000
Epoch 33/250
1/1 [==============================] - 0s 334ms/step - loss: 0.3322 - mape: 1608564.5000 - val_loss: 0.3434 - val_mape: 4640425.5000
Epoch 34/250
1/1 [==============================] - 0s 379ms/step - loss: 0.3300 - mape: 1668839.6250 - val_loss: 0.3410 - val_mape: 4805759.0000
Epoch 35/250
1/1 [==============================] - 0s 348ms/step - loss: 0.3277 - mape: 1732259.8750 - val_loss: 0.3386 - val_mape: 4977446.5000
Epoch 36/250
1/1 [==============================] - 0s 318ms/step - loss: 0.3253 - mape: 1798712.7500 - val_loss: 0.3361 - val_mape: 5156522.0000
Epoch 37/250
1/1 [==============================] - 0s 323ms/step - loss: 0.3228 - mape: 1868305.3750 - val_loss: 0.3335 - val_mape: 5342950.0000
Epoch 38/250
1/1 [==============================] - 0s 337ms/step - loss: 0.3203 - mape: 1941185.2500 - val_loss: 0.3308 - val_mape: 5538903.0000
Epoch 39/250
1/1 [==============================] - 0s 334ms/step - loss: 0.3178 - mape: 2017449.3750 - val_loss: 0.3281 - val_mape: 5744525.0000
Epoch 40/250
1/1 [==============================] - 0s 354ms/step - loss: 0.3152 - mape: 2097503.5000 - val_loss: 0.3253 - val_mape: 5958938.0000
Epoch 41/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3125 - mape: 2181575.5000 - val_loss: 0.3225 - val_mape: 6183577.5000
Epoch 42/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3098 - mape: 2269691.0000 - val_loss: 0.3196 - val_mape: 6420159.5000
Epoch 43/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3070 - mape: 2362926.2500 - val_loss: 0.3166 - val_mape: 6669934.0000
Epoch 44/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3042 - mape: 2461330.0000 - val_loss: 0.3136 - val_mape: 6931737.0000
Epoch 45/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3013 - mape: 2565205.2500 - val_loss: 0.3105 - val_mape: 7206614.5000
Epoch 46/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2983 - mape: 2675341.7500 - val_loss: 0.3074 - val_mape: 7495154.0000
Epoch 47/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2953 - mape: 2792301.5000 - val_loss: 0.3043 - val_mape: 7798100.0000
Epoch 48/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2923 - mape: 2916273.2500 - val_loss: 0.3011 - val_mape: 8116748.0000
Epoch 49/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2892 - mape: 3047538.0000 - val_loss: 0.2978 - val_mape: 8452314.0000
Epoch 50/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2861 - mape: 3186623.5000 - val_loss: 0.2945 - val_mape: 8806429.0000
Epoch 51/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2829 - mape: 3334712.7500 - val_loss: 0.2911 - val_mape: 9180782.0000
Epoch 52/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2798 - mape: 3491913.7500 - val_loss: 0.2876 - val_mape: 9577306.0000
Epoch 53/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2767 - mape: 3659863.0000 - val_loss: 0.2840 - val_mape: 9996538.0000
Epoch 54/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2737 - mape: 3839409.5000 - val_loss: 0.2805 - val_mape: 10439683.0000
Epoch 55/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2708 - mape: 4031576.2500 - val_loss: 0.2770 - val_mape: 10906099.0000
Epoch 56/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2680 - mape: 4237190.5000 - val_loss: 0.2735 - val_mape: 11399391.0000
Epoch 57/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2653 - mape: 4457757.0000 - val_loss: 0.2700 - val_mape: 11921432.0000
Epoch 58/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2628 - mape: 4696029.5000 - val_loss: 0.2667 - val_mape: 12469687.0000
Epoch 59/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2605 - mape: 4953527.0000 - val_loss: 0.2636 - val_mape: 13045679.0000
Epoch 60/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2585 - mape: 5229154.0000 - val_loss: 0.2607 - val_mape: 13648654.0000
Epoch 61/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2569 - mape: 5522804.0000 - val_loss: 0.2581 - val_mape: 14269783.0000
Epoch 62/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2560 - mape: 5830902.5000 - val_loss: 0.2559 - val_mape: 14893476.0000
Epoch 63/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2558 - mape: 6143139.5000 - val_loss: 0.2543 - val_mape: 15476301.0000
Epoch 64/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2566 - mape: 6432193.0000 - val_loss: 0.2532 - val_mape: 15954291.0000
Epoch 65/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2577 - mape: 6657626.0000 - val_loss: 0.2524 - val_mape: 16282922.0000
Epoch 66/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2582 - mape: 6792267.5000 - val_loss: 0.2519 - val_mape: 16448259.0000
Epoch 67/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2578 - mape: 6830767.0000 - val_loss: 0.2514 - val_mape: 16474583.0000
Epoch 67: early stopping
1/1 [==============================] - 0s 304ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4527 - mape: 620902.3750 - val_loss: 0.4370 - val_mape: 538434.1875
Epoch 2/250
1/1 [==============================] - 0s 276ms/step - loss: 0.4235 - mape: 231550.1250 - val_loss: 0.4228 - val_mape: 765346.1875
Epoch 3/250
1/1 [==============================] - 0s 294ms/step - loss: 0.4006 - mape: 221519.2344 - val_loss: 0.4125 - val_mape: 1148784.1250
Epoch 4/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3851 - mape: 434471.8125 - val_loss: 0.4007 - val_mape: 1773611.8750
Epoch 5/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3728 - mape: 678899.6250 - val_loss: 0.3877 - val_mape: 2484289.2500
Epoch 6/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3608 - mape: 948247.6875 - val_loss: 0.3731 - val_mape: 3251226.2500
Epoch 7/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3490 - mape: 1234503.2500 - val_loss: 0.3584 - val_mape: 4053096.0000
Epoch 8/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3375 - mape: 1539233.8750 - val_loss: 0.3437 - val_mape: 4929214.5000
Epoch 9/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3259 - mape: 1865669.5000 - val_loss: 0.3291 - val_mape: 5839366.5000
Epoch 10/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3142 - mape: 2214163.5000 - val_loss: 0.3150 - val_mape: 6817243.0000
Epoch 11/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3028 - mape: 2588207.2500 - val_loss: 0.3011 - val_mape: 7927886.5000
Epoch 12/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2916 - mape: 3009758.7500 - val_loss: 0.2872 - val_mape: 9211920.0000
Epoch 13/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2806 - mape: 3491830.2500 - val_loss: 0.2735 - val_mape: 10675959.0000
Epoch 14/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2701 - mape: 4055665.7500 - val_loss: 0.2604 - val_mape: 12388963.0000
Epoch 15/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2610 - mape: 4725025.0000 - val_loss: 0.2495 - val_mape: 14403003.0000
Epoch 16/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2536 - mape: 5541052.5000 - val_loss: 0.2434 - val_mape: 16783074.0000
Epoch 17/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2500 - mape: 6548012.5000 - val_loss: 0.2462 - val_mape: 19386068.0000
Epoch 18/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2557 - mape: 7697707.0000 - val_loss: 0.2525 - val_mape: 20876912.0000
Epoch 19/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2637 - mape: 8301884.0000 - val_loss: 0.2513 - val_mape: 20911030.0000
Epoch 20/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2610 - mape: 8215004.5000 - val_loss: 0.2466 - val_mape: 20171560.0000
Epoch 21/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2539 - mape: 7789035.5000 - val_loss: 0.2429 - val_mape: 19185314.0000
Epoch 22/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2487 - mape: 7282143.0000 - val_loss: 0.2414 - val_mape: 18239052.0000
Epoch 23/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2466 - mape: 6821584.0000 - val_loss: 0.2410 - val_mape: 17452224.0000
Epoch 24/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2461 - mape: 6447131.0000 - val_loss: 0.2411 - val_mape: 16847940.0000
Epoch 25/250
1/1 [==============================] - 0s 249ms/step - loss: 0.2462 - mape: 6159186.0000 - val_loss: 0.2413 - val_mape: 16412828.0000
Epoch 26/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2464 - mape: 5948547.5000 - val_loss: 0.2415 - val_mape: 16133375.0000
Epoch 27/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2465 - mape: 5803077.5000 - val_loss: 0.2413 - val_mape: 15996015.0000
Epoch 28/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2463 - mape: 5714619.0000 - val_loss: 0.2408 - val_mape: 15989463.0000
Epoch 28: early stopping
1/1 [==============================] - 0s 309ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4279 - mape: 303818.7188 - val_loss: 0.4254 - val_mape: 130241.9688
Epoch 2/250
1/1 [==============================] - 0s 303ms/step - loss: 0.4076 - mape: 41243.8828 - val_loss: 0.4184 - val_mape: 301171.4375
Epoch 3/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3984 - mape: 124767.9375 - val_loss: 0.4136 - val_mape: 543120.5625
Epoch 4/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3933 - mape: 209187.3281 - val_loss: 0.4088 - val_mape: 906243.3750
Epoch 5/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3879 - mape: 302175.0000 - val_loss: 0.4001 - val_mape: 1426653.6250
Epoch 6/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3804 - mape: 425768.5938 - val_loss: 0.3862 - val_mape: 2196331.5000
Epoch 7/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3679 - mape: 658537.7500 - val_loss: 0.3694 - val_mape: 3144433.2500
Epoch 8/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3495 - mape: 1056503.6250 - val_loss: 0.3502 - val_mape: 4284066.0000
Epoch 9/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3288 - mape: 1579254.6250 - val_loss: 0.3287 - val_mape: 5670627.0000
Epoch 10/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3063 - mape: 2240246.7500 - val_loss: 0.3057 - val_mape: 7379499.0000
Epoch 11/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2834 - mape: 3094604.5000 - val_loss: 0.2817 - val_mape: 9580299.0000
Epoch 12/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2625 - mape: 4278255.5000 - val_loss: 0.2583 - val_mape: 12522767.0000
Epoch 13/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2562 - mape: 6102057.5000 - val_loss: 0.2482 - val_mape: 14671860.0000
Epoch 14/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2744 - mape: 7261070.0000 - val_loss: 0.2491 - val_mape: 14563082.0000
Epoch 15/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2564 - mape: 6782138.0000 - val_loss: 0.2520 - val_mape: 13981436.0000
Epoch 16/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2478 - mape: 6138064.0000 - val_loss: 0.2542 - val_mape: 13567988.0000
Epoch 17/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2472 - mape: 5687725.5000 - val_loss: 0.2552 - val_mape: 13419400.0000
Epoch 18/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2477 - mape: 5424664.5000 - val_loss: 0.2548 - val_mape: 13524193.0000
Epoch 19/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2475 - mape: 5309095.0000 - val_loss: 0.2533 - val_mape: 13867598.0000
Epoch 20/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2464 - mape: 5317533.0000 - val_loss: 0.2507 - val_mape: 14441883.0000
Epoch 21/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2444 - mape: 5437330.0000 - val_loss: 0.2477 - val_mape: 15268077.0000
Epoch 22/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2417 - mape: 5659926.5000 - val_loss: 0.2448 - val_mape: 16373860.0000
Epoch 23/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2387 - mape: 5984349.5000 - val_loss: 0.2427 - val_mape: 17807814.0000
Epoch 24/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2361 - mape: 6422165.0000 - val_loss: 0.2426 - val_mape: 19461680.0000
Epoch 25/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2357 - mape: 6934492.5000 - val_loss: 0.2450 - val_mape: 20723980.0000
Epoch 26/250
1/1 [==============================] - 0s 242ms/step - loss: 0.2381 - mape: 7286119.0000 - val_loss: 0.2441 - val_mape: 20514640.0000
Epoch 27/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2359 - mape: 7105172.5000 - val_loss: 0.2424 - val_mape: 19471462.0000
Epoch 28/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2326 - mape: 6657771.0000 - val_loss: 0.2425 - val_mape: 18397096.0000
Epoch 29/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2319 - mape: 6227182.0000 - val_loss: 0.2434 - val_mape: 17644364.0000
Epoch 30/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2322 - mape: 5914610.5000 - val_loss: 0.2441 - val_mape: 17293302.0000
Epoch 31/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2322 - mape: 5740429.5000 - val_loss: 0.2442 - val_mape: 17335976.0000
Epoch 32/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2312 - mape: 5694689.0000 - val_loss: 0.2438 - val_mape: 17738552.0000
Epoch 33/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2298 - mape: 5758157.0000 - val_loss: 0.2433 - val_mape: 18400488.0000
Epoch 34/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2287 - mape: 5894925.5000 - val_loss: 0.2433 - val_mape: 19067056.0000
Epoch 35/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2290 - mape: 6033338.5000 - val_loss: 0.2434 - val_mape: 19180596.0000
Epoch 36/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2294 - mape: 6048773.5000 - val_loss: 0.2431 - val_mape: 18567458.0000
Epoch 37/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2283 - mape: 5893981.0000 - val_loss: 0.2434 - val_mape: 17675278.0000
Epoch 38/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2274 - mape: 5658803.0000 - val_loss: 0.2443 - val_mape: 16888786.0000
Epoch 39/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2274 - mape: 5439061.0000 - val_loss: 0.2451 - val_mape: 16416740.0000
Epoch 40/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2277 - mape: 5303748.5000 - val_loss: 0.2452 - val_mape: 16333009.0000
Epoch 41/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2274 - mape: 5277122.5000 - val_loss: 0.2448 - val_mape: 16590383.0000
Epoch 42/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2266 - mape: 5348111.5000 - val_loss: 0.2440 - val_mape: 17037900.0000
Epoch 43/250
1/1 [==============================] - 0s 245ms/step - loss: 0.2260 - mape: 5477847.5000 - val_loss: 0.2435 - val_mape: 17462700.0000
Epoch 44/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2261 - mape: 5592163.5000 - val_loss: 0.2435 - val_mape: 17622280.0000
Epoch 45/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2259 - mape: 5616164.0000 - val_loss: 0.2441 - val_mape: 17445438.0000
Epoch 46/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2252 - mape: 5532328.0000 - val_loss: 0.2450 - val_mape: 17086306.0000
Epoch 47/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2247 - mape: 5391279.5000 - val_loss: 0.2458 - val_mape: 16833950.0000
Epoch 48/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2247 - mape: 5288247.0000 - val_loss: 0.2460 - val_mape: 16847440.0000
Epoch 49/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2244 - mape: 5281594.5000 - val_loss: 0.2457 - val_mape: 17089228.0000
Epoch 50/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2237 - mape: 5359312.0000 - val_loss: 0.2452 - val_mape: 17397410.0000
Epoch 51/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2234 - mape: 5463421.0000 - val_loss: 0.2449 - val_mape: 17570886.0000
Epoch 52/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2233 - mape: 5522846.5000 - val_loss: 0.2450 - val_mape: 17477442.0000
Epoch 53/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2229 - mape: 5491842.0000 - val_loss: 0.2455 - val_mape: 17194424.0000
Epoch 54/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2223 - mape: 5385921.0000 - val_loss: 0.2461 - val_mape: 16928962.0000
Epoch 55/250
1/1 [==============================] - 0s 247ms/step - loss: 0.2220 - mape: 5274532.0000 - val_loss: 0.2463 - val_mape: 16861576.0000
Epoch 56/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2218 - mape: 5235822.0000 - val_loss: 0.2460 - val_mape: 17022394.0000
Epoch 57/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2211 - mape: 5290469.0000 - val_loss: 0.2454 - val_mape: 17293486.0000
Epoch 58/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2207 - mape: 5379287.0000 - val_loss: 0.2453 - val_mape: 17418764.0000
Epoch 59/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2203 - mape: 5396778.0000 - val_loss: 0.2457 - val_mape: 17335252.0000
Epoch 60/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2197 - mape: 5320396.0000 - val_loss: 0.2464 - val_mape: 17154086.0000
Epoch 61/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2192 - mape: 5203162.5000 - val_loss: 0.2464 - val_mape: 17128684.0000
Epoch 62/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2187 - mape: 5151170.5000 - val_loss: 0.2458 - val_mape: 17324468.0000
Epoch 63/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2180 - mape: 5199167.0000 - val_loss: 0.2452 - val_mape: 17518004.0000
Epoch 64/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2176 - mape: 5257002.0000 - val_loss: 0.2456 - val_mape: 17411542.0000
Epoch 65/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2168 - mape: 5173171.0000 - val_loss: 0.2465 - val_mape: 17189658.0000
Epoch 66/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2164 - mape: 5020261.5000 - val_loss: 0.2466 - val_mape: 17253658.0000
Epoch 67/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2156 - mape: 5015993.5000 - val_loss: 0.2460 - val_mape: 17524314.0000
Epoch 68/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2149 - mape: 5108409.0000 - val_loss: 0.2462 - val_mape: 17597018.0000
Epoch 69/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2142 - mape: 5081823.5000 - val_loss: 0.2473 - val_mape: 17465624.0000
Epoch 70/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2135 - mape: 4948215.0000 - val_loss: 0.2473 - val_mape: 17610654.0000
Epoch 71/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2127 - mape: 4935971.5000 - val_loss: 0.2469 - val_mape: 17907888.0000
Epoch 72/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2119 - mape: 4973592.5000 - val_loss: 0.2477 - val_mape: 17944808.0000
Epoch 73/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2110 - mape: 4903433.5000 - val_loss: 0.2490 - val_mape: 17802310.0000
Epoch 74/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2102 - mape: 4779139.0000 - val_loss: 0.2491 - val_mape: 18078754.0000
Epoch 75/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2093 - mape: 4826507.5000 - val_loss: 0.2496 - val_mape: 18338178.0000
Epoch 76/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2084 - mape: 4809812.0000 - val_loss: 0.2508 - val_mape: 18519988.0000
Epoch 77/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2074 - mape: 4751841.0000 - val_loss: 0.2509 - val_mape: 19039660.0000
Epoch 78/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2065 - mape: 4831453.0000 - val_loss: 0.2523 - val_mape: 18921676.0000
Epoch 79/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2054 - mape: 4747028.0000 - val_loss: 0.2538 - val_mape: 18857804.0000
Epoch 80/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2044 - mape: 4658069.5000 - val_loss: 0.2548 - val_mape: 19420390.0000
Epoch 81/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2037 - mape: 4681204.5000 - val_loss: 0.2605 - val_mape: 18995504.0000
Epoch 82/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2038 - mape: 4454539.5000 - val_loss: 0.2621 - val_mape: 20475272.0000
Epoch 83/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2019 - mape: 4739366.5000 - val_loss: 0.2657 - val_mape: 21030600.0000
Epoch 84/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2015 - mape: 4726910.0000 - val_loss: 0.2721 - val_mape: 19680996.0000
Epoch 85/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2022 - mape: 4319364.0000 - val_loss: 0.2747 - val_mape: 20867998.0000
Epoch 86/250
1/1 [==============================] - 0s 294ms/step - loss: 0.1998 - mape: 4539620.5000 - val_loss: 0.2795 - val_mape: 22525644.0000
Epoch 87/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2013 - mape: 4792754.5000 - val_loss: 0.2832 - val_mape: 20399202.0000
Epoch 88/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2017 - mape: 4282129.0000 - val_loss: 0.2859 - val_mape: 21023194.0000
Epoch 89/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2002 - mape: 4426965.0000 - val_loss: 0.2924 - val_mape: 23553164.0000
Epoch 90/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1994 - mape: 4927347.0000 - val_loss: 0.2913 - val_mape: 22718620.0000
Epoch 91/250
1/1 [==============================] - 0s 287ms/step - loss: 0.1979 - mape: 4733795.0000 - val_loss: 0.2916 - val_mape: 21175946.0000
Epoch 92/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1983 - mape: 4311879.5000 - val_loss: 0.2967 - val_mape: 21905542.0000
Epoch 93/250
1/1 [==============================] - 0s 247ms/step - loss: 0.1973 - mape: 4347138.0000 - val_loss: 0.3083 - val_mape: 24329472.0000
Epoch 94/250
1/1 [==============================] - 0s 250ms/step - loss: 0.1972 - mape: 4710192.0000 - val_loss: 0.3091 - val_mape: 23581242.0000
Epoch 95/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1955 - mape: 4618744.0000 - val_loss: 0.3112 - val_mape: 22830384.0000
Epoch 96/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1960 - mape: 4445768.0000 - val_loss: 0.3217 - val_mape: 23876940.0000
Epoch 97/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1945 - mape: 4473011.5000 - val_loss: 0.3381 - val_mape: 25583930.0000
Epoch 98/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1948 - mape: 4559364.0000 - val_loss: 0.3398 - val_mape: 24622552.0000
Epoch 99/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1937 - mape: 4312736.0000 - val_loss: 0.3449 - val_mape: 24373632.0000
Epoch 100/250
1/1 [==============================] - 0s 284ms/step - loss: 0.1935 - mape: 4264009.5000 - val_loss: 0.3666 - val_mape: 26107880.0000
Epoch 101/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1927 - mape: 4429880.5000 - val_loss: 0.4696 - val_mape: 30996962.0000
Epoch 102/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1922 - mape: 4452721.5000 - val_loss: 0.5520 - val_mape: 34780044.0000
Epoch 103/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1917 - mape: 4321035.5000 - val_loss: 0.6173 - val_mape: 51073460.0000
Epoch 104/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1906 - mape: 4297324.5000 - val_loss: 8100.8140 - val_mape: 19240468480.0000
Epoch 105/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1902 - mape: 4340157.0000 - val_loss: 245421.0156 - val_mape: 43176719024128.0000
Epoch 106/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1896 - mape: 4262414.0000 - val_loss: 395215.8125 - val_mape: 57585629659136.0000
Epoch 107/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1895 - mape: 4147365.2500 - val_loss: 2629097.0000 - val_mape: 53264531849216.0000
Epoch 108/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1889 - mape: 4364190.5000 - val_loss: 730694.2500 - val_mape: 159053862928384.0000
Epoch 109/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1888 - mape: 4362799.5000 - val_loss: 1750661.0000 - val_mape: 9260294471680.0000
Epoch 110/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1882 - mape: 4120624.2500 - val_loss: 33432624.0000 - val_mape: 3143929214009344.0000
Epoch 111/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1870 - mape: 4131243.0000 - val_loss: 19328648.0000 - val_mape: 2128538949910528.0000
Epoch 112/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1859 - mape: 4053747.5000 - val_loss: 786337024.0000 - val_mape: 29036845811630080.0000
Epoch 113/250
1/1 [==============================] - 0s 238ms/step - loss: 0.1855 - mape: 3968540.0000 - val_loss: 392632000.0000 - val_mape: 39190674632867840.0000
Epoch 114/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1848 - mape: 4118933.7500 - val_loss: 0.5160 - val_mape: 37515816.0000
Epoch 115/250
1/1 [==============================] - 0s 254ms/step - loss: 0.1864 - mape: 3845299.0000 - val_loss: 0.4776 - val_mape: 35745148.0000
Epoch 116/250
1/1 [==============================] - 0s 294ms/step - loss: 0.1878 - mape: 4046934.7500 - val_loss: 0.4602 - val_mape: 32638960.0000
Epoch 117/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1877 - mape: 3641228.2500 - val_loss: 0.4615 - val_mape: 35160692.0000
Epoch 118/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1813 - mape: 4044546.0000 - val_loss: 0.4597 - val_mape: 36552772.0000
Epoch 119/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1928 - mape: 4553549.5000 - val_loss: 0.4206 - val_mape: 29313352.0000
Epoch 120/250
1/1 [==============================] - 0s 254ms/step - loss: 0.1925 - mape: 3735374.2500 - val_loss: 0.4064 - val_mape: 26784244.0000
Epoch 121/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1947 - mape: 3620532.7500 - val_loss: 0.3930 - val_mape: 27108012.0000
Epoch 122/250
1/1 [==============================] - 0s 274ms/step - loss: 712.2988 - mape: 5334319104.0000 - val_loss: 0.3853 - val_mape: 28069730.0000
Epoch 123/250
1/1 [==============================] - 0s 264ms/step - loss: 5.1830 - mape: 4286344.0000 - val_loss: 0.3840 - val_mape: 29293210.0000
Epoch 123: early stopping
1/1 [==============================] - 0s 284ms/step
Epoch 1/250
1/1 [==============================] - 4s 4s/step - loss: 0.4536 - mape: 663808.9375 - val_loss: 0.4748 - val_mape: 1814837.7500
Epoch 2/250
1/1 [==============================] - 0s 349ms/step - loss: 0.4497 - mape: 606872.9375 - val_loss: 0.4706 - val_mape: 1639165.6250
Epoch 3/250
1/1 [==============================] - 0s 338ms/step - loss: 0.4459 - mape: 550523.0625 - val_loss: 0.4664 - val_mape: 1464519.5000
Epoch 4/250
1/1 [==============================] - 0s 369ms/step - loss: 0.4421 - mape: 494928.9062 - val_loss: 0.4624 - val_mape: 1291282.7500
Epoch 5/250
1/1 [==============================] - 0s 337ms/step - loss: 0.4384 - mape: 440405.8750 - val_loss: 0.4584 - val_mape: 1120073.5000
Epoch 6/250
1/1 [==============================] - 0s 304ms/step - loss: 0.4348 - mape: 388572.2812 - val_loss: 0.4545 - val_mape: 955073.6875
Epoch 7/250
1/1 [==============================] - 0s 313ms/step - loss: 0.4312 - mape: 336880.2500 - val_loss: 0.4507 - val_mape: 794186.7500
Epoch 8/250
1/1 [==============================] - 0s 333ms/step - loss: 0.4278 - mape: 286391.4375 - val_loss: 0.4469 - val_mape: 634580.6250
Epoch 9/250
1/1 [==============================] - 0s 313ms/step - loss: 0.4244 - mape: 237586.2500 - val_loss: 0.4431 - val_mape: 478617.9062
Epoch 10/250
1/1 [==============================] - 0s 319ms/step - loss: 0.4210 - mape: 188907.5469 - val_loss: 0.4394 - val_mape: 336482.0938
Epoch 11/250
1/1 [==============================] - 0s 330ms/step - loss: 0.4176 - mape: 146501.7500 - val_loss: 0.4358 - val_mape: 257567.2031
Epoch 12/250
1/1 [==============================] - 0s 309ms/step - loss: 0.4144 - mape: 118233.4141 - val_loss: 0.4324 - val_mape: 311825.7188
Epoch 13/250
1/1 [==============================] - 0s 299ms/step - loss: 0.4111 - mape: 94566.7188 - val_loss: 0.4290 - val_mape: 392258.7500
Epoch 14/250
1/1 [==============================] - 0s 322ms/step - loss: 0.4080 - mape: 91080.0469 - val_loss: 0.4257 - val_mape: 479744.3125
Epoch 15/250
1/1 [==============================] - 0s 304ms/step - loss: 0.4051 - mape: 105273.3203 - val_loss: 0.4225 - val_mape: 580727.6875
Epoch 16/250
1/1 [==============================] - 0s 329ms/step - loss: 0.4023 - mape: 128061.3281 - val_loss: 0.4195 - val_mape: 695304.9375
Epoch 17/250
1/1 [==============================] - 0s 338ms/step - loss: 0.3996 - mape: 161070.5000 - val_loss: 0.4165 - val_mape: 807568.6250
Epoch 18/250
1/1 [==============================] - 0s 336ms/step - loss: 0.3970 - mape: 200511.3594 - val_loss: 0.4136 - val_mape: 914992.8125
Epoch 19/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3945 - mape: 244790.5000 - val_loss: 0.4106 - val_mape: 1022409.1875
Epoch 20/250
1/1 [==============================] - 0s 332ms/step - loss: 0.3921 - mape: 289216.7188 - val_loss: 0.4077 - val_mape: 1123726.3750
Epoch 21/250
1/1 [==============================] - 0s 323ms/step - loss: 0.3897 - mape: 333640.8438 - val_loss: 0.4048 - val_mape: 1224983.1250
Epoch 22/250
1/1 [==============================] - 0s 324ms/step - loss: 0.3873 - mape: 377902.1562 - val_loss: 0.4020 - val_mape: 1333814.6250
Epoch 23/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3850 - mape: 422310.4688 - val_loss: 0.3991 - val_mape: 1459754.5000
Epoch 24/250
1/1 [==============================] - 0s 337ms/step - loss: 0.3828 - mape: 466177.0000 - val_loss: 0.3963 - val_mape: 1589188.7500
Epoch 25/250
1/1 [==============================] - 0s 317ms/step - loss: 0.3806 - mape: 508783.1875 - val_loss: 0.3936 - val_mape: 1719909.2500
Epoch 26/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3785 - mape: 550206.1875 - val_loss: 0.3908 - val_mape: 1851191.2500
Epoch 27/250
1/1 [==============================] - 0s 320ms/step - loss: 0.3763 - mape: 592652.3125 - val_loss: 0.3881 - val_mape: 1984597.2500
Epoch 28/250
1/1 [==============================] - 0s 327ms/step - loss: 0.3743 - mape: 635098.0625 - val_loss: 0.3853 - val_mape: 2120043.2500
Epoch 29/250
1/1 [==============================] - 0s 332ms/step - loss: 0.3722 - mape: 678098.8125 - val_loss: 0.3826 - val_mape: 2257851.7500
Epoch 30/250
1/1 [==============================] - 0s 317ms/step - loss: 0.3701 - mape: 721566.1875 - val_loss: 0.3798 - val_mape: 2397731.7500
Epoch 31/250
1/1 [==============================] - 0s 320ms/step - loss: 0.3680 - mape: 767362.2500 - val_loss: 0.3770 - val_mape: 2540646.0000
Epoch 32/250
1/1 [==============================] - 0s 330ms/step - loss: 0.3658 - mape: 814531.7500 - val_loss: 0.3741 - val_mape: 2701304.0000
Epoch 33/250
1/1 [==============================] - 0s 344ms/step - loss: 0.3636 - mape: 864369.0000 - val_loss: 0.3711 - val_mape: 2867262.7500
Epoch 34/250
1/1 [==============================] - 0s 337ms/step - loss: 0.3613 - mape: 917546.8125 - val_loss: 0.3679 - val_mape: 3038396.5000
Epoch 35/250
1/1 [==============================] - 0s 324ms/step - loss: 0.3589 - mape: 973698.4375 - val_loss: 0.3645 - val_mape: 3215051.5000
Epoch 36/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3565 - mape: 1034494.5625 - val_loss: 0.3611 - val_mape: 3399562.2500
Epoch 37/250
1/1 [==============================] - 0s 330ms/step - loss: 0.3539 - mape: 1099537.0000 - val_loss: 0.3575 - val_mape: 3590237.7500
Epoch 38/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3512 - mape: 1167362.7500 - val_loss: 0.3538 - val_mape: 3798762.5000
Epoch 39/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3484 - mape: 1238527.0000 - val_loss: 0.3499 - val_mape: 4023212.5000
Epoch 40/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3455 - mape: 1312812.7500 - val_loss: 0.3459 - val_mape: 4256194.0000
Epoch 41/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3425 - mape: 1391088.6250 - val_loss: 0.3418 - val_mape: 4504137.5000
Epoch 42/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3393 - mape: 1472256.0000 - val_loss: 0.3377 - val_mape: 4760998.5000
Epoch 43/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3360 - mape: 1556588.5000 - val_loss: 0.3335 - val_mape: 5027306.5000
Epoch 44/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3325 - mape: 1644178.3750 - val_loss: 0.3292 - val_mape: 5303666.0000
Epoch 45/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3290 - mape: 1735227.3750 - val_loss: 0.3249 - val_mape: 5590169.0000
Epoch 46/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3254 - mape: 1830686.0000 - val_loss: 0.3206 - val_mape: 5885917.0000
Epoch 47/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3218 - mape: 1928958.0000 - val_loss: 0.3162 - val_mape: 6189222.0000
Epoch 48/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3182 - mape: 2030414.6250 - val_loss: 0.3119 - val_mape: 6499476.5000
Epoch 49/250
1/1 [==============================] - 0s 318ms/step - loss: 0.3145 - mape: 2135006.0000 - val_loss: 0.3076 - val_mape: 6816521.0000
Epoch 50/250
1/1 [==============================] - 0s 325ms/step - loss: 0.3108 - mape: 2243634.7500 - val_loss: 0.3033 - val_mape: 7141549.5000
Epoch 51/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3071 - mape: 2356715.0000 - val_loss: 0.2990 - val_mape: 7477524.5000
Epoch 52/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3033 - mape: 2474078.5000 - val_loss: 0.2947 - val_mape: 7827840.5000
Epoch 53/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2995 - mape: 2594470.2500 - val_loss: 0.2905 - val_mape: 8189736.5000
Epoch 54/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2958 - mape: 2718853.5000 - val_loss: 0.2863 - val_mape: 8562047.0000
Epoch 55/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2920 - mape: 2848404.5000 - val_loss: 0.2822 - val_mape: 8945494.0000
Epoch 56/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2883 - mape: 2982794.2500 - val_loss: 0.2782 - val_mape: 9339302.0000
Epoch 57/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2846 - mape: 3120944.2500 - val_loss: 0.2743 - val_mape: 9747223.0000
Epoch 58/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2809 - mape: 3263489.0000 - val_loss: 0.2705 - val_mape: 10167110.0000
Epoch 59/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2773 - mape: 3411113.0000 - val_loss: 0.2668 - val_mape: 10600207.0000
Epoch 60/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2737 - mape: 3564680.5000 - val_loss: 0.2632 - val_mape: 11046648.0000
Epoch 61/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2702 - mape: 3724182.2500 - val_loss: 0.2598 - val_mape: 11507296.0000
Epoch 62/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2668 - mape: 3890307.2500 - val_loss: 0.2566 - val_mape: 11988773.0000
Epoch 63/250
1/1 [==============================] - 0s 336ms/step - loss: 0.2635 - mape: 4063010.7500 - val_loss: 0.2535 - val_mape: 12483640.0000
Epoch 64/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2603 - mape: 4241885.0000 - val_loss: 0.2507 - val_mape: 12993851.0000
Epoch 65/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2573 - mape: 4427662.5000 - val_loss: 0.2481 - val_mape: 13516069.0000
Epoch 66/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2544 - mape: 4620069.5000 - val_loss: 0.2458 - val_mape: 14048621.0000
Epoch 67/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2517 - mape: 4819575.0000 - val_loss: 0.2438 - val_mape: 14593645.0000
Epoch 68/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2492 - mape: 5027094.0000 - val_loss: 0.2421 - val_mape: 15148768.0000
Epoch 69/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2468 - mape: 5242749.0000 - val_loss: 0.2407 - val_mape: 15720828.0000
Epoch 70/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2447 - mape: 5465391.0000 - val_loss: 0.2398 - val_mape: 16311982.0000
Epoch 71/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2427 - mape: 5693859.0000 - val_loss: 0.2394 - val_mape: 16919080.0000
Epoch 72/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2411 - mape: 5928182.5000 - val_loss: 0.2393 - val_mape: 17528748.0000
Epoch 73/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2398 - mape: 6166800.0000 - val_loss: 0.2394 - val_mape: 18130126.0000
Epoch 74/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2390 - mape: 6404627.0000 - val_loss: 0.2399 - val_mape: 18706010.0000
Epoch 75/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2388 - mape: 6634885.0000 - val_loss: 0.2408 - val_mape: 19235988.0000
Epoch 76/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2393 - mape: 6846158.0000 - val_loss: 0.2418 - val_mape: 19682312.0000
Epoch 77/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2402 - mape: 7022255.0000 - val_loss: 0.2428 - val_mape: 20010724.0000
Epoch 78/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2411 - mape: 7146787.5000 - val_loss: 0.2434 - val_mape: 20201564.0000
Epoch 79/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2417 - mape: 7210290.0000 - val_loss: 0.2435 - val_mape: 20255882.0000
Epoch 79: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3754 - mape: 534345.1250 - val_loss: 0.3519 - val_mape: 3454162.5000
Epoch 2/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3511 - mape: 1072943.3750 - val_loss: 0.3284 - val_mape: 4908964.5000
Epoch 3/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3291 - mape: 1627192.8750 - val_loss: 0.3071 - val_mape: 6377367.5000
Epoch 4/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3097 - mape: 2196477.2500 - val_loss: 0.2888 - val_mape: 7889494.0000
Epoch 5/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2924 - mape: 2785654.7500 - val_loss: 0.2732 - val_mape: 9489579.0000
Epoch 6/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2774 - mape: 3410912.7500 - val_loss: 0.2592 - val_mape: 11207433.0000
Epoch 7/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2645 - mape: 4100246.2500 - val_loss: 0.2481 - val_mape: 13102508.0000
Epoch 8/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2542 - mape: 4882659.5000 - val_loss: 0.2408 - val_mape: 15179690.0000
Epoch 9/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2471 - mape: 5764191.0000 - val_loss: 0.2380 - val_mape: 17422960.0000
Epoch 10/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2447 - mape: 6742319.0000 - val_loss: 0.2408 - val_mape: 19602792.0000
Epoch 11/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2504 - mape: 7715197.0000 - val_loss: 0.2449 - val_mape: 20867460.0000
Epoch 12/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2580 - mape: 8243356.5000 - val_loss: 0.2455 - val_mape: 21025410.0000
Epoch 13/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2574 - mape: 8241675.5000 - val_loss: 0.2433 - val_mape: 20507276.0000
Epoch 14/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2518 - mape: 7932966.0000 - val_loss: 0.2410 - val_mape: 19679416.0000
Epoch 15/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2463 - mape: 7502439.0000 - val_loss: 0.2394 - val_mape: 18789364.0000
Epoch 15: early stopping
1/1 [==============================] - 0s 326ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4077 - mape: 114586.6797 - val_loss: 0.3784 - val_mape: 2629778.5000
Epoch 2/250
1/1 [==============================] - 0s 341ms/step - loss: 0.3648 - mape: 856051.3125 - val_loss: 0.3315 - val_mape: 5229202.0000
Epoch 3/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3290 - mape: 1757669.1250 - val_loss: 0.2899 - val_mape: 8322140.0000
Epoch 4/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2957 - mape: 2836049.0000 - val_loss: 0.2571 - val_mape: 11944804.0000
Epoch 5/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2693 - mape: 4103730.7500 - val_loss: 0.2412 - val_mape: 16548493.0000
Epoch 6/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2516 - mape: 5702018.5000 - val_loss: 0.2546 - val_mape: 22218548.0000
Epoch 7/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2485 - mape: 7741262.5000 - val_loss: 0.2996 - val_mape: 26802368.0000
Epoch 8/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2690 - mape: 9458165.0000 - val_loss: 0.2838 - val_mape: 25770408.0000
Epoch 9/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2609 - mape: 9030764.0000 - val_loss: 0.2589 - val_mape: 23260072.0000
Epoch 10/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2484 - mape: 8069221.5000 - val_loss: 0.2460 - val_mape: 20853388.0000
Epoch 11/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2437 - mape: 7172297.0000 - val_loss: 0.2411 - val_mape: 18968968.0000
Epoch 12/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2431 - mape: 6485911.0000 - val_loss: 0.2393 - val_mape: 17567290.0000
Epoch 13/250
1/1 [==============================] - 0s 327ms/step - loss: 0.2438 - mape: 5982417.0000 - val_loss: 0.2391 - val_mape: 16571706.0000
Epoch 14/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2447 - mape: 5632747.5000 - val_loss: 0.2394 - val_mape: 15956859.0000
Epoch 15/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2452 - mape: 5414453.5000 - val_loss: 0.2395 - val_mape: 15664068.0000
Epoch 16/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2450 - mape: 5312946.0000 - val_loss: 0.2391 - val_mape: 15641272.0000
Epoch 17/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2441 - mape: 5309730.0000 - val_loss: 0.2383 - val_mape: 15859292.0000
Epoch 17: early stopping
1/1 [==============================] - 0s 291ms/step
Epoch 1/250
5/5 [==============================] - 3s 230ms/step - loss: 0.3943 - mape: 185249.0156 - val_loss: 0.4052 - val_mape: 1702616.1250
Epoch 2/250
5/5 [==============================] - 1s 156ms/step - loss: 0.3776 - mape: 514090.7188 - val_loss: 0.3900 - val_mape: 2688569.5000
Epoch 3/250
5/5 [==============================] - 1s 151ms/step - loss: 0.3626 - mape: 860619.9375 - val_loss: 0.3748 - val_mape: 3704291.0000
Epoch 4/250
5/5 [==============================] - 1s 152ms/step - loss: 0.3483 - mape: 1220011.7500 - val_loss: 0.3583 - val_mape: 4786468.0000
Epoch 5/250
5/5 [==============================] - 1s 155ms/step - loss: 0.3342 - mape: 1590164.0000 - val_loss: 0.3420 - val_mape: 5921078.0000
Epoch 6/250
5/5 [==============================] - 1s 143ms/step - loss: 0.3205 - mape: 1982830.3750 - val_loss: 0.3261 - val_mape: 7080992.0000
Epoch 7/250
5/5 [==============================] - 1s 147ms/step - loss: 0.3074 - mape: 2410874.0000 - val_loss: 0.3111 - val_mape: 8356428.0000
Epoch 8/250
5/5 [==============================] - 1s 170ms/step - loss: 0.2947 - mape: 2889588.2500 - val_loss: 0.2972 - val_mape: 9765517.0000
Epoch 9/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2831 - mape: 3428119.0000 - val_loss: 0.2850 - val_mape: 11349196.0000
Epoch 10/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2730 - mape: 4030214.5000 - val_loss: 0.2751 - val_mape: 13083657.0000
Epoch 11/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2649 - mape: 4681092.0000 - val_loss: 0.2681 - val_mape: 14907380.0000
Epoch 12/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2590 - mape: 5356891.0000 - val_loss: 0.2637 - val_mape: 16680051.0000
Epoch 13/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2553 - mape: 5996304.0000 - val_loss: 0.2614 - val_mape: 18168556.0000
Epoch 14/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2531 - mape: 6494762.0000 - val_loss: 0.2596 - val_mape: 19082096.0000
Epoch 15/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2512 - mape: 6758132.5000 - val_loss: 0.2573 - val_mape: 19380908.0000
Epoch 16/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2489 - mape: 6795727.5000 - val_loss: 0.2545 - val_mape: 19252154.0000
Epoch 17/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2469 - mape: 6708133.5000 - val_loss: 0.2517 - val_mape: 19006670.0000
Epoch 18/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2450 - mape: 6614798.0000 - val_loss: 0.2489 - val_mape: 18840000.0000
Epoch 19/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2432 - mape: 6558005.5000 - val_loss: 0.2462 - val_mape: 18779572.0000
Epoch 20/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2413 - mape: 6538000.0000 - val_loss: 0.2436 - val_mape: 18816412.0000
Epoch 21/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2395 - mape: 6547896.5000 - val_loss: 0.2410 - val_mape: 18897816.0000
Epoch 22/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2377 - mape: 6562365.0000 - val_loss: 0.2386 - val_mape: 18935042.0000
Epoch 23/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2362 - mape: 6534422.5000 - val_loss: 0.2367 - val_mape: 18842898.0000
Epoch 24/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2348 - mape: 6433931.5000 - val_loss: 0.2355 - val_mape: 18629928.0000
Epoch 25/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2337 - mape: 6289751.5000 - val_loss: 0.2347 - val_mape: 18441746.0000
Epoch 26/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2328 - mape: 6168945.0000 - val_loss: 0.2341 - val_mape: 18424616.0000
Epoch 27/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2320 - mape: 6102343.5000 - val_loss: 0.2337 - val_mape: 18520886.0000
Epoch 28/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2312 - mape: 6055589.5000 - val_loss: 0.2336 - val_mape: 18639608.0000
Epoch 29/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2303 - mape: 5998403.0000 - val_loss: 0.2337 - val_mape: 18757480.0000
Epoch 30/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2296 - mape: 5933505.0000 - val_loss: 0.2339 - val_mape: 18900230.0000
Epoch 31/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2289 - mape: 5889143.0000 - val_loss: 0.2339 - val_mape: 18976044.0000
Epoch 32/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2282 - mape: 5848189.0000 - val_loss: 0.2340 - val_mape: 18914504.0000
Epoch 33/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2277 - mape: 5790187.5000 - val_loss: 0.2341 - val_mape: 18775846.0000
Epoch 34/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2272 - mape: 5720662.0000 - val_loss: 0.2345 - val_mape: 18619210.0000
Epoch 35/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2267 - mape: 5660705.0000 - val_loss: 0.2351 - val_mape: 18481530.0000
Epoch 36/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2263 - mape: 5612325.0000 - val_loss: 0.2359 - val_mape: 18330842.0000
Epoch 37/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2258 - mape: 5555431.5000 - val_loss: 0.2369 - val_mape: 18224176.0000
Epoch 38/250
5/5 [==============================] - 1s 169ms/step - loss: 0.2254 - mape: 5514471.5000 - val_loss: 0.2379 - val_mape: 18163326.0000
Epoch 39/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2249 - mape: 5485491.5000 - val_loss: 0.2391 - val_mape: 18099920.0000
Epoch 40/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2245 - mape: 5453915.5000 - val_loss: 0.2403 - val_mape: 17978070.0000
Epoch 41/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2240 - mape: 5413237.5000 - val_loss: 0.2417 - val_mape: 17862850.0000
Epoch 42/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2235 - mape: 5375135.5000 - val_loss: 0.2433 - val_mape: 17767956.0000
Epoch 43/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2230 - mape: 5324715.5000 - val_loss: 0.2450 - val_mape: 17707454.0000
Epoch 44/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2225 - mape: 5283044.5000 - val_loss: 0.2467 - val_mape: 17665190.0000
Epoch 45/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2221 - mape: 5240504.0000 - val_loss: 0.2484 - val_mape: 17602800.0000
Epoch 46/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2216 - mape: 5198806.5000 - val_loss: 0.2500 - val_mape: 17565666.0000
Epoch 47/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2211 - mape: 5163022.0000 - val_loss: 0.2516 - val_mape: 17484172.0000
Epoch 48/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2206 - mape: 5120613.5000 - val_loss: 0.2532 - val_mape: 17410234.0000
Epoch 49/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2201 - mape: 5073074.0000 - val_loss: 0.2552 - val_mape: 17323700.0000
Epoch 50/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2196 - mape: 5028999.0000 - val_loss: 0.2571 - val_mape: 17317072.0000
Epoch 51/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2190 - mape: 4995026.0000 - val_loss: 0.2594 - val_mape: 17299134.0000
Epoch 52/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2184 - mape: 4956671.0000 - val_loss: 0.2617 - val_mape: 17273572.0000
Epoch 53/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2178 - mape: 4921604.0000 - val_loss: 0.2654 - val_mape: 17207626.0000
Epoch 54/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2171 - mape: 4860698.0000 - val_loss: 0.2695 - val_mape: 17208430.0000
Epoch 55/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2163 - mape: 4811232.5000 - val_loss: 0.2744 - val_mape: 17232876.0000
Epoch 56/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2155 - mape: 4770694.5000 - val_loss: 0.2798 - val_mape: 17300632.0000
Epoch 57/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2146 - mape: 4730564.5000 - val_loss: 0.2909 - val_mape: 17028546.0000
Epoch 58/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2136 - mape: 4576143.0000 - val_loss: 0.2996 - val_mape: 17274672.0000
Epoch 59/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2126 - mape: 4574512.0000 - val_loss: 0.3170 - val_mape: 16848040.0000
Epoch 60/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2117 - mape: 4368817.5000 - val_loss: 0.3181 - val_mape: 17856176.0000
Epoch 61/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2104 - mape: 4609400.0000 - val_loss: 0.3478 - val_mape: 16390931.0000
Epoch 62/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2110 - mape: 4079742.5000 - val_loss: 0.3152 - val_mape: 19040478.0000
Epoch 63/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2110 - mape: 4989808.5000 - val_loss: 0.3339 - val_mape: 16787214.0000
Epoch 64/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2118 - mape: 4224838.0000 - val_loss: 17.1426 - val_mape: 3895628800.0000
Epoch 65/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2109 - mape: 4793274.0000 - val_loss: 993989.2500 - val_mape: 4158398398464.0000
Epoch 66/250
5/5 [==============================] - 1s 142ms/step - loss: 630.6663 - mape: 101162680320.0000 - val_loss: 0.3261 - val_mape: 17660754.0000
Epoch 66: early stopping
1/1 [==============================] - 0s 294ms/step
Epoch 1/250
5/5 [==============================] - 3s 251ms/step - loss: 0.4290 - mape: 598563.6875 - val_loss: 0.3954 - val_mape: 1247461.7500
Epoch 2/250
5/5 [==============================] - 1s 153ms/step - loss: 0.3644 - mape: 768996.6250 - val_loss: 0.3456 - val_mape: 3995556.2500
Epoch 3/250
5/5 [==============================] - 1s 159ms/step - loss: 0.3193 - mape: 1910348.5000 - val_loss: 0.2829 - val_mape: 7900614.5000
Epoch 4/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2723 - mape: 3981108.7500 - val_loss: 0.2236 - val_mape: 15765065.0000
Epoch 5/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2663 - mape: 7193251.5000 - val_loss: 0.2265 - val_mape: 16797160.0000
Epoch 6/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2479 - mape: 5929853.0000 - val_loss: 0.2385 - val_mape: 13117176.0000
Epoch 7/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2546 - mape: 4851392.0000 - val_loss: 0.2419 - val_mape: 12858812.0000
Epoch 8/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2529 - mape: 4937874.5000 - val_loss: 0.2359 - val_mape: 14293568.0000
Epoch 9/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2470 - mape: 5614330.5000 - val_loss: 0.2308 - val_mape: 16724861.0000
Epoch 10/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2436 - mape: 6572362.5000 - val_loss: 0.2335 - val_mape: 18753242.0000
Epoch 11/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2421 - mape: 7019710.5000 - val_loss: 0.2312 - val_mape: 17895682.0000
Epoch 12/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2394 - mape: 6531085.0000 - val_loss: 0.2306 - val_mape: 16600840.0000
Epoch 13/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2383 - mape: 6164076.5000 - val_loss: 0.2302 - val_mape: 16354143.0000
Epoch 14/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2367 - mape: 6183724.0000 - val_loss: 0.2303 - val_mape: 16464440.0000
Epoch 15/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2352 - mape: 6126823.5000 - val_loss: 0.2317 - val_mape: 16087831.0000
Epoch 16/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2339 - mape: 5852619.0000 - val_loss: 0.2323 - val_mape: 16268993.0000
Epoch 17/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2326 - mape: 5858071.0000 - val_loss: 0.2330 - val_mape: 16948278.0000
Epoch 18/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2307 - mape: 5821416.5000 - val_loss: 0.2364 - val_mape: 17270252.0000
Epoch 19/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2290 - mape: 5823103.0000 - val_loss: 0.2404 - val_mape: 17445006.0000
Epoch 20/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2275 - mape: 5660598.0000 - val_loss: 0.2470 - val_mape: 16686216.0000
Epoch 21/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2259 - mape: 5444506.5000 - val_loss: 0.2557 - val_mape: 15698381.0000
Epoch 22/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2261 - mape: 5187153.0000 - val_loss: 0.2508 - val_mape: 17736172.0000
Epoch 23/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2241 - mape: 5445946.5000 - val_loss: 0.2628 - val_mape: 14913942.0000
Epoch 24/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2249 - mape: 5046392.5000 - val_loss: 0.2621 - val_mape: 15186828.0000
Epoch 25/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2230 - mape: 4954890.0000 - val_loss: 0.2517 - val_mape: 17508056.0000
Epoch 26/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2201 - mape: 5480540.0000 - val_loss: 0.2586 - val_mape: 16130918.0000
Epoch 27/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2194 - mape: 4918930.5000 - val_loss: 0.2541 - val_mape: 17047764.0000
Epoch 28/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2166 - mape: 5273762.0000 - val_loss: 0.2698 - val_mape: 15149462.0000
Epoch 29/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2197 - mape: 4601826.5000 - val_loss: 0.2560 - val_mape: 16198336.0000
Epoch 30/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2186 - mape: 5228515.0000 - val_loss: 0.2544 - val_mape: 16293519.0000
Epoch 31/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2167 - mape: 4569838.0000 - val_loss: 0.2595 - val_mape: 16095973.0000
Epoch 32/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2124 - mape: 4857918.0000 - val_loss: 0.2544 - val_mape: 18426772.0000
Epoch 33/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2104 - mape: 5133431.5000 - val_loss: 0.2653 - val_mape: 16201801.0000
Epoch 34/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2089 - mape: 4745178.5000 - val_loss: 0.2652 - val_mape: 16372563.0000
Epoch 35/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2074 - mape: 4613442.0000 - val_loss: 0.2654 - val_mape: 17056706.0000
Epoch 36/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2078 - mape: 4986991.0000 - val_loss: 0.2767 - val_mape: 15891913.0000
Epoch 37/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2071 - mape: 4380260.5000 - val_loss: 0.2788 - val_mape: 17481872.0000
Epoch 38/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2057 - mape: 4994358.5000 - val_loss: 0.3034 - val_mape: 15867862.0000
Epoch 39/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2039 - mape: 4285647.5000 - val_loss: 0.2885 - val_mape: 18408556.0000
Epoch 40/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2027 - mape: 4678030.0000 - val_loss: 993439842304.0000 - val_mape: 293296345190364086272.0000
Epoch 41/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2033 - mape: 4273421.5000 - val_loss: 102371543744512.0000 - val_mape: 14037584930525014917120.0000
Epoch 42/250
5/5 [==============================] - 1s 138ms/step - loss: 102618808320.0000 - mape: 206560143867904.0000 - val_loss: 0.2858 - val_mape: 16403901.0000
Epoch 43/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2083 - mape: 4049889.2500 - val_loss: 0.2625 - val_mape: 18758322.0000
Epoch 44/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2115 - mape: 5248715.5000 - val_loss: 0.2636 - val_mape: 17325018.0000
Epoch 45/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2090 - mape: 4156523.0000 - val_loss: 0.2715 - val_mape: 16510431.0000
Epoch 45: early stopping
1/1 [==============================] - 0s 294ms/step
Epoch 1/250
5/5 [==============================] - 3s 255ms/step - loss: 0.3470 - mape: 1330527.0000 - val_loss: 0.2877 - val_mape: 10900401.0000
Epoch 2/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2839 - mape: 6307739.5000 - val_loss: 0.2642 - val_mape: 19714508.0000
Epoch 3/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2510 - mape: 6500598.5000 - val_loss: 0.2572 - val_mape: 14373381.0000
Epoch 4/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2542 - mape: 5008976.0000 - val_loss: 0.2485 - val_mape: 14842840.0000
Epoch 5/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2469 - mape: 5514565.5000 - val_loss: 0.2418 - val_mape: 19484214.0000
Epoch 6/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2417 - mape: 7033773.5000 - val_loss: 0.2410 - val_mape: 20359928.0000
Epoch 7/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2374 - mape: 6492998.0000 - val_loss: 0.2366 - val_mape: 17138366.0000
Epoch 8/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2368 - mape: 5703916.5000 - val_loss: 0.2359 - val_mape: 18519710.0000
Epoch 9/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2338 - mape: 6204102.5000 - val_loss: 0.2363 - val_mape: 19191348.0000
Epoch 10/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2307 - mape: 5848613.5000 - val_loss: 0.2357 - val_mape: 18342192.0000
Epoch 11/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2287 - mape: 5629294.0000 - val_loss: 0.2395 - val_mape: 20178012.0000
Epoch 12/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2260 - mape: 5681169.5000 - val_loss: 0.2405 - val_mape: 17890280.0000
Epoch 13/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2241 - mape: 5254512.5000 - val_loss: 0.2474 - val_mape: 18563802.0000
Epoch 14/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2225 - mape: 5110372.0000 - val_loss: 0.2502 - val_mape: 18158502.0000
Epoch 15/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2210 - mape: 5026275.5000 - val_loss: 0.2644 - val_mape: 15460383.0000
Epoch 16/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2291 - mape: 4410704.5000 - val_loss: 0.2777 - val_mape: 27425274.0000
Epoch 17/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2293 - mape: 6206953.0000 - val_loss: 0.2611 - val_mape: 13363254.0000
Epoch 18/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2295 - mape: 4371665.5000 - val_loss: 0.2507 - val_mape: 13386079.0000
Epoch 19/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2253 - mape: 4647649.5000 - val_loss: 0.2476 - val_mape: 15004964.0000
Epoch 20/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2228 - mape: 4697070.0000 - val_loss: 0.2423 - val_mape: 18307212.0000
Epoch 20: early stopping
1/1 [==============================] - 2s 2s/step
Epoch 1/250
3/3 [==============================] - 3s 377ms/step - loss: 0.4027 - mape: 165720.7656 - val_loss: 0.4006 - val_mape: 894131.5000
Epoch 2/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3927 - mape: 260075.2344 - val_loss: 0.3922 - val_mape: 1267854.3750
Epoch 3/250
3/3 [==============================] - 1s 204ms/step - loss: 0.3832 - mape: 394417.2812 - val_loss: 0.3838 - val_mape: 1652597.7500
Epoch 4/250
3/3 [==============================] - 1s 193ms/step - loss: 0.3745 - mape: 560383.8750 - val_loss: 0.3755 - val_mape: 2049432.6250
Epoch 5/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3662 - mape: 728541.4375 - val_loss: 0.3672 - val_mape: 2459650.5000
Epoch 6/250
3/3 [==============================] - 1s 200ms/step - loss: 0.3582 - mape: 897600.6250 - val_loss: 0.3590 - val_mape: 2881190.0000
Epoch 7/250
3/3 [==============================] - 1s 203ms/step - loss: 0.3503 - mape: 1070774.7500 - val_loss: 0.3506 - val_mape: 3323405.5000
Epoch 8/250
3/3 [==============================] - 1s 190ms/step - loss: 0.3426 - mape: 1249575.7500 - val_loss: 0.3420 - val_mape: 3794548.5000
Epoch 9/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3350 - mape: 1435229.8750 - val_loss: 0.3334 - val_mape: 4283707.5000
Epoch 10/250
3/3 [==============================] - 1s 187ms/step - loss: 0.3273 - mape: 1629709.1250 - val_loss: 0.3246 - val_mape: 4805657.0000
Epoch 11/250
3/3 [==============================] - 1s 203ms/step - loss: 0.3195 - mape: 1834922.3750 - val_loss: 0.3156 - val_mape: 5357588.0000
Epoch 12/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3117 - mape: 2053870.1250 - val_loss: 0.3063 - val_mape: 5938376.5000
Epoch 13/250
3/3 [==============================] - 1s 198ms/step - loss: 0.3039 - mape: 2289136.0000 - val_loss: 0.2968 - val_mape: 6564139.5000
Epoch 14/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2960 - mape: 2545368.0000 - val_loss: 0.2871 - val_mape: 7239306.0000
Epoch 15/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2880 - mape: 2827454.0000 - val_loss: 0.2774 - val_mape: 7980776.5000
Epoch 16/250
3/3 [==============================] - 1s 201ms/step - loss: 0.2802 - mape: 3139604.0000 - val_loss: 0.2677 - val_mape: 8798909.0000
Epoch 17/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2727 - mape: 3482183.0000 - val_loss: 0.2583 - val_mape: 9682326.0000
Epoch 18/250
3/3 [==============================] - 0s 182ms/step - loss: 0.2659 - mape: 3854624.0000 - val_loss: 0.2494 - val_mape: 10619458.0000
Epoch 19/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2599 - mape: 4251752.5000 - val_loss: 0.2421 - val_mape: 11595889.0000
Epoch 20/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2549 - mape: 4662631.0000 - val_loss: 0.2362 - val_mape: 12572978.0000
Epoch 21/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2511 - mape: 5062511.0000 - val_loss: 0.2321 - val_mape: 13486930.0000
Epoch 22/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2486 - mape: 5412654.5000 - val_loss: 0.2297 - val_mape: 14234158.0000
Epoch 23/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2467 - mape: 5664071.5000 - val_loss: 0.2285 - val_mape: 14734442.0000
Epoch 24/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2451 - mape: 5794528.5000 - val_loss: 0.2279 - val_mape: 15002162.0000
Epoch 25/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2438 - mape: 5827000.5000 - val_loss: 0.2276 - val_mape: 15113687.0000
Epoch 26/250
3/3 [==============================] - 1s 204ms/step - loss: 0.2428 - mape: 5802465.0000 - val_loss: 0.2274 - val_mape: 15148122.0000
Epoch 27/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2421 - mape: 5759305.5000 - val_loss: 0.2272 - val_mape: 15166552.0000
Epoch 28/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2416 - mape: 5719220.0000 - val_loss: 0.2270 - val_mape: 15210710.0000
Epoch 29/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2410 - mape: 5697602.5000 - val_loss: 0.2268 - val_mape: 15302601.0000
Epoch 30/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2404 - mape: 5700517.5000 - val_loss: 0.2264 - val_mape: 15444209.0000
Epoch 31/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2397 - mape: 5728289.0000 - val_loss: 0.2262 - val_mape: 15633050.0000
Epoch 32/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2389 - mape: 5777397.0000 - val_loss: 0.2261 - val_mape: 15854551.0000
Epoch 33/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2381 - mape: 5839117.0000 - val_loss: 0.2262 - val_mape: 16085933.0000
Epoch 34/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2374 - mape: 5902327.0000 - val_loss: 0.2265 - val_mape: 16304300.0000
Epoch 35/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2366 - mape: 5957048.5000 - val_loss: 0.2269 - val_mape: 16495937.0000
Epoch 36/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2360 - mape: 5995152.0000 - val_loss: 0.2274 - val_mape: 16639607.0000
Epoch 37/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2353 - mape: 6012092.5000 - val_loss: 0.2278 - val_mape: 16737005.0000
Epoch 38/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2348 - mape: 6009964.5000 - val_loss: 0.2281 - val_mape: 16797084.0000
Epoch 39/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2343 - mape: 5994516.5000 - val_loss: 0.2284 - val_mape: 16845488.0000
Epoch 40/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2339 - mape: 5976841.0000 - val_loss: 0.2288 - val_mape: 16906960.0000
Epoch 41/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2334 - mape: 5965825.5000 - val_loss: 0.2292 - val_mape: 16991824.0000
Epoch 42/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2329 - mape: 5964722.0000 - val_loss: 0.2298 - val_mape: 17100180.0000
Epoch 43/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2324 - mape: 5974017.5000 - val_loss: 0.2304 - val_mape: 17216720.0000
Epoch 44/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2320 - mape: 5987142.5000 - val_loss: 0.2309 - val_mape: 17304484.0000
Epoch 45/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2315 - mape: 5988878.5000 - val_loss: 0.2312 - val_mape: 17338648.0000
Epoch 46/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2312 - mape: 5975055.5000 - val_loss: 0.2313 - val_mape: 17319614.0000
Epoch 47/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2308 - mape: 5948565.0000 - val_loss: 0.2312 - val_mape: 17269508.0000
Epoch 48/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2305 - mape: 5917390.0000 - val_loss: 0.2312 - val_mape: 17215958.0000
Epoch 49/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2301 - mape: 5890798.0000 - val_loss: 0.2312 - val_mape: 17162106.0000
Epoch 50/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2298 - mape: 5869880.0000 - val_loss: 0.2313 - val_mape: 17119272.0000
Epoch 51/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2295 - mape: 5856406.0000 - val_loss: 0.2314 - val_mape: 17090580.0000
Epoch 52/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2291 - mape: 5848173.5000 - val_loss: 0.2316 - val_mape: 17079928.0000
Epoch 53/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2287 - mape: 5842493.0000 - val_loss: 0.2317 - val_mape: 17065498.0000
Epoch 54/250
3/3 [==============================] - 1s 202ms/step - loss: 0.2284 - mape: 5834147.0000 - val_loss: 0.2319 - val_mape: 17027884.0000
Epoch 55/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2280 - mape: 5818740.5000 - val_loss: 0.2319 - val_mape: 16962266.0000
Epoch 56/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2277 - mape: 5796732.0000 - val_loss: 0.2319 - val_mape: 16885518.0000
Epoch 57/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2274 - mape: 5770663.0000 - val_loss: 0.2319 - val_mape: 16808500.0000
Epoch 58/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2270 - mape: 5743557.5000 - val_loss: 0.2319 - val_mape: 16753069.0000
Epoch 59/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2267 - mape: 5721153.0000 - val_loss: 0.2321 - val_mape: 16728347.0000
Epoch 60/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2264 - mape: 5704718.0000 - val_loss: 0.2324 - val_mape: 16734883.0000
Epoch 61/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2261 - mape: 5692624.5000 - val_loss: 0.2326 - val_mape: 16751745.0000
Epoch 62/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2258 - mape: 5680099.5000 - val_loss: 0.2330 - val_mape: 16760076.0000
Epoch 63/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2254 - mape: 5662102.5000 - val_loss: 0.2333 - val_mape: 16743165.0000
Epoch 64/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2251 - mape: 5634431.5000 - val_loss: 0.2336 - val_mape: 16713005.0000
Epoch 65/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2248 - mape: 5603235.0000 - val_loss: 0.2339 - val_mape: 16680485.0000
Epoch 66/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2245 - mape: 5575857.0000 - val_loss: 0.2341 - val_mape: 16664786.0000
Epoch 67/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2242 - mape: 5555968.0000 - val_loss: 0.2344 - val_mape: 16658385.0000
Epoch 68/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2239 - mape: 5535397.5000 - val_loss: 0.2348 - val_mape: 16641158.0000
Epoch 69/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2235 - mape: 5509506.5000 - val_loss: 0.2353 - val_mape: 16609920.0000
Epoch 70/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2231 - mape: 5484420.0000 - val_loss: 0.2359 - val_mape: 16601672.0000
Epoch 71/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2228 - mape: 5469407.5000 - val_loss: 0.2365 - val_mape: 16611931.0000
Epoch 72/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2224 - mape: 5458923.5000 - val_loss: 0.2371 - val_mape: 16626264.0000
Epoch 73/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2220 - mape: 5448824.5000 - val_loss: 0.2377 - val_mape: 16622264.0000
Epoch 74/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2216 - mape: 5432513.0000 - val_loss: 0.2384 - val_mape: 16600904.0000
Epoch 75/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2212 - mape: 5413706.0000 - val_loss: 0.2390 - val_mape: 16586316.0000
Epoch 76/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2208 - mape: 5396389.0000 - val_loss: 0.2396 - val_mape: 16574246.0000
Epoch 77/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2203 - mape: 5375251.5000 - val_loss: 0.2401 - val_mape: 16569903.0000
Epoch 78/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2199 - mape: 5353968.0000 - val_loss: 0.2406 - val_mape: 16574903.0000
Epoch 79/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2194 - mape: 5327524.0000 - val_loss: 0.2412 - val_mape: 16581619.0000
Epoch 80/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2190 - mape: 5293804.5000 - val_loss: 0.2417 - val_mape: 16616160.0000
Epoch 81/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2184 - mape: 5269317.5000 - val_loss: 0.2422 - val_mape: 16653403.0000
Epoch 82/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2179 - mape: 5245622.0000 - val_loss: 0.2429 - val_mape: 16687080.0000
Epoch 83/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2174 - mape: 5220978.5000 - val_loss: 0.2438 - val_mape: 16717121.0000
Epoch 84/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2168 - mape: 5197922.0000 - val_loss: 0.2445 - val_mape: 16785400.0000
Epoch 85/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2162 - mape: 5184167.5000 - val_loss: 0.2454 - val_mape: 16803934.0000
Epoch 86/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2156 - mape: 5138530.5000 - val_loss: 0.2463 - val_mape: 16807706.0000
Epoch 87/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2150 - mape: 5093087.0000 - val_loss: 0.2471 - val_mape: 16882018.0000
Epoch 88/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2143 - mape: 5068631.0000 - val_loss: 0.2477 - val_mape: 16972526.0000
Epoch 89/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2135 - mape: 5040585.0000 - val_loss: 0.2486 - val_mape: 17011612.0000
Epoch 90/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2128 - mape: 4996374.5000 - val_loss: 0.2495 - val_mape: 17126716.0000
Epoch 91/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2120 - mape: 4978995.5000 - val_loss: 0.2503 - val_mape: 17260940.0000
Epoch 92/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2112 - mape: 4948511.0000 - val_loss: 0.2509 - val_mape: 17463270.0000
Epoch 93/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2104 - mape: 4934567.5000 - val_loss: 0.2518 - val_mape: 17658596.0000
Epoch 94/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2095 - mape: 4903430.5000 - val_loss: 0.2527 - val_mape: 17833994.0000
Epoch 95/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2086 - mape: 4885528.5000 - val_loss: 0.2532 - val_mape: 18043202.0000
Epoch 96/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2076 - mape: 4849524.5000 - val_loss: 0.2537 - val_mape: 18199400.0000
Epoch 97/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2068 - mape: 4790476.5000 - val_loss: 0.2548 - val_mape: 18215268.0000
Epoch 98/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2061 - mape: 4720968.0000 - val_loss: 0.2551 - val_mape: 18374812.0000
Epoch 99/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2054 - mape: 4692981.5000 - val_loss: 0.2564 - val_mape: 18466082.0000
Epoch 100/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2048 - mape: 4652093.0000 - val_loss: 0.2571 - val_mape: 18686042.0000
Epoch 101/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2041 - mape: 4655033.0000 - val_loss: 0.2613 - val_mape: 18329630.0000
Epoch 102/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2035 - mape: 4550135.5000 - val_loss: 0.2603 - val_mape: 18762248.0000
Epoch 103/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2032 - mape: 4636421.5000 - val_loss: 0.2659 - val_mape: 17975824.0000
Epoch 104/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2032 - mape: 4391101.0000 - val_loss: 0.2627 - val_mape: 18845986.0000
Epoch 105/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2028 - mape: 4656468.5000 - val_loss: 0.2687 - val_mape: 17923110.0000
Epoch 106/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2026 - mape: 4211426.0000 - val_loss: 0.2679 - val_mape: 18365380.0000
Epoch 107/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2012 - mape: 4507565.5000 - val_loss: 0.2678 - val_mape: 18709698.0000
Epoch 108/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2002 - mape: 4349499.5000 - val_loss: 0.2724 - val_mape: 18038590.0000
Epoch 109/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1996 - mape: 4260815.5000 - val_loss: 0.2713 - val_mape: 18586202.0000
Epoch 110/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1993 - mape: 4333913.0000 - val_loss: 0.2761 - val_mape: 17991186.0000
Epoch 111/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1988 - mape: 4102737.5000 - val_loss: 0.2731 - val_mape: 18703216.0000
Epoch 112/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1981 - mape: 4271561.5000 - val_loss: 0.2757 - val_mape: 18315052.0000
Epoch 113/250
3/3 [==============================] - 1s 177ms/step - loss: 0.1974 - mape: 4098162.2500 - val_loss: 0.2740 - val_mape: 18699338.0000
Epoch 114/250
3/3 [==============================] - 0s 175ms/step - loss: 0.1967 - mape: 4227744.0000 - val_loss: 0.2766 - val_mape: 18414036.0000
Epoch 115/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1960 - mape: 4053063.2500 - val_loss: 0.2753 - val_mape: 18895686.0000
Epoch 116/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1951 - mape: 4108771.2500 - val_loss: 0.2789 - val_mape: 18367690.0000
Epoch 117/250
3/3 [==============================] - 1s 172ms/step - loss: 0.1944 - mape: 3942541.7500 - val_loss: 0.2733 - val_mape: 19390860.0000
Epoch 118/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1940 - mape: 4024489.0000 - val_loss: 0.2804 - val_mape: 17856052.0000
Epoch 119/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1938 - mape: 3938500.5000 - val_loss: 0.2742 - val_mape: 18975540.0000
Epoch 120/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1922 - mape: 3977287.2500 - val_loss: 0.2734 - val_mape: 19119904.0000
Epoch 121/250
3/3 [==============================] - 1s 185ms/step - loss: 0.1914 - mape: 3960788.2500 - val_loss: 0.2771 - val_mape: 18518316.0000
Epoch 122/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1907 - mape: 3880583.0000 - val_loss: 0.2774 - val_mape: 18770302.0000
Epoch 123/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1900 - mape: 3814221.2500 - val_loss: 0.2725 - val_mape: 19781858.0000
Epoch 124/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1895 - mape: 3952618.2500 - val_loss: 0.2868 - val_mape: 16150591.0000
Epoch 125/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1926 - mape: 3539058.7500 - val_loss: 0.2668 - val_mape: 19356824.0000
Epoch 126/250
3/3 [==============================] - 0s 179ms/step - loss: 0.1876 - mape: 4083493.7500 - val_loss: 0.2684 - val_mape: 19070750.0000
Epoch 127/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1876 - mape: 3812978.7500 - val_loss: 0.2720 - val_mape: 19200272.0000
Epoch 128/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1861 - mape: 3660432.2500 - val_loss: 0.2806 - val_mape: 17047454.0000
Epoch 129/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1869 - mape: 3326552.0000 - val_loss: 0.2676 - val_mape: 21013734.0000
Epoch 130/250
3/3 [==============================] - 1s 181ms/step - loss: 0.1876 - mape: 4249133.0000 - val_loss: 0.2773 - val_mape: 17926260.0000
Epoch 131/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1841 - mape: 3708839.7500 - val_loss: 0.2782 - val_mape: 18888606.0000
Epoch 132/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1827 - mape: 3523247.5000 - val_loss: 0.2771 - val_mape: 16935848.0000
Epoch 133/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1828 - mape: 3223192.0000 - val_loss: 0.2627 - val_mape: 20451354.0000
Epoch 134/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1863 - mape: 4179916.5000 - val_loss: 0.2753 - val_mape: 16903514.0000
Epoch 135/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1820 - mape: 3368488.2500 - val_loss: 0.2751 - val_mape: 18584412.0000
Epoch 136/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1796 - mape: 3608905.0000 - val_loss: 0.2778 - val_mape: 17096476.0000
Epoch 137/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1800 - mape: 3145127.0000 - val_loss: 0.2623 - val_mape: 20279276.0000
Epoch 138/250
3/3 [==============================] - 1s 186ms/step - loss: 0.1843 - mape: 4287164.5000 - val_loss: 0.2700 - val_mape: 17800506.0000
Epoch 139/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1790 - mape: 3547602.2500 - val_loss: 0.2846 - val_mape: 17359380.0000
Epoch 140/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1809 - mape: 3241458.2500 - val_loss: 0.2671 - val_mape: 18781414.0000
Epoch 141/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1795 - mape: 3243434.2500 - val_loss: 0.2663 - val_mape: 17982398.0000
Epoch 142/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1765 - mape: 3657199.0000 - val_loss: 0.2738 - val_mape: 18205976.0000
Epoch 143/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1753 - mape: 3387177.2500 - val_loss: 0.2728 - val_mape: 18305032.0000
Epoch 144/250
3/3 [==============================] - 0s 176ms/step - loss: 0.1749 - mape: 3384804.5000 - val_loss: 0.2714 - val_mape: 19530744.0000
Epoch 145/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1747 - mape: 3556778.2500 - val_loss: 0.2882 - val_mape: 16489740.0000
Epoch 146/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1855 - mape: 2830653.2500 - val_loss: 0.2722 - val_mape: 18440392.0000
Epoch 147/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1749 - mape: 3410981.2500 - val_loss: 0.2606 - val_mape: 19920574.0000
Epoch 148/250
3/3 [==============================] - 1s 182ms/step - loss: 0.1816 - mape: 3834194.2500 - val_loss: 0.2643 - val_mape: 18530330.0000
Epoch 149/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1768 - mape: 3827149.0000 - val_loss: 0.2789 - val_mape: 16730516.0000
Epoch 150/250
3/3 [==============================] - 1s 177ms/step - loss: 0.1774 - mape: 3022088.2500 - val_loss: 0.2722 - val_mape: 17543624.0000
Epoch 150: early stopping
1/1 [==============================] - 0s 353ms/step
Epoch 1/250
3/3 [==============================] - 3s 399ms/step - loss: 0.4419 - mape: 543972.8750 - val_loss: 0.4279 - val_mape: 401885.9062
Epoch 2/250
3/3 [==============================] - 0s 179ms/step - loss: 0.4051 - mape: 121029.0000 - val_loss: 0.4166 - val_mape: 363243.4375
Epoch 3/250
3/3 [==============================] - 1s 196ms/step - loss: 0.3952 - mape: 192735.7969 - val_loss: 0.4088 - val_mape: 689008.3125
Epoch 4/250
3/3 [==============================] - 0s 177ms/step - loss: 0.3878 - mape: 328420.9375 - val_loss: 0.4009 - val_mape: 1065038.3750
Epoch 5/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3797 - mape: 488067.3438 - val_loss: 0.3909 - val_mape: 1541599.2500
Epoch 6/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3693 - mape: 702564.3125 - val_loss: 0.3768 - val_mape: 2214102.2500
Epoch 7/250
3/3 [==============================] - 1s 185ms/step - loss: 0.3548 - mape: 1027537.4375 - val_loss: 0.3535 - val_mape: 3281826.5000
Epoch 8/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3311 - mape: 1623430.6250 - val_loss: 0.3051 - val_mape: 5366025.5000
Epoch 9/250
3/3 [==============================] - 0s 165ms/step - loss: 0.5718 - mape: 30823112.0000 - val_loss: 0.9691 - val_mape: 61228804.0000
Epoch 10/250
3/3 [==============================] - 1s 200ms/step - loss: 0.4949 - mape: 6116146.5000 - val_loss: 0.2411 - val_mape: 9057933.0000
Epoch 11/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2677 - mape: 4057308.7500 - val_loss: 0.2640 - val_mape: 8405362.0000
Epoch 12/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2706 - mape: 3848302.5000 - val_loss: 0.2596 - val_mape: 9159311.0000
Epoch 13/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2636 - mape: 4339768.5000 - val_loss: 0.2411 - val_mape: 11067269.0000
Epoch 14/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2571 - mape: 5497262.5000 - val_loss: 0.2297 - val_mape: 12805883.0000
Epoch 15/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2493 - mape: 5800832.0000 - val_loss: 0.2349 - val_mape: 12263334.0000
Epoch 16/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2487 - mape: 5310700.5000 - val_loss: 0.2357 - val_mape: 12227795.0000
Epoch 17/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2473 - mape: 5275930.5000 - val_loss: 0.2263 - val_mape: 13364611.0000
Epoch 18/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2444 - mape: 5707637.5000 - val_loss: 0.2239 - val_mape: 14057738.0000
Epoch 19/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2414 - mape: 5725670.5000 - val_loss: 0.2239 - val_mape: 14566514.0000
Epoch 20/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2397 - mape: 5811704.5000 - val_loss: 0.2228 - val_mape: 15870661.0000
Epoch 21/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2378 - mape: 6154623.5000 - val_loss: 0.2246 - val_mape: 16797670.0000
Epoch 22/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2357 - mape: 6231289.5000 - val_loss: 0.2261 - val_mape: 17381612.0000
Epoch 23/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2341 - mape: 6275465.5000 - val_loss: 0.2293 - val_mape: 18489700.0000
Epoch 24/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2322 - mape: 6453633.0000 - val_loss: 0.2306 - val_mape: 18867594.0000
Epoch 25/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2304 - mape: 6407353.0000 - val_loss: 0.2315 - val_mape: 18711564.0000
Epoch 26/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2287 - mape: 6290547.0000 - val_loss: 0.2342 - val_mape: 19198482.0000
Epoch 27/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2267 - mape: 6309178.0000 - val_loss: 0.2372 - val_mape: 19619340.0000
Epoch 28/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2251 - mape: 6225226.5000 - val_loss: 0.2376 - val_mape: 19291252.0000
Epoch 29/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2236 - mape: 6087292.0000 - val_loss: 0.2393 - val_mape: 19609214.0000
Epoch 30/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2221 - mape: 6107593.5000 - val_loss: 0.2401 - val_mape: 19267432.0000
Epoch 31/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2212 - mape: 5934574.0000 - val_loss: 0.2343 - val_mape: 18543040.0000
Epoch 32/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2212 - mape: 5755748.5000 - val_loss: 0.2392 - val_mape: 20373288.0000
Epoch 33/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2190 - mape: 6026844.5000 - val_loss: 0.2482 - val_mape: 19264570.0000
Epoch 34/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2196 - mape: 5381255.0000 - val_loss: 0.2437 - val_mape: 18424518.0000
Epoch 35/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2165 - mape: 5346717.0000 - val_loss: 40.7282 - val_mape: 1838547328.0000
Epoch 36/250
3/3 [==============================] - 1s 184ms/step - loss: 152.4236 - mape: 2909702144.0000 - val_loss: 8182.6143 - val_mape: 51027570688.0000
Epoch 37/250
3/3 [==============================] - 1s 171ms/step - loss: 1710.3776 - mape: 16674412544.0000 - val_loss: 149.5476 - val_mape: 3067404288.0000
Epoch 38/250
3/3 [==============================] - 0s 171ms/step - loss: 547.4574 - mape: 6103910400.0000 - val_loss: 1525.8710 - val_mape: 20639793152.0000
Epoch 39/250
3/3 [==============================] - 0s 170ms/step - loss: 658.8391 - mape: 8034784768.0000 - val_loss: 12.1015 - val_mape: 258084288.0000
Epoch 40/250
3/3 [==============================] - 1s 170ms/step - loss: 25.4391 - mape: 891596544.0000 - val_loss: 0.2422 - val_mape: 17375526.0000
Epoch 40: early stopping
1/1 [==============================] - 0s 298ms/step
Epoch 1/250
3/3 [==============================] - 3s 342ms/step - loss: 0.3723 - mape: 701962.8750 - val_loss: 0.3174 - val_mape: 6824877.0000
Epoch 2/250
3/3 [==============================] - 0s 180ms/step - loss: 0.2877 - mape: 3286316.7500 - val_loss: 0.2627 - val_mape: 14229459.0000
Epoch 3/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2665 - mape: 6567762.0000 - val_loss: 0.2568 - val_mape: 19691822.0000
Epoch 4/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2513 - mape: 7385078.5000 - val_loss: 0.2510 - val_mape: 16689485.0000
Epoch 5/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2473 - mape: 6079557.0000 - val_loss: 0.2507 - val_mape: 14824133.0000
Epoch 6/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2480 - mape: 5379556.0000 - val_loss: 0.2471 - val_mape: 14815177.0000
Epoch 7/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2449 - mape: 5380030.5000 - val_loss: 0.2395 - val_mape: 16644637.0000
Epoch 8/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2387 - mape: 6037276.5000 - val_loss: 0.2364 - val_mape: 19432944.0000
Epoch 9/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2367 - mape: 6737597.0000 - val_loss: 0.2352 - val_mape: 18823322.0000
Epoch 10/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2338 - mape: 6156588.5000 - val_loss: 0.2364 - val_mape: 17145324.0000
Epoch 11/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2345 - mape: 5546850.5000 - val_loss: 0.2363 - val_mape: 17843142.0000
Epoch 12/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2316 - mape: 5709477.5000 - val_loss: 0.2394 - val_mape: 20308662.0000
Epoch 13/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2307 - mape: 6136895.0000 - val_loss: 0.2370 - val_mape: 17990092.0000
Epoch 14/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2291 - mape: 5531094.5000 - val_loss: 0.2383 - val_mape: 17066514.0000
Epoch 15/250
3/3 [==============================] - 0s 181ms/step - loss: 0.2282 - mape: 5444093.5000 - val_loss: 0.2383 - val_mape: 18296742.0000
Epoch 16/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2266 - mape: 5666785.0000 - val_loss: 0.2398 - val_mape: 18062430.0000
Epoch 17/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2260 - mape: 5429261.5000 - val_loss: 0.2409 - val_mape: 17590582.0000
Epoch 18/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2245 - mape: 5374758.0000 - val_loss: 0.2418 - val_mape: 17110926.0000
Epoch 19/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2232 - mape: 5092449.0000 - val_loss: 0.2425 - val_mape: 16900430.0000
Epoch 20/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2218 - mape: 5029121.0000 - val_loss: 0.2418 - val_mape: 17480364.0000
Epoch 21/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2205 - mape: 5026653.0000 - val_loss: 0.2435 - val_mape: 16226140.0000
Epoch 22/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2190 - mape: 4864778.5000 - val_loss: 0.2444 - val_mape: 16306286.0000
Epoch 23/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2185 - mape: 4622429.5000 - val_loss: 0.2402 - val_mape: 19321036.0000
Epoch 24/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2181 - mape: 5256307.5000 - val_loss: 0.2507 - val_mape: 14238300.0000
Epoch 25/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2187 - mape: 4470742.0000 - val_loss: 0.2444 - val_mape: 16395587.0000
Epoch 26/250
3/3 [==============================] - 1s 169ms/step - loss: 0.2151 - mape: 4476926.0000 - val_loss: 0.2392 - val_mape: 20311938.0000
Epoch 27/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2173 - mape: 5544628.5000 - val_loss: 0.2489 - val_mape: 15389759.0000
Epoch 28/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2169 - mape: 4108478.5000 - val_loss: 0.2429 - val_mape: 17533902.0000
Epoch 29/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2144 - mape: 5130744.5000 - val_loss: 0.2463 - val_mape: 16929400.0000
Epoch 30/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2186 - mape: 3967366.0000 - val_loss: 0.2436 - val_mape: 20840706.0000
Epoch 31/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2182 - mape: 5909177.5000 - val_loss: 0.2481 - val_mape: 18170072.0000
Epoch 32/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2159 - mape: 4748801.0000 - val_loss: 0.2536 - val_mape: 15845940.0000
Epoch 33/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2160 - mape: 4342614.0000 - val_loss: 0.2446 - val_mape: 19193718.0000
Epoch 34/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2119 - mape: 5083231.0000 - val_loss: 0.2441 - val_mape: 18500182.0000
Epoch 35/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2128 - mape: 4019928.2500 - val_loss: 0.2425 - val_mape: 20359122.0000
Epoch 36/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2105 - mape: 5217451.5000 - val_loss: 0.2450 - val_mape: 18720208.0000
Epoch 37/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2083 - mape: 4518975.0000 - val_loss: 0.2477 - val_mape: 17256722.0000
Epoch 38/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2074 - mape: 4303079.0000 - val_loss: 0.2428 - val_mape: 20613132.0000
Epoch 39/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2048 - mape: 4602697.5000 - val_loss: 0.2444 - val_mape: 18055720.0000
Epoch 40/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2035 - mape: 3839929.0000 - val_loss: 0.2514 - val_mape: 22354842.0000
Epoch 41/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2026 - mape: 4755077.5000 - val_loss: 0.2582 - val_mape: 16751146.0000
Epoch 42/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2043 - mape: 3769183.5000 - val_loss: 0.2664 - val_mape: 23226488.0000
Epoch 43/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1996 - mape: 4725285.5000 - val_loss: 0.2618 - val_mape: 21344852.0000
Epoch 44/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1968 - mape: 4182623.5000 - val_loss: 0.2709 - val_mape: 22327898.0000
Epoch 45/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1942 - mape: 3941145.0000 - val_loss: 0.2947 - val_mape: 25339864.0000
Epoch 46/250
3/3 [==============================] - 1s 171ms/step - loss: 0.1927 - mape: 4034135.5000 - val_loss: 0.2973 - val_mape: 12296577.0000
Epoch 47/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2308 - mape: 3610394.0000 - val_loss: 0.2688 - val_mape: 19390008.0000
Epoch 48/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2152 - mape: 3617340.0000 - val_loss: 0.2734 - val_mape: 20282214.0000
Epoch 49/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2141 - mape: 4324902.0000 - val_loss: 0.2787 - val_mape: 25281282.0000
Epoch 50/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2109 - mape: 5881645.5000 - val_loss: 0.2681 - val_mape: 23963352.0000
Epoch 51/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2048 - mape: 5242813.0000 - val_loss: 0.2598 - val_mape: 19195162.0000
Epoch 51: early stopping
1/1 [==============================] - 0s 298ms/step
Epoch 1/250
2/2 [==============================] - 3s 532ms/step - loss: 0.3846 - mape: 420796.5625 - val_loss: 0.3940 - val_mape: 1445444.7500
Epoch 2/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3794 - mape: 522962.2188 - val_loss: 0.3888 - val_mape: 1729685.7500
Epoch 3/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3745 - mape: 624185.7500 - val_loss: 0.3836 - val_mape: 2013316.3750
Epoch 4/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3697 - mape: 726963.7500 - val_loss: 0.3783 - val_mape: 2293350.7500
Epoch 5/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3649 - mape: 830922.8750 - val_loss: 0.3730 - val_mape: 2604235.7500
Epoch 6/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3601 - mape: 936564.4375 - val_loss: 0.3676 - val_mape: 2946519.2500
Epoch 7/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3553 - mape: 1044228.4375 - val_loss: 0.3621 - val_mape: 3299203.5000
Epoch 8/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3504 - mape: 1156861.7500 - val_loss: 0.3565 - val_mape: 3681490.0000
Epoch 9/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3451 - mape: 1276840.2500 - val_loss: 0.3505 - val_mape: 4079485.0000
Epoch 10/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3396 - mape: 1407996.5000 - val_loss: 0.3441 - val_mape: 4496145.5000
Epoch 11/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3337 - mape: 1561014.8750 - val_loss: 0.3375 - val_mape: 4947432.0000
Epoch 12/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3274 - mape: 1728798.0000 - val_loss: 0.3300 - val_mape: 5442895.5000
Epoch 13/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3206 - mape: 1907817.3750 - val_loss: 0.3215 - val_mape: 5980258.5000
Epoch 14/250
2/2 [==============================] - 0s 256ms/step - loss: 0.3137 - mape: 2103311.7500 - val_loss: 0.3128 - val_mape: 6548893.5000
Epoch 15/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3067 - mape: 2329747.0000 - val_loss: 0.3041 - val_mape: 7204966.0000
Epoch 16/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3000 - mape: 2569383.0000 - val_loss: 0.2955 - val_mape: 7909424.0000
Epoch 17/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2936 - mape: 2820719.7500 - val_loss: 0.2872 - val_mape: 8640984.0000
Epoch 18/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2875 - mape: 3083926.0000 - val_loss: 0.2794 - val_mape: 9390074.0000
Epoch 19/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2820 - mape: 3354855.2500 - val_loss: 0.2721 - val_mape: 10157554.0000
Epoch 20/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2769 - mape: 3632166.0000 - val_loss: 0.2655 - val_mape: 10954785.0000
Epoch 21/250
2/2 [==============================] - 0s 234ms/step - loss: 0.2723 - mape: 3913839.5000 - val_loss: 0.2598 - val_mape: 11765981.0000
Epoch 22/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2682 - mape: 4198735.5000 - val_loss: 0.2549 - val_mape: 12593441.0000
Epoch 23/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2647 - mape: 4482205.0000 - val_loss: 0.2509 - val_mape: 13413549.0000
Epoch 24/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2617 - mape: 4756696.5000 - val_loss: 0.2479 - val_mape: 14195644.0000
Epoch 25/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2593 - mape: 5012899.5000 - val_loss: 0.2456 - val_mape: 14920694.0000
Epoch 26/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2573 - mape: 5245196.0000 - val_loss: 0.2439 - val_mape: 15579602.0000
Epoch 27/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2557 - mape: 5447957.0000 - val_loss: 0.2426 - val_mape: 16160159.0000
Epoch 28/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2544 - mape: 5617035.5000 - val_loss: 0.2417 - val_mape: 16650140.0000
Epoch 29/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2533 - mape: 5749963.0000 - val_loss: 0.2410 - val_mape: 17049488.0000
Epoch 30/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2524 - mape: 5848788.5000 - val_loss: 0.2403 - val_mape: 17359642.0000
Epoch 31/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2516 - mape: 5915071.5000 - val_loss: 0.2397 - val_mape: 17586218.0000
Epoch 32/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2508 - mape: 5952826.0000 - val_loss: 0.2390 - val_mape: 17751046.0000
Epoch 33/250
2/2 [==============================] - 0s 248ms/step - loss: 0.2502 - mape: 5967334.5000 - val_loss: 0.2384 - val_mape: 17880258.0000
Epoch 34/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2495 - mape: 5965289.5000 - val_loss: 0.2377 - val_mape: 17978306.0000
Epoch 35/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2489 - mape: 5953414.0000 - val_loss: 0.2371 - val_mape: 18064854.0000
Epoch 36/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2484 - mape: 5939062.5000 - val_loss: 0.2364 - val_mape: 18152018.0000
Epoch 37/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2478 - mape: 5925774.5000 - val_loss: 0.2358 - val_mape: 18259084.0000
Epoch 38/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2473 - mape: 5917187.0000 - val_loss: 0.2352 - val_mape: 18391360.0000
Epoch 39/250
2/2 [==============================] - 0s 233ms/step - loss: 0.2467 - mape: 5915830.5000 - val_loss: 0.2348 - val_mape: 18553428.0000
Epoch 40/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2460 - mape: 5924095.0000 - val_loss: 0.2344 - val_mape: 18748664.0000
Epoch 41/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2453 - mape: 5943522.0000 - val_loss: 0.2342 - val_mape: 18983410.0000
Epoch 42/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2446 - mape: 5975859.5000 - val_loss: 0.2343 - val_mape: 19254876.0000
Epoch 43/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2438 - mape: 6019272.5000 - val_loss: 0.2347 - val_mape: 19553194.0000
Epoch 44/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2429 - mape: 6071001.0000 - val_loss: 0.2356 - val_mape: 19861594.0000
Epoch 45/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2421 - mape: 6125982.0000 - val_loss: 0.2367 - val_mape: 20150648.0000
Epoch 46/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2414 - mape: 6176509.5000 - val_loss: 0.2380 - val_mape: 20392138.0000
Epoch 47/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2406 - mape: 6217119.0000 - val_loss: 0.2392 - val_mape: 20570498.0000
Epoch 48/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2399 - mape: 6244306.5000 - val_loss: 0.2403 - val_mape: 20688602.0000
Epoch 49/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2392 - mape: 6258162.0000 - val_loss: 0.2412 - val_mape: 20746712.0000
Epoch 50/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2385 - mape: 6261126.0000 - val_loss: 0.2416 - val_mape: 20746430.0000
Epoch 51/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2379 - mape: 6251389.0000 - val_loss: 0.2417 - val_mape: 20694382.0000
Epoch 52/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2372 - mape: 6231186.0000 - val_loss: 0.2414 - val_mape: 20603694.0000
Epoch 53/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2366 - mape: 6203973.5000 - val_loss: 0.2408 - val_mape: 20473908.0000
Epoch 54/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2360 - mape: 6169703.5000 - val_loss: 0.2400 - val_mape: 20317796.0000
Epoch 55/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2355 - mape: 6130954.5000 - val_loss: 0.2392 - val_mape: 20155500.0000
Epoch 56/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2349 - mape: 6093128.0000 - val_loss: 0.2386 - val_mape: 20009090.0000
Epoch 57/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2344 - mape: 6060089.0000 - val_loss: 0.2381 - val_mape: 19879522.0000
Epoch 58/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2338 - mape: 6031790.0000 - val_loss: 0.2377 - val_mape: 19756672.0000
Epoch 59/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2333 - mape: 6005298.0000 - val_loss: 0.2372 - val_mape: 19635416.0000
Epoch 60/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2328 - mape: 5979207.5000 - val_loss: 0.2366 - val_mape: 19518496.0000
Epoch 61/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2323 - mape: 5952717.5000 - val_loss: 0.2360 - val_mape: 19408922.0000
Epoch 62/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2318 - mape: 5925684.0000 - val_loss: 0.2353 - val_mape: 19305454.0000
Epoch 63/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2313 - mape: 5898719.5000 - val_loss: 0.2347 - val_mape: 19219202.0000
Epoch 64/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2309 - mape: 5874858.5000 - val_loss: 0.2343 - val_mape: 19155274.0000
Epoch 65/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2305 - mape: 5855520.5000 - val_loss: 0.2339 - val_mape: 19108950.0000
Epoch 66/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2301 - mape: 5839844.0000 - val_loss: 0.2335 - val_mape: 19077808.0000
Epoch 67/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2298 - mape: 5825981.0000 - val_loss: 0.2333 - val_mape: 19063678.0000
Epoch 68/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2294 - mape: 5813823.0000 - val_loss: 0.2330 - val_mape: 19059158.0000
Epoch 69/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2290 - mape: 5801656.5000 - val_loss: 0.2329 - val_mape: 19060300.0000
Epoch 70/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2287 - mape: 5790225.0000 - val_loss: 0.2327 - val_mape: 19065832.0000
Epoch 71/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2283 - mape: 5779450.5000 - val_loss: 0.2325 - val_mape: 19065932.0000
Epoch 72/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2280 - mape: 5767426.5000 - val_loss: 0.2322 - val_mape: 19046930.0000
Epoch 73/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2277 - mape: 5752464.0000 - val_loss: 0.2320 - val_mape: 19015562.0000
Epoch 74/250
2/2 [==============================] - 0s 239ms/step - loss: 0.2274 - mape: 5737392.0000 - val_loss: 0.2317 - val_mape: 18976852.0000
Epoch 75/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2271 - mape: 5723577.5000 - val_loss: 0.2315 - val_mape: 18923488.0000
Epoch 76/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2268 - mape: 5708690.5000 - val_loss: 0.2312 - val_mape: 18840888.0000
Epoch 77/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2265 - mape: 5688298.0000 - val_loss: 0.2309 - val_mape: 18723614.0000
Epoch 78/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2263 - mape: 5660576.0000 - val_loss: 0.2306 - val_mape: 18594746.0000
Epoch 79/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2260 - mape: 5630347.5000 - val_loss: 0.2305 - val_mape: 18464642.0000
Epoch 80/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2257 - mape: 5599643.5000 - val_loss: 0.2304 - val_mape: 18348242.0000
Epoch 81/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2255 - mape: 5568518.5000 - val_loss: 0.2305 - val_mape: 18243664.0000
Epoch 82/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2253 - mape: 5536813.5000 - val_loss: 0.2306 - val_mape: 18170552.0000
Epoch 83/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2250 - mape: 5509594.0000 - val_loss: 0.2308 - val_mape: 18120180.0000
Epoch 84/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2248 - mape: 5484954.0000 - val_loss: 0.2310 - val_mape: 18078534.0000
Epoch 85/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2246 - mape: 5461064.5000 - val_loss: 0.2312 - val_mape: 18035312.0000
Epoch 86/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2243 - mape: 5438027.0000 - val_loss: 0.2313 - val_mape: 17979728.0000
Epoch 87/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2241 - mape: 5414606.0000 - val_loss: 0.2315 - val_mape: 17910902.0000
Epoch 88/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2239 - mape: 5389221.5000 - val_loss: 0.2317 - val_mape: 17825276.0000
Epoch 89/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2236 - mape: 5359969.0000 - val_loss: 0.2320 - val_mape: 17732330.0000
Epoch 90/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2234 - mape: 5329176.5000 - val_loss: 0.2322 - val_mape: 17661448.0000
Epoch 91/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2232 - mape: 5306451.5000 - val_loss: 0.2325 - val_mape: 17615298.0000
Epoch 92/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2229 - mape: 5289821.0000 - val_loss: 0.2328 - val_mape: 17582564.0000
Epoch 93/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2227 - mape: 5275063.0000 - val_loss: 0.2331 - val_mape: 17551946.0000
Epoch 94/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2224 - mape: 5260065.0000 - val_loss: 0.2334 - val_mape: 17521510.0000
Epoch 95/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2222 - mape: 5243372.5000 - val_loss: 0.2337 - val_mape: 17489514.0000
Epoch 96/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2220 - mape: 5225365.5000 - val_loss: 0.2341 - val_mape: 17455562.0000
Epoch 97/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2217 - mape: 5209186.5000 - val_loss: 0.2344 - val_mape: 17434694.0000
Epoch 98/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2215 - mape: 5196341.5000 - val_loss: 0.2348 - val_mape: 17421108.0000
Epoch 99/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2212 - mape: 5186064.0000 - val_loss: 0.2351 - val_mape: 17409856.0000
Epoch 100/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2210 - mape: 5176060.0000 - val_loss: 0.2355 - val_mape: 17379382.0000
Epoch 101/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2207 - mape: 5157335.5000 - val_loss: 0.2360 - val_mape: 17323208.0000
Epoch 102/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2205 - mape: 5131825.5000 - val_loss: 0.2364 - val_mape: 17315330.0000
Epoch 103/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2202 - mape: 5119454.0000 - val_loss: 0.2368 - val_mape: 17353700.0000
Epoch 104/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2200 - mape: 5118818.0000 - val_loss: 0.2371 - val_mape: 17375164.0000
Epoch 105/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2197 - mape: 5106161.0000 - val_loss: 0.2375 - val_mape: 17374666.0000
Epoch 106/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2194 - mape: 5089029.0000 - val_loss: 0.2378 - val_mape: 17413816.0000
Epoch 107/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2191 - mape: 5086392.0000 - val_loss: 0.2381 - val_mape: 17454040.0000
Epoch 108/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2188 - mape: 5076535.0000 - val_loss: 0.2385 - val_mape: 17436506.0000
Epoch 109/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2184 - mape: 5055539.0000 - val_loss: 0.2389 - val_mape: 17425556.0000
Epoch 110/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2181 - mape: 5042862.0000 - val_loss: 0.2393 - val_mape: 17413614.0000
Epoch 111/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2178 - mape: 5027988.5000 - val_loss: 0.2398 - val_mape: 17405242.0000
Epoch 112/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2174 - mape: 5011343.5000 - val_loss: 0.2402 - val_mape: 17429374.0000
Epoch 113/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2171 - mape: 4998399.0000 - val_loss: 0.2405 - val_mape: 17464214.0000
Epoch 114/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2167 - mape: 4986409.5000 - val_loss: 0.2408 - val_mape: 17525754.0000
Epoch 115/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2164 - mape: 4990802.0000 - val_loss: 0.2411 - val_mape: 17540592.0000
Epoch 116/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2160 - mape: 4972810.0000 - val_loss: 0.2418 - val_mape: 17478608.0000
Epoch 117/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2156 - mape: 4939057.5000 - val_loss: 0.2422 - val_mape: 17479984.0000
Epoch 118/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2152 - mape: 4924592.5000 - val_loss: 0.2427 - val_mape: 17520240.0000
Epoch 119/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2149 - mape: 4911141.5000 - val_loss: 0.2431 - val_mape: 17534782.0000
Epoch 120/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2145 - mape: 4884228.0000 - val_loss: 0.2433 - val_mape: 17600066.0000
Epoch 121/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2141 - mape: 4893330.0000 - val_loss: 0.2440 - val_mape: 17597192.0000
Epoch 122/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2138 - mape: 4854861.5000 - val_loss: 0.2450 - val_mape: 17520528.0000
Epoch 123/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2134 - mape: 4820512.5000 - val_loss: 0.2456 - val_mape: 17559944.0000
Epoch 124/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2130 - mape: 4825323.5000 - val_loss: 0.2463 - val_mape: 17538138.0000
Epoch 125/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2125 - mape: 4785323.5000 - val_loss: 0.2469 - val_mape: 17571814.0000
Epoch 126/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2121 - mape: 4781422.0000 - val_loss: 0.2473 - val_mape: 17648634.0000
Epoch 127/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2117 - mape: 4767916.5000 - val_loss: 0.2482 - val_mape: 17620346.0000
Epoch 128/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2113 - mape: 4729466.5000 - val_loss: 0.2487 - val_mape: 17685448.0000
Epoch 129/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2109 - mape: 4745224.0000 - val_loss: 0.2500 - val_mape: 17588938.0000
Epoch 130/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2104 - mape: 4667821.0000 - val_loss: 0.2507 - val_mape: 17598814.0000
Epoch 131/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2100 - mape: 4692439.5000 - val_loss: 0.2514 - val_mape: 17622520.0000
Epoch 132/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2095 - mape: 4638514.0000 - val_loss: 0.2527 - val_mape: 17529388.0000
Epoch 133/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2090 - mape: 4613536.0000 - val_loss: 0.2533 - val_mape: 17597054.0000
Epoch 134/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2085 - mape: 4586313.0000 - val_loss: 0.2545 - val_mape: 17604916.0000
Epoch 135/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2080 - mape: 4559675.0000 - val_loss: 0.2552 - val_mape: 17662232.0000
Epoch 136/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2075 - mape: 4564815.5000 - val_loss: 0.2568 - val_mape: 17581574.0000
Epoch 137/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2070 - mape: 4495425.0000 - val_loss: 0.2566 - val_mape: 17898624.0000
Epoch 138/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2065 - mape: 4583111.0000 - val_loss: 0.2587 - val_mape: 17754266.0000
Epoch 139/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2060 - mape: 4436070.0000 - val_loss: 0.2588 - val_mape: 17908938.0000
Epoch 140/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2054 - mape: 4536546.0000 - val_loss: 0.2596 - val_mape: 17994060.0000
Epoch 141/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2047 - mape: 4447841.0000 - val_loss: 0.2616 - val_mape: 17975174.0000
Epoch 142/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2041 - mape: 4458730.5000 - val_loss: 0.2616 - val_mape: 18340130.0000
Epoch 143/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2034 - mape: 4477457.0000 - val_loss: 0.2642 - val_mape: 18191184.0000
Epoch 144/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2027 - mape: 4379145.5000 - val_loss: 0.2647 - val_mape: 18468952.0000
Epoch 145/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2021 - mape: 4474641.0000 - val_loss: 0.2682 - val_mape: 18232146.0000
Epoch 146/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2014 - mape: 4295570.5000 - val_loss: 0.2681 - val_mape: 18733502.0000
Epoch 147/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2007 - mape: 4477037.5000 - val_loss: 0.2709 - val_mape: 18527886.0000
Epoch 148/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1998 - mape: 4269031.5000 - val_loss: 0.2716 - val_mape: 18843236.0000
Epoch 149/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1989 - mape: 4390868.5000 - val_loss: 0.2716 - val_mape: 19247656.0000
Epoch 150/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1982 - mape: 4335088.0000 - val_loss: 0.2738 - val_mape: 19166360.0000
Epoch 151/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1974 - mape: 4335654.0000 - val_loss: 0.2748 - val_mape: 19569250.0000
Epoch 152/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1967 - mape: 4320551.5000 - val_loss: 0.2778 - val_mape: 19508962.0000
Epoch 153/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1959 - mape: 4282018.5000 - val_loss: 0.2789 - val_mape: 20056592.0000
Epoch 154/250
2/2 [==============================] - 0s 217ms/step - loss: 0.1952 - mape: 4290612.5000 - val_loss: 0.2805 - val_mape: 20283986.0000
Epoch 155/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1944 - mape: 4322337.5000 - val_loss: 0.2816 - val_mape: 20547272.0000
Epoch 156/250
2/2 [==============================] - 0s 210ms/step - loss: 0.1937 - mape: 4294316.5000 - val_loss: 0.2822 - val_mape: 20800412.0000
Epoch 157/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1930 - mape: 4304538.0000 - val_loss: 0.2821 - val_mape: 21201788.0000
Epoch 158/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1925 - mape: 4273055.5000 - val_loss: 0.2828 - val_mape: 20603270.0000
Epoch 159/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1919 - mape: 4192713.0000 - val_loss: 0.2818 - val_mape: 21755280.0000
Epoch 160/250
2/2 [==============================] - 0s 203ms/step - loss: 0.1916 - mape: 4255491.0000 - val_loss: 0.2847 - val_mape: 20445452.0000
Epoch 161/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1912 - mape: 4149534.0000 - val_loss: 0.2844 - val_mape: 21803884.0000
Epoch 162/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1903 - mape: 4192785.5000 - val_loss: 0.2862 - val_mape: 21330836.0000
Epoch 163/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1894 - mape: 4167279.7500 - val_loss: 0.2852 - val_mape: 21489526.0000
Epoch 164/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1891 - mape: 4211522.5000 - val_loss: 0.2906 - val_mape: 19975816.0000
Epoch 165/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1891 - mape: 3885169.5000 - val_loss: 0.2874 - val_mape: 22542976.0000
Epoch 166/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1888 - mape: 4291946.0000 - val_loss: 0.2916 - val_mape: 20569692.0000
Epoch 167/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1874 - mape: 3955903.2500 - val_loss: 0.2900 - val_mape: 21255026.0000
Epoch 168/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1863 - mape: 4134173.2500 - val_loss: 0.2907 - val_mape: 21563730.0000
Epoch 169/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1860 - mape: 3978385.5000 - val_loss: 0.2919 - val_mape: 21087576.0000
Epoch 170/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1853 - mape: 4105895.7500 - val_loss: 0.2943 - val_mape: 20449704.0000
Epoch 171/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1847 - mape: 3857293.7500 - val_loss: 0.2925 - val_mape: 22110328.0000
Epoch 172/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1839 - mape: 4124911.0000 - val_loss: 0.2963 - val_mape: 21219436.0000
Epoch 173/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1829 - mape: 3964566.2500 - val_loss: 0.2975 - val_mape: 21352732.0000
Epoch 174/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1821 - mape: 3956497.7500 - val_loss: 0.2973 - val_mape: 21761228.0000
Epoch 175/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1816 - mape: 3985449.2500 - val_loss: 0.3011 - val_mape: 20680442.0000
Epoch 176/250
2/2 [==============================] - 0s 219ms/step - loss: 0.1812 - mape: 3906100.2500 - val_loss: 0.2961 - val_mape: 22587968.0000
Epoch 177/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1816 - mape: 4036989.5000 - val_loss: 0.3074 - val_mape: 18949266.0000
Epoch 178/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1844 - mape: 3669283.7500 - val_loss: 0.2955 - val_mape: 22252774.0000
Epoch 179/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1821 - mape: 4215927.5000 - val_loss: 0.3044 - val_mape: 20464258.0000
Epoch 180/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1807 - mape: 3628479.2500 - val_loss: 0.2994 - val_mape: 23069054.0000
Epoch 181/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1801 - mape: 4267158.5000 - val_loss: 0.3085 - val_mape: 20250320.0000
Epoch 182/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1792 - mape: 3763300.5000 - val_loss: 0.3062 - val_mape: 20800280.0000
Epoch 183/250
2/2 [==============================] - 0s 211ms/step - loss: 0.1775 - mape: 3781884.2500 - val_loss: 0.2983 - val_mape: 22888018.0000
Epoch 184/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1794 - mape: 4081378.7500 - val_loss: 0.3054 - val_mape: 20642694.0000
Epoch 185/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1763 - mape: 3751301.7500 - val_loss: 0.3047 - val_mape: 21001428.0000
Epoch 186/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1758 - mape: 3947294.7500 - val_loss: 0.3054 - val_mape: 21176964.0000
Epoch 187/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1748 - mape: 3811690.5000 - val_loss: 0.3061 - val_mape: 21625336.0000
Epoch 188/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1743 - mape: 3849126.5000 - val_loss: 0.3073 - val_mape: 21480460.0000
Epoch 189/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1736 - mape: 3889975.5000 - val_loss: 0.3125 - val_mape: 20258850.0000
Epoch 190/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1741 - mape: 3657254.0000 - val_loss: 0.2974 - val_mape: 23056660.0000
Epoch 191/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1806 - mape: 4182473.7500 - val_loss: 0.3017 - val_mape: 21156866.0000
Epoch 192/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1731 - mape: 3809650.2500 - val_loss: 0.3173 - val_mape: 19186566.0000
Epoch 193/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1771 - mape: 3695045.2500 - val_loss: 0.3058 - val_mape: 21559242.0000
Epoch 194/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1744 - mape: 4053711.7500 - val_loss: 0.3121 - val_mape: 20184034.0000
Epoch 194: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
2/2 [==============================] - 3s 529ms/step - loss: 0.3701 - mape: 717734.5625 - val_loss: 0.3516 - val_mape: 4343479.0000
Epoch 2/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3305 - mape: 1675179.0000 - val_loss: 0.3111 - val_mape: 7436691.0000
Epoch 3/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2944 - mape: 2860122.7500 - val_loss: 0.2810 - val_mape: 10886534.0000
Epoch 4/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2688 - mape: 4181197.7500 - val_loss: 0.2627 - val_mape: 14565722.0000
Epoch 5/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2550 - mape: 5654255.5000 - val_loss: 0.2572 - val_mape: 17762050.0000
Epoch 6/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2515 - mape: 6882070.0000 - val_loss: 0.2563 - val_mape: 19022684.0000
Epoch 7/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2495 - mape: 7219310.0000 - val_loss: 0.2543 - val_mape: 18479578.0000
Epoch 8/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2462 - mape: 6858813.0000 - val_loss: 0.2527 - val_mape: 17410374.0000
Epoch 9/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2448 - mape: 6332962.0000 - val_loss: 0.2519 - val_mape: 16462853.0000
Epoch 10/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2450 - mape: 5891329.0000 - val_loss: 0.2511 - val_mape: 15869540.0000
Epoch 11/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2453 - mape: 5598525.0000 - val_loss: 0.2496 - val_mape: 15652655.0000
Epoch 12/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2450 - mape: 5453500.5000 - val_loss: 0.2472 - val_mape: 15818934.0000
Epoch 13/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2435 - mape: 5454610.5000 - val_loss: 0.2438 - val_mape: 16350789.0000
Epoch 14/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2410 - mape: 5592673.0000 - val_loss: 0.2405 - val_mape: 17244962.0000
Epoch 15/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2379 - mape: 5858949.0000 - val_loss: 0.2379 - val_mape: 18392654.0000
Epoch 16/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2352 - mape: 6197850.0000 - val_loss: 0.2373 - val_mape: 19450936.0000
Epoch 17/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2336 - mape: 6466963.5000 - val_loss: 0.2376 - val_mape: 19861754.0000
Epoch 18/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2324 - mape: 6449322.0000 - val_loss: 0.2366 - val_mape: 19507754.0000
Epoch 19/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2314 - mape: 6159992.0000 - val_loss: 0.2358 - val_mape: 19011806.0000
Epoch 20/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2313 - mape: 5862979.0000 - val_loss: 0.2357 - val_mape: 18912272.0000
Epoch 21/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2309 - mape: 5733982.0000 - val_loss: 0.2359 - val_mape: 19344140.0000
Epoch 22/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2298 - mape: 5793572.0000 - val_loss: 0.2366 - val_mape: 20019966.0000
Epoch 23/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2292 - mape: 5932765.5000 - val_loss: 0.2364 - val_mape: 20080198.0000
Epoch 24/250
2/2 [==============================] - 0s 236ms/step - loss: 0.2287 - mape: 5911072.5000 - val_loss: 0.2354 - val_mape: 19382128.0000
Epoch 25/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2280 - mape: 5716528.5000 - val_loss: 0.2359 - val_mape: 18716446.0000
Epoch 26/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2276 - mape: 5560538.0000 - val_loss: 0.2368 - val_mape: 18609848.0000
Epoch 27/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2271 - mape: 5546147.5000 - val_loss: 0.2372 - val_mape: 18966230.0000
Epoch 28/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2264 - mape: 5599833.0000 - val_loss: 0.2377 - val_mape: 19282638.0000
Epoch 29/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2258 - mape: 5592703.0000 - val_loss: 0.2382 - val_mape: 19183770.0000
Epoch 30/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2252 - mape: 5517345.0000 - val_loss: 0.2384 - val_mape: 18819326.0000
Epoch 31/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2245 - mape: 5450851.5000 - val_loss: 0.2385 - val_mape: 18402512.0000
Epoch 32/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2238 - mape: 5403162.0000 - val_loss: 0.2393 - val_mape: 18065212.0000
Epoch 33/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2231 - mape: 5316026.0000 - val_loss: 0.2405 - val_mape: 17973196.0000
Epoch 34/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2223 - mape: 5242018.0000 - val_loss: 0.2407 - val_mape: 18418944.0000
Epoch 35/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2213 - mape: 5265445.5000 - val_loss: 0.2414 - val_mape: 18678820.0000
Epoch 36/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2205 - mape: 5235905.0000 - val_loss: 0.2430 - val_mape: 18237016.0000
Epoch 37/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2196 - mape: 5143623.0000 - val_loss: 0.2462 - val_mape: 17705126.0000
Epoch 38/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2190 - mape: 4916593.5000 - val_loss: 0.2453 - val_mape: 18356724.0000
Epoch 39/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2184 - mape: 5082693.5000 - val_loss: 0.2516 - val_mape: 17889228.0000
Epoch 40/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2184 - mape: 4733279.0000 - val_loss: 0.2468 - val_mape: 19471906.0000
Epoch 41/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2175 - mape: 5339388.0000 - val_loss: 0.2527 - val_mape: 18234440.0000
Epoch 42/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2174 - mape: 4657253.5000 - val_loss: 0.2560 - val_mape: 18082696.0000
Epoch 43/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2175 - mape: 4690977.5000 - val_loss: 0.2481 - val_mape: 20258504.0000
Epoch 44/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2161 - mape: 5488917.0000 - val_loss: 0.2497 - val_mape: 19388926.0000
Epoch 45/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2139 - mape: 5053251.0000 - val_loss: 0.2558 - val_mape: 17782248.0000
Epoch 46/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2153 - mape: 4566054.0000 - val_loss: 0.2526 - val_mape: 18558834.0000
Epoch 47/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2124 - mape: 4918377.5000 - val_loss: 0.2485 - val_mape: 19925626.0000
Epoch 48/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2135 - mape: 5238383.5000 - val_loss: 0.2541 - val_mape: 18649862.0000
Epoch 49/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2111 - mape: 4713673.5000 - val_loss: 0.2578 - val_mape: 18243984.0000
Epoch 50/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2109 - mape: 4637430.5000 - val_loss: 0.2541 - val_mape: 19424348.0000
Epoch 51/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2098 - mape: 5004756.5000 - val_loss: 0.2583 - val_mape: 19168946.0000
Epoch 52/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2087 - mape: 4671870.5000 - val_loss: 0.2624 - val_mape: 18814876.0000
Epoch 53/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2080 - mape: 4636284.0000 - val_loss: 0.2589 - val_mape: 19718108.0000
Epoch 54/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2074 - mape: 4860912.0000 - val_loss: 0.2658 - val_mape: 18484016.0000
Epoch 55/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2067 - mape: 4427508.5000 - val_loss: 0.2656 - val_mape: 18962292.0000
Epoch 56/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2055 - mape: 4687412.5000 - val_loss: 0.2662 - val_mape: 19861238.0000
Epoch 57/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2044 - mape: 4688878.0000 - val_loss: 0.2708 - val_mape: 18822362.0000
Epoch 58/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2036 - mape: 4423365.5000 - val_loss: 0.2679 - val_mape: 19497682.0000
Epoch 59/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2027 - mape: 4579684.0000 - val_loss: 0.2748 - val_mape: 18819884.0000
Epoch 60/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2019 - mape: 4267214.0000 - val_loss: 0.2738 - val_mape: 20033492.0000
Epoch 61/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2006 - mape: 4567263.0000 - val_loss: 0.2755 - val_mape: 19085014.0000
Epoch 62/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1998 - mape: 4259183.5000 - val_loss: 0.2752 - val_mape: 19532696.0000
Epoch 63/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1990 - mape: 4365840.0000 - val_loss: 0.2822 - val_mape: 20135174.0000
Epoch 64/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1984 - mape: 4388537.0000 - val_loss: 0.2793 - val_mape: 19927672.0000
Epoch 65/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1982 - mape: 4315812.5000 - val_loss: 0.2865 - val_mape: 20432468.0000
Epoch 66/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1972 - mape: 4351646.0000 - val_loss: 0.2975 - val_mape: 20913668.0000
Epoch 67/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1965 - mape: 4402920.5000 - val_loss: 0.2922 - val_mape: 20197172.0000
Epoch 68/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1961 - mape: 4278111.5000 - val_loss: 0.2975 - val_mape: 19792606.0000
Epoch 69/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1954 - mape: 4307141.5000 - val_loss: 0.3093 - val_mape: 21102288.0000
Epoch 70/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1954 - mape: 4185018.2500 - val_loss: 0.3076 - val_mape: 21888194.0000
Epoch 71/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1962 - mape: 4504449.0000 - val_loss: 0.3225 - val_mape: 17900264.0000
Epoch 72/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2035 - mape: 3726404.7500 - val_loss: 0.3171 - val_mape: 21193696.0000
Epoch 73/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1938 - mape: 4367156.0000 - val_loss: 0.3471 - val_mape: 25170210.0000
Epoch 74/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1990 - mape: 4414225.0000 - val_loss: 0.3229 - val_mape: 20414938.0000
Epoch 75/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1939 - mape: 3976830.5000 - val_loss: 0.3018 - val_mape: 21575460.0000
Epoch 76/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2004 - mape: 4762780.5000 - val_loss: 0.3158 - val_mape: 18286256.0000
Epoch 77/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2020 - mape: 3626049.5000 - val_loss: 0.3160 - val_mape: 19375390.0000
Epoch 78/250
2/2 [==============================] - 0s 216ms/step - loss: 0.1979 - mape: 3894232.7500 - val_loss: 0.3212 - val_mape: 23821486.0000
Epoch 78: early stopping
1/1 [==============================] - 0s 298ms/step
Epoch 1/250
2/2 [==============================] - 5s 588ms/step - loss: 0.4080 - mape: 216989.7188 - val_loss: 0.3638 - val_mape: 3335670.0000
Epoch 2/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3434 - mape: 1361791.3750 - val_loss: 0.3121 - val_mape: 6675408.0000
Epoch 3/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3018 - mape: 2671503.5000 - val_loss: 0.2677 - val_mape: 11023744.0000
Epoch 4/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2692 - mape: 4414181.5000 - val_loss: 0.2444 - val_mape: 16278962.0000
Epoch 5/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2578 - mape: 6583894.5000 - val_loss: 0.2430 - val_mape: 19202076.0000
Epoch 6/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2506 - mape: 7274531.5000 - val_loss: 0.2399 - val_mape: 18309912.0000
Epoch 7/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2461 - mape: 6673274.5000 - val_loss: 0.2372 - val_mape: 17118732.0000
Epoch 8/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2452 - mape: 6095967.5000 - val_loss: 0.2347 - val_mape: 16529668.0000
Epoch 9/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2445 - mape: 5811845.5000 - val_loss: 0.2310 - val_mape: 16696378.0000
Epoch 10/250
2/2 [==============================] - 0s 244ms/step - loss: 0.2422 - mape: 5844111.0000 - val_loss: 0.2306 - val_mape: 17694450.0000
Epoch 11/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2394 - mape: 6184934.0000 - val_loss: 0.2402 - val_mape: 18829422.0000
Epoch 12/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2397 - mape: 6517933.5000 - val_loss: 0.2326 - val_mape: 17889402.0000
Epoch 13/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2375 - mape: 6151328.5000 - val_loss: 0.2298 - val_mape: 16839152.0000
Epoch 14/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2374 - mape: 5790817.0000 - val_loss: 0.2303 - val_mape: 16708430.0000
Epoch 15/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2367 - mape: 5770050.0000 - val_loss: 0.2312 - val_mape: 17398142.0000
Epoch 16/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2349 - mape: 6031435.5000 - val_loss: 0.2331 - val_mape: 18225456.0000
Epoch 17/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2338 - mape: 6288882.0000 - val_loss: 0.2330 - val_mape: 18134866.0000
Epoch 18/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2326 - mape: 6176710.5000 - val_loss: 0.2332 - val_mape: 17677122.0000
Epoch 19/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2322 - mape: 5940348.0000 - val_loss: 0.2343 - val_mape: 17838342.0000
Epoch 20/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2314 - mape: 5930611.0000 - val_loss: 0.2355 - val_mape: 18789400.0000
Epoch 21/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2297 - mape: 6165273.0000 - val_loss: 0.2370 - val_mape: 19515426.0000
Epoch 22/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2285 - mape: 6280928.5000 - val_loss: 0.2369 - val_mape: 18576506.0000
Epoch 23/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2271 - mape: 5942074.5000 - val_loss: 0.2381 - val_mape: 17816008.0000
Epoch 24/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2261 - mape: 5717720.5000 - val_loss: 0.2384 - val_mape: 17960552.0000
Epoch 25/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2245 - mape: 5731267.0000 - val_loss: 0.2410 - val_mape: 17664928.0000
Epoch 26/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2231 - mape: 5539447.0000 - val_loss: 0.2463 - val_mape: 17065640.0000
Epoch 27/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2222 - mape: 5335201.5000 - val_loss: 0.2493 - val_mape: 17546872.0000
Epoch 28/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2207 - mape: 5416076.0000 - val_loss: 0.2562 - val_mape: 16185498.0000
Epoch 29/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2200 - mape: 5084108.0000 - val_loss: 0.2574 - val_mape: 16736809.0000
Epoch 30/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2184 - mape: 5156668.0000 - val_loss: 0.2630 - val_mape: 16780646.0000
Epoch 31/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2175 - mape: 4948316.0000 - val_loss: 0.2588 - val_mape: 17783074.0000
Epoch 32/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2178 - mape: 5395428.0000 - val_loss: 0.2711 - val_mape: 14941720.0000
Epoch 33/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2198 - mape: 4538547.0000 - val_loss: 0.2655 - val_mape: 16385110.0000
Epoch 34/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2161 - mape: 5026053.5000 - val_loss: 0.2610 - val_mape: 19657320.0000
Epoch 35/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2172 - mape: 5223835.5000 - val_loss: 0.2705 - val_mape: 16009140.0000
Epoch 36/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2155 - mape: 4654283.5000 - val_loss: 0.2612 - val_mape: 16961228.0000
Epoch 37/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2134 - mape: 5162727.5000 - val_loss: 0.2635 - val_mape: 17105374.0000
Epoch 38/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2116 - mape: 4856615.5000 - val_loss: 0.2682 - val_mape: 17540422.0000
Epoch 39/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2103 - mape: 4838198.5000 - val_loss: 0.2612 - val_mape: 20253638.0000
Epoch 40/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2131 - mape: 5364423.5000 - val_loss: 0.2761 - val_mape: 15944836.0000
Epoch 41/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2108 - mape: 4573294.0000 - val_loss: 0.2707 - val_mape: 16513976.0000
Epoch 42/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2090 - mape: 4952922.0000 - val_loss: 0.2724 - val_mape: 17525468.0000
Epoch 43/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2075 - mape: 4664858.5000 - val_loss: 0.2663 - val_mape: 19948244.0000
Epoch 44/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2080 - mape: 5455581.0000 - val_loss: 0.2721 - val_mape: 18075122.0000
Epoch 45/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2060 - mape: 5005675.5000 - val_loss: 0.2824 - val_mape: 16219453.0000
Epoch 46/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2071 - mape: 4565822.5000 - val_loss: 0.2748 - val_mape: 18995772.0000
Epoch 47/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2041 - mape: 5005091.5000 - val_loss: 0.2886 - val_mape: 18391002.0000
Epoch 48/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2034 - mape: 4605513.0000 - val_loss: 0.2948 - val_mape: 18349384.0000
Epoch 49/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2015 - mape: 4852593.5000 - val_loss: 0.3000 - val_mape: 17493730.0000
Epoch 50/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1994 - mape: 4616044.0000 - val_loss: 0.3118 - val_mape: 17336862.0000
Epoch 51/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1988 - mape: 4565155.0000 - val_loss: 0.3126 - val_mape: 19220260.0000
Epoch 52/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1980 - mape: 4598211.0000 - val_loss: 0.3295 - val_mape: 15602196.0000
Epoch 53/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1973 - mape: 4165657.0000 - val_loss: 0.3209 - val_mape: 18778306.0000
Epoch 54/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1972 - mape: 4416219.5000 - val_loss: 0.3429 - val_mape: 14983428.0000
Epoch 55/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1980 - mape: 3893961.7500 - val_loss: 0.3170 - val_mape: 21076954.0000
Epoch 56/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2015 - mape: 5058082.0000 - val_loss: 0.3461 - val_mape: 14758061.0000
Epoch 57/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1992 - mape: 3539622.0000 - val_loss: 0.3403 - val_mape: 17434260.0000
Epoch 58/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1920 - mape: 4380410.5000 - val_loss: 0.3448 - val_mape: 19700954.0000
Epoch 59/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1929 - mape: 4308258.5000 - val_loss: 0.3577 - val_mape: 15436927.0000
Epoch 60/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1950 - mape: 3338363.2500 - val_loss: 0.3354 - val_mape: 21208756.0000
Epoch 61/250
2/2 [==============================] - 0s 215ms/step - loss: 0.1934 - mape: 4524622.0000 - val_loss: 0.3361 - val_mape: 18138446.0000
Epoch 62/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1897 - mape: 3769463.0000 - val_loss: 0.3374 - val_mape: 17041626.0000
Epoch 63/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1876 - mape: 3614443.7500 - val_loss: 0.3311 - val_mape: 20448890.0000
Epoch 64/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1884 - mape: 3939552.0000 - val_loss: 0.3352 - val_mape: 18127488.0000
Epoch 65/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1863 - mape: 3317769.0000 - val_loss: 0.3453 - val_mape: 22009866.0000
Epoch 66/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1879 - mape: 4235790.5000 - val_loss: 0.3489 - val_mape: 15790890.0000
Epoch 67/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1887 - mape: 3112072.0000 - val_loss: 0.3298 - val_mape: 18751478.0000
Epoch 68/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1861 - mape: 3855882.2500 - val_loss: 0.3346 - val_mape: 18806280.0000
Epoch 69/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1821 - mape: 3561516.5000 - val_loss: 0.3417 - val_mape: 20472806.0000
Epoch 70/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1814 - mape: 3857354.5000 - val_loss: 0.3551 - val_mape: 20615792.0000
Epoch 71/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1813 - mape: 3249167.7500 - val_loss: 0.3435 - val_mape: 20847368.0000
Epoch 72/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1802 - mape: 3394859.7500 - val_loss: 272.5275 - val_mape: 28486174720.0000
Epoch 73/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1798 - mape: 3142334.0000 - val_loss: 3076494336.0000 - val_mape: 967442895252488192.0000
Epoch 74/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1777 - mape: 3324855.2500 - val_loss: 782911275008.0000 - val_mape: 257358341443575349248.0000
Epoch 75/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1789 - mape: 3330511.0000 - val_loss: 81247.4375 - val_mape: 30614822584320.0000
Epoch 76/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1881 - mape: 3958476.5000 - val_loss: 352.5224 - val_mape: 35029536768.0000
Epoch 77/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1907 - mape: 2839290.2500 - val_loss: 0.3091 - val_mape: 22067482.0000
Epoch 78/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1897 - mape: 4658895.0000 - val_loss: 8104.2632 - val_mape: 1028341563392.0000
Epoch 79/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1850 - mape: 3674166.7500 - val_loss: 2620721987584.0000 - val_mape: 899681634653757767680.0000
Epoch 79: early stopping
1/1 [==============================] - 0s 354ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4314 - mape: 438134.5938 - val_loss: 0.4481 - val_mape: 1191017.8750
Epoch 2/250
1/1 [==============================] - 0s 318ms/step - loss: 0.4273 - mape: 372568.8750 - val_loss: 0.4444 - val_mape: 1034080.1875
Epoch 3/250
1/1 [==============================] - 0s 307ms/step - loss: 0.4234 - mape: 308097.0312 - val_loss: 0.4407 - val_mape: 876239.8125
Epoch 4/250
1/1 [==============================] - 0s 332ms/step - loss: 0.4198 - mape: 248808.8906 - val_loss: 0.4373 - val_mape: 725204.0000
Epoch 5/250
1/1 [==============================] - 0s 302ms/step - loss: 0.4165 - mape: 201607.9375 - val_loss: 0.4344 - val_mape: 582322.6875
Epoch 6/250
1/1 [==============================] - 0s 309ms/step - loss: 0.4134 - mape: 153924.7812 - val_loss: 0.4317 - val_mape: 451167.5625
Epoch 7/250
1/1 [==============================] - 0s 298ms/step - loss: 0.4105 - mape: 115050.0391 - val_loss: 0.4294 - val_mape: 387999.2812
Epoch 8/250
1/1 [==============================] - 0s 312ms/step - loss: 0.4080 - mape: 95827.8516 - val_loss: 0.4278 - val_mape: 338699.5938
Epoch 9/250
1/1 [==============================] - 0s 307ms/step - loss: 0.4063 - mape: 91394.2578 - val_loss: 0.4266 - val_mape: 308695.7500
Epoch 10/250
1/1 [==============================] - 0s 299ms/step - loss: 0.4053 - mape: 81378.1094 - val_loss: 0.4255 - val_mape: 277112.0625
Epoch 11/250
1/1 [==============================] - 0s 292ms/step - loss: 0.4046 - mape: 81325.3516 - val_loss: 0.4245 - val_mape: 244937.7656
Epoch 12/250
1/1 [==============================] - 0s 293ms/step - loss: 0.4039 - mape: 81600.8203 - val_loss: 0.4234 - val_mape: 213392.9531
Epoch 13/250
1/1 [==============================] - 0s 300ms/step - loss: 0.4031 - mape: 82305.4297 - val_loss: 0.4224 - val_mape: 183369.8750
Epoch 14/250
1/1 [==============================] - 0s 338ms/step - loss: 0.4023 - mape: 86585.8984 - val_loss: 0.4214 - val_mape: 159288.9062
Epoch 15/250
1/1 [==============================] - 0s 299ms/step - loss: 0.4015 - mape: 93570.0156 - val_loss: 0.4205 - val_mape: 155252.2500
Epoch 16/250
1/1 [==============================] - 0s 294ms/step - loss: 0.4008 - mape: 102279.7812 - val_loss: 0.4197 - val_mape: 151717.0625
Epoch 17/250
1/1 [==============================] - 0s 309ms/step - loss: 0.4001 - mape: 113361.2422 - val_loss: 0.4189 - val_mape: 147288.3594
Epoch 18/250
1/1 [==============================] - 0s 327ms/step - loss: 0.3995 - mape: 124337.4297 - val_loss: 0.4183 - val_mape: 139338.1094
Epoch 19/250
1/1 [==============================] - 0s 388ms/step - loss: 0.3989 - mape: 135140.9531 - val_loss: 0.4178 - val_mape: 177874.3750
Epoch 20/250
1/1 [==============================] - 0s 318ms/step - loss: 0.3983 - mape: 144042.5469 - val_loss: 0.4174 - val_mape: 221328.8125
Epoch 21/250
1/1 [==============================] - 0s 330ms/step - loss: 0.3977 - mape: 152733.4219 - val_loss: 0.4169 - val_mape: 264043.6875
Epoch 22/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3972 - mape: 161188.6875 - val_loss: 0.4165 - val_mape: 305939.0938
Epoch 23/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3967 - mape: 169445.1094 - val_loss: 0.4161 - val_mape: 345131.2500
Epoch 24/250
1/1 [==============================] - 0s 335ms/step - loss: 0.3962 - mape: 177538.2969 - val_loss: 0.4157 - val_mape: 383544.7500
Epoch 25/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3957 - mape: 185637.0312 - val_loss: 0.4154 - val_mape: 421092.8750
Epoch 26/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3952 - mape: 193906.1719 - val_loss: 0.4150 - val_mape: 451087.5938
Epoch 27/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3948 - mape: 201888.4219 - val_loss: 0.4146 - val_mape: 472216.2812
Epoch 28/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3943 - mape: 210038.1562 - val_loss: 0.4141 - val_mape: 493779.0000
Epoch 29/250
1/1 [==============================] - 0s 326ms/step - loss: 0.3938 - mape: 218310.7344 - val_loss: 0.4137 - val_mape: 515814.0938
Epoch 30/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3933 - mape: 226744.5312 - val_loss: 0.4133 - val_mape: 538664.0000
Epoch 31/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3928 - mape: 235355.5938 - val_loss: 0.4128 - val_mape: 562164.6875
Epoch 32/250
1/1 [==============================] - 0s 356ms/step - loss: 0.3923 - mape: 244256.0469 - val_loss: 0.4123 - val_mape: 586093.6250
Epoch 33/250
1/1 [==============================] - 0s 324ms/step - loss: 0.3918 - mape: 253353.1719 - val_loss: 0.4119 - val_mape: 610137.1875
Epoch 34/250
1/1 [==============================] - 0s 357ms/step - loss: 0.3913 - mape: 262646.1250 - val_loss: 0.4114 - val_mape: 634644.2500
Epoch 35/250
1/1 [==============================] - 0s 371ms/step - loss: 0.3908 - mape: 272366.5938 - val_loss: 0.4109 - val_mape: 659687.6250
Epoch 36/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3903 - mape: 282376.5312 - val_loss: 0.4104 - val_mape: 685184.5625
Epoch 37/250
1/1 [==============================] - 0s 320ms/step - loss: 0.3897 - mape: 292595.6250 - val_loss: 0.4099 - val_mape: 711163.1250
Epoch 38/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3892 - mape: 303006.0625 - val_loss: 0.4093 - val_mape: 737703.2500
Epoch 39/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3886 - mape: 313652.4688 - val_loss: 0.4088 - val_mape: 765048.5000
Epoch 40/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3880 - mape: 324554.0625 - val_loss: 0.4082 - val_mape: 793201.4375
Epoch 41/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3875 - mape: 335703.0312 - val_loss: 0.4077 - val_mape: 821947.3750
Epoch 42/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3869 - mape: 347120.1562 - val_loss: 0.4071 - val_mape: 851468.5000
Epoch 43/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3863 - mape: 358851.8438 - val_loss: 0.4065 - val_mape: 881563.6875
Epoch 44/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3856 - mape: 370828.4688 - val_loss: 0.4059 - val_mape: 912259.4375
Epoch 45/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3850 - mape: 383116.2500 - val_loss: 0.4053 - val_mape: 943647.7500
Epoch 46/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3843 - mape: 395836.2812 - val_loss: 0.4046 - val_mape: 975738.2500
Epoch 47/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3837 - mape: 408901.4062 - val_loss: 0.4040 - val_mape: 1008046.0625
Epoch 48/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3830 - mape: 422383.3125 - val_loss: 0.4033 - val_mape: 1041205.9375
Epoch 49/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3823 - mape: 436302.7188 - val_loss: 0.4026 - val_mape: 1075559.8750
Epoch 50/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3816 - mape: 450736.2500 - val_loss: 0.4018 - val_mape: 1111431.5000
Epoch 51/250
1/1 [==============================] - 0s 322ms/step - loss: 0.3808 - mape: 465672.8750 - val_loss: 0.4011 - val_mape: 1148741.5000
Epoch 52/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3800 - mape: 481124.7500 - val_loss: 0.4003 - val_mape: 1187226.1250
Epoch 53/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3792 - mape: 497149.7812 - val_loss: 0.3996 - val_mape: 1227247.1250
Epoch 54/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3784 - mape: 513813.2812 - val_loss: 0.3987 - val_mape: 1268664.8750
Epoch 55/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3776 - mape: 531150.3750 - val_loss: 0.3979 - val_mape: 1311440.5000
Epoch 56/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3767 - mape: 549110.5625 - val_loss: 0.3970 - val_mape: 1355707.6250
Epoch 57/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3758 - mape: 567745.4375 - val_loss: 0.3961 - val_mape: 1401578.2500
Epoch 58/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3748 - mape: 587278.8125 - val_loss: 0.3952 - val_mape: 1449341.5000
Epoch 59/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3738 - mape: 607517.8125 - val_loss: 0.3942 - val_mape: 1499222.2500
Epoch 60/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3728 - mape: 628747.4375 - val_loss: 0.3932 - val_mape: 1551298.7500
Epoch 61/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3717 - mape: 651069.1875 - val_loss: 0.3921 - val_mape: 1605962.7500
Epoch 62/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3706 - mape: 674680.8125 - val_loss: 0.3909 - val_mape: 1663552.3750
Epoch 63/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3694 - mape: 699710.3750 - val_loss: 0.3897 - val_mape: 1724238.8750
Epoch 64/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3682 - mape: 726309.5625 - val_loss: 0.3885 - val_mape: 1788360.1250
Epoch 65/250
1/1 [==============================] - 0s 336ms/step - loss: 0.3668 - mape: 754646.6875 - val_loss: 0.3871 - val_mape: 1856006.7500
Epoch 66/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3654 - mape: 785426.6875 - val_loss: 0.3857 - val_mape: 1927313.6250
Epoch 67/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3639 - mape: 818771.4375 - val_loss: 0.3842 - val_mape: 2002625.7500
Epoch 68/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3623 - mape: 854687.1875 - val_loss: 0.3825 - val_mape: 2082606.3750
Epoch 69/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3606 - mape: 893681.1875 - val_loss: 0.3808 - val_mape: 2167651.7500
Epoch 70/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3587 - mape: 936008.6250 - val_loss: 0.3789 - val_mape: 2258867.2500
Epoch 71/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3567 - mape: 982381.6875 - val_loss: 0.3768 - val_mape: 2359425.5000
Epoch 72/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3545 - mape: 1033228.4375 - val_loss: 0.3746 - val_mape: 2468635.2500
Epoch 73/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3522 - mape: 1089133.6250 - val_loss: 0.3722 - val_mape: 2586932.2500
Epoch 74/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3496 - mape: 1151018.1250 - val_loss: 0.3696 - val_mape: 2714986.0000
Epoch 75/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3468 - mape: 1220542.8750 - val_loss: 0.3667 - val_mape: 2854484.2500
Epoch 76/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3436 - mape: 1299661.3750 - val_loss: 0.3636 - val_mape: 3012119.2500
Epoch 77/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3401 - mape: 1392728.0000 - val_loss: 0.3599 - val_mape: 3190733.0000
Epoch 78/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3362 - mape: 1503110.2500 - val_loss: 0.3558 - val_mape: 3389374.7500
Epoch 79/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3317 - mape: 1634701.2500 - val_loss: 0.3510 - val_mape: 3612139.5000
Epoch 80/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3265 - mape: 1799311.6250 - val_loss: 0.3456 - val_mape: 3863680.2500
Epoch 81/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3210 - mape: 2101397.5000 - val_loss: 0.3396 - val_mape: 4142844.2500
Epoch 82/250
1/1 [==============================] - 0s 280ms/step - loss: 1.7507 - mape: 205418880.0000 - val_loss: 0.3338 - val_mape: 4423211.0000
Epoch 83/250
1/1 [==============================] - 0s 289ms/step - loss: 13.5829 - mape: 816719232.0000 - val_loss: 0.3272 - val_mape: 4747694.5000
Epoch 84/250
1/1 [==============================] - 0s 294ms/step - loss: 186.5856 - mape: 15721064448.0000 - val_loss: 0.3195 - val_mape: 5127136.0000
Epoch 85/250
1/1 [==============================] - 0s 299ms/step - loss: 348.2155 - mape: 54477422592.0000 - val_loss: 0.3133 - val_mape: 5426510.5000
Epoch 86/250
1/1 [==============================] - 0s 288ms/step - loss: 4227.5103 - mape: 906923409408.0000 - val_loss: 0.3091 - val_mape: 5621168.0000
Epoch 86: early stopping
1/1 [==============================] - 0s 300ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3932 - mape: 255409.6719 - val_loss: 0.4106 - val_mape: 993710.3125
Epoch 2/250
1/1 [==============================] - 0s 331ms/step - loss: 0.3834 - mape: 453793.2188 - val_loss: 0.4012 - val_mape: 1464434.7500
Epoch 3/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3749 - mape: 628826.6875 - val_loss: 0.3913 - val_mape: 1958626.2500
Epoch 4/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3666 - mape: 807652.0000 - val_loss: 0.3814 - val_mape: 2465628.2500
Epoch 5/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3584 - mape: 989469.3750 - val_loss: 0.3717 - val_mape: 2974345.2500
Epoch 6/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3502 - mape: 1183639.1250 - val_loss: 0.3620 - val_mape: 3503885.7500
Epoch 7/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3419 - mape: 1387872.6250 - val_loss: 0.3517 - val_mape: 4077157.5000
Epoch 8/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3332 - mape: 1610234.8750 - val_loss: 0.3404 - val_mape: 4695899.0000
Epoch 9/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3240 - mape: 1862763.3750 - val_loss: 0.3279 - val_mape: 5404406.5000
Epoch 10/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3143 - mape: 2152631.7500 - val_loss: 0.3143 - val_mape: 6219270.0000
Epoch 11/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3041 - mape: 2487256.5000 - val_loss: 0.2990 - val_mape: 7278497.5000
Epoch 12/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2933 - mape: 2891867.0000 - val_loss: 0.2815 - val_mape: 8584070.0000
Epoch 13/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2821 - mape: 3386362.7500 - val_loss: 0.2628 - val_mape: 10207018.0000
Epoch 14/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2712 - mape: 4006966.2500 - val_loss: 0.2453 - val_mape: 12230911.0000
Epoch 15/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2616 - mape: 4806613.5000 - val_loss: 0.2339 - val_mape: 14874061.0000
Epoch 16/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2556 - mape: 5868840.5000 - val_loss: 0.2437 - val_mape: 18271908.0000
Epoch 17/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2601 - mape: 7212788.5000 - val_loss: 0.2742 - val_mape: 20349764.0000
Epoch 18/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2677 - mape: 7959894.0000 - val_loss: 0.2599 - val_mape: 20046040.0000
Epoch 19/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2631 - mape: 7817381.5000 - val_loss: 0.2423 - val_mape: 18934064.0000
Epoch 20/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2558 - mape: 7347770.5000 - val_loss: 0.2347 - val_mape: 17801570.0000
Epoch 21/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2512 - mape: 6857089.0000 - val_loss: 0.2328 - val_mape: 16883330.0000
Epoch 22/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2492 - mape: 6449876.5000 - val_loss: 0.2325 - val_mape: 16218383.0000
Epoch 23/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2484 - mape: 6145834.5000 - val_loss: 0.2325 - val_mape: 15793661.0000
Epoch 24/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2480 - mape: 5939568.5000 - val_loss: 0.2323 - val_mape: 15581695.0000
Epoch 25/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2476 - mape: 5819243.5000 - val_loss: 0.2317 - val_mape: 15565716.0000
Epoch 26/250
1/1 [==============================] - 0s 345ms/step - loss: 0.2468 - mape: 5775798.0000 - val_loss: 0.2309 - val_mape: 15728864.0000
Epoch 27/250
1/1 [==============================] - 0s 334ms/step - loss: 0.2457 - mape: 5802929.5000 - val_loss: 0.2298 - val_mape: 16079827.0000
Epoch 28/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2443 - mape: 5898305.0000 - val_loss: 0.2290 - val_mape: 16622797.0000
Epoch 29/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2427 - mape: 6056632.0000 - val_loss: 0.2290 - val_mape: 17357910.0000
Epoch 30/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2411 - mape: 6274697.5000 - val_loss: 0.2318 - val_mape: 18280820.0000
Epoch 31/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2399 - mape: 6544475.0000 - val_loss: 0.2392 - val_mape: 19316166.0000
Epoch 32/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2396 - mape: 6835302.0000 - val_loss: 0.2491 - val_mape: 20182220.0000
Epoch 33/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2401 - mape: 7041283.0000 - val_loss: 0.2512 - val_mape: 20477720.0000
Epoch 34/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2395 - mape: 7048369.5000 - val_loss: 0.2457 - val_mape: 20251560.0000
Epoch 35/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2378 - mape: 6889964.5000 - val_loss: 0.2396 - val_mape: 19796844.0000
Epoch 36/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2364 - mape: 6662388.0000 - val_loss: 0.2362 - val_mape: 19391770.0000
Epoch 37/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2357 - mape: 6450708.5000 - val_loss: 0.2351 - val_mape: 19192972.0000
Epoch 38/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2353 - mape: 6298983.0000 - val_loss: 0.2353 - val_mape: 19235824.0000
Epoch 39/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2348 - mape: 6219725.5000 - val_loss: 0.2366 - val_mape: 19539386.0000
Epoch 40/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2341 - mape: 6214994.0000 - val_loss: 0.2390 - val_mape: 20079640.0000
Epoch 41/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2332 - mape: 6277355.5000 - val_loss: 0.2425 - val_mape: 20745186.0000
Epoch 42/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2326 - mape: 6386208.5000 - val_loss: 0.2444 - val_mape: 21085496.0000
Epoch 43/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2322 - mape: 6448385.0000 - val_loss: 0.2429 - val_mape: 20815648.0000
Epoch 44/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2315 - mape: 6397902.5000 - val_loss: 0.2400 - val_mape: 20190808.0000
Epoch 45/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2306 - mape: 6280006.5000 - val_loss: 0.2377 - val_mape: 19533768.0000
Epoch 46/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2302 - mape: 6155596.0000 - val_loss: 0.2366 - val_mape: 19040066.0000
Epoch 47/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2299 - mape: 6060368.5000 - val_loss: 0.2362 - val_mape: 18750680.0000
Epoch 48/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2297 - mape: 5999292.5000 - val_loss: 0.2362 - val_mape: 18641434.0000
Epoch 49/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2294 - mape: 5963553.0000 - val_loss: 0.2366 - val_mape: 18699202.0000
Epoch 50/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2290 - mape: 5944812.5000 - val_loss: 0.2372 - val_mape: 18880992.0000
Epoch 51/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2284 - mape: 5931606.5000 - val_loss: 0.2381 - val_mape: 19135110.0000
Epoch 52/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2278 - mape: 5916902.0000 - val_loss: 0.2392 - val_mape: 19378254.0000
Epoch 53/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2275 - mape: 5892933.0000 - val_loss: 0.2400 - val_mape: 19488506.0000
Epoch 54/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2273 - mape: 5854975.0000 - val_loss: 0.2403 - val_mape: 19408072.0000
Epoch 55/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2270 - mape: 5808172.0000 - val_loss: 0.2401 - val_mape: 19183470.0000
Epoch 56/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2265 - mape: 5759939.0000 - val_loss: 0.2399 - val_mape: 18929840.0000
Epoch 57/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2259 - mape: 5726048.5000 - val_loss: 0.2396 - val_mape: 18759496.0000
Epoch 58/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2255 - mape: 5715339.5000 - val_loss: 0.2395 - val_mape: 18648680.0000
Epoch 59/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2252 - mape: 5707762.5000 - val_loss: 0.2399 - val_mape: 18589794.0000
Epoch 60/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2249 - mape: 5692774.5000 - val_loss: 0.2406 - val_mape: 18605128.0000
Epoch 61/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2244 - mape: 5674298.5000 - val_loss: 0.2415 - val_mape: 18744274.0000
Epoch 62/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2240 - mape: 5667335.5000 - val_loss: 0.2424 - val_mape: 18981752.0000
Epoch 63/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2236 - mape: 5677507.5000 - val_loss: 0.2430 - val_mape: 19200978.0000
Epoch 64/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2233 - mape: 5692367.0000 - val_loss: 0.2434 - val_mape: 19263924.0000
Epoch 65/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2229 - mape: 5683228.5000 - val_loss: 0.2433 - val_mape: 19124610.0000
Epoch 66/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2224 - mape: 5636353.0000 - val_loss: 0.2430 - val_mape: 18862404.0000
Epoch 67/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2218 - mape: 5563371.0000 - val_loss: 0.2427 - val_mape: 18562982.0000
Epoch 68/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2213 - mape: 5484692.5000 - val_loss: 0.2427 - val_mape: 18349550.0000
Epoch 69/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2208 - mape: 5410358.5000 - val_loss: 0.2429 - val_mape: 18284620.0000
Epoch 70/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2201 - mape: 5349687.0000 - val_loss: 0.2431 - val_mape: 18391104.0000
Epoch 71/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2195 - mape: 5313907.0000 - val_loss: 0.2434 - val_mape: 18572232.0000
Epoch 72/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2189 - mape: 5285460.5000 - val_loss: 0.2436 - val_mape: 18647134.0000
Epoch 73/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2182 - mape: 5231888.5000 - val_loss: 0.2436 - val_mape: 18599026.0000
Epoch 74/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2175 - mape: 5165613.5000 - val_loss: 0.2433 - val_mape: 18488060.0000
Epoch 75/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2167 - mape: 5102501.5000 - val_loss: 0.2429 - val_mape: 18425040.0000
Epoch 76/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2159 - mape: 5063826.5000 - val_loss: 0.2431 - val_mape: 18428556.0000
Epoch 77/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2150 - mape: 5033853.5000 - val_loss: 0.2432 - val_mape: 18652506.0000
Epoch 78/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2142 - mape: 5048859.5000 - val_loss: 0.2431 - val_mape: 18872698.0000
Epoch 79/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2132 - mape: 5052412.0000 - val_loss: 0.2432 - val_mape: 18716856.0000
Epoch 80/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2123 - mape: 4958793.0000 - val_loss: 0.2423 - val_mape: 18815992.0000
Epoch 81/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2113 - mape: 4918484.5000 - val_loss: 0.2428 - val_mape: 18886754.0000
Epoch 82/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2104 - mape: 4833303.5000 - val_loss: 0.2390 - val_mape: 19348450.0000
Epoch 83/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2102 - mape: 4925640.0000 - val_loss: 0.2461 - val_mape: 18039700.0000
Epoch 84/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2116 - mape: 4534870.5000 - val_loss: 0.2394 - val_mape: 19436440.0000
Epoch 85/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2079 - mape: 4826405.5000 - val_loss: 0.2397 - val_mape: 21221526.0000
Epoch 86/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2092 - mape: 5059436.5000 - val_loss: 0.2409 - val_mape: 19697652.0000
Epoch 87/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2071 - mape: 4718433.0000 - val_loss: 0.2415 - val_mape: 19348696.0000
Epoch 88/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2078 - mape: 4614572.0000 - val_loss: 0.2413 - val_mape: 20864470.0000
Epoch 89/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2054 - mape: 4901933.5000 - val_loss: 0.2430 - val_mape: 21823496.0000
Epoch 90/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2063 - mape: 5100367.5000 - val_loss: 0.2392 - val_mape: 18998794.0000
Epoch 91/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2052 - mape: 4679181.0000 - val_loss: 0.2417 - val_mape: 18872596.0000
Epoch 92/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2055 - mape: 4605930.0000 - val_loss: 0.2494 - val_mape: 21045946.0000
Epoch 93/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2036 - mape: 4970990.0000 - val_loss: 0.2463 - val_mape: 20947304.0000
Epoch 94/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2033 - mape: 5021420.0000 - val_loss: 0.2424 - val_mape: 19701832.0000
Epoch 95/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2026 - mape: 4747265.0000 - val_loss: 0.2441 - val_mape: 19911932.0000
Epoch 96/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2022 - mape: 4697656.5000 - val_loss: 0.2519 - val_mape: 21636376.0000
Epoch 97/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2017 - mape: 4956402.5000 - val_loss: 0.2437 - val_mape: 20467988.0000
Epoch 98/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2003 - mape: 4797488.0000 - val_loss: 0.2425 - val_mape: 19699132.0000
Epoch 99/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2001 - mape: 4634220.5000 - val_loss: 0.2451 - val_mape: 20296350.0000
Epoch 100/250
1/1 [==============================] - 0s 297ms/step - loss: 0.1990 - mape: 4682397.0000 - val_loss: 0.2513 - val_mape: 21239154.0000
Epoch 101/250
1/1 [==============================] - 0s 288ms/step - loss: 0.1991 - mape: 4756587.5000 - val_loss: 0.2444 - val_mape: 19722010.0000
Epoch 102/250
1/1 [==============================] - 0s 282ms/step - loss: 0.1981 - mape: 4508799.5000 - val_loss: 0.2448 - val_mape: 19939918.0000
Epoch 103/250
1/1 [==============================] - 0s 290ms/step - loss: 0.1973 - mape: 4544611.5000 - val_loss: 0.2525 - val_mape: 21162334.0000
Epoch 104/250
1/1 [==============================] - 0s 291ms/step - loss: 0.1970 - mape: 4689765.5000 - val_loss: 0.2490 - val_mape: 19966246.0000
Epoch 105/250
1/1 [==============================] - 0s 320ms/step - loss: 0.1957 - mape: 4462276.0000 - val_loss: 0.2482 - val_mape: 19809262.0000
Epoch 106/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1951 - mape: 4441389.5000 - val_loss: 0.2576 - val_mape: 20754378.0000
Epoch 107/250
1/1 [==============================] - 0s 314ms/step - loss: 0.1938 - mape: 4526712.5000 - val_loss: 0.2715 - val_mape: 21174742.0000
Epoch 108/250
1/1 [==============================] - 0s 284ms/step - loss: 0.1932 - mape: 4520568.0000 - val_loss: 0.2653 - val_mape: 20415394.0000
Epoch 109/250
1/1 [==============================] - 0s 295ms/step - loss: 0.1921 - mape: 4456107.5000 - val_loss: 0.3045 - val_mape: 20870416.0000
Epoch 110/250
1/1 [==============================] - 0s 287ms/step - loss: 0.1912 - mape: 4521055.0000 - val_loss: 73.2080 - val_mape: 20815088.0000
Epoch 111/250
1/1 [==============================] - 0s 303ms/step - loss: 0.1904 - mape: 4393741.5000 - val_loss: 8440.8633 - val_mape: 22880996.0000
Epoch 112/250
1/1 [==============================] - 0s 281ms/step - loss: 0.1889 - mape: 4429106.0000 - val_loss: 50703.7734 - val_mape: 28116162.0000
Epoch 113/250
1/1 [==============================] - 0s 306ms/step - loss: 0.1890 - mape: 4214160.5000 - val_loss: 1862239.6250 - val_mape: 1212350592.0000
Epoch 114/250
1/1 [==============================] - 0s 302ms/step - loss: 975.5524 - mape: 63089800.0000 - val_loss: 77264696.0000 - val_mape: 1219110897713152.0000
Epoch 115/250
1/1 [==============================] - 0s 292ms/step - loss: 15467186.0000 - mape: 663124836352.0000 - val_loss: 256699344.0000 - val_mape: 346382837743616.0000
Epoch 116/250
1/1 [==============================] - 0s 314ms/step - loss: 56375936.0000 - mape: 2835051446272.0000 - val_loss: 51057792.0000 - val_mape: 465116397568.0000
Epoch 117/250
1/1 [==============================] - 0s 305ms/step - loss: 3351108.0000 - mape: 125036462080.0000 - val_loss: 5627.8745 - val_mape: 23160272.0000
Epoch 117: early stopping
1/1 [==============================] - 0s 300ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3919 - mape: 248927.9531 - val_loss: 0.3902 - val_mape: 2112891.5000
Epoch 2/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3647 - mape: 871742.0625 - val_loss: 0.3599 - val_mape: 4071055.0000
Epoch 3/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3329 - mape: 1676504.7500 - val_loss: 0.3245 - val_mape: 6442020.0000
Epoch 4/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3038 - mape: 2619046.5000 - val_loss: 0.2940 - val_mape: 9283252.0000
Epoch 5/250
1/1 [==============================] - 0s 341ms/step - loss: 0.2794 - mape: 3704643.2500 - val_loss: 0.2700 - val_mape: 12569647.0000
Epoch 6/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2625 - mape: 4994028.0000 - val_loss: 0.2583 - val_mape: 16435204.0000
Epoch 7/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2563 - mape: 6560735.5000 - val_loss: 0.2609 - val_mape: 20225652.0000
Epoch 8/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2674 - mape: 8113172.5000 - val_loss: 0.2627 - val_mape: 21494246.0000
Epoch 9/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2701 - mape: 8470354.0000 - val_loss: 0.2587 - val_mape: 21054456.0000
Epoch 10/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2612 - mape: 8097951.5000 - val_loss: 0.2532 - val_mape: 19982412.0000
Epoch 11/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2528 - mape: 7501540.5000 - val_loss: 0.2488 - val_mape: 18880358.0000
Epoch 12/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2485 - mape: 6937738.5000 - val_loss: 0.2457 - val_mape: 17989624.0000
Epoch 13/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2467 - mape: 6492588.0000 - val_loss: 0.2431 - val_mape: 17390514.0000
Epoch 14/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2458 - mape: 6182911.0000 - val_loss: 0.2407 - val_mape: 17092904.0000
Epoch 15/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2447 - mape: 5994550.5000 - val_loss: 0.2381 - val_mape: 17087036.0000
Epoch 16/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2432 - mape: 5922038.5000 - val_loss: 0.2354 - val_mape: 17361074.0000
Epoch 17/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2412 - mape: 5960302.0000 - val_loss: 0.2342 - val_mape: 17910692.0000
Epoch 18/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2391 - mape: 6107821.0000 - val_loss: 0.2368 - val_mape: 18684502.0000
Epoch 19/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2382 - mape: 6349735.0000 - val_loss: 0.2427 - val_mape: 19399170.0000
Epoch 20/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2389 - mape: 6556615.5000 - val_loss: 0.2434 - val_mape: 19578392.0000
Epoch 21/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2380 - mape: 6540352.0000 - val_loss: 0.2395 - val_mape: 19256032.0000
Epoch 22/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2357 - mape: 6342073.0000 - val_loss: 0.2367 - val_mape: 18824904.0000
Epoch 23/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2344 - mape: 6105605.5000 - val_loss: 0.2359 - val_mape: 18589260.0000
Epoch 24/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2339 - mape: 5934894.5000 - val_loss: 0.2363 - val_mape: 18670936.0000
Epoch 25/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2333 - mape: 5866476.0000 - val_loss: 0.2377 - val_mape: 19103712.0000
Epoch 26/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2322 - mape: 5909360.0000 - val_loss: 0.2402 - val_mape: 19863074.0000
Epoch 27/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2311 - mape: 6052727.0000 - val_loss: 0.2435 - val_mape: 20726536.0000
Epoch 28/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2308 - mape: 6235044.0000 - val_loss: 0.2448 - val_mape: 21027800.0000
Epoch 29/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2307 - mape: 6292082.0000 - val_loss: 0.2427 - val_mape: 20465352.0000
Epoch 30/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2296 - mape: 6146792.5000 - val_loss: 0.2405 - val_mape: 19535616.0000
Epoch 31/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2285 - mape: 5914112.0000 - val_loss: 0.2398 - val_mape: 18687302.0000
Epoch 32/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2281 - mape: 5707065.0000 - val_loss: 0.2401 - val_mape: 18186388.0000
Epoch 33/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2277 - mape: 5597455.5000 - val_loss: 0.2407 - val_mape: 18058028.0000
Epoch 34/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2271 - mape: 5586291.0000 - val_loss: 0.2414 - val_mape: 18194750.0000
Epoch 35/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2266 - mape: 5628229.0000 - val_loss: 0.2424 - val_mape: 18460318.0000
Epoch 36/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2261 - mape: 5659627.5000 - val_loss: 0.2436 - val_mape: 18591568.0000
Epoch 37/250
1/1 [==============================] - 0s 337ms/step - loss: 0.2254 - mape: 5593920.5000 - val_loss: 0.2451 - val_mape: 18534078.0000
Epoch 38/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2247 - mape: 5460609.0000 - val_loss: 0.2464 - val_mape: 18501530.0000
Epoch 39/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2244 - mape: 5357196.0000 - val_loss: 0.2472 - val_mape: 18636088.0000
Epoch 40/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2238 - mape: 5345827.0000 - val_loss: 0.2473 - val_mape: 18838842.0000
Epoch 41/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2230 - mape: 5404944.0000 - val_loss: 0.2471 - val_mape: 18842962.0000
Epoch 42/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2224 - mape: 5445243.5000 - val_loss: 0.2471 - val_mape: 18334302.0000
Epoch 43/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2216 - mape: 5334468.0000 - val_loss: 0.2475 - val_mape: 17720456.0000
Epoch 44/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2209 - mape: 5161623.5000 - val_loss: 0.2481 - val_mape: 17571924.0000
Epoch 45/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2203 - mape: 5085176.5000 - val_loss: 0.2489 - val_mape: 17961048.0000
Epoch 46/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2194 - mape: 5132354.0000 - val_loss: 0.2507 - val_mape: 18338024.0000
Epoch 47/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2186 - mape: 5125078.5000 - val_loss: 0.2530 - val_mape: 18383956.0000
Epoch 48/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2177 - mape: 4988063.0000 - val_loss: 0.2549 - val_mape: 18739418.0000
Epoch 49/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2168 - mape: 4936014.5000 - val_loss: 0.2564 - val_mape: 19083622.0000
Epoch 50/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2159 - mape: 4908297.5000 - val_loss: 0.2581 - val_mape: 18820472.0000
Epoch 51/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2149 - mape: 4729652.0000 - val_loss: 0.2605 - val_mape: 19024824.0000
Epoch 52/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2140 - mape: 4705184.0000 - val_loss: 0.2638 - val_mape: 19553738.0000
Epoch 53/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2131 - mape: 4734333.0000 - val_loss: 0.2679 - val_mape: 19525010.0000
Epoch 54/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2125 - mape: 4492001.0000 - val_loss: 0.2739 - val_mape: 21420198.0000
Epoch 55/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2119 - mape: 4797018.5000 - val_loss: 0.2782 - val_mape: 20450100.0000
Epoch 56/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2115 - mape: 4280171.0000 - val_loss: 0.2883 - val_mape: 22525130.0000
Epoch 57/250
1/1 [==============================] - 0s 326ms/step - loss: 0.2094 - mape: 4625130.0000 - val_loss: 0.2953 - val_mape: 23486410.0000
Epoch 58/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2098 - mape: 4809776.0000 - val_loss: 0.2936 - val_mape: 20762028.0000
Epoch 59/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2107 - mape: 4072265.7500 - val_loss: 0.3006 - val_mape: 21990640.0000
Epoch 60/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2073 - mape: 4345773.0000 - val_loss: 0.3180 - val_mape: 25084296.0000
Epoch 61/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2108 - mape: 5026296.5000 - val_loss: 0.3145 - val_mape: 22577938.0000
Epoch 62/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2068 - mape: 4212348.0000 - val_loss: 0.3194 - val_mape: 22492268.0000
Epoch 63/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2079 - mape: 4007559.2500 - val_loss: 0.3372 - val_mape: 25434668.0000
Epoch 64/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2041 - mape: 4493927.0000 - val_loss: 0.3462 - val_mape: 26412194.0000
Epoch 65/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2055 - mape: 4601934.5000 - val_loss: 0.3350 - val_mape: 23533420.0000
Epoch 66/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2039 - mape: 3906420.2500 - val_loss: 0.3440 - val_mape: 23848558.0000
Epoch 67/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2034 - mape: 3867213.2500 - val_loss: 0.3771 - val_mape: 27830380.0000
Epoch 68/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2017 - mape: 4531321.0000 - val_loss: 0.3949 - val_mape: 28895790.0000
Epoch 69/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2015 - mape: 4630593.0000 - val_loss: 0.3792 - val_mape: 25869762.0000
Epoch 70/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2008 - mape: 3972693.5000 - val_loss: 0.3957 - val_mape: 26883586.0000
Epoch 71/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1992 - mape: 3959049.0000 - val_loss: 0.4530 - val_mape: 31492176.0000
Epoch 72/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2009 - mape: 4493859.0000 - val_loss: 0.4103 - val_mape: 27158516.0000
Epoch 73/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1973 - mape: 3758417.0000 - val_loss: 0.4071 - val_mape: 26353054.0000
Epoch 74/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1977 - mape: 3585564.2500 - val_loss: 0.4409 - val_mape: 29685894.0000
Epoch 75/250
1/1 [==============================] - 0s 289ms/step - loss: 0.1968 - mape: 4113616.2500 - val_loss: 0.4493 - val_mape: 30106010.0000
Epoch 76/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1960 - mape: 4174851.2500 - val_loss: 0.4198 - val_mape: 26601758.0000
Epoch 77/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1955 - mape: 3635356.7500 - val_loss: 0.4276 - val_mape: 27384744.0000
Epoch 78/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1936 - mape: 3867915.2500 - val_loss: 0.4547 - val_mape: 29988632.0000
Epoch 79/250
1/1 [==============================] - 0s 296ms/step - loss: 0.1943 - mape: 4350250.5000 - val_loss: 0.4266 - val_mape: 26700234.0000
Epoch 80/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1922 - mape: 3647434.2500 - val_loss: 0.4425 - val_mape: 28281526.0000
Epoch 81/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1904 - mape: 3801257.0000 - val_loss: 0.4771 - val_mape: 31486950.0000
Epoch 82/250
1/1 [==============================] - 0s 294ms/step - loss: 0.1916 - mape: 4346888.0000 - val_loss: 0.3878 - val_mape: 20858252.0000
Epoch 83/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1998 - mape: 2821030.0000 - val_loss: 0.4064 - val_mape: 26022928.0000
Epoch 84/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1891 - mape: 3858727.7500 - val_loss: 0.4470 - val_mape: 30564352.0000
Epoch 85/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2008 - mape: 5716698.0000 - val_loss: 0.3772 - val_mape: 22267402.0000
Epoch 86/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1957 - mape: 3138508.5000 - val_loss: 0.3656 - val_mape: 21083292.0000
Epoch 87/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1941 - mape: 3123695.5000 - val_loss: 0.3671 - val_mape: 23761274.0000
Epoch 88/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1944 - mape: 4109988.5000 - val_loss: 0.3771 - val_mape: 25438328.0000
Epoch 89/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1918 - mape: 4549785.5000 - val_loss: 0.3771 - val_mape: 24253648.0000
Epoch 89: early stopping
1/1 [==============================] - 0s 342ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4721 - mape: 1144892.7500 - val_loss: 0.4787 - val_mape: 2805607.7500
Epoch 2/250
1/1 [==============================] - 0s 305ms/step - loss: 0.4653 - mape: 1040398.5625 - val_loss: 0.4730 - val_mape: 2548420.5000
Epoch 3/250
1/1 [==============================] - 0s 313ms/step - loss: 0.4584 - mape: 935130.8125 - val_loss: 0.4672 - val_mape: 2294291.7500
Epoch 4/250
1/1 [==============================] - 0s 291ms/step - loss: 0.4516 - mape: 830082.6250 - val_loss: 0.4616 - val_mape: 2044145.1250
Epoch 5/250
1/1 [==============================] - 0s 305ms/step - loss: 0.4447 - mape: 726620.7500 - val_loss: 0.4559 - val_mape: 1801935.0000
Epoch 6/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4380 - mape: 624084.1875 - val_loss: 0.4503 - val_mape: 1574064.7500
Epoch 7/250
1/1 [==============================] - 0s 313ms/step - loss: 0.4313 - mape: 527774.8750 - val_loss: 0.4448 - val_mape: 1360137.7500
Epoch 8/250
1/1 [==============================] - 0s 301ms/step - loss: 0.4248 - mape: 449915.8125 - val_loss: 0.4395 - val_mape: 1161263.6250
Epoch 9/250
1/1 [==============================] - 0s 297ms/step - loss: 0.4184 - mape: 380443.4375 - val_loss: 0.4345 - val_mape: 970871.8125
Epoch 10/250
1/1 [==============================] - 0s 298ms/step - loss: 0.4122 - mape: 337130.1562 - val_loss: 0.4298 - val_mape: 782492.5000
Epoch 11/250
1/1 [==============================] - 0s 306ms/step - loss: 0.4062 - mape: 318873.4688 - val_loss: 0.4252 - val_mape: 602673.6875
Epoch 12/250
1/1 [==============================] - 0s 291ms/step - loss: 0.4005 - mape: 315025.8125 - val_loss: 0.4206 - val_mape: 451610.8750
Epoch 13/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3951 - mape: 313075.6562 - val_loss: 0.4161 - val_mape: 305739.5312
Epoch 14/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3899 - mape: 323527.4688 - val_loss: 0.4118 - val_mape: 283009.8750
Epoch 15/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3848 - mape: 357115.3125 - val_loss: 0.4080 - val_mape: 441981.5312
Epoch 16/250
1/1 [==============================] - 0s 329ms/step - loss: 0.3802 - mape: 415332.0938 - val_loss: 0.4044 - val_mape: 638018.5625
Epoch 17/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3758 - mape: 484275.9375 - val_loss: 0.4010 - val_mape: 835621.1250
Epoch 18/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3717 - mape: 579614.6250 - val_loss: 0.3977 - val_mape: 1033454.1875
Epoch 19/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3678 - mape: 672773.6875 - val_loss: 0.3948 - val_mape: 1238918.2500
Epoch 20/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3641 - mape: 758320.3125 - val_loss: 0.3918 - val_mape: 1436296.6250
Epoch 21/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3605 - mape: 841799.6250 - val_loss: 0.3889 - val_mape: 1588595.2500
Epoch 22/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3571 - mape: 921518.0000 - val_loss: 0.3860 - val_mape: 1741493.8750
Epoch 23/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3539 - mape: 997177.3125 - val_loss: 0.3830 - val_mape: 1899409.8750
Epoch 24/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3507 - mape: 1072636.7500 - val_loss: 0.3798 - val_mape: 2061528.0000
Epoch 25/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3476 - mape: 1149078.6250 - val_loss: 0.3766 - val_mape: 2233297.2500
Epoch 26/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3445 - mape: 1227033.8750 - val_loss: 0.3734 - val_mape: 2410166.0000
Epoch 27/250
1/1 [==============================] - 0s 330ms/step - loss: 0.3413 - mape: 1307297.3750 - val_loss: 0.3700 - val_mape: 2591639.7500
Epoch 28/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3382 - mape: 1389509.2500 - val_loss: 0.3666 - val_mape: 2778996.5000
Epoch 29/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3350 - mape: 1474467.6250 - val_loss: 0.3632 - val_mape: 2969148.7500
Epoch 30/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3319 - mape: 1560116.3750 - val_loss: 0.3597 - val_mape: 3163795.7500
Epoch 31/250
1/1 [==============================] - 0s 319ms/step - loss: 0.3287 - mape: 1648365.0000 - val_loss: 0.3563 - val_mape: 3363642.0000
Epoch 32/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3255 - mape: 1737408.7500 - val_loss: 0.3528 - val_mape: 3567473.0000
Epoch 33/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3223 - mape: 1829101.7500 - val_loss: 0.3492 - val_mape: 3776952.2500
Epoch 34/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3192 - mape: 1923993.3750 - val_loss: 0.3456 - val_mape: 4001009.2500
Epoch 35/250
1/1 [==============================] - 0s 320ms/step - loss: 0.3160 - mape: 2021704.5000 - val_loss: 0.3419 - val_mape: 4231839.5000
Epoch 36/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3128 - mape: 2122007.0000 - val_loss: 0.3382 - val_mape: 4470534.0000
Epoch 37/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3097 - mape: 2224991.5000 - val_loss: 0.3345 - val_mape: 4716359.5000
Epoch 38/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3065 - mape: 2331612.0000 - val_loss: 0.3307 - val_mape: 4972204.0000
Epoch 39/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3034 - mape: 2441648.0000 - val_loss: 0.3269 - val_mape: 5235071.0000
Epoch 40/250
1/1 [==============================] - 0s 323ms/step - loss: 0.3002 - mape: 2554882.2500 - val_loss: 0.3231 - val_mape: 5505047.0000
Epoch 41/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2970 - mape: 2670765.7500 - val_loss: 0.3193 - val_mape: 5782414.0000
Epoch 42/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2939 - mape: 2790281.0000 - val_loss: 0.3155 - val_mape: 6065242.0000
Epoch 43/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2908 - mape: 2913628.2500 - val_loss: 0.3117 - val_mape: 6351652.5000
Epoch 44/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2877 - mape: 3040644.5000 - val_loss: 0.3079 - val_mape: 6651497.5000
Epoch 45/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2847 - mape: 3171559.0000 - val_loss: 0.3041 - val_mape: 6958368.5000
Epoch 46/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2818 - mape: 3306591.0000 - val_loss: 0.3003 - val_mape: 7276706.0000
Epoch 47/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2789 - mape: 3444810.5000 - val_loss: 0.2966 - val_mape: 7610087.0000
Epoch 48/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2760 - mape: 3587104.7500 - val_loss: 0.2929 - val_mape: 7960665.5000
Epoch 49/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2732 - mape: 3734294.2500 - val_loss: 0.2894 - val_mape: 8318539.0000
Epoch 50/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2705 - mape: 3886183.2500 - val_loss: 0.2858 - val_mape: 8687265.0000
Epoch 51/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2678 - mape: 4043136.7500 - val_loss: 0.2823 - val_mape: 9065391.0000
Epoch 52/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2653 - mape: 4205677.5000 - val_loss: 0.2789 - val_mape: 9453748.0000
Epoch 53/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2629 - mape: 4374050.0000 - val_loss: 0.2755 - val_mape: 9850893.0000
Epoch 54/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2606 - mape: 4549546.0000 - val_loss: 0.2722 - val_mape: 10256102.0000
Epoch 55/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2584 - mape: 4730980.5000 - val_loss: 0.2691 - val_mape: 10672653.0000
Epoch 56/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2564 - mape: 4918526.5000 - val_loss: 0.2660 - val_mape: 11097339.0000
Epoch 57/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2545 - mape: 5111304.0000 - val_loss: 0.2629 - val_mape: 11532741.0000
Epoch 58/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2528 - mape: 5309770.5000 - val_loss: 0.2601 - val_mape: 11976161.0000
Epoch 59/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2514 - mape: 5515494.5000 - val_loss: 0.2575 - val_mape: 12419200.0000
Epoch 60/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2504 - mape: 5723899.5000 - val_loss: 0.2552 - val_mape: 12851882.0000
Epoch 61/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2498 - mape: 5929554.0000 - val_loss: 0.2531 - val_mape: 13265009.0000
Epoch 62/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2496 - mape: 6125249.0000 - val_loss: 0.2513 - val_mape: 13646028.0000
Epoch 63/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2498 - mape: 6300518.5000 - val_loss: 0.2498 - val_mape: 13972338.0000
Epoch 64/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2503 - mape: 6443595.5000 - val_loss: 0.2487 - val_mape: 14225234.0000
Epoch 65/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2506 - mape: 6544022.5000 - val_loss: 0.2480 - val_mape: 14395368.0000
Epoch 66/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2507 - mape: 6599109.5000 - val_loss: 0.2475 - val_mape: 14487340.0000
Epoch 66: early stopping
1/1 [==============================] - 0s 277ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4241 - mape: 383054.6562 - val_loss: 0.4271 - val_mape: 387438.4062
Epoch 2/250
1/1 [==============================] - 0s 268ms/step - loss: 0.3957 - mape: 259477.5625 - val_loss: 0.4017 - val_mape: 1373883.3750
Epoch 3/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3747 - mape: 550101.6875 - val_loss: 0.3840 - val_mape: 2319246.0000
Epoch 4/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3606 - mape: 876575.1875 - val_loss: 0.3714 - val_mape: 3025783.0000
Epoch 5/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3501 - mape: 1158736.8750 - val_loss: 0.3617 - val_mape: 3559307.7500
Epoch 6/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3413 - mape: 1393910.8750 - val_loss: 0.3523 - val_mape: 4052530.0000
Epoch 7/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3327 - mape: 1624131.5000 - val_loss: 0.3426 - val_mape: 4594872.5000
Epoch 8/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3240 - mape: 1871116.5000 - val_loss: 0.3322 - val_mape: 5203579.0000
Epoch 9/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3151 - mape: 2146320.7500 - val_loss: 0.3212 - val_mape: 5893876.0000
Epoch 10/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3059 - mape: 2458345.5000 - val_loss: 0.3097 - val_mape: 6681151.5000
Epoch 11/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2964 - mape: 2815582.0000 - val_loss: 0.2977 - val_mape: 7593334.0000
Epoch 12/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2870 - mape: 3230292.0000 - val_loss: 0.2852 - val_mape: 8661525.0000
Epoch 13/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2777 - mape: 3725893.7500 - val_loss: 0.2724 - val_mape: 9921882.0000
Epoch 14/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2691 - mape: 4325023.0000 - val_loss: 0.2598 - val_mape: 11432562.0000
Epoch 15/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2619 - mape: 5062404.0000 - val_loss: 0.2487 - val_mape: 13244536.0000
Epoch 16/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2583 - mape: 5978443.5000 - val_loss: 0.2415 - val_mape: 15262275.0000
Epoch 17/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2625 - mape: 6977592.0000 - val_loss: 0.2389 - val_mape: 16766547.0000
Epoch 18/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2682 - mape: 7601285.0000 - val_loss: 0.2381 - val_mape: 17373358.0000
Epoch 19/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2658 - mape: 7687886.0000 - val_loss: 0.2372 - val_mape: 17336478.0000
Epoch 20/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2591 - mape: 7444693.0000 - val_loss: 0.2364 - val_mape: 16997350.0000
Epoch 21/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2534 - mape: 7078785.5000 - val_loss: 0.2356 - val_mape: 16610824.0000
Epoch 22/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2503 - mape: 6724566.5000 - val_loss: 0.2348 - val_mape: 16324599.0000
Epoch 23/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2487 - mape: 6442919.0000 - val_loss: 0.2338 - val_mape: 16198304.0000
Epoch 24/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2479 - mape: 6247690.5000 - val_loss: 0.2325 - val_mape: 16258171.0000
Epoch 25/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2472 - mape: 6142096.0000 - val_loss: 0.2310 - val_mape: 16523604.0000
Epoch 26/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2462 - mape: 6118938.5000 - val_loss: 0.2299 - val_mape: 17005830.0000
Epoch 27/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2450 - mape: 6174830.0000 - val_loss: 0.2303 - val_mape: 17702896.0000
Epoch 28/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2436 - mape: 6305745.0000 - val_loss: 0.2343 - val_mape: 18606468.0000
Epoch 29/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2422 - mape: 6503204.5000 - val_loss: 0.2455 - val_mape: 19650158.0000
Epoch 30/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2413 - mape: 6743903.0000 - val_loss: 0.2587 - val_mape: 20459880.0000
Epoch 31/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2412 - mape: 6928233.5000 - val_loss: 0.2585 - val_mape: 20558112.0000
Epoch 32/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2405 - mape: 6924927.0000 - val_loss: 0.2488 - val_mape: 20095358.0000
Epoch 33/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2390 - mape: 6767538.0000 - val_loss: 0.2391 - val_mape: 19429666.0000
Epoch 34/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2378 - mape: 6548749.0000 - val_loss: 0.2340 - val_mape: 18854420.0000
Epoch 35/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2369 - mape: 6364913.5000 - val_loss: 0.2320 - val_mape: 18475280.0000
Epoch 36/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2363 - mape: 6243695.0000 - val_loss: 0.2314 - val_mape: 18310808.0000
Epoch 37/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2355 - mape: 6192116.5000 - val_loss: 0.2316 - val_mape: 18341024.0000
Epoch 38/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2346 - mape: 6202021.5000 - val_loss: 0.2322 - val_mape: 18530932.0000
Epoch 39/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2338 - mape: 6259692.5000 - val_loss: 0.2331 - val_mape: 18813128.0000
Epoch 40/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2332 - mape: 6336824.0000 - val_loss: 0.2341 - val_mape: 19079922.0000
Epoch 41/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2328 - mape: 6385532.0000 - val_loss: 0.2347 - val_mape: 19237684.0000
Epoch 42/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2321 - mape: 6372469.5000 - val_loss: 0.2351 - val_mape: 19280526.0000
Epoch 43/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2313 - mape: 6299480.5000 - val_loss: 0.2357 - val_mape: 19258118.0000
Epoch 44/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2306 - mape: 6193258.0000 - val_loss: 0.2363 - val_mape: 19254404.0000
Epoch 45/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2301 - mape: 6087260.0000 - val_loss: 0.2371 - val_mape: 19305334.0000
Epoch 46/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2298 - mape: 6007424.0000 - val_loss: 0.2379 - val_mape: 19390068.0000
Epoch 47/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2295 - mape: 5955237.5000 - val_loss: 0.2384 - val_mape: 19412468.0000
Epoch 48/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2291 - mape: 5914213.5000 - val_loss: 0.2386 - val_mape: 19278540.0000
Epoch 49/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2286 - mape: 5862189.5000 - val_loss: 0.2385 - val_mape: 18993790.0000
Epoch 50/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2281 - mape: 5797383.5000 - val_loss: 0.2385 - val_mape: 18664010.0000
Epoch 51/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2276 - mape: 5735412.5000 - val_loss: 0.2387 - val_mape: 18360340.0000
Epoch 52/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2272 - mape: 5677429.5000 - val_loss: 0.2392 - val_mape: 18125424.0000
Epoch 53/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2269 - mape: 5625930.5000 - val_loss: 0.2399 - val_mape: 17970338.0000
Epoch 54/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2266 - mape: 5579129.5000 - val_loss: 0.2408 - val_mape: 17902602.0000
Epoch 55/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2262 - mape: 5532955.5000 - val_loss: 0.2418 - val_mape: 17915334.0000
Epoch 56/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2259 - mape: 5491992.5000 - val_loss: 0.2427 - val_mape: 18000308.0000
Epoch 57/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2255 - mape: 5463990.5000 - val_loss: 0.2435 - val_mape: 18105228.0000
Epoch 58/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2252 - mape: 5443678.0000 - val_loss: 0.2440 - val_mape: 18113964.0000
Epoch 59/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2249 - mape: 5409121.0000 - val_loss: 0.2444 - val_mape: 18017090.0000
Epoch 60/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2245 - mape: 5362197.5000 - val_loss: 0.2445 - val_mape: 17863822.0000
Epoch 61/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2241 - mape: 5315079.5000 - val_loss: 0.2444 - val_mape: 17720396.0000
Epoch 62/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2238 - mape: 5281525.5000 - val_loss: 0.2443 - val_mape: 17592568.0000
Epoch 63/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2234 - mape: 5253606.0000 - val_loss: 0.2441 - val_mape: 17549154.0000
Epoch 64/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2231 - mape: 5238421.0000 - val_loss: 0.2440 - val_mape: 17569882.0000
Epoch 65/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2228 - mape: 5219869.0000 - val_loss: 0.2441 - val_mape: 17656776.0000
Epoch 66/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2224 - mape: 5199741.0000 - val_loss: 0.2442 - val_mape: 17839512.0000
Epoch 67/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2221 - mape: 5190638.0000 - val_loss: 0.2443 - val_mape: 18085192.0000
Epoch 68/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2217 - mape: 5193858.5000 - val_loss: 0.2442 - val_mape: 18299136.0000
Epoch 69/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2213 - mape: 5199206.0000 - val_loss: 0.2441 - val_mape: 18405404.0000
Epoch 70/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2209 - mape: 5187388.5000 - val_loss: 0.2439 - val_mape: 18367894.0000
Epoch 71/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2204 - mape: 5147199.0000 - val_loss: 0.2436 - val_mape: 18417532.0000
Epoch 72/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2200 - mape: 5132726.5000 - val_loss: 0.2433 - val_mape: 18574790.0000
Epoch 73/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2196 - mape: 5144620.5000 - val_loss: 0.2432 - val_mape: 18783188.0000
Epoch 74/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2192 - mape: 5161446.0000 - val_loss: 0.2435 - val_mape: 18936458.0000
Epoch 75/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2188 - mape: 5148558.5000 - val_loss: 0.2438 - val_mape: 19003624.0000
Epoch 76/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2183 - mape: 5114629.0000 - val_loss: 0.2441 - val_mape: 19103192.0000
Epoch 77/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2179 - mape: 5093676.5000 - val_loss: 0.2442 - val_mape: 19218790.0000
Epoch 78/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2174 - mape: 5080523.0000 - val_loss: 0.2442 - val_mape: 19348674.0000
Epoch 79/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2170 - mape: 5080681.5000 - val_loss: 0.2441 - val_mape: 19359912.0000
Epoch 80/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2165 - mape: 5065914.5000 - val_loss: 0.2440 - val_mape: 19277098.0000
Epoch 81/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2160 - mape: 5023989.0000 - val_loss: 0.2440 - val_mape: 19315004.0000
Epoch 82/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2155 - mape: 4997197.5000 - val_loss: 0.2443 - val_mape: 19582044.0000
Epoch 83/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2150 - mape: 5000106.5000 - val_loss: 0.2450 - val_mape: 19830134.0000
Epoch 84/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2145 - mape: 4973807.0000 - val_loss: 0.2456 - val_mape: 20133388.0000
Epoch 85/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2140 - mape: 4969747.5000 - val_loss: 0.2455 - val_mape: 20114928.0000
Epoch 86/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2134 - mape: 4939246.0000 - val_loss: 0.2451 - val_mape: 20036180.0000
Epoch 87/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2129 - mape: 4911643.5000 - val_loss: 0.2455 - val_mape: 20121452.0000
Epoch 88/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2122 - mape: 4882099.0000 - val_loss: 0.2473 - val_mape: 20630792.0000
Epoch 89/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2116 - mape: 4917178.5000 - val_loss: 0.2488 - val_mape: 20816632.0000
Epoch 90/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2111 - mape: 4888933.5000 - val_loss: 0.2485 - val_mape: 20695898.0000
Epoch 91/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2104 - mape: 4863636.0000 - val_loss: 0.2490 - val_mape: 20786418.0000
Epoch 92/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2097 - mape: 4855440.0000 - val_loss: 0.2508 - val_mape: 20824774.0000
Epoch 93/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2090 - mape: 4782423.0000 - val_loss: 0.2530 - val_mape: 21283362.0000
Epoch 94/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2083 - mape: 4844006.5000 - val_loss: 0.2529 - val_mape: 20976720.0000
Epoch 95/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2074 - mape: 4770561.0000 - val_loss: 0.2542 - val_mape: 21087700.0000
Epoch 96/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2065 - mape: 4754726.0000 - val_loss: 0.2579 - val_mape: 21668898.0000
Epoch 97/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2056 - mape: 4781399.5000 - val_loss: 0.2587 - val_mape: 21082018.0000
Epoch 98/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2051 - mape: 4506312.5000 - val_loss: 0.2610 - val_mape: 22405168.0000
Epoch 99/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2050 - mape: 4820066.0000 - val_loss: 0.2567 - val_mape: 20311444.0000
Epoch 100/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2045 - mape: 4235197.0000 - val_loss: 0.2620 - val_mape: 21660078.0000
Epoch 101/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2021 - mape: 4471627.5000 - val_loss: 0.2790 - val_mape: 24167242.0000
Epoch 102/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2044 - mape: 4927584.0000 - val_loss: 0.2622 - val_mape: 20677600.0000
Epoch 103/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2031 - mape: 4191772.0000 - val_loss: 0.2597 - val_mape: 20176470.0000
Epoch 104/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2023 - mape: 4199435.5000 - val_loss: 0.2620 - val_mape: 21757630.0000
Epoch 105/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2022 - mape: 4683540.0000 - val_loss: 0.2716 - val_mape: 22638848.0000
Epoch 106/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2001 - mape: 4603204.5000 - val_loss: 0.2890 - val_mape: 23224110.0000
Epoch 107/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2003 - mape: 4254341.0000 - val_loss: 0.3401 - val_mape: 25158366.0000
Epoch 108/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2003 - mape: 4489959.0000 - val_loss: 0.2865 - val_mape: 23123622.0000
Epoch 109/250
1/1 [==============================] - 0s 273ms/step - loss: 0.1979 - mape: 4413347.0000 - val_loss: 0.2725 - val_mape: 21894608.0000
Epoch 110/250
1/1 [==============================] - 0s 295ms/step - loss: 0.1991 - mape: 4462113.0000 - val_loss: 0.2707 - val_mape: 20817996.0000
Epoch 111/250
1/1 [==============================] - 0s 299ms/step - loss: 0.1984 - mape: 4199325.5000 - val_loss: 0.2752 - val_mape: 21167774.0000
Epoch 112/250
1/1 [==============================] - 0s 312ms/step - loss: 0.1979 - mape: 4175646.0000 - val_loss: 0.2865 - val_mape: 23132248.0000
Epoch 113/250
1/1 [==============================] - 0s 323ms/step - loss: 0.1968 - mape: 4574833.0000 - val_loss: 0.3045 - val_mape: 24167522.0000
Epoch 114/250
1/1 [==============================] - 0s 312ms/step - loss: 0.1959 - mape: 4574097.0000 - val_loss: 0.3180 - val_mape: 24087790.0000
Epoch 115/250
1/1 [==============================] - 0s 293ms/step - loss: 0.1955 - mape: 4341568.5000 - val_loss: 0.3336 - val_mape: 24876922.0000
Epoch 116/250
1/1 [==============================] - 0s 291ms/step - loss: 0.1942 - mape: 4483753.5000 - val_loss: 0.3321 - val_mape: 24800412.0000
Epoch 117/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1938 - mape: 4493708.0000 - val_loss: 0.3231 - val_mape: 23675202.0000
Epoch 118/250
1/1 [==============================] - 0s 292ms/step - loss: 0.1930 - mape: 4224382.5000 - val_loss: 0.3480 - val_mape: 25793640.0000
Epoch 119/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1918 - mape: 4488824.0000 - val_loss: 0.3516 - val_mape: 26224222.0000
Epoch 120/250
1/1 [==============================] - 0s 273ms/step - loss: 0.1909 - mape: 4546333.0000 - val_loss: 0.3285 - val_mape: 24042022.0000
Epoch 121/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1912 - mape: 4112609.5000 - val_loss: 0.3484 - val_mape: 26511554.0000
Epoch 122/250
1/1 [==============================] - 0s 302ms/step - loss: 0.1916 - mape: 4703069.0000 - val_loss: 0.3409 - val_mape: 23783654.0000
Epoch 123/250
1/1 [==============================] - 0s 282ms/step - loss: 0.1922 - mape: 3782226.7500 - val_loss: 0.3905 - val_mape: 27987952.0000
Epoch 124/250
1/1 [==============================] - 0s 293ms/step - loss: 0.1888 - mape: 4560895.5000 - val_loss: 0.3543 - val_mape: 25192450.0000
Epoch 125/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1861 - mape: 4084562.2500 - val_loss: 0.3561 - val_mape: 25773886.0000
Epoch 126/250
1/1 [==============================] - 0s 306ms/step - loss: 0.1847 - mape: 4324913.0000 - val_loss: 0.3670 - val_mape: 27076620.0000
Epoch 127/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1844 - mape: 4586015.0000 - val_loss: 0.3530 - val_mape: 24568440.0000
Epoch 128/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1862 - mape: 3849238.7500 - val_loss: 0.3753 - val_mape: 28368006.0000
Epoch 129/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1889 - mape: 4906104.5000 - val_loss: 0.3347 - val_mape: 22634182.0000
Epoch 130/250
1/1 [==============================] - 0s 302ms/step - loss: 0.1874 - mape: 3584651.2500 - val_loss: 0.3324 - val_mape: 23805602.0000
Epoch 131/250
1/1 [==============================] - 0s 295ms/step - loss: 0.1808 - mape: 4130748.0000 - val_loss: 0.3498 - val_mape: 26340398.0000
Epoch 132/250
1/1 [==============================] - 0s 288ms/step - loss: 0.1853 - mape: 4795118.5000 - val_loss: 0.3499 - val_mape: 22389538.0000
Epoch 133/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1882 - mape: 3399040.7500 - val_loss: 0.3597 - val_mape: 25555422.0000
Epoch 134/250
1/1 [==============================] - 0s 300ms/step - loss: 0.1785 - mape: 4041032.5000 - val_loss: 0.3616 - val_mape: 28255324.0000
Epoch 135/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1891 - mape: 5041278.5000 - val_loss: 0.3276 - val_mape: 23272804.0000
Epoch 136/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1784 - mape: 3674052.5000 - val_loss: 0.3197 - val_mape: 23036654.0000
Epoch 137/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1776 - mape: 3698058.2500 - val_loss: 0.3288 - val_mape: 26361108.0000
Epoch 138/250
1/1 [==============================] - 0s 284ms/step - loss: 0.1827 - mape: 4637273.5000 - val_loss: 0.3270 - val_mape: 23084508.0000
Epoch 139/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1768 - mape: 3529829.7500 - val_loss: 0.3335 - val_mape: 24533868.0000
Epoch 140/250
1/1 [==============================] - 0s 298ms/step - loss: 0.1739 - mape: 3795584.7500 - val_loss: 0.3374 - val_mape: 25276808.0000
Epoch 141/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1740 - mape: 3943068.2500 - val_loss: 0.3328 - val_mape: 22389780.0000
Epoch 142/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1793 - mape: 3200546.2500 - val_loss: 0.3279 - val_mape: 25324078.0000
Epoch 143/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1771 - mape: 4553888.5000 - val_loss: 0.3180 - val_mape: 22500560.0000
Epoch 144/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1723 - mape: 3694227.5000 - val_loss: 0.3154 - val_mape: 23703070.0000
Epoch 145/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1703 - mape: 4007769.5000 - val_loss: 0.3219 - val_mape: 22763014.0000
Epoch 146/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1731 - mape: 3275475.5000 - val_loss: 0.3286 - val_mape: 26746658.0000
Epoch 147/250
1/1 [==============================] - 0s 305ms/step - loss: 0.1819 - mape: 4826574.5000 - val_loss: 0.3280 - val_mape: 24087982.0000
Epoch 148/250
1/1 [==============================] - 0s 298ms/step - loss: 0.1678 - mape: 3809853.2500 - val_loss: 0.3293 - val_mape: 21466066.0000
Epoch 149/250
1/1 [==============================] - 0s 296ms/step - loss: 0.1813 - mape: 2961694.0000 - val_loss: 0.3216 - val_mape: 23680656.0000
Epoch 150/250
1/1 [==============================] - 0s 290ms/step - loss: 0.1673 - mape: 3832455.2500 - val_loss: 0.3229 - val_mape: 26565694.0000
Epoch 151/250
1/1 [==============================] - 0s 293ms/step - loss: 0.1822 - mape: 4627555.0000 - val_loss: 0.3211 - val_mape: 23286636.0000
Epoch 152/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1689 - mape: 3280648.5000 - val_loss: 0.3192 - val_mape: 24447522.0000
Epoch 153/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1661 - mape: 3807810.5000 - val_loss: 0.3211 - val_mape: 23380848.0000
Epoch 154/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1674 - mape: 3469188.0000 - val_loss: 0.3253 - val_mape: 25880332.0000
Epoch 155/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1710 - mape: 4331715.5000 - val_loss: 0.3331 - val_mape: 22689400.0000
Epoch 156/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1681 - mape: 3275221.5000 - val_loss: 0.3345 - val_mape: 24415820.0000
Epoch 157/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1653 - mape: 3908356.0000 - val_loss: 0.3354 - val_mape: 22247762.0000
Epoch 158/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1684 - mape: 2994980.0000 - val_loss: 0.3300 - val_mape: 25337050.0000
Epoch 159/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1708 - mape: 4110108.7500 - val_loss: 0.3306 - val_mape: 23610156.0000
Epoch 160/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1627 - mape: 3345861.7500 - val_loss: 0.3309 - val_mape: 26195814.0000
Epoch 161/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1665 - mape: 4324064.0000 - val_loss: 0.3242 - val_mape: 23341614.0000
Epoch 162/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1653 - mape: 3424725.0000 - val_loss: 0.3193 - val_mape: 24874874.0000
Epoch 163/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1623 - mape: 4008523.2500 - val_loss: 0.3206 - val_mape: 23777484.0000
Epoch 164/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1620 - mape: 3444892.0000 - val_loss: 0.3224 - val_mape: 26152088.0000
Epoch 165/250
1/1 [==============================] - 0s 297ms/step - loss: 0.1713 - mape: 4574435.0000 - val_loss: 0.3235 - val_mape: 23224410.0000
Epoch 166/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1594 - mape: 3642769.7500 - val_loss: 0.3383 - val_mape: 21974118.0000
Epoch 167/250
1/1 [==============================] - 0s 298ms/step - loss: 0.1706 - mape: 3139028.2500 - val_loss: 0.3450 - val_mape: 25164500.0000
Epoch 168/250
1/1 [==============================] - 0s 282ms/step - loss: 0.1659 - mape: 4144236.5000 - val_loss: 0.3346 - val_mape: 23927486.0000
Epoch 169/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1583 - mape: 3705259.2500 - val_loss: 0.3225 - val_mape: 23211810.0000
Epoch 170/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1619 - mape: 3252860.0000 - val_loss: 0.3180 - val_mape: 26201930.0000
Epoch 171/250
1/1 [==============================] - 0s 281ms/step - loss: 0.1737 - mape: 4385907.0000 - val_loss: 0.3187 - val_mape: 24458196.0000
Epoch 172/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1579 - mape: 3607623.2500 - val_loss: 0.3234 - val_mape: 24691806.0000
Epoch 173/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1590 - mape: 3890748.2500 - val_loss: 0.3269 - val_mape: 26810112.0000
Epoch 174/250
1/1 [==============================] - 0s 289ms/step - loss: 0.1658 - mape: 4680234.5000 - val_loss: 0.3199 - val_mape: 23984884.0000
Epoch 174: early stopping
1/1 [==============================] - 0s 294ms/step
Epoch 1/250
1/1 [==============================] - 5s 5s/step - loss: 0.4262 - mape: 268640.1875 - val_loss: 0.3786 - val_mape: 2718836.5000
Epoch 2/250
1/1 [==============================] - 0s 346ms/step - loss: 0.3782 - mape: 656040.8750 - val_loss: 0.3456 - val_mape: 5042614.0000
Epoch 3/250
1/1 [==============================] - 0s 322ms/step - loss: 0.3457 - mape: 1388542.2500 - val_loss: 0.3139 - val_mape: 7656036.0000
Epoch 4/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3161 - mape: 2243301.7500 - val_loss: 0.2866 - val_mape: 10791666.0000
Epoch 5/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2889 - mape: 3287757.7500 - val_loss: 0.2675 - val_mape: 14798964.0000
Epoch 6/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2672 - mape: 4618784.5000 - val_loss: 0.2648 - val_mape: 20126476.0000
Epoch 7/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2561 - mape: 6403581.0000 - val_loss: 0.2889 - val_mape: 26708296.0000
Epoch 8/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2664 - mape: 8615750.0000 - val_loss: 0.2935 - val_mape: 27767664.0000
Epoch 9/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2711 - mape: 9054251.0000 - val_loss: 0.2775 - val_mape: 25652410.0000
Epoch 10/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2596 - mape: 8410927.0000 - val_loss: 0.2635 - val_mape: 23142764.0000
Epoch 11/250
1/1 [==============================] - 0s 340ms/step - loss: 0.2513 - mape: 7608600.5000 - val_loss: 0.2548 - val_mape: 21051320.0000
Epoch 12/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2477 - mape: 6952780.0000 - val_loss: 0.2494 - val_mape: 19509980.0000
Epoch 13/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2461 - mape: 6485615.0000 - val_loss: 0.2457 - val_mape: 18457936.0000
Epoch 14/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2452 - mape: 6176272.0000 - val_loss: 0.2425 - val_mape: 17780574.0000
Epoch 15/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2441 - mape: 5997192.0000 - val_loss: 0.2394 - val_mape: 17429710.0000
Epoch 16/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2426 - mape: 5934581.5000 - val_loss: 0.2361 - val_mape: 17377498.0000
Epoch 17/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2407 - mape: 5980703.5000 - val_loss: 0.2329 - val_mape: 17578394.0000
Epoch 18/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2389 - mape: 6129071.5000 - val_loss: 0.2310 - val_mape: 17935018.0000
Epoch 19/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2388 - mape: 6338053.0000 - val_loss: 0.2309 - val_mape: 18163358.0000
Epoch 20/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2397 - mape: 6449555.0000 - val_loss: 0.2307 - val_mape: 18032088.0000
Epoch 21/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2384 - mape: 6337316.5000 - val_loss: 0.2308 - val_mape: 17711218.0000
Epoch 22/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2364 - mape: 6100528.5000 - val_loss: 0.2315 - val_mape: 17426528.0000
Epoch 23/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2354 - mape: 5865846.5000 - val_loss: 0.2326 - val_mape: 17328542.0000
Epoch 24/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2351 - mape: 5704670.0000 - val_loss: 0.2336 - val_mape: 17490626.0000
Epoch 25/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2346 - mape: 5645511.5000 - val_loss: 0.2345 - val_mape: 17939592.0000
Epoch 26/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2334 - mape: 5685568.0000 - val_loss: 0.2355 - val_mape: 18677552.0000
Epoch 27/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2318 - mape: 5818286.0000 - val_loss: 0.2375 - val_mape: 19647464.0000
Epoch 28/250
1/1 [==============================] - 0s 331ms/step - loss: 0.2306 - mape: 6021478.0000 - val_loss: 0.2407 - val_mape: 20723372.0000
Epoch 29/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2304 - mape: 6233424.0000 - val_loss: 0.2436 - val_mape: 21486440.0000
Epoch 30/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2305 - mape: 6314337.0000 - val_loss: 0.2442 - val_mape: 21580066.0000
Epoch 31/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2296 - mape: 6195562.0000 - val_loss: 0.2436 - val_mape: 21144770.0000
Epoch 32/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2288 - mape: 5964432.0000 - val_loss: 0.2433 - val_mape: 20555616.0000
Epoch 33/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2286 - mape: 5742337.5000 - val_loss: 0.2434 - val_mape: 20077640.0000
Epoch 34/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2285 - mape: 5587588.0000 - val_loss: 0.2437 - val_mape: 19817032.0000
Epoch 35/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2281 - mape: 5520685.0000 - val_loss: 0.2437 - val_mape: 19794082.0000
Epoch 36/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2272 - mape: 5543639.5000 - val_loss: 0.2435 - val_mape: 19933480.0000
Epoch 37/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2264 - mape: 5639553.5000 - val_loss: 0.2433 - val_mape: 20087370.0000
Epoch 38/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2262 - mape: 5749059.0000 - val_loss: 0.2430 - val_mape: 19991172.0000
Epoch 39/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2262 - mape: 5773956.0000 - val_loss: 0.2428 - val_mape: 19514778.0000
Epoch 40/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2255 - mape: 5652974.0000 - val_loss: 0.2432 - val_mape: 18863378.0000
Epoch 41/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2248 - mape: 5447745.0000 - val_loss: 0.2440 - val_mape: 18403930.0000
Epoch 42/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2246 - mape: 5278000.5000 - val_loss: 0.2445 - val_mape: 18311286.0000
Epoch 43/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2243 - mape: 5212306.0000 - val_loss: 0.2444 - val_mape: 18579416.0000
Epoch 44/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2235 - mape: 5255447.0000 - val_loss: 0.2438 - val_mape: 19040938.0000
Epoch 45/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2230 - mape: 5365244.5000 - val_loss: 0.2435 - val_mape: 19360466.0000
Epoch 46/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2229 - mape: 5439371.0000 - val_loss: 0.2438 - val_mape: 19072748.0000
Epoch 47/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2222 - mape: 5338914.5000 - val_loss: 0.2447 - val_mape: 18452538.0000
Epoch 48/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2215 - mape: 5143452.0000 - val_loss: 0.2455 - val_mape: 17946300.0000
Epoch 49/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2212 - mape: 4996158.5000 - val_loss: 0.2456 - val_mape: 17784748.0000
Epoch 50/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2206 - mape: 4960790.5000 - val_loss: 0.2448 - val_mape: 17982612.0000
Epoch 51/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2199 - mape: 5030256.0000 - val_loss: 0.2441 - val_mape: 18236300.0000
Epoch 52/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2196 - mape: 5093636.5000 - val_loss: 0.2449 - val_mape: 18108050.0000
Epoch 53/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2188 - mape: 5002244.0000 - val_loss: 0.2462 - val_mape: 17911368.0000
Epoch 54/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2183 - mape: 4874471.5000 - val_loss: 0.2466 - val_mape: 17953160.0000
Epoch 55/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2177 - mape: 4838094.0000 - val_loss: 0.2454 - val_mape: 18282542.0000
Epoch 56/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2169 - mape: 4912934.0000 - val_loss: 0.2443 - val_mape: 18303144.0000
Epoch 57/250
1/1 [==============================] - 0s 382ms/step - loss: 0.2164 - mape: 4943863.0000 - val_loss: 0.2455 - val_mape: 17647012.0000
Epoch 58/250
1/1 [==============================] - 0s 347ms/step - loss: 0.2156 - mape: 4772856.5000 - val_loss: 0.2459 - val_mape: 17475666.0000
Epoch 59/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2150 - mape: 4697200.0000 - val_loss: 0.2442 - val_mape: 18096442.0000
Epoch 60/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2140 - mape: 4818400.0000 - val_loss: 0.2448 - val_mape: 18352584.0000
Epoch 61/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2133 - mape: 4797714.5000 - val_loss: 0.2477 - val_mape: 18003302.0000
Epoch 62/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2127 - mape: 4627161.0000 - val_loss: 0.2467 - val_mape: 18324242.0000
Epoch 63/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2116 - mape: 4725179.0000 - val_loss: 0.2516 - val_mape: 17821694.0000
Epoch 64/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2108 - mape: 4522580.5000 - val_loss: 0.2523 - val_mape: 18538466.0000
Epoch 65/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2097 - mape: 4612036.0000 - val_loss: 0.2556 - val_mape: 19052312.0000
Epoch 66/250
1/1 [==============================] - 0s 330ms/step - loss: 0.2089 - mape: 4585612.5000 - val_loss: 0.2583 - val_mape: 18781554.0000
Epoch 67/250
1/1 [==============================] - 0s 392ms/step - loss: 0.2081 - mape: 4484531.5000 - val_loss: 0.2557 - val_mape: 19425068.0000
Epoch 68/250
1/1 [==============================] - 0s 413ms/step - loss: 0.2082 - mape: 4667437.5000 - val_loss: 0.2658 - val_mape: 17914008.0000
Epoch 69/250
1/1 [==============================] - 0s 388ms/step - loss: 0.2106 - mape: 4130310.5000 - val_loss: 0.2637 - val_mape: 20448658.0000
Epoch 70/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2062 - mape: 4588923.5000 - val_loss: 0.2640 - val_mape: 21298912.0000
Epoch 71/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2092 - mape: 4950137.5000 - val_loss: 0.2713 - val_mape: 17406152.0000
Epoch 72/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2105 - mape: 4052451.2500 - val_loss: 0.2734 - val_mape: 17388870.0000
Epoch 73/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2103 - mape: 4037413.7500 - val_loss: 0.2718 - val_mape: 20285844.0000
Epoch 74/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2044 - mape: 4682526.0000 - val_loss: 0.2794 - val_mape: 22724560.0000
Epoch 75/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2097 - mape: 5047730.0000 - val_loss: 0.2802 - val_mape: 19295458.0000
Epoch 76/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2053 - mape: 4160356.5000 - val_loss: 0.2837 - val_mape: 18113050.0000
Epoch 77/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2094 - mape: 3861249.5000 - val_loss: 0.2838 - val_mape: 19358674.0000
Epoch 78/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2042 - mape: 4130504.0000 - val_loss: 0.2871 - val_mape: 22194204.0000
Epoch 79/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2052 - mape: 4810522.0000 - val_loss: 0.2881 - val_mape: 21415024.0000
Epoch 79: early stopping
1/1 [==============================] - 0s 343ms/step
Epoch 1/250
5/5 [==============================] - 3s 230ms/step - loss: 0.4807 - mape: 1180504.7500 - val_loss: 0.4513 - val_mape: 1247659.7500
Epoch 2/250
5/5 [==============================] - 1s 150ms/step - loss: 0.4490 - mape: 681822.0000 - val_loss: 0.4290 - val_mape: 173439.9062
Epoch 3/250
5/5 [==============================] - 1s 167ms/step - loss: 0.4180 - mape: 221081.6250 - val_loss: 0.4136 - val_mape: 694828.9375
Epoch 4/250
5/5 [==============================] - 1s 152ms/step - loss: 0.3916 - mape: 247370.8125 - val_loss: 0.4065 - val_mape: 1003962.8125
Epoch 5/250
5/5 [==============================] - 1s 168ms/step - loss: 0.3741 - mape: 600519.1875 - val_loss: 0.4000 - val_mape: 1293664.7500
Epoch 6/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3624 - mape: 855036.1250 - val_loss: 0.3919 - val_mape: 1738575.2500
Epoch 7/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3529 - mape: 1088151.5000 - val_loss: 0.3828 - val_mape: 2279959.0000
Epoch 8/250
5/5 [==============================] - 1s 150ms/step - loss: 0.3437 - mape: 1312856.2500 - val_loss: 0.3729 - val_mape: 2889399.2500
Epoch 9/250
5/5 [==============================] - 1s 162ms/step - loss: 0.3342 - mape: 1557191.6250 - val_loss: 0.3624 - val_mape: 3557242.0000
Epoch 10/250
5/5 [==============================] - 1s 170ms/step - loss: 0.3244 - mape: 1825025.2500 - val_loss: 0.3514 - val_mape: 4288139.0000
Epoch 11/250
5/5 [==============================] - 1s 157ms/step - loss: 0.3146 - mape: 2115950.2500 - val_loss: 0.3402 - val_mape: 5080774.5000
Epoch 12/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3047 - mape: 2438934.5000 - val_loss: 0.3288 - val_mape: 5931277.0000
Epoch 13/250
5/5 [==============================] - 1s 165ms/step - loss: 0.2947 - mape: 2801435.0000 - val_loss: 0.3172 - val_mape: 6854481.5000
Epoch 14/250
5/5 [==============================] - 1s 163ms/step - loss: 0.2849 - mape: 3208720.0000 - val_loss: 0.3057 - val_mape: 7869035.5000
Epoch 15/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2757 - mape: 3665897.7500 - val_loss: 0.2943 - val_mape: 8969941.0000
Epoch 16/250
5/5 [==============================] - 1s 164ms/step - loss: 0.2674 - mape: 4171199.2500 - val_loss: 0.2833 - val_mape: 10136803.0000
Epoch 17/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2605 - mape: 4720832.0000 - val_loss: 0.2734 - val_mape: 11357366.0000
Epoch 18/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2553 - mape: 5291522.5000 - val_loss: 0.2650 - val_mape: 12552599.0000
Epoch 19/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2523 - mape: 5836406.5000 - val_loss: 0.2586 - val_mape: 13599368.0000
Epoch 20/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2508 - mape: 6250932.0000 - val_loss: 0.2547 - val_mape: 14259014.0000
Epoch 21/250
5/5 [==============================] - 1s 164ms/step - loss: 0.2492 - mape: 6414804.0000 - val_loss: 0.2527 - val_mape: 14450122.0000
Epoch 22/250
5/5 [==============================] - 1s 164ms/step - loss: 0.2474 - mape: 6360810.0000 - val_loss: 0.2517 - val_mape: 14403917.0000
Epoch 23/250
5/5 [==============================] - 1s 171ms/step - loss: 0.2460 - mape: 6229974.5000 - val_loss: 0.2507 - val_mape: 14368773.0000
Epoch 24/250
5/5 [==============================] - 1s 163ms/step - loss: 0.2448 - mape: 6112160.0000 - val_loss: 0.2493 - val_mape: 14447217.0000
Epoch 25/250
5/5 [==============================] - 1s 164ms/step - loss: 0.2436 - mape: 6049289.0000 - val_loss: 0.2472 - val_mape: 14660465.0000
Epoch 26/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2421 - mape: 6037850.0000 - val_loss: 0.2449 - val_mape: 15006136.0000
Epoch 27/250
5/5 [==============================] - 1s 167ms/step - loss: 0.2405 - mape: 6054482.5000 - val_loss: 0.2425 - val_mape: 15392200.0000
Epoch 28/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2390 - mape: 6105720.5000 - val_loss: 0.2401 - val_mape: 15776483.0000
Epoch 29/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2377 - mape: 6145297.5000 - val_loss: 0.2384 - val_mape: 16125930.0000
Epoch 30/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2365 - mape: 6146313.5000 - val_loss: 0.2371 - val_mape: 16451868.0000
Epoch 31/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2356 - mape: 6132613.5000 - val_loss: 0.2362 - val_mape: 16726688.0000
Epoch 32/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2347 - mape: 6107937.0000 - val_loss: 0.2355 - val_mape: 16948774.0000
Epoch 33/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2338 - mape: 6090919.5000 - val_loss: 0.2349 - val_mape: 17156676.0000
Epoch 34/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2330 - mape: 6071920.0000 - val_loss: 0.2346 - val_mape: 17341288.0000
Epoch 35/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2323 - mape: 6039945.0000 - val_loss: 0.2344 - val_mape: 17513072.0000
Epoch 36/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2315 - mape: 6009764.5000 - val_loss: 0.2343 - val_mape: 17745630.0000
Epoch 37/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2307 - mape: 5991698.5000 - val_loss: 0.2344 - val_mape: 17977828.0000
Epoch 38/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2299 - mape: 5971275.5000 - val_loss: 0.2345 - val_mape: 18217914.0000
Epoch 39/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2291 - mape: 5946322.0000 - val_loss: 0.2347 - val_mape: 18418578.0000
Epoch 40/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2283 - mape: 5911030.5000 - val_loss: 0.2350 - val_mape: 18533632.0000
Epoch 41/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2276 - mape: 5863066.5000 - val_loss: 0.2353 - val_mape: 18543406.0000
Epoch 42/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2270 - mape: 5798611.0000 - val_loss: 0.2354 - val_mape: 18509538.0000
Epoch 43/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2264 - mape: 5740050.5000 - val_loss: 0.2355 - val_mape: 18421588.0000
Epoch 44/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2259 - mape: 5678073.0000 - val_loss: 0.2354 - val_mape: 18254530.0000
Epoch 45/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2253 - mape: 5593516.5000 - val_loss: 0.2353 - val_mape: 18013870.0000
Epoch 46/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2248 - mape: 5521525.0000 - val_loss: 0.2352 - val_mape: 17938908.0000
Epoch 47/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2244 - mape: 5470905.5000 - val_loss: 0.2351 - val_mape: 17822948.0000
Epoch 48/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2239 - mape: 5424263.5000 - val_loss: 0.2350 - val_mape: 17811260.0000
Epoch 49/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2235 - mape: 5392975.0000 - val_loss: 0.2351 - val_mape: 17722538.0000
Epoch 50/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2231 - mape: 5355096.5000 - val_loss: 0.2353 - val_mape: 17679548.0000
Epoch 51/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2227 - mape: 5312014.0000 - val_loss: 0.2356 - val_mape: 17588268.0000
Epoch 52/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2223 - mape: 5282030.0000 - val_loss: 0.2359 - val_mape: 17616824.0000
Epoch 53/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2219 - mape: 5256065.0000 - val_loss: 0.2362 - val_mape: 17557964.0000
Epoch 54/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2215 - mape: 5225151.0000 - val_loss: 0.2364 - val_mape: 17606042.0000
Epoch 55/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2211 - mape: 5207359.5000 - val_loss: 0.2367 - val_mape: 17562932.0000
Epoch 56/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2206 - mape: 5165923.0000 - val_loss: 0.2370 - val_mape: 17526034.0000
Epoch 57/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2202 - mape: 5156336.0000 - val_loss: 0.2374 - val_mape: 17548416.0000
Epoch 58/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2197 - mape: 5126913.0000 - val_loss: 0.2379 - val_mape: 17503134.0000
Epoch 59/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2192 - mape: 5087939.0000 - val_loss: 0.2383 - val_mape: 17530722.0000
Epoch 60/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2187 - mape: 5068290.5000 - val_loss: 0.2387 - val_mape: 17526792.0000
Epoch 61/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2182 - mape: 5021476.5000 - val_loss: 0.2392 - val_mape: 17504922.0000
Epoch 62/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2177 - mape: 4995816.5000 - val_loss: 0.2395 - val_mape: 17599592.0000
Epoch 63/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2171 - mape: 4971785.5000 - val_loss: 0.2400 - val_mape: 17617106.0000
Epoch 64/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2165 - mape: 4927367.0000 - val_loss: 0.2406 - val_mape: 17621286.0000
Epoch 65/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2159 - mape: 4894169.0000 - val_loss: 0.2413 - val_mape: 17586364.0000
Epoch 66/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2152 - mape: 4848642.5000 - val_loss: 0.2422 - val_mape: 17513414.0000
Epoch 67/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2144 - mape: 4786823.5000 - val_loss: 0.2429 - val_mape: 17552468.0000
Epoch 68/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2134 - mape: 4732244.5000 - val_loss: 0.2437 - val_mape: 17528538.0000
Epoch 69/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2125 - mape: 4692926.5000 - val_loss: 0.2447 - val_mape: 17537968.0000
Epoch 70/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2112 - mape: 4611321.5000 - val_loss: 0.2457 - val_mape: 17581602.0000
Epoch 71/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2099 - mape: 4559973.0000 - val_loss: 0.2468 - val_mape: 17743084.0000
Epoch 72/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2084 - mape: 4488797.0000 - val_loss: 0.2485 - val_mape: 17772908.0000
Epoch 73/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2071 - mape: 4341044.5000 - val_loss: 0.2503 - val_mape: 17897262.0000
Epoch 74/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2059 - mape: 4246074.5000 - val_loss: 0.2536 - val_mape: 17870914.0000
Epoch 75/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2059 - mape: 3953464.0000 - val_loss: 0.2445 - val_mape: 18129102.0000
Epoch 76/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2053 - mape: 4498978.0000 - val_loss: 0.2462 - val_mape: 17718512.0000
Epoch 77/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2049 - mape: 4355378.0000 - val_loss: 0.2453 - val_mape: 18241776.0000
Epoch 78/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2040 - mape: 4481519.5000 - val_loss: 0.2450 - val_mape: 18261608.0000
Epoch 79/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2031 - mape: 4298678.0000 - val_loss: 0.2454 - val_mape: 18371444.0000
Epoch 80/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2023 - mape: 4367998.5000 - val_loss: 0.2476 - val_mape: 17951052.0000
Epoch 81/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2013 - mape: 4083241.2500 - val_loss: 0.2474 - val_mape: 18970708.0000
Epoch 82/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2004 - mape: 4287489.5000 - val_loss: 0.2510 - val_mape: 18004488.0000
Epoch 83/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1996 - mape: 4031135.2500 - val_loss: 0.2500 - val_mape: 19446582.0000
Epoch 84/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1983 - mape: 4200871.0000 - val_loss: 0.2529 - val_mape: 18171722.0000
Epoch 85/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1976 - mape: 3904039.7500 - val_loss: 0.2518 - val_mape: 19888028.0000
Epoch 86/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1960 - mape: 4069125.7500 - val_loss: 0.2578 - val_mape: 18668290.0000
Epoch 87/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1953 - mape: 3905954.5000 - val_loss: 0.3983 - val_mape: 19674130.0000
Epoch 88/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1932 - mape: 3817849.5000 - val_loss: 2.5746 - val_mape: 22386286.0000
Epoch 89/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1914 - mape: 4031648.0000 - val_loss: 1.1740 - val_mape: 95432752.0000
Epoch 90/250
5/5 [==============================] - 1s 141ms/step - loss: 0.3120 - mape: 3430695.2500 - val_loss: 0.2568 - val_mape: 20894940.0000
Epoch 91/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1915 - mape: 4334161.0000 - val_loss: 0.2642 - val_mape: 17766350.0000
Epoch 92/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1961 - mape: 3901890.5000 - val_loss: 0.2612 - val_mape: 21266820.0000
Epoch 93/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1891 - mape: 3723515.5000 - val_loss: 0.2610 - val_mape: 21117284.0000
Epoch 94/250
5/5 [==============================] - 1s 158ms/step - loss: 0.1858 - mape: 4021853.2500 - val_loss: 0.8029 - val_mape: 39645048.0000
Epoch 95/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1889 - mape: 3526793.2500 - val_loss: 0.2711 - val_mape: 21401580.0000
Epoch 96/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1832 - mape: 3837258.5000 - val_loss: 0.4403 - val_mape: 22194778.0000
Epoch 97/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1809 - mape: 3955955.5000 - val_loss: 1.3614 - val_mape: 100424312.0000
Epoch 98/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2040 - mape: 3072119.0000 - val_loss: 0.2698 - val_mape: 19864680.0000
Epoch 99/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1829 - mape: 3981109.5000 - val_loss: 0.2655 - val_mape: 19529914.0000
Epoch 100/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1824 - mape: 3639057.0000 - val_loss: 0.3124 - val_mape: 28789112.0000
Epoch 101/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2114 - mape: 5602058.0000 - val_loss: 0.2656 - val_mape: 21737044.0000
Epoch 102/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1857 - mape: 3462887.2500 - val_loss: 0.3251 - val_mape: 21700724.0000
Epoch 102: early stopping
1/1 [==============================] - 0s 304ms/step
Epoch 1/250
5/5 [==============================] - 4s 245ms/step - loss: 0.3340 - mape: 1598422.7500 - val_loss: 0.2917 - val_mape: 9228344.0000
Epoch 2/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2778 - mape: 4251496.0000 - val_loss: 0.2565 - val_mape: 18352918.0000
Epoch 3/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2643 - mape: 7469881.5000 - val_loss: 0.2612 - val_mape: 21900352.0000
Epoch 4/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2497 - mape: 7167893.0000 - val_loss: 0.2500 - val_mape: 17953988.0000
Epoch 5/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2489 - mape: 5953529.0000 - val_loss: 0.2460 - val_mape: 17020620.0000
Epoch 6/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2463 - mape: 5796837.5000 - val_loss: 0.2408 - val_mape: 18471882.0000
Epoch 7/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2402 - mape: 6397579.5000 - val_loss: 0.2430 - val_mape: 21108372.0000
Epoch 8/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2371 - mape: 6991769.0000 - val_loss: 0.2362 - val_mape: 19550682.0000
Epoch 9/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2346 - mape: 6117407.0000 - val_loss: 0.2339 - val_mape: 17974348.0000
Epoch 10/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2324 - mape: 5882756.0000 - val_loss: 0.2355 - val_mape: 19677904.0000
Epoch 11/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2297 - mape: 6170287.5000 - val_loss: 0.2356 - val_mape: 18789788.0000
Epoch 12/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2288 - mape: 5605842.5000 - val_loss: 0.2379 - val_mape: 19879456.0000
Epoch 13/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2258 - mape: 5899451.0000 - val_loss: 0.2396 - val_mape: 17798772.0000
Epoch 14/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2254 - mape: 5173820.5000 - val_loss: 0.2422 - val_mape: 20113604.0000
Epoch 15/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2237 - mape: 5692793.0000 - val_loss: 0.2504 - val_mape: 15506514.0000
Epoch 16/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2249 - mape: 4810036.5000 - val_loss: 0.2467 - val_mape: 17514728.0000
Epoch 17/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2216 - mape: 5444402.0000 - val_loss: 0.2556 - val_mape: 16514028.0000
Epoch 18/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2234 - mape: 4755468.0000 - val_loss: 0.2504 - val_mape: 19893496.0000
Epoch 19/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2212 - mape: 5755946.0000 - val_loss: 0.2619 - val_mape: 14580513.0000
Epoch 20/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2221 - mape: 4539203.5000 - val_loss: 0.2546 - val_mape: 16105545.0000
Epoch 21/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2189 - mape: 5140958.0000 - val_loss: 0.2595 - val_mape: 17007010.0000
Epoch 22/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2221 - mape: 4551045.5000 - val_loss: 0.2563 - val_mape: 20227856.0000
Epoch 23/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2189 - mape: 5816821.5000 - val_loss: 0.2624 - val_mape: 16114131.0000
Epoch 24/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2160 - mape: 4655521.0000 - val_loss: 0.2653 - val_mape: 15791068.0000
Epoch 25/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2159 - mape: 4824672.0000 - val_loss: 0.2730 - val_mape: 16554196.0000
Epoch 26/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2176 - mape: 4385026.5000 - val_loss: 0.2643 - val_mape: 21274224.0000
Epoch 27/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2180 - mape: 5822783.0000 - val_loss: 0.2741 - val_mape: 15857181.0000
Epoch 28/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2136 - mape: 4545513.5000 - val_loss: 0.2741 - val_mape: 15722400.0000
Epoch 29/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2129 - mape: 4751182.0000 - val_loss: 0.2845 - val_mape: 16746158.0000
Epoch 30/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2163 - mape: 4147283.5000 - val_loss: 0.2724 - val_mape: 21820206.0000
Epoch 31/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2179 - mape: 6075528.0000 - val_loss: 0.2785 - val_mape: 16516837.0000
Epoch 32/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2155 - mape: 4206749.0000 - val_loss: 0.2884 - val_mape: 17365776.0000
Epoch 33/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2111 - mape: 4913019.0000 - val_loss: 0.2808 - val_mape: 19388870.0000
Epoch 34/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2050 - mape: 4627314.5000 - val_loss: 0.2988 - val_mape: 19295594.0000
Epoch 35/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2027 - mape: 4525984.0000 - val_loss: 0.3217 - val_mape: 21183564.0000
Epoch 36/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2022 - mape: 4918686.0000 - val_loss: 0.3321 - val_mape: 12361123.0000
Epoch 37/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2098 - mape: 3876694.7500 - val_loss: 0.2832 - val_mape: 18308674.0000
Epoch 38/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2054 - mape: 4554631.5000 - val_loss: 0.2765 - val_mape: 17997852.0000
Epoch 39/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2033 - mape: 4833220.0000 - val_loss: 0.2894 - val_mape: 16836454.0000
Epoch 40/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2022 - mape: 4576533.5000 - val_loss: 0.3007 - val_mape: 20643842.0000
Epoch 41/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1992 - mape: 5073528.5000 - val_loss: 0.3058 - val_mape: 17174686.0000
Epoch 42/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1995 - mape: 4323121.0000 - val_loss: 0.3254 - val_mape: 17857832.0000
Epoch 43/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1997 - mape: 4213382.5000 - val_loss: 0.2998 - val_mape: 25406170.0000
Epoch 44/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2065 - mape: 5416942.5000 - val_loss: 206035724710340198400.0000 - val_mape: 24167610086900396048502489088.0000
Epoch 45/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2101 - mape: 4072586.2500 - val_loss: 3330268090727382646784.0000 - val_mape: 363497435369019333949465296896.0000
Epoch 46/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2103 - mape: 4973591.0000 - val_loss: 9061577405491723632640.0000 - val_mape: 1036909275898938107723702599680.0000
Epoch 46: early stopping
1/1 [==============================] - 0s 327ms/step
Epoch 1/250
5/5 [==============================] - 3s 244ms/step - loss: 0.3537 - mape: 1163142.6250 - val_loss: 0.2864 - val_mape: 10675543.0000
Epoch 2/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2680 - mape: 5805538.0000 - val_loss: 0.2683 - val_mape: 21841932.0000
Epoch 3/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2510 - mape: 7156447.5000 - val_loss: 0.2585 - val_mape: 16103570.0000
Epoch 4/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2493 - mape: 5654244.0000 - val_loss: 0.2532 - val_mape: 16729466.0000
Epoch 5/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2430 - mape: 6297674.5000 - val_loss: 0.2504 - val_mape: 20143138.0000
Epoch 6/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2400 - mape: 7360262.5000 - val_loss: 0.2459 - val_mape: 19475376.0000
Epoch 7/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2369 - mape: 6555717.5000 - val_loss: 0.2423 - val_mape: 17871854.0000
Epoch 8/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2337 - mape: 6176206.5000 - val_loss: 0.2420 - val_mape: 19838370.0000
Epoch 9/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2311 - mape: 6403272.0000 - val_loss: 0.2407 - val_mape: 18442394.0000
Epoch 10/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2306 - mape: 5673911.0000 - val_loss: 0.2482 - val_mape: 21178562.0000
Epoch 11/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2293 - mape: 6056601.5000 - val_loss: 0.2412 - val_mape: 16109820.0000
Epoch 12/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2299 - mape: 5338481.5000 - val_loss: 0.2395 - val_mape: 16674016.0000
Epoch 13/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2277 - mape: 5567667.5000 - val_loss: 0.2415 - val_mape: 19222696.0000
Epoch 14/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2259 - mape: 5780687.0000 - val_loss: 0.2443 - val_mape: 20295252.0000
Epoch 15/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2246 - mape: 5718625.5000 - val_loss: 0.2413 - val_mape: 17682742.0000
Epoch 16/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2237 - mape: 5257073.5000 - val_loss: 0.2425 - val_mape: 17185406.0000
Epoch 17/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2237 - mape: 4996127.0000 - val_loss: 0.2454 - val_mape: 21244794.0000
Epoch 18/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2238 - mape: 5664075.0000 - val_loss: 0.2448 - val_mape: 15562749.0000
Epoch 19/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2245 - mape: 4879426.5000 - val_loss: 0.2428 - val_mape: 17026918.0000
Epoch 20/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2219 - mape: 4869780.0000 - val_loss: 0.2445 - val_mape: 21398718.0000
Epoch 21/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2205 - mape: 5566935.5000 - val_loss: 0.2417 - val_mape: 17120462.0000
Epoch 22/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2187 - mape: 4772009.5000 - val_loss: 0.2387 - val_mape: 17837658.0000
Epoch 23/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2164 - mape: 4567320.0000 - val_loss: 0.2405 - val_mape: 21893448.0000
Epoch 24/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2171 - mape: 5423022.0000 - val_loss: 0.2471 - val_mape: 15092827.0000
Epoch 25/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2215 - mape: 4236325.5000 - val_loss: 0.2419 - val_mape: 20395424.0000
Epoch 26/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2154 - mape: 4788488.0000 - val_loss: 0.2522 - val_mape: 24049050.0000
Epoch 27/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2148 - mape: 5077091.0000 - val_loss: 0.2349 - val_mape: 18213384.0000
Epoch 28/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2182 - mape: 4823799.0000 - val_loss: 0.2428 - val_mape: 17120134.0000
Epoch 29/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2245 - mape: 3950840.0000 - val_loss: 0.2549 - val_mape: 20486736.0000
Epoch 30/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2164 - mape: 5305456.0000 - val_loss: 0.2664 - val_mape: 25421460.0000
Epoch 31/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2145 - mape: 5278431.5000 - val_loss: 0.2416 - val_mape: 15023841.0000
Epoch 32/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2197 - mape: 4013574.5000 - val_loss: 0.2413 - val_mape: 20232880.0000
Epoch 32: early stopping
1/1 [==============================] - 0s 291ms/step
Epoch 1/250
3/3 [==============================] - 3s 341ms/step - loss: 0.3736 - mape: 656657.9375 - val_loss: 0.3863 - val_mape: 1987042.1250
Epoch 2/250
3/3 [==============================] - 1s 192ms/step - loss: 0.3652 - mape: 838260.5625 - val_loss: 0.3765 - val_mape: 2561173.5000
Epoch 3/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3575 - mape: 1013335.1875 - val_loss: 0.3671 - val_mape: 3130975.0000
Epoch 4/250
3/3 [==============================] - 0s 174ms/step - loss: 0.3501 - mape: 1179626.1250 - val_loss: 0.3578 - val_mape: 3686888.0000
Epoch 5/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3430 - mape: 1346356.0000 - val_loss: 0.3488 - val_mape: 4221711.5000
Epoch 6/250
3/3 [==============================] - 1s 183ms/step - loss: 0.3361 - mape: 1521308.3750 - val_loss: 0.3405 - val_mape: 4795280.5000
Epoch 7/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3290 - mape: 1699915.7500 - val_loss: 0.3324 - val_mape: 5447438.0000
Epoch 8/250
3/3 [==============================] - 0s 171ms/step - loss: 0.3217 - mape: 1891776.2500 - val_loss: 0.3242 - val_mape: 6104354.5000
Epoch 9/250
3/3 [==============================] - 1s 181ms/step - loss: 0.3140 - mape: 2103884.2500 - val_loss: 0.3157 - val_mape: 6809413.0000
Epoch 10/250
3/3 [==============================] - 1s 187ms/step - loss: 0.3060 - mape: 2349111.0000 - val_loss: 0.3070 - val_mape: 7599452.0000
Epoch 11/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2975 - mape: 2631717.0000 - val_loss: 0.2980 - val_mape: 8495826.0000
Epoch 12/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2883 - mape: 2967875.2500 - val_loss: 0.2875 - val_mape: 9517715.0000
Epoch 13/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2788 - mape: 3362757.0000 - val_loss: 0.2766 - val_mape: 10660484.0000
Epoch 14/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2697 - mape: 3806894.5000 - val_loss: 0.2664 - val_mape: 11899599.0000
Epoch 15/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2617 - mape: 4295446.0000 - val_loss: 0.2576 - val_mape: 13206637.0000
Epoch 16/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2551 - mape: 4814730.5000 - val_loss: 0.2507 - val_mape: 14555174.0000
Epoch 17/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2499 - mape: 5353375.0000 - val_loss: 0.2459 - val_mape: 15888147.0000
Epoch 18/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2463 - mape: 5888291.0000 - val_loss: 0.2430 - val_mape: 17114256.0000
Epoch 19/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2444 - mape: 6374567.0000 - val_loss: 0.2418 - val_mape: 18092648.0000
Epoch 20/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2438 - mape: 6748990.5000 - val_loss: 0.2412 - val_mape: 18644566.0000
Epoch 21/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2434 - mape: 6930736.5000 - val_loss: 0.2404 - val_mape: 18696986.0000
Epoch 22/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2424 - mape: 6900613.5000 - val_loss: 0.2394 - val_mape: 18377622.0000
Epoch 23/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2413 - mape: 6729345.0000 - val_loss: 0.2386 - val_mape: 17898950.0000
Epoch 24/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2403 - mape: 6512641.0000 - val_loss: 0.2380 - val_mape: 17426488.0000
Epoch 25/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2397 - mape: 6316401.5000 - val_loss: 0.2376 - val_mape: 17056130.0000
Epoch 26/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2392 - mape: 6173290.0000 - val_loss: 0.2370 - val_mape: 16822406.0000
Epoch 27/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2387 - mape: 6090085.5000 - val_loss: 0.2361 - val_mape: 16718472.0000
Epoch 28/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2379 - mape: 6060225.0000 - val_loss: 0.2351 - val_mape: 16711523.0000
Epoch 29/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2372 - mape: 6067651.0000 - val_loss: 0.2339 - val_mape: 16750733.0000
Epoch 30/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2365 - mape: 6090708.5000 - val_loss: 0.2330 - val_mape: 16784154.0000
Epoch 31/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2360 - mape: 6102383.0000 - val_loss: 0.2324 - val_mape: 16757149.0000
Epoch 32/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2356 - mape: 6077952.5000 - val_loss: 0.2324 - val_mape: 16646312.0000
Epoch 33/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2352 - mape: 6009548.0000 - val_loss: 0.2327 - val_mape: 16484216.0000
Epoch 34/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2349 - mape: 5921858.5000 - val_loss: 0.2332 - val_mape: 16343580.0000
Epoch 35/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2346 - mape: 5848676.5000 - val_loss: 0.2335 - val_mape: 16271336.0000
Epoch 36/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2343 - mape: 5806848.0000 - val_loss: 0.2337 - val_mape: 16271997.0000
Epoch 37/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2340 - mape: 5794373.0000 - val_loss: 0.2338 - val_mape: 16323991.0000
Epoch 38/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2337 - mape: 5799389.0000 - val_loss: 0.2339 - val_mape: 16402616.0000
Epoch 39/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2333 - mape: 5809880.5000 - val_loss: 0.2341 - val_mape: 16486193.0000
Epoch 40/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2329 - mape: 5816639.0000 - val_loss: 0.2344 - val_mape: 16561290.0000
Epoch 41/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2325 - mape: 5815650.0000 - val_loss: 0.2349 - val_mape: 16631770.0000
Epoch 42/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2322 - mape: 5811225.5000 - val_loss: 0.2353 - val_mape: 16711732.0000
Epoch 43/250
3/3 [==============================] - 1s 202ms/step - loss: 0.2318 - mape: 5811019.0000 - val_loss: 0.2358 - val_mape: 16817836.0000
Epoch 44/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2314 - mape: 5821012.0000 - val_loss: 0.2361 - val_mape: 16945546.0000
Epoch 45/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2311 - mape: 5838420.5000 - val_loss: 0.2364 - val_mape: 17081850.0000
Epoch 46/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2307 - mape: 5855579.0000 - val_loss: 0.2368 - val_mape: 17217406.0000
Epoch 47/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2303 - mape: 5868279.0000 - val_loss: 0.2372 - val_mape: 17340508.0000
Epoch 48/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2299 - mape: 5871485.5000 - val_loss: 0.2377 - val_mape: 17443982.0000
Epoch 49/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2295 - mape: 5866539.5000 - val_loss: 0.2382 - val_mape: 17544612.0000
Epoch 50/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2291 - mape: 5861832.0000 - val_loss: 0.2387 - val_mape: 17654872.0000
Epoch 51/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2287 - mape: 5861531.5000 - val_loss: 0.2392 - val_mape: 17773346.0000
Epoch 52/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2283 - mape: 5864442.0000 - val_loss: 0.2397 - val_mape: 17897868.0000
Epoch 53/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2278 - mape: 5867604.5000 - val_loss: 0.2403 - val_mape: 18013142.0000
Epoch 54/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2274 - mape: 5868361.5000 - val_loss: 0.2408 - val_mape: 18119486.0000
Epoch 55/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2270 - mape: 5863645.0000 - val_loss: 0.2414 - val_mape: 18203146.0000
Epoch 56/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2265 - mape: 5848800.5000 - val_loss: 0.2421 - val_mape: 18259416.0000
Epoch 57/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2261 - mape: 5828297.5000 - val_loss: 0.2429 - val_mape: 18298770.0000
Epoch 58/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2257 - mape: 5808247.5000 - val_loss: 0.2437 - val_mape: 18311638.0000
Epoch 59/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2254 - mape: 5783636.0000 - val_loss: 0.2445 - val_mape: 18269174.0000
Epoch 60/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2250 - mape: 5746182.5000 - val_loss: 0.2454 - val_mape: 18206036.0000
Epoch 61/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2246 - mape: 5710138.0000 - val_loss: 0.2462 - val_mape: 18146196.0000
Epoch 62/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2243 - mape: 5679828.5000 - val_loss: 0.2469 - val_mape: 18095780.0000
Epoch 63/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2239 - mape: 5653371.0000 - val_loss: 0.2476 - val_mape: 18037854.0000
Epoch 64/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2236 - mape: 5621976.5000 - val_loss: 0.2485 - val_mape: 17953190.0000
Epoch 65/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2233 - mape: 5579768.5000 - val_loss: 0.2493 - val_mape: 17860136.0000
Epoch 66/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2229 - mape: 5535452.0000 - val_loss: 0.2501 - val_mape: 17782900.0000
Epoch 67/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2226 - mape: 5498956.5000 - val_loss: 0.2508 - val_mape: 17737164.0000
Epoch 68/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2223 - mape: 5473140.0000 - val_loss: 0.2516 - val_mape: 17683184.0000
Epoch 69/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2219 - mape: 5444296.0000 - val_loss: 0.2523 - val_mape: 17613086.0000
Epoch 70/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2216 - mape: 5413152.5000 - val_loss: 0.2529 - val_mape: 17564398.0000
Epoch 71/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2213 - mape: 5389529.5000 - val_loss: 0.2536 - val_mape: 17523606.0000
Epoch 72/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2210 - mape: 5368058.0000 - val_loss: 0.2541 - val_mape: 17493190.0000
Epoch 73/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2206 - mape: 5347577.5000 - val_loss: 0.2548 - val_mape: 17462300.0000
Epoch 74/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2203 - mape: 5324299.5000 - val_loss: 0.2555 - val_mape: 17443492.0000
Epoch 75/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2199 - mape: 5302213.0000 - val_loss: 0.2564 - val_mape: 17440998.0000
Epoch 76/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2195 - mape: 5291859.5000 - val_loss: 0.2569 - val_mape: 17436212.0000
Epoch 77/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2192 - mape: 5284264.5000 - val_loss: 0.2576 - val_mape: 17383252.0000
Epoch 78/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2188 - mape: 5254011.0000 - val_loss: 0.2583 - val_mape: 17324666.0000
Epoch 79/250
3/3 [==============================] - 1s 168ms/step - loss: 0.2184 - mape: 5225328.5000 - val_loss: 0.2588 - val_mape: 17319512.0000
Epoch 80/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2180 - mape: 5218700.5000 - val_loss: 0.2593 - val_mape: 17345994.0000
Epoch 81/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2176 - mape: 5203965.0000 - val_loss: 0.2600 - val_mape: 17313554.0000
Epoch 82/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2172 - mape: 5172781.5000 - val_loss: 0.2604 - val_mape: 17303686.0000
Epoch 83/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2168 - mape: 5168736.5000 - val_loss: 0.2606 - val_mape: 17318750.0000
Epoch 84/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2164 - mape: 5153630.0000 - val_loss: 0.2612 - val_mape: 17310294.0000
Epoch 85/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2161 - mape: 5123333.5000 - val_loss: 0.2618 - val_mape: 17311966.0000
Epoch 86/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2157 - mape: 5105568.5000 - val_loss: 0.2621 - val_mape: 17323220.0000
Epoch 87/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2153 - mape: 5094604.0000 - val_loss: 0.2622 - val_mape: 17333492.0000
Epoch 88/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2149 - mape: 5076637.0000 - val_loss: 0.2625 - val_mape: 17305492.0000
Epoch 89/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2145 - mape: 5049931.5000 - val_loss: 0.2627 - val_mape: 17284016.0000
Epoch 90/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2141 - mape: 5032405.0000 - val_loss: 0.2628 - val_mape: 17287316.0000
Epoch 91/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2137 - mape: 5016613.5000 - val_loss: 0.2628 - val_mape: 17293752.0000
Epoch 92/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2133 - mape: 4998094.0000 - val_loss: 0.2627 - val_mape: 17318488.0000
Epoch 93/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2128 - mape: 4989934.0000 - val_loss: 0.2626 - val_mape: 17327480.0000
Epoch 94/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2124 - mape: 4974288.5000 - val_loss: 0.2627 - val_mape: 17328186.0000
Epoch 95/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2120 - mape: 4947230.0000 - val_loss: 0.2627 - val_mape: 17344896.0000
Epoch 96/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2115 - mape: 4950817.0000 - val_loss: 0.2628 - val_mape: 17355290.0000
Epoch 97/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2111 - mape: 4919949.0000 - val_loss: 0.2629 - val_mape: 17346794.0000
Epoch 98/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2106 - mape: 4927787.0000 - val_loss: 0.2631 - val_mape: 17316858.0000
Epoch 99/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2101 - mape: 4864937.5000 - val_loss: 0.2630 - val_mape: 17390602.0000
Epoch 100/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2097 - mape: 4904607.5000 - val_loss: 0.2629 - val_mape: 17402436.0000
Epoch 101/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2092 - mape: 4826649.0000 - val_loss: 0.2629 - val_mape: 17397680.0000
Epoch 102/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2086 - mape: 4850848.0000 - val_loss: 0.2625 - val_mape: 17409480.0000
Epoch 103/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2080 - mape: 4804131.5000 - val_loss: 0.2621 - val_mape: 17389008.0000
Epoch 104/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2073 - mape: 4828223.0000 - val_loss: 0.2624 - val_mape: 17260674.0000
Epoch 105/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2066 - mape: 4756158.0000 - val_loss: 0.2623 - val_mape: 17305996.0000
Epoch 106/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2060 - mape: 4795738.0000 - val_loss: 0.2643 - val_mape: 17113492.0000
Epoch 107/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2056 - mape: 4655256.5000 - val_loss: 0.2633 - val_mape: 17326850.0000
Epoch 108/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2053 - mape: 4842398.0000 - val_loss: 0.2660 - val_mape: 16897070.0000
Epoch 109/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2053 - mape: 4520909.0000 - val_loss: 0.2635 - val_mape: 17397990.0000
Epoch 110/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2045 - mape: 4883225.0000 - val_loss: 0.2644 - val_mape: 17310266.0000
Epoch 111/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2039 - mape: 4555756.5000 - val_loss: 0.2658 - val_mape: 17218828.0000
Epoch 112/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2030 - mape: 4716595.0000 - val_loss: 0.2638 - val_mape: 17649186.0000
Epoch 113/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2025 - mape: 4692967.0000 - val_loss: 0.2670 - val_mape: 17213704.0000
Epoch 114/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2022 - mape: 4583679.0000 - val_loss: 0.2655 - val_mape: 17526840.0000
Epoch 115/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2019 - mape: 4734478.5000 - val_loss: 0.2673 - val_mape: 17392374.0000
Epoch 116/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2015 - mape: 4558969.0000 - val_loss: 0.2665 - val_mape: 17630314.0000
Epoch 117/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2012 - mape: 4758436.5000 - val_loss: 0.2671 - val_mape: 17641682.0000
Epoch 118/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2008 - mape: 4581987.0000 - val_loss: 0.2675 - val_mape: 17674908.0000
Epoch 119/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2004 - mape: 4720211.5000 - val_loss: 0.2681 - val_mape: 17683288.0000
Epoch 120/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2000 - mape: 4578842.5000 - val_loss: 0.2687 - val_mape: 17704496.0000
Epoch 121/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1996 - mape: 4686177.0000 - val_loss: 0.2698 - val_mape: 17669788.0000
Epoch 122/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1993 - mape: 4547439.0000 - val_loss: 0.2688 - val_mape: 17896066.0000
Epoch 123/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1991 - mape: 4721243.0000 - val_loss: 0.2713 - val_mape: 17644574.0000
Epoch 124/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1990 - mape: 4473902.5000 - val_loss: 0.2691 - val_mape: 18157414.0000
Epoch 125/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1990 - mape: 4797402.5000 - val_loss: 0.2732 - val_mape: 17602538.0000
Epoch 126/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1994 - mape: 4369598.0000 - val_loss: 0.2704 - val_mape: 18148066.0000
Epoch 127/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1998 - mape: 4919319.0000 - val_loss: 0.2738 - val_mape: 17745762.0000
Epoch 127: early stopping
1/1 [==============================] - 0s 305ms/step
Epoch 1/250
3/3 [==============================] - 3s 337ms/step - loss: 0.3585 - mape: 926664.0000 - val_loss: 0.3295 - val_mape: 5430086.5000
Epoch 2/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2912 - mape: 2982775.0000 - val_loss: 0.2709 - val_mape: 10793185.0000
Epoch 3/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2588 - mape: 5145726.5000 - val_loss: 0.2447 - val_mape: 16233146.0000
Epoch 4/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2540 - mape: 7066421.5000 - val_loss: 0.2435 - val_mape: 18730342.0000
Epoch 5/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2489 - mape: 7436780.5000 - val_loss: 0.2412 - val_mape: 17479908.0000
Epoch 6/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2437 - mape: 6700639.0000 - val_loss: 0.2412 - val_mape: 15943236.0000
Epoch 7/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2432 - mape: 6027871.5000 - val_loss: 0.2416 - val_mape: 15182976.0000
Epoch 8/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2429 - mape: 5699532.0000 - val_loss: 0.2396 - val_mape: 15289344.0000
Epoch 9/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2405 - mape: 5728547.0000 - val_loss: 0.2354 - val_mape: 16180037.0000
Epoch 10/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2368 - mape: 6067432.0000 - val_loss: 0.2320 - val_mape: 17474736.0000
Epoch 11/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2356 - mape: 6491488.0000 - val_loss: 0.2315 - val_mape: 17782232.0000
Epoch 12/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2339 - mape: 6404658.0000 - val_loss: 0.2316 - val_mape: 16935194.0000
Epoch 13/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2329 - mape: 5948386.0000 - val_loss: 0.2326 - val_mape: 16541718.0000
Epoch 14/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2323 - mape: 5777615.5000 - val_loss: 0.2318 - val_mape: 17164124.0000
Epoch 15/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2305 - mape: 5983399.5000 - val_loss: 0.2322 - val_mape: 18025402.0000
Epoch 16/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2293 - mape: 6147804.5000 - val_loss: 0.2331 - val_mape: 17889642.0000
Epoch 17/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2276 - mape: 5913756.0000 - val_loss: 0.2349 - val_mape: 17605112.0000
Epoch 18/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2264 - mape: 5741225.5000 - val_loss: 0.2359 - val_mape: 18063188.0000
Epoch 19/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2253 - mape: 5801647.0000 - val_loss: 0.2372 - val_mape: 17924294.0000
Epoch 20/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2244 - mape: 5649195.5000 - val_loss: 0.2403 - val_mape: 16939550.0000
Epoch 21/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2236 - mape: 5386848.5000 - val_loss: 0.2417 - val_mape: 16871000.0000
Epoch 22/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2227 - mape: 5396078.5000 - val_loss: 0.2428 - val_mape: 16950004.0000
Epoch 23/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2217 - mape: 5354101.5000 - val_loss: 0.2451 - val_mape: 16664568.0000
Epoch 24/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2206 - mape: 5245946.0000 - val_loss: 0.2458 - val_mape: 16686961.0000
Epoch 25/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2195 - mape: 5238268.0000 - val_loss: 0.2488 - val_mape: 16229834.0000
Epoch 26/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2183 - mape: 5075802.0000 - val_loss: 0.2492 - val_mape: 16601441.0000
Epoch 27/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2174 - mape: 5089611.0000 - val_loss: 0.2543 - val_mape: 16064931.0000
Epoch 28/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2161 - mape: 4919269.5000 - val_loss: 0.2507 - val_mape: 17493694.0000
Epoch 29/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2160 - mape: 5059842.5000 - val_loss: 0.2627 - val_mape: 14910079.0000
Epoch 30/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2163 - mape: 4701173.5000 - val_loss: 0.2553 - val_mape: 17006526.0000
Epoch 31/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2136 - mape: 4830019.0000 - val_loss: 0.2583 - val_mape: 16876826.0000
Epoch 32/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2120 - mape: 4844686.5000 - val_loss: 0.2569 - val_mape: 17918932.0000
Epoch 33/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2121 - mape: 4946446.0000 - val_loss: 0.2687 - val_mape: 14904032.0000
Epoch 34/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2143 - mape: 4491735.5000 - val_loss: 0.2552 - val_mape: 17138220.0000
Epoch 35/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2117 - mape: 4497303.0000 - val_loss: 0.2571 - val_mape: 17419834.0000
Epoch 36/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2087 - mape: 4813397.0000 - val_loss: 0.2645 - val_mape: 17657464.0000
Epoch 37/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2088 - mape: 4890664.0000 - val_loss: 0.2685 - val_mape: 16161897.0000
Epoch 38/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2073 - mape: 4216069.0000 - val_loss: 0.2606 - val_mape: 17913720.0000
Epoch 39/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2080 - mape: 4415833.5000 - val_loss: 0.2847 - val_mape: 15350697.0000
Epoch 40/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2130 - mape: 4167619.2500 - val_loss: 0.2609 - val_mape: 19690720.0000
Epoch 41/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2084 - mape: 4740737.0000 - val_loss: 0.2601 - val_mape: 17164666.0000
Epoch 42/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2072 - mape: 4695301.5000 - val_loss: 0.2609 - val_mape: 17616234.0000
Epoch 43/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2059 - mape: 4798403.0000 - val_loss: 0.2641 - val_mape: 18094672.0000
Epoch 44/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2046 - mape: 4777595.0000 - val_loss: 0.2654 - val_mape: 18596614.0000
Epoch 45/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2034 - mape: 4568123.5000 - val_loss: 0.2707 - val_mape: 17467876.0000
Epoch 46/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2031 - mape: 4356146.5000 - val_loss: 0.2829 - val_mape: 15744321.0000
Epoch 47/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2067 - mape: 3518315.7500 - val_loss: 0.2674 - val_mape: 23085852.0000
Epoch 48/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2175 - mape: 5037163.0000 - val_loss: 0.2859 - val_mape: 15223980.0000
Epoch 49/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2165 - mape: 3411230.0000 - val_loss: 0.2733 - val_mape: 17183898.0000
Epoch 50/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2084 - mape: 4830917.5000 - val_loss: 0.2670 - val_mape: 19456686.0000
Epoch 50: early stopping
1/1 [==============================] - 0s 287ms/step
Epoch 1/250
3/3 [==============================] - 3s 379ms/step - loss: 0.3887 - mape: 392263.5312 - val_loss: 0.3446 - val_mape: 4769847.5000
Epoch 2/250
3/3 [==============================] - 1s 192ms/step - loss: 0.3149 - mape: 2123266.5000 - val_loss: 0.2825 - val_mape: 10308852.0000
Epoch 3/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2687 - mape: 4674431.0000 - val_loss: 0.2549 - val_mape: 18763396.0000
Epoch 4/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2558 - mape: 7360413.0000 - val_loss: 0.2510 - val_mape: 19206256.0000
Epoch 5/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2449 - mape: 6737535.0000 - val_loss: 0.2487 - val_mape: 16053733.0000
Epoch 6/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2444 - mape: 5657059.5000 - val_loss: 0.2468 - val_mape: 15280265.0000
Epoch 7/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2414 - mape: 5561840.5000 - val_loss: 0.2390 - val_mape: 16622971.0000
Epoch 8/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2370 - mape: 6248575.0000 - val_loss: 0.2362 - val_mape: 17444800.0000
Epoch 9/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2338 - mape: 6187542.0000 - val_loss: 0.2392 - val_mape: 16294296.0000
Epoch 10/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2348 - mape: 5670983.5000 - val_loss: 0.2394 - val_mape: 16972254.0000
Epoch 11/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2327 - mape: 5874947.0000 - val_loss: 0.2400 - val_mape: 19033254.0000
Epoch 12/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2312 - mape: 6293109.5000 - val_loss: 0.2407 - val_mape: 18677720.0000
Epoch 13/250
3/3 [==============================] - 1s 202ms/step - loss: 0.2302 - mape: 5916589.0000 - val_loss: 0.2423 - val_mape: 18211052.0000
Epoch 14/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2291 - mape: 5762264.5000 - val_loss: 0.2431 - val_mape: 19106482.0000
Epoch 15/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2281 - mape: 5895520.0000 - val_loss: 0.2428 - val_mape: 17678912.0000
Epoch 16/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2271 - mape: 5498830.0000 - val_loss: 0.2432 - val_mape: 17066578.0000
Epoch 17/250
3/3 [==============================] - 1s 202ms/step - loss: 0.2262 - mape: 5403579.5000 - val_loss: 0.2438 - val_mape: 18068866.0000
Epoch 18/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2251 - mape: 5480873.0000 - val_loss: 0.2457 - val_mape: 17447168.0000
Epoch 19/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2243 - mape: 5310926.5000 - val_loss: 0.2460 - val_mape: 17790412.0000
Epoch 20/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2231 - mape: 5410702.5000 - val_loss: 0.2468 - val_mape: 17306704.0000
Epoch 21/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2223 - mape: 5167211.0000 - val_loss: 0.2476 - val_mape: 18265906.0000
Epoch 22/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2207 - mape: 5304777.5000 - val_loss: 0.2493 - val_mape: 18042088.0000
Epoch 23/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2198 - mape: 5078422.5000 - val_loss: 0.2557 - val_mape: 20235590.0000
Epoch 24/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2185 - mape: 5213134.0000 - val_loss: 0.2512 - val_mape: 17492408.0000
Epoch 25/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2176 - mape: 4889021.5000 - val_loss: 0.2623 - val_mape: 20007486.0000
Epoch 26/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2176 - mape: 4684555.5000 - val_loss: 0.3291 - val_mape: 28220520.0000
Epoch 27/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2261 - mape: 5578889.5000 - val_loss: 0.2543 - val_mape: 14917155.0000
Epoch 28/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2209 - mape: 4491716.0000 - val_loss: 0.2504 - val_mape: 14376055.0000
Epoch 29/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2190 - mape: 4390267.5000 - val_loss: 0.2476 - val_mape: 15342505.0000
Epoch 30/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2172 - mape: 4411596.0000 - val_loss: 0.2458 - val_mape: 18947048.0000
Epoch 30: early stopping
1/1 [==============================] - 0s 310ms/step
Epoch 1/250
2/2 [==============================] - 3s 557ms/step - loss: 0.3866 - mape: 437397.7188 - val_loss: 0.3973 - val_mape: 1301140.7500
Epoch 2/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3762 - mape: 643537.4375 - val_loss: 0.3890 - val_mape: 1861822.8750
Epoch 3/250
2/2 [==============================] - 0s 245ms/step - loss: 0.3670 - mape: 838467.0000 - val_loss: 0.3806 - val_mape: 2424304.7500
Epoch 4/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3586 - mape: 1023432.1875 - val_loss: 0.3726 - val_mape: 3000925.7500
Epoch 5/250
2/2 [==============================] - 0s 233ms/step - loss: 0.3507 - mape: 1208936.8750 - val_loss: 0.3647 - val_mape: 3570668.5000
Epoch 6/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3429 - mape: 1396037.3750 - val_loss: 0.3569 - val_mape: 4133137.5000
Epoch 7/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3353 - mape: 1588240.7500 - val_loss: 0.3490 - val_mape: 4689479.5000
Epoch 8/250
2/2 [==============================] - 0s 235ms/step - loss: 0.3277 - mape: 1787850.8750 - val_loss: 0.3412 - val_mape: 5249493.5000
Epoch 9/250
2/2 [==============================] - 0s 262ms/step - loss: 0.3203 - mape: 1999584.7500 - val_loss: 0.3335 - val_mape: 5844996.5000
Epoch 10/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3129 - mape: 2222517.0000 - val_loss: 0.3259 - val_mape: 6469401.0000
Epoch 11/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3059 - mape: 2452813.2500 - val_loss: 0.3185 - val_mape: 7114068.0000
Epoch 12/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2989 - mape: 2690729.2500 - val_loss: 0.3113 - val_mape: 7776215.0000
Epoch 13/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2923 - mape: 2939684.7500 - val_loss: 0.3045 - val_mape: 8474868.0000
Epoch 14/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2858 - mape: 3200281.7500 - val_loss: 0.2979 - val_mape: 9211796.0000
Epoch 15/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2797 - mape: 3474276.5000 - val_loss: 0.2918 - val_mape: 9968812.0000
Epoch 16/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2739 - mape: 3760617.2500 - val_loss: 0.2861 - val_mape: 10738659.0000
Epoch 17/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2686 - mape: 4058693.2500 - val_loss: 0.2810 - val_mape: 11518124.0000
Epoch 18/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2639 - mape: 4364263.0000 - val_loss: 0.2765 - val_mape: 12302964.0000
Epoch 19/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2598 - mape: 4673329.5000 - val_loss: 0.2727 - val_mape: 13090381.0000
Epoch 20/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2563 - mape: 4979754.0000 - val_loss: 0.2696 - val_mape: 13859232.0000
Epoch 21/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2534 - mape: 5280399.5000 - val_loss: 0.2671 - val_mape: 14582109.0000
Epoch 22/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2510 - mape: 5563292.0000 - val_loss: 0.2652 - val_mape: 15232512.0000
Epoch 23/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2491 - mape: 5817729.5000 - val_loss: 0.2637 - val_mape: 15785879.0000
Epoch 24/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2476 - mape: 6033837.5000 - val_loss: 0.2625 - val_mape: 16224740.0000
Epoch 25/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2464 - mape: 6203199.0000 - val_loss: 0.2614 - val_mape: 16540264.0000
Epoch 26/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2454 - mape: 6321552.0000 - val_loss: 0.2604 - val_mape: 16731258.0000
Epoch 27/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2445 - mape: 6387980.0000 - val_loss: 0.2594 - val_mape: 16803266.0000
Epoch 28/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2437 - mape: 6406328.5000 - val_loss: 0.2585 - val_mape: 16774662.0000
Epoch 29/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2430 - mape: 6383881.5000 - val_loss: 0.2576 - val_mape: 16669158.0000
Epoch 30/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2423 - mape: 6330583.5000 - val_loss: 0.2568 - val_mape: 16517262.0000
Epoch 31/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2418 - mape: 6258759.0000 - val_loss: 0.2560 - val_mape: 16348092.0000
Epoch 32/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2413 - mape: 6181076.5000 - val_loss: 0.2553 - val_mape: 16183764.0000
Epoch 33/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2408 - mape: 6105702.5000 - val_loss: 0.2547 - val_mape: 16039420.0000
Epoch 34/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2404 - mape: 6038128.0000 - val_loss: 0.2540 - val_mape: 15925638.0000
Epoch 35/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2399 - mape: 5982562.0000 - val_loss: 0.2533 - val_mape: 15846865.0000
Epoch 36/250
2/2 [==============================] - 0s 245ms/step - loss: 0.2395 - mape: 5940663.5000 - val_loss: 0.2525 - val_mape: 15809339.0000
Epoch 37/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2390 - mape: 5915078.5000 - val_loss: 0.2516 - val_mape: 15816276.0000
Epoch 38/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2384 - mape: 5906552.5000 - val_loss: 0.2507 - val_mape: 15861693.0000
Epoch 39/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2379 - mape: 5912640.0000 - val_loss: 0.2498 - val_mape: 15938836.0000
Epoch 40/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2373 - mape: 5929917.5000 - val_loss: 0.2488 - val_mape: 16039171.0000
Epoch 41/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2367 - mape: 5954185.0000 - val_loss: 0.2478 - val_mape: 16152202.0000
Epoch 42/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2362 - mape: 5979876.5000 - val_loss: 0.2469 - val_mape: 16263711.0000
Epoch 43/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2358 - mape: 5999685.0000 - val_loss: 0.2461 - val_mape: 16357344.0000
Epoch 44/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2355 - mape: 6007265.5000 - val_loss: 0.2455 - val_mape: 16421994.0000
Epoch 45/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2352 - mape: 5999145.5000 - val_loss: 0.2450 - val_mape: 16459364.0000
Epoch 46/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2349 - mape: 5976924.5000 - val_loss: 0.2445 - val_mape: 16481123.0000
Epoch 47/250
2/2 [==============================] - 0s 239ms/step - loss: 0.2346 - mape: 5948199.0000 - val_loss: 0.2441 - val_mape: 16507657.0000
Epoch 48/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2344 - mape: 5921902.0000 - val_loss: 0.2437 - val_mape: 16552763.0000
Epoch 49/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2341 - mape: 5903142.0000 - val_loss: 0.2433 - val_mape: 16621768.0000
Epoch 50/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2338 - mape: 5894350.0000 - val_loss: 0.2428 - val_mape: 16717316.0000
Epoch 51/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2335 - mape: 5896217.0000 - val_loss: 0.2424 - val_mape: 16834896.0000
Epoch 52/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2332 - mape: 5906138.0000 - val_loss: 0.2420 - val_mape: 16973766.0000
Epoch 53/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2328 - mape: 5923031.5000 - val_loss: 0.2415 - val_mape: 17124358.0000
Epoch 54/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2325 - mape: 5942147.5000 - val_loss: 0.2412 - val_mape: 17270662.0000
Epoch 55/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2322 - mape: 5958450.0000 - val_loss: 0.2409 - val_mape: 17406138.0000
Epoch 56/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2319 - mape: 5969700.5000 - val_loss: 0.2406 - val_mape: 17528330.0000
Epoch 57/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2316 - mape: 5975641.0000 - val_loss: 0.2403 - val_mape: 17642526.0000
Epoch 58/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2313 - mape: 5978668.5000 - val_loss: 0.2401 - val_mape: 17758352.0000
Epoch 59/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2310 - mape: 5982161.0000 - val_loss: 0.2399 - val_mape: 17878800.0000
Epoch 60/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2307 - mape: 5987313.5000 - val_loss: 0.2396 - val_mape: 18008492.0000
Epoch 61/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2304 - mape: 5994570.5000 - val_loss: 0.2394 - val_mape: 18142590.0000
Epoch 62/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2302 - mape: 6002587.5000 - val_loss: 0.2393 - val_mape: 18282254.0000
Epoch 63/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2299 - mape: 6011858.5000 - val_loss: 0.2391 - val_mape: 18425144.0000
Epoch 64/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2296 - mape: 6022181.0000 - val_loss: 0.2390 - val_mape: 18565934.0000
Epoch 65/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2293 - mape: 6033086.0000 - val_loss: 0.2389 - val_mape: 18698078.0000
Epoch 66/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2290 - mape: 6043451.0000 - val_loss: 0.2388 - val_mape: 18814864.0000
Epoch 67/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2288 - mape: 6050663.5000 - val_loss: 0.2387 - val_mape: 18907930.0000
Epoch 68/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2286 - mape: 6052328.5000 - val_loss: 0.2386 - val_mape: 18972730.0000
Epoch 69/250
2/2 [==============================] - 0s 243ms/step - loss: 0.2283 - mape: 6046943.0000 - val_loss: 0.2385 - val_mape: 19004912.0000
Epoch 70/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2281 - mape: 6034957.5000 - val_loss: 0.2383 - val_mape: 19001532.0000
Epoch 71/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2279 - mape: 6016337.0000 - val_loss: 0.2382 - val_mape: 18967584.0000
Epoch 72/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2277 - mape: 5992786.0000 - val_loss: 0.2381 - val_mape: 18911194.0000
Epoch 73/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2275 - mape: 5966771.0000 - val_loss: 0.2380 - val_mape: 18840980.0000
Epoch 74/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2273 - mape: 5939601.5000 - val_loss: 0.2379 - val_mape: 18763070.0000
Epoch 75/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2271 - mape: 5913623.0000 - val_loss: 0.2378 - val_mape: 18679114.0000
Epoch 76/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2269 - mape: 5887852.5000 - val_loss: 0.2378 - val_mape: 18585712.0000
Epoch 77/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2267 - mape: 5860165.5000 - val_loss: 0.2378 - val_mape: 18490318.0000
Epoch 78/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2265 - mape: 5833155.0000 - val_loss: 0.2379 - val_mape: 18399440.0000
Epoch 79/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2263 - mape: 5807949.0000 - val_loss: 0.2380 - val_mape: 18312520.0000
Epoch 80/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2261 - mape: 5785231.0000 - val_loss: 0.2380 - val_mape: 18224082.0000
Epoch 81/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2259 - mape: 5762761.0000 - val_loss: 0.2381 - val_mape: 18139152.0000
Epoch 82/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2257 - mape: 5740899.5000 - val_loss: 0.2382 - val_mape: 18068046.0000
Epoch 83/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2255 - mape: 5724353.5000 - val_loss: 0.2383 - val_mape: 18010456.0000
Epoch 84/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2253 - mape: 5712425.5000 - val_loss: 0.2385 - val_mape: 17952186.0000
Epoch 85/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2251 - mape: 5696559.0000 - val_loss: 0.2387 - val_mape: 17876680.0000
Epoch 86/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2249 - mape: 5673325.5000 - val_loss: 0.2389 - val_mape: 17802806.0000
Epoch 87/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2247 - mape: 5650442.5000 - val_loss: 0.2391 - val_mape: 17739678.0000
Epoch 88/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2245 - mape: 5631373.0000 - val_loss: 0.2392 - val_mape: 17693272.0000
Epoch 89/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2243 - mape: 5618264.5000 - val_loss: 0.2393 - val_mape: 17660148.0000
Epoch 90/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2241 - mape: 5609341.0000 - val_loss: 0.2394 - val_mape: 17624592.0000
Epoch 91/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2239 - mape: 5597369.0000 - val_loss: 0.2396 - val_mape: 17573258.0000
Epoch 92/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2237 - mape: 5576660.5000 - val_loss: 0.2397 - val_mape: 17513112.0000
Epoch 93/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2235 - mape: 5552705.5000 - val_loss: 0.2399 - val_mape: 17467410.0000
Epoch 94/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2233 - mape: 5534608.0000 - val_loss: 0.2400 - val_mape: 17450832.0000
Epoch 95/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2231 - mape: 5528185.5000 - val_loss: 0.2402 - val_mape: 17444790.0000
Epoch 96/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2229 - mape: 5523973.5000 - val_loss: 0.2403 - val_mape: 17438084.0000
Epoch 97/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2227 - mape: 5517278.0000 - val_loss: 0.2404 - val_mape: 17419980.0000
Epoch 98/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2225 - mape: 5504967.0000 - val_loss: 0.2406 - val_mape: 17399496.0000
Epoch 99/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2222 - mape: 5492698.5000 - val_loss: 0.2407 - val_mape: 17371134.0000
Epoch 100/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2220 - mape: 5476716.5000 - val_loss: 0.2409 - val_mape: 17326324.0000
Epoch 101/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2218 - mape: 5452449.0000 - val_loss: 0.2411 - val_mape: 17277840.0000
Epoch 102/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2215 - mape: 5425448.0000 - val_loss: 0.2413 - val_mape: 17244438.0000
Epoch 103/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2213 - mape: 5403281.5000 - val_loss: 0.2415 - val_mape: 17229204.0000
Epoch 104/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2210 - mape: 5385579.5000 - val_loss: 0.2418 - val_mape: 17215590.0000
Epoch 105/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2207 - mape: 5365940.5000 - val_loss: 0.2421 - val_mape: 17191762.0000
Epoch 106/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2204 - mape: 5343718.5000 - val_loss: 0.2424 - val_mape: 17170322.0000
Epoch 107/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2202 - mape: 5323420.0000 - val_loss: 0.2427 - val_mape: 17155492.0000
Epoch 108/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2199 - mape: 5305489.5000 - val_loss: 0.2430 - val_mape: 17137698.0000
Epoch 109/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2195 - mape: 5287279.0000 - val_loss: 0.2432 - val_mape: 17132486.0000
Epoch 110/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2192 - mape: 5272569.0000 - val_loss: 0.2434 - val_mape: 17135600.0000
Epoch 111/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2189 - mape: 5254585.5000 - val_loss: 0.2437 - val_mape: 17140048.0000
Epoch 112/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2185 - mape: 5233808.0000 - val_loss: 0.2440 - val_mape: 17165908.0000
Epoch 113/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2182 - mape: 5221499.5000 - val_loss: 0.2442 - val_mape: 17209206.0000
Epoch 114/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2178 - mape: 5215061.0000 - val_loss: 0.2445 - val_mape: 17225232.0000
Epoch 115/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2174 - mape: 5193255.5000 - val_loss: 0.2448 - val_mape: 17236134.0000
Epoch 116/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2170 - mape: 5173255.5000 - val_loss: 0.2450 - val_mape: 17266948.0000
Epoch 117/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2166 - mape: 5175374.0000 - val_loss: 0.2451 - val_mape: 17294378.0000
Epoch 118/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2161 - mape: 5174018.0000 - val_loss: 0.2454 - val_mape: 17273370.0000
Epoch 119/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2157 - mape: 5147365.5000 - val_loss: 0.2455 - val_mape: 17276856.0000
Epoch 120/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2152 - mape: 5139056.5000 - val_loss: 0.2454 - val_mape: 17350920.0000
Epoch 121/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2147 - mape: 5159035.5000 - val_loss: 0.2455 - val_mape: 17403398.0000
Epoch 122/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2143 - mape: 5154007.0000 - val_loss: 0.2457 - val_mape: 17436264.0000
Epoch 123/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2137 - mape: 5138568.0000 - val_loss: 0.2456 - val_mape: 17513752.0000
Epoch 124/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2132 - mape: 5136575.0000 - val_loss: 0.2455 - val_mape: 17586086.0000
Epoch 125/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2127 - mape: 5117881.5000 - val_loss: 0.2456 - val_mape: 17663392.0000
Epoch 126/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2121 - mape: 5115217.5000 - val_loss: 0.2459 - val_mape: 17738796.0000
Epoch 127/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2116 - mape: 5107518.5000 - val_loss: 0.2461 - val_mape: 17804760.0000
Epoch 128/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2110 - mape: 5086851.5000 - val_loss: 0.2463 - val_mape: 17889774.0000
Epoch 129/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2104 - mape: 5075380.5000 - val_loss: 0.2466 - val_mape: 17951390.0000
Epoch 130/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2098 - mape: 5052696.5000 - val_loss: 0.2469 - val_mape: 18007464.0000
Epoch 131/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2092 - mape: 5040248.5000 - val_loss: 0.2469 - val_mape: 18052782.0000
Epoch 132/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2087 - mape: 5013508.0000 - val_loss: 0.2470 - val_mape: 18055334.0000
Epoch 133/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2081 - mape: 4966722.5000 - val_loss: 0.2469 - val_mape: 18116516.0000
Epoch 134/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2076 - mape: 4982734.0000 - val_loss: 0.2472 - val_mape: 18107252.0000
Epoch 135/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2071 - mape: 4911881.5000 - val_loss: 0.2472 - val_mape: 18161026.0000
Epoch 136/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2066 - mape: 4923755.0000 - val_loss: 0.2476 - val_mape: 18230424.0000
Epoch 137/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2061 - mape: 4909590.5000 - val_loss: 0.2484 - val_mape: 18216734.0000
Epoch 138/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2056 - mape: 4880679.0000 - val_loss: 0.2485 - val_mape: 18304816.0000
Epoch 139/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2051 - mape: 4899081.5000 - val_loss: 0.2496 - val_mape: 18182088.0000
Epoch 140/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2048 - mape: 4782266.5000 - val_loss: 0.2490 - val_mape: 18408880.0000
Epoch 141/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2046 - mape: 4951860.5000 - val_loss: 0.2507 - val_mape: 18181066.0000
Epoch 142/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2041 - mape: 4733797.5000 - val_loss: 0.2506 - val_mape: 18226522.0000
Epoch 143/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2035 - mape: 4805806.0000 - val_loss: 0.2492 - val_mape: 18611664.0000
Epoch 144/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2034 - mape: 4911348.0000 - val_loss: 0.2526 - val_mape: 18180102.0000
Epoch 145/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2030 - mape: 4706873.5000 - val_loss: 0.2526 - val_mape: 18296810.0000
Epoch 146/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2026 - mape: 4830478.5000 - val_loss: 0.2520 - val_mape: 18355300.0000
Epoch 147/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2022 - mape: 4734648.5000 - val_loss: 0.2533 - val_mape: 18126108.0000
Epoch 148/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2018 - mape: 4656414.0000 - val_loss: 0.2530 - val_mape: 18408808.0000
Epoch 149/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2017 - mape: 4818109.5000 - val_loss: 0.2547 - val_mape: 18231864.0000
Epoch 150/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2014 - mape: 4662908.5000 - val_loss: 0.2547 - val_mape: 18165382.0000
Epoch 151/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2010 - mape: 4662677.0000 - val_loss: 0.2536 - val_mape: 18337836.0000
Epoch 152/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2009 - mape: 4698648.5000 - val_loss: 0.2563 - val_mape: 18047110.0000
Epoch 153/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2005 - mape: 4601341.0000 - val_loss: 0.2567 - val_mape: 18083208.0000
Epoch 154/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2002 - mape: 4628829.0000 - val_loss: 0.2556 - val_mape: 18171746.0000
Epoch 155/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2000 - mape: 4583191.5000 - val_loss: 0.2557 - val_mape: 18179734.0000
Epoch 156/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1997 - mape: 4591694.5000 - val_loss: 0.2564 - val_mape: 18203816.0000
Epoch 157/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1995 - mape: 4580004.0000 - val_loss: 0.2563 - val_mape: 18183908.0000
Epoch 158/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1992 - mape: 4548095.0000 - val_loss: 0.2556 - val_mape: 18256616.0000
Epoch 159/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1991 - mape: 4562723.0000 - val_loss: 0.2569 - val_mape: 18154870.0000
Epoch 160/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1988 - mape: 4528895.5000 - val_loss: 0.2575 - val_mape: 18164120.0000
Epoch 161/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1986 - mape: 4546568.5000 - val_loss: 0.2566 - val_mape: 18237364.0000
Epoch 162/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1985 - mape: 4508857.5000 - val_loss: 0.2567 - val_mape: 18293166.0000
Epoch 163/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1982 - mape: 4552726.5000 - val_loss: 0.2586 - val_mape: 18171568.0000
Epoch 164/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1981 - mape: 4470877.5000 - val_loss: 0.2569 - val_mape: 18353378.0000
Epoch 165/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1978 - mape: 4544748.5000 - val_loss: 0.2567 - val_mape: 18390562.0000
Epoch 166/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1976 - mape: 4525406.5000 - val_loss: 0.2582 - val_mape: 18255352.0000
Epoch 167/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1974 - mape: 4525441.0000 - val_loss: 0.2572 - val_mape: 18260054.0000
Epoch 168/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1972 - mape: 4452784.0000 - val_loss: 0.2565 - val_mape: 18374602.0000
Epoch 169/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1970 - mape: 4539521.0000 - val_loss: 0.2588 - val_mape: 18189204.0000
Epoch 170/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1969 - mape: 4427887.5000 - val_loss: 0.2574 - val_mape: 18381794.0000
Epoch 171/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1965 - mape: 4519519.0000 - val_loss: 0.2564 - val_mape: 18462842.0000
Epoch 172/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1964 - mape: 4448623.0000 - val_loss: 0.2568 - val_mape: 18475852.0000
Epoch 173/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1960 - mape: 4516961.0000 - val_loss: 0.2572 - val_mape: 18490560.0000
Epoch 174/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1958 - mape: 4459461.0000 - val_loss: 0.2566 - val_mape: 18449484.0000
Epoch 175/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1955 - mape: 4458552.5000 - val_loss: 0.2560 - val_mape: 18570464.0000
Epoch 176/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1953 - mape: 4505504.5000 - val_loss: 0.2572 - val_mape: 18408188.0000
Epoch 177/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1950 - mape: 4444784.0000 - val_loss: 0.2551 - val_mape: 18595686.0000
Epoch 178/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1948 - mape: 4492761.5000 - val_loss: 0.2564 - val_mape: 18432612.0000
Epoch 179/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1945 - mape: 4405225.0000 - val_loss: 0.2559 - val_mape: 18629126.0000
Epoch 180/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1943 - mape: 4489262.5000 - val_loss: 0.2555 - val_mape: 18640078.0000
Epoch 181/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1940 - mape: 4405706.5000 - val_loss: 0.2554 - val_mape: 18614832.0000
Epoch 182/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1937 - mape: 4438915.0000 - val_loss: 0.2565 - val_mape: 18632488.0000
Epoch 183/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1933 - mape: 4407073.5000 - val_loss: 0.2562 - val_mape: 18599596.0000
Epoch 184/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1930 - mape: 4355122.5000 - val_loss: 0.2540 - val_mape: 19036776.0000
Epoch 185/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1930 - mape: 4498478.0000 - val_loss: 0.2584 - val_mape: 18440820.0000
Epoch 186/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1932 - mape: 4273617.5000 - val_loss: 0.2521 - val_mape: 18931658.0000
Epoch 187/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1925 - mape: 4407523.0000 - val_loss: 0.2559 - val_mape: 18637148.0000
Epoch 188/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1917 - mape: 4325223.5000 - val_loss: 0.2567 - val_mape: 18513722.0000
Epoch 189/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1914 - mape: 4281484.0000 - val_loss: 0.2536 - val_mape: 19148510.0000
Epoch 190/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1913 - mape: 4412378.5000 - val_loss: 0.2572 - val_mape: 18710554.0000
Epoch 191/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1910 - mape: 4256238.0000 - val_loss: 0.2499 - val_mape: 19535038.0000
Epoch 192/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1914 - mape: 4521370.0000 - val_loss: 0.2569 - val_mape: 18649082.0000
Epoch 193/250
2/2 [==============================] - 0s 213ms/step - loss: 0.1905 - mape: 4257529.0000 - val_loss: 0.2549 - val_mape: 18549054.0000
Epoch 194/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1896 - mape: 4231652.0000 - val_loss: 0.2498 - val_mape: 19193774.0000
Epoch 195/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1898 - mape: 4377310.0000 - val_loss: 0.2584 - val_mape: 18254154.0000
Epoch 196/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1897 - mape: 4092843.2500 - val_loss: 0.2533 - val_mape: 19231096.0000
Epoch 197/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1886 - mape: 4392347.5000 - val_loss: 0.2482 - val_mape: 19393338.0000
Epoch 198/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1891 - mape: 4244274.0000 - val_loss: 0.2593 - val_mape: 18183800.0000
Epoch 199/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1885 - mape: 4074426.2500 - val_loss: 0.2550 - val_mape: 19356788.0000
Epoch 200/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1875 - mape: 4380583.5000 - val_loss: 0.2516 - val_mape: 19266316.0000
Epoch 201/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1870 - mape: 4151634.2500 - val_loss: 0.2553 - val_mape: 18890938.0000
Epoch 202/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1859 - mape: 4168513.5000 - val_loss: 0.2549 - val_mape: 19708296.0000
Epoch 203/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1856 - mape: 4334446.0000 - val_loss: 0.2534 - val_mape: 19395558.0000
Epoch 204/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1849 - mape: 4136367.5000 - val_loss: 0.2589 - val_mape: 18929856.0000
Epoch 205/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1839 - mape: 4029325.7500 - val_loss: 0.2612 - val_mape: 19555020.0000
Epoch 206/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1832 - mape: 4120166.0000 - val_loss: 0.2562 - val_mape: 19784846.0000
Epoch 207/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1829 - mape: 4026893.7500 - val_loss: 0.2827 - val_mape: 18032218.0000
Epoch 208/250
2/2 [==============================] - 0s 178ms/step - loss: 0.1889 - mape: 3824482.0000 - val_loss: 0.2661 - val_mape: 21391444.0000
Epoch 209/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1835 - mape: 4272747.5000 - val_loss: 0.2645 - val_mape: 20672304.0000
Epoch 210/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1817 - mape: 3966106.7500 - val_loss: 0.2705 - val_mape: 20236620.0000
Epoch 211/250
2/2 [==============================] - 0s 212ms/step - loss: 0.1810 - mape: 3887085.2500 - val_loss: 0.2709 - val_mape: 21232410.0000
Epoch 212/250
2/2 [==============================] - 0s 203ms/step - loss: 0.1811 - mape: 4095768.7500 - val_loss: 0.2774 - val_mape: 20252546.0000
Epoch 213/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1793 - mape: 3808948.2500 - val_loss: 0.2792 - val_mape: 20479292.0000
Epoch 214/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1790 - mape: 3830691.7500 - val_loss: 0.2853 - val_mape: 21264986.0000
Epoch 215/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1785 - mape: 3920401.0000 - val_loss: 0.3050 - val_mape: 20449606.0000
Epoch 216/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1803 - mape: 3705827.7500 - val_loss: 0.3012 - val_mape: 22556812.0000
Epoch 217/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1783 - mape: 3965169.7500 - val_loss: 0.3058 - val_mape: 22136806.0000
Epoch 218/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1773 - mape: 3865392.2500 - val_loss: 0.3029 - val_mape: 22576204.0000
Epoch 219/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1781 - mape: 3986200.2500 - val_loss: 0.3084 - val_mape: 21257144.0000
Epoch 220/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1771 - mape: 3643629.7500 - val_loss: 0.3187 - val_mape: 22075876.0000
Epoch 221/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1763 - mape: 3762621.5000 - val_loss: 0.3137 - val_mape: 23288902.0000
Epoch 222/250
2/2 [==============================] - 0s 213ms/step - loss: 0.1800 - mape: 3840247.0000 - val_loss: 0.3104 - val_mape: 21854472.0000
Epoch 223/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1751 - mape: 3701814.7500 - val_loss: 0.3189 - val_mape: 22248248.0000
Epoch 224/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1762 - mape: 3759699.7500 - val_loss: 0.3192 - val_mape: 23686100.0000
Epoch 225/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1750 - mape: 3870862.2500 - val_loss: 0.3229 - val_mape: 23705224.0000
Epoch 226/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1742 - mape: 3793929.7500 - val_loss: 0.3377 - val_mape: 23783380.0000
Epoch 227/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1754 - mape: 3764695.0000 - val_loss: 0.3372 - val_mape: 24253348.0000
Epoch 228/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1741 - mape: 3737169.7500 - val_loss: 0.3311 - val_mape: 23990650.0000
Epoch 229/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1738 - mape: 3818369.2500 - val_loss: 0.3294 - val_mape: 23398904.0000
Epoch 230/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1733 - mape: 3760510.0000 - val_loss: 0.3278 - val_mape: 23142306.0000
Epoch 231/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1731 - mape: 3628161.5000 - val_loss: 0.3379 - val_mape: 24178604.0000
Epoch 232/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1724 - mape: 3828086.7500 - val_loss: 0.3464 - val_mape: 24556350.0000
Epoch 233/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1726 - mape: 3779975.7500 - val_loss: 0.3489 - val_mape: 24680650.0000
Epoch 234/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1723 - mape: 3799605.0000 - val_loss: 0.3427 - val_mape: 24363172.0000
Epoch 235/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1720 - mape: 3737774.5000 - val_loss: 0.3337 - val_mape: 23878666.0000
Epoch 236/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1722 - mape: 3748726.2500 - val_loss: 0.3278 - val_mape: 23635430.0000
Epoch 237/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1721 - mape: 3607587.2500 - val_loss: 0.3352 - val_mape: 24038726.0000
Epoch 237: early stopping
1/1 [==============================] - 0s 301ms/step
Epoch 1/250
2/2 [==============================] - 3s 577ms/step - loss: 0.3893 - mape: 380247.1875 - val_loss: 0.3881 - val_mape: 2044424.0000
Epoch 2/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3623 - mape: 927592.6875 - val_loss: 0.3647 - val_mape: 3542297.2500
Epoch 3/250
2/2 [==============================] - 0s 233ms/step - loss: 0.3371 - mape: 1560731.8750 - val_loss: 0.3393 - val_mape: 5394342.0000
Epoch 4/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3117 - mape: 2345749.0000 - val_loss: 0.3139 - val_mape: 7514142.0000
Epoch 5/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2884 - mape: 3294084.5000 - val_loss: 0.2903 - val_mape: 9901476.0000
Epoch 6/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2708 - mape: 4434075.5000 - val_loss: 0.2725 - val_mape: 12532600.0000
Epoch 7/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2620 - mape: 5661946.5000 - val_loss: 0.2633 - val_mape: 14548783.0000
Epoch 8/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2583 - mape: 6396227.0000 - val_loss: 0.2595 - val_mape: 15261815.0000
Epoch 9/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2544 - mape: 6439044.0000 - val_loss: 0.2578 - val_mape: 15213344.0000
Epoch 10/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2515 - mape: 6171534.5000 - val_loss: 0.2565 - val_mape: 14969990.0000
Epoch 11/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2502 - mape: 5864462.0000 - val_loss: 0.2550 - val_mape: 14807190.0000
Epoch 12/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2496 - mape: 5628176.0000 - val_loss: 0.2527 - val_mape: 14874488.0000
Epoch 13/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2487 - mape: 5511019.5000 - val_loss: 0.2497 - val_mape: 15226518.0000
Epoch 14/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2471 - mape: 5527745.5000 - val_loss: 0.2464 - val_mape: 15879057.0000
Epoch 15/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2445 - mape: 5675423.0000 - val_loss: 0.2432 - val_mape: 16837486.0000
Epoch 16/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2412 - mape: 5940849.5000 - val_loss: 0.2403 - val_mape: 18043974.0000
Epoch 17/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2379 - mape: 6298189.5000 - val_loss: 0.2389 - val_mape: 19338778.0000
Epoch 18/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2352 - mape: 6648805.5000 - val_loss: 0.2393 - val_mape: 20156702.0000
Epoch 19/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2334 - mape: 6764568.5000 - val_loss: 0.2372 - val_mape: 19770064.0000
Epoch 20/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2315 - mape: 6467817.5000 - val_loss: 0.2346 - val_mape: 18892952.0000
Epoch 21/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2307 - mape: 6082381.0000 - val_loss: 0.2335 - val_mape: 18474292.0000
Epoch 22/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2299 - mape: 5920009.5000 - val_loss: 0.2338 - val_mape: 18581502.0000
Epoch 23/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2288 - mape: 5965417.0000 - val_loss: 0.2334 - val_mape: 18391706.0000
Epoch 24/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2279 - mape: 5954344.0000 - val_loss: 0.2329 - val_mape: 17501858.0000
Epoch 25/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2267 - mape: 5758436.0000 - val_loss: 0.2347 - val_mape: 16732818.0000
Epoch 26/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2260 - mape: 5621048.5000 - val_loss: 0.2360 - val_mape: 16591331.0000
Epoch 27/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2251 - mape: 5630379.0000 - val_loss: 0.2377 - val_mape: 16572084.0000
Epoch 28/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2242 - mape: 5590886.0000 - val_loss: 0.2405 - val_mape: 16412772.0000
Epoch 29/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2233 - mape: 5416740.5000 - val_loss: 0.2432 - val_mape: 16327142.0000
Epoch 30/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2225 - mape: 5308446.0000 - val_loss: 0.2453 - val_mape: 16321764.0000
Epoch 31/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2215 - mape: 5299205.5000 - val_loss: 0.2504 - val_mape: 15502349.0000
Epoch 32/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2205 - mape: 5041067.0000 - val_loss: 0.2535 - val_mape: 15365341.0000
Epoch 33/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2196 - mape: 4964186.5000 - val_loss: 0.2555 - val_mape: 15628160.0000
Epoch 34/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2185 - mape: 4872633.5000 - val_loss: 0.2576 - val_mape: 15983374.0000
Epoch 35/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2174 - mape: 4896906.5000 - val_loss: 0.2620 - val_mape: 15804393.0000
Epoch 36/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2163 - mape: 4729724.0000 - val_loss: 0.2648 - val_mape: 15963922.0000
Epoch 37/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2149 - mape: 4704993.5000 - val_loss: 0.2689 - val_mape: 15826941.0000
Epoch 38/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2140 - mape: 4482602.5000 - val_loss: 0.2648 - val_mape: 17697226.0000
Epoch 39/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2158 - mape: 5009234.0000 - val_loss: 0.2787 - val_mape: 15245752.0000
Epoch 40/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2143 - mape: 4315121.5000 - val_loss: 0.2761 - val_mape: 16193951.0000
Epoch 41/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2117 - mape: 4625571.0000 - val_loss: 0.2745 - val_mape: 17322722.0000
Epoch 42/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2107 - mape: 4508599.0000 - val_loss: 0.2696 - val_mape: 19748734.0000
Epoch 43/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2129 - mape: 5412852.0000 - val_loss: 0.2776 - val_mape: 17512180.0000
Epoch 44/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2087 - mape: 4550290.0000 - val_loss: 0.2841 - val_mape: 16498098.0000
Epoch 45/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2092 - mape: 4600111.0000 - val_loss: 0.2853 - val_mape: 16911552.0000
Epoch 46/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2069 - mape: 4596005.5000 - val_loss: 0.2895 - val_mape: 16946814.0000
Epoch 47/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2065 - mape: 4378543.0000 - val_loss: 0.2865 - val_mape: 18667748.0000
Epoch 48/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2063 - mape: 4918330.5000 - val_loss: 0.2945 - val_mape: 17743710.0000
Epoch 49/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2044 - mape: 4453850.0000 - val_loss: 0.3019 - val_mape: 17355506.0000
Epoch 50/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2037 - mape: 4595759.0000 - val_loss: 0.3086 - val_mape: 17250002.0000
Epoch 51/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2027 - mape: 4386603.0000 - val_loss: 0.3127 - val_mape: 17437994.0000
Epoch 52/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2016 - mape: 4398884.5000 - val_loss: 0.3105 - val_mape: 18855736.0000
Epoch 53/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2016 - mape: 4636203.0000 - val_loss: 0.3190 - val_mape: 17340962.0000
Epoch 54/250
2/2 [==============================] - 0s 212ms/step - loss: 0.1999 - mape: 4220709.5000 - val_loss: 0.3237 - val_mape: 17478518.0000
Epoch 55/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1986 - mape: 4104412.2500 - val_loss: 0.3260 - val_mape: 19240786.0000
Epoch 56/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1984 - mape: 4556228.0000 - val_loss: 0.3383 - val_mape: 17805908.0000
Epoch 57/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1971 - mape: 4075945.7500 - val_loss: 0.3401 - val_mape: 18809602.0000
Epoch 58/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1957 - mape: 4207024.0000 - val_loss: 0.3451 - val_mape: 19136310.0000
Epoch 59/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1947 - mape: 4190314.5000 - val_loss: 0.3530 - val_mape: 18805896.0000
Epoch 60/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1938 - mape: 3996184.7500 - val_loss: 0.3573 - val_mape: 20148928.0000
Epoch 61/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1937 - mape: 4031617.2500 - val_loss: 0.3569 - val_mape: 22142712.0000
Epoch 62/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2024 - mape: 5102066.0000 - val_loss: 0.3815 - val_mape: 13989874.0000
Epoch 63/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2191 - mape: 2515278.5000 - val_loss: 0.3542 - val_mape: 17693856.0000
Epoch 64/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2010 - mape: 4297755.5000 - val_loss: 0.3327 - val_mape: 23451308.0000
Epoch 65/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2066 - mape: 5575028.5000 - val_loss: 0.3391 - val_mape: 18925900.0000
Epoch 65: early stopping
1/1 [==============================] - 0s 293ms/step
Epoch 1/250
2/2 [==============================] - 3s 557ms/step - loss: 0.4053 - mape: 200551.8438 - val_loss: 0.3812 - val_mape: 2304760.2500
Epoch 2/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3515 - mape: 1130187.7500 - val_loss: 0.3396 - val_mape: 4712903.5000
Epoch 3/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3090 - mape: 2359176.7500 - val_loss: 0.2891 - val_mape: 8603494.0000
Epoch 4/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2692 - mape: 4498964.0000 - val_loss: 0.2537 - val_mape: 13571983.0000
Epoch 5/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2571 - mape: 6544769.5000 - val_loss: 0.2503 - val_mape: 14651647.0000
Epoch 6/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2468 - mape: 6307668.5000 - val_loss: 0.2556 - val_mape: 13457650.0000
Epoch 7/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2492 - mape: 5444243.5000 - val_loss: 0.2586 - val_mape: 12904609.0000
Epoch 8/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2531 - mape: 4983714.5000 - val_loss: 0.2578 - val_mape: 13108744.0000
Epoch 9/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2544 - mape: 4867267.0000 - val_loss: 0.2537 - val_mape: 14080417.0000
Epoch 10/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2525 - mape: 5053276.5000 - val_loss: 0.2484 - val_mape: 15930080.0000
Epoch 11/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2480 - mape: 5555501.5000 - val_loss: 0.2471 - val_mape: 18807202.0000
Epoch 11: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4105 - mape: 399408.5312 - val_loss: 0.4379 - val_mape: 939807.4375
Epoch 2/250
1/1 [==============================] - 0s 266ms/step - loss: 0.4046 - mape: 392908.7188 - val_loss: 0.4322 - val_mape: 789667.2500
Epoch 3/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3988 - mape: 397557.2812 - val_loss: 0.4264 - val_mape: 627018.6875
Epoch 4/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3933 - mape: 422308.2188 - val_loss: 0.4202 - val_mape: 672083.8125
Epoch 5/250
1/1 [==============================] - 0s 313ms/step - loss: 0.3880 - mape: 462918.3438 - val_loss: 0.4139 - val_mape: 812948.3750
Epoch 6/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3830 - mape: 506213.7812 - val_loss: 0.4077 - val_mape: 952310.6250
Epoch 7/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3779 - mape: 555715.3125 - val_loss: 0.4013 - val_mape: 1158076.1250
Epoch 8/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3731 - mape: 611226.5625 - val_loss: 0.3951 - val_mape: 1438253.7500
Epoch 9/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3685 - mape: 668057.0000 - val_loss: 0.3889 - val_mape: 1747974.5000
Epoch 10/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3641 - mape: 734974.2500 - val_loss: 0.3830 - val_mape: 2015376.1250
Epoch 11/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3598 - mape: 828392.6875 - val_loss: 0.3774 - val_mape: 2280857.2500
Epoch 12/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3557 - mape: 920530.9375 - val_loss: 0.3720 - val_mape: 2546183.2500
Epoch 13/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3518 - mape: 1010130.3125 - val_loss: 0.3671 - val_mape: 2810185.5000
Epoch 14/250
1/1 [==============================] - 0s 334ms/step - loss: 0.3480 - mape: 1100386.6250 - val_loss: 0.3621 - val_mape: 3075662.0000
Epoch 15/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3443 - mape: 1192263.7500 - val_loss: 0.3573 - val_mape: 3340260.2500
Epoch 16/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3406 - mape: 1284256.2500 - val_loss: 0.3525 - val_mape: 3602373.5000
Epoch 17/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3370 - mape: 1375788.3750 - val_loss: 0.3478 - val_mape: 3862007.0000
Epoch 18/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3334 - mape: 1468111.3750 - val_loss: 0.3431 - val_mape: 4123872.0000
Epoch 19/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3299 - mape: 1562623.2500 - val_loss: 0.3384 - val_mape: 4386624.5000
Epoch 20/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3263 - mape: 1659981.6250 - val_loss: 0.3339 - val_mape: 4650948.0000
Epoch 21/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3229 - mape: 1758681.3750 - val_loss: 0.3293 - val_mape: 4918492.5000
Epoch 22/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3194 - mape: 1857296.2500 - val_loss: 0.3248 - val_mape: 5190464.5000
Epoch 23/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3161 - mape: 1956724.8750 - val_loss: 0.3204 - val_mape: 5466239.5000
Epoch 24/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3127 - mape: 2057920.0000 - val_loss: 0.3159 - val_mape: 5749288.5000
Epoch 25/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3095 - mape: 2160778.5000 - val_loss: 0.3115 - val_mape: 6038413.5000
Epoch 26/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3062 - mape: 2265568.5000 - val_loss: 0.3071 - val_mape: 6333226.0000
Epoch 27/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3030 - mape: 2372852.7500 - val_loss: 0.3027 - val_mape: 6632810.0000
Epoch 28/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2999 - mape: 2482800.7500 - val_loss: 0.2984 - val_mape: 6937340.0000
Epoch 29/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2968 - mape: 2594794.2500 - val_loss: 0.2941 - val_mape: 7247325.0000
Epoch 30/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2937 - mape: 2709002.2500 - val_loss: 0.2898 - val_mape: 7563210.0000
Epoch 31/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2907 - mape: 2826046.5000 - val_loss: 0.2856 - val_mape: 7890956.0000
Epoch 32/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2878 - mape: 2945695.5000 - val_loss: 0.2815 - val_mape: 8227540.0000
Epoch 33/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2849 - mape: 3067951.5000 - val_loss: 0.2775 - val_mape: 8570157.0000
Epoch 34/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2821 - mape: 3192580.0000 - val_loss: 0.2736 - val_mape: 8918985.0000
Epoch 35/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2793 - mape: 3320183.2500 - val_loss: 0.2698 - val_mape: 9274841.0000
Epoch 36/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2767 - mape: 3451271.0000 - val_loss: 0.2660 - val_mape: 9638111.0000
Epoch 37/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2741 - mape: 3585709.0000 - val_loss: 0.2623 - val_mape: 10009822.0000
Epoch 38/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2716 - mape: 3723466.2500 - val_loss: 0.2587 - val_mape: 10388721.0000
Epoch 39/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2692 - mape: 3864367.0000 - val_loss: 0.2553 - val_mape: 10774629.0000
Epoch 40/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2668 - mape: 4008614.0000 - val_loss: 0.2521 - val_mape: 11173382.0000
Epoch 41/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2646 - mape: 4156204.2500 - val_loss: 0.2491 - val_mape: 11579108.0000
Epoch 42/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2625 - mape: 4307239.0000 - val_loss: 0.2465 - val_mape: 11993928.0000
Epoch 43/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2605 - mape: 4461690.0000 - val_loss: 0.2440 - val_mape: 12419635.0000
Epoch 44/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2586 - mape: 4619664.0000 - val_loss: 0.2419 - val_mape: 12852675.0000
Epoch 45/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2568 - mape: 4781224.5000 - val_loss: 0.2399 - val_mape: 13292554.0000
Epoch 46/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2552 - mape: 4945733.5000 - val_loss: 0.2382 - val_mape: 13738892.0000
Epoch 47/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2537 - mape: 5113089.5000 - val_loss: 0.2368 - val_mape: 14190700.0000
Epoch 48/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2524 - mape: 5283090.0000 - val_loss: 0.2357 - val_mape: 14646180.0000
Epoch 49/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2512 - mape: 5454524.0000 - val_loss: 0.2348 - val_mape: 15101297.0000
Epoch 50/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2503 - mape: 5627363.0000 - val_loss: 0.2341 - val_mape: 15552835.0000
Epoch 51/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2495 - mape: 5799344.0000 - val_loss: 0.2336 - val_mape: 15996255.0000
Epoch 52/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2489 - mape: 5968175.0000 - val_loss: 0.2334 - val_mape: 16427220.0000
Epoch 53/250
1/1 [==============================] - 0s 338ms/step - loss: 0.2484 - mape: 6132535.0000 - val_loss: 0.2334 - val_mape: 16839338.0000
Epoch 54/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2481 - mape: 6290040.5000 - val_loss: 0.2336 - val_mape: 17227650.0000
Epoch 55/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2480 - mape: 6437562.5000 - val_loss: 0.2338 - val_mape: 17583324.0000
Epoch 56/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2480 - mape: 6571051.5000 - val_loss: 0.2342 - val_mape: 17896806.0000
Epoch 57/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2480 - mape: 6686800.0000 - val_loss: 0.2346 - val_mape: 18161158.0000
Epoch 58/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2481 - mape: 6781879.0000 - val_loss: 0.2349 - val_mape: 18369446.0000
Epoch 59/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2481 - mape: 6854276.0000 - val_loss: 0.2352 - val_mape: 18522374.0000
Epoch 59: early stopping
1/1 [==============================] - 0s 339ms/step
Epoch 1/250
1/1 [==============================] - 5s 5s/step - loss: 0.3919 - mape: 312885.6562 - val_loss: 0.3970 - val_mape: 1285648.7500
Epoch 2/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3715 - mape: 712245.7500 - val_loss: 0.3790 - val_mape: 2295341.0000
Epoch 3/250
1/1 [==============================] - 0s 319ms/step - loss: 0.3531 - mape: 1115159.8750 - val_loss: 0.3614 - val_mape: 3362971.2500
Epoch 4/250
1/1 [==============================] - 0s 345ms/step - loss: 0.3360 - mape: 1537290.3750 - val_loss: 0.3438 - val_mape: 4509446.5000
Epoch 5/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3195 - mape: 1997571.2500 - val_loss: 0.3264 - val_mape: 5747562.0000
Epoch 6/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3035 - mape: 2507155.5000 - val_loss: 0.3093 - val_mape: 7138763.0000
Epoch 7/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2879 - mape: 3085190.0000 - val_loss: 0.2923 - val_mape: 8707027.0000
Epoch 8/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2734 - mape: 3756770.0000 - val_loss: 0.2765 - val_mape: 10497491.0000
Epoch 9/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2613 - mape: 4558802.0000 - val_loss: 0.2623 - val_mape: 12567219.0000
Epoch 10/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2522 - mape: 5514124.5000 - val_loss: 0.2511 - val_mape: 14937083.0000
Epoch 11/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2505 - mape: 6648864.0000 - val_loss: 0.2453 - val_mape: 17148624.0000
Epoch 12/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2609 - mape: 7660664.5000 - val_loss: 0.2443 - val_mape: 18093656.0000
Epoch 13/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2636 - mape: 7932327.0000 - val_loss: 0.2441 - val_mape: 18066030.0000
Epoch 14/250
1/1 [==============================] - 0s 327ms/step - loss: 0.2572 - mape: 7721485.0000 - val_loss: 0.2441 - val_mape: 17549862.0000
Epoch 15/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2500 - mape: 7299763.0000 - val_loss: 0.2446 - val_mape: 16896912.0000
Epoch 16/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2461 - mape: 6847996.0000 - val_loss: 0.2454 - val_mape: 16307062.0000
Epoch 17/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2450 - mape: 6455251.5000 - val_loss: 0.2461 - val_mape: 15863515.0000
Epoch 18/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2451 - mape: 6148153.0000 - val_loss: 0.2465 - val_mape: 15597777.0000
Epoch 19/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2454 - mape: 5927809.5000 - val_loss: 0.2464 - val_mape: 15501361.0000
Epoch 20/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2456 - mape: 5784136.5000 - val_loss: 0.2458 - val_mape: 15566912.0000
Epoch 21/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2455 - mape: 5708810.5000 - val_loss: 0.2447 - val_mape: 15793641.0000
Epoch 22/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2450 - mape: 5696340.5000 - val_loss: 0.2433 - val_mape: 16177225.0000
Epoch 22: early stopping
1/1 [==============================] - 0s 320ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3998 - mape: 123840.5078 - val_loss: 0.4042 - val_mape: 1244023.2500
Epoch 2/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3775 - mape: 560783.3125 - val_loss: 0.3844 - val_mape: 2607247.5000
Epoch 3/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3503 - mape: 1181067.5000 - val_loss: 0.3579 - val_mape: 4444375.0000
Epoch 4/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3202 - mape: 1981263.0000 - val_loss: 0.3268 - val_mape: 6763105.5000
Epoch 5/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2919 - mape: 2972811.2500 - val_loss: 0.2950 - val_mape: 9690228.0000
Epoch 6/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2694 - mape: 4255041.0000 - val_loss: 0.2701 - val_mape: 13492140.0000
Epoch 7/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2576 - mape: 5966866.5000 - val_loss: 0.2614 - val_mape: 17577040.0000
Epoch 8/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2721 - mape: 7849515.0000 - val_loss: 0.2601 - val_mape: 17944208.0000
Epoch 9/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2673 - mape: 7792633.5000 - val_loss: 0.2590 - val_mape: 16736136.0000
Epoch 10/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2551 - mape: 7040825.5000 - val_loss: 0.2597 - val_mape: 15304892.0000
Epoch 11/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2508 - mape: 6263406.0000 - val_loss: 0.2614 - val_mape: 14204590.0000
Epoch 12/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2510 - mape: 5679183.5000 - val_loss: 0.2625 - val_mape: 13598271.0000
Epoch 13/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2520 - mape: 5317319.0000 - val_loss: 0.2621 - val_mape: 13447560.0000
Epoch 14/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2521 - mape: 5152005.0000 - val_loss: 0.2598 - val_mape: 13716931.0000
Epoch 15/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2510 - mape: 5157360.0000 - val_loss: 0.2561 - val_mape: 14381542.0000
Epoch 16/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2488 - mape: 5317473.0000 - val_loss: 0.2519 - val_mape: 15393070.0000
Epoch 17/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2459 - mape: 5612760.5000 - val_loss: 0.2481 - val_mape: 16732312.0000
Epoch 18/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2429 - mape: 6031420.5000 - val_loss: 0.2458 - val_mape: 18359174.0000
Epoch 19/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2406 - mape: 6546995.0000 - val_loss: 0.2456 - val_mape: 20081238.0000
Epoch 20/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2399 - mape: 7093210.5000 - val_loss: 0.2461 - val_mape: 21400428.0000
Epoch 21/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2405 - mape: 7501961.5000 - val_loss: 0.2451 - val_mape: 21641496.0000
Epoch 22/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2398 - mape: 7540764.5000 - val_loss: 0.2419 - val_mape: 20818928.0000
Epoch 23/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2366 - mape: 7213446.5000 - val_loss: 0.2389 - val_mape: 19515212.0000
Epoch 24/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2339 - mape: 6716131.5000 - val_loss: 0.2375 - val_mape: 18243416.0000
Epoch 25/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2328 - mape: 6235686.0000 - val_loss: 0.2368 - val_mape: 17283680.0000
Epoch 26/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2324 - mape: 5877709.5000 - val_loss: 0.2362 - val_mape: 16806064.0000
Epoch 27/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2318 - mape: 5688510.5000 - val_loss: 0.2349 - val_mape: 16890590.0000
Epoch 28/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2305 - mape: 5683979.5000 - val_loss: 0.2337 - val_mape: 17463674.0000
Epoch 29/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2296 - mape: 5835574.5000 - val_loss: 0.2340 - val_mape: 18100788.0000
Epoch 30/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2301 - mape: 5980122.5000 - val_loss: 0.2345 - val_mape: 18210132.0000
Epoch 31/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2292 - mape: 5886422.5000 - val_loss: 0.2353 - val_mape: 17888206.0000
Epoch 32/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2280 - mape: 5629409.0000 - val_loss: 0.2366 - val_mape: 17639704.0000
Epoch 33/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2279 - mape: 5404533.5000 - val_loss: 0.2376 - val_mape: 17832054.0000
Epoch 34/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2279 - mape: 5345270.0000 - val_loss: 0.2381 - val_mape: 18360828.0000
Epoch 35/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2275 - mape: 5424710.0000 - val_loss: 0.2383 - val_mape: 18874910.0000
Epoch 36/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2270 - mape: 5557971.5000 - val_loss: 0.2382 - val_mape: 18921254.0000
Epoch 37/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2264 - mape: 5647901.0000 - val_loss: 0.2381 - val_mape: 18471724.0000
Epoch 38/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2257 - mape: 5627668.5000 - val_loss: 0.2385 - val_mape: 17783010.0000
Epoch 39/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2251 - mape: 5530744.0000 - val_loss: 0.2393 - val_mape: 17115152.0000
Epoch 40/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2247 - mape: 5416447.0000 - val_loss: 0.2401 - val_mape: 16612497.0000
Epoch 41/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2244 - mape: 5335540.5000 - val_loss: 0.2406 - val_mape: 16446661.0000
Epoch 42/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2241 - mape: 5321342.5000 - val_loss: 0.2409 - val_mape: 16544783.0000
Epoch 43/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2237 - mape: 5342103.5000 - val_loss: 0.2411 - val_mape: 16577184.0000
Epoch 44/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2231 - mape: 5336327.5000 - val_loss: 0.2417 - val_mape: 16511329.0000
Epoch 45/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2225 - mape: 5277057.0000 - val_loss: 0.2424 - val_mape: 16474842.0000
Epoch 46/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2219 - mape: 5188190.5000 - val_loss: 0.2430 - val_mape: 16525477.0000
Epoch 47/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2214 - mape: 5100087.0000 - val_loss: 0.2434 - val_mape: 16727218.0000
Epoch 48/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2209 - mape: 5041121.5000 - val_loss: 0.2436 - val_mape: 16961142.0000
Epoch 49/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2204 - mape: 4988964.5000 - val_loss: 0.2437 - val_mape: 16967350.0000
Epoch 50/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2198 - mape: 4903088.5000 - val_loss: 0.2436 - val_mape: 16904564.0000
Epoch 51/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2190 - mape: 4826414.0000 - val_loss: 0.2437 - val_mape: 17305838.0000
Epoch 52/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2181 - mape: 4820475.0000 - val_loss: 0.2436 - val_mape: 17635548.0000
Epoch 53/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2171 - mape: 4815288.0000 - val_loss: 0.2432 - val_mape: 17534566.0000
Epoch 54/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2160 - mape: 4726129.5000 - val_loss: 0.2425 - val_mape: 17670498.0000
Epoch 55/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2148 - mape: 4662688.0000 - val_loss: 0.2414 - val_mape: 17958672.0000
Epoch 56/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2135 - mape: 4599523.0000 - val_loss: 0.2420 - val_mape: 19691344.0000
Epoch 57/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2112 - mape: 4599502.0000 - val_loss: 0.2508 - val_mape: 21887386.0000
Epoch 58/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2088 - mape: 4453147.5000 - val_loss: 0.2511 - val_mape: 18025756.0000
Epoch 59/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2121 - mape: 3466315.2500 - val_loss: 0.3216 - val_mape: 27805506.0000
Epoch 60/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2168 - mape: 5043406.0000 - val_loss: 0.2466 - val_mape: 19620926.0000
Epoch 61/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2066 - mape: 3846845.2500 - val_loss: 0.2469 - val_mape: 16761394.0000
Epoch 62/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2097 - mape: 3456970.5000 - val_loss: 0.2417 - val_mape: 18113468.0000
Epoch 63/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2080 - mape: 4018857.2500 - val_loss: 0.2391 - val_mape: 20142310.0000
Epoch 64/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2082 - mape: 4605957.5000 - val_loss: 0.2422 - val_mape: 20065644.0000
Epoch 65/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2067 - mape: 4454699.5000 - val_loss: 0.2464 - val_mape: 20167532.0000
Epoch 66/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2067 - mape: 4237433.0000 - val_loss: 0.2523 - val_mape: 21350620.0000
Epoch 66: early stopping
1/1 [==============================] - 0s 314ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3988 - mape: 211833.9688 - val_loss: 0.4000 - val_mape: 927986.5000
Epoch 2/250
1/1 [==============================] - 0s 265ms/step - loss: 0.3932 - mape: 278274.6562 - val_loss: 0.3952 - val_mape: 1208615.2500
Epoch 3/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3876 - mape: 370449.8125 - val_loss: 0.3903 - val_mape: 1497556.3750
Epoch 4/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3821 - mape: 470895.9062 - val_loss: 0.3853 - val_mape: 1796721.6250
Epoch 5/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3767 - mape: 576047.4375 - val_loss: 0.3803 - val_mape: 2106703.5000
Epoch 6/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3714 - mape: 685100.2500 - val_loss: 0.3754 - val_mape: 2426233.7500
Epoch 7/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3663 - mape: 798256.3750 - val_loss: 0.3703 - val_mape: 2757503.7500
Epoch 8/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3612 - mape: 915971.6250 - val_loss: 0.3653 - val_mape: 3095192.0000
Epoch 9/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3562 - mape: 1037065.3125 - val_loss: 0.3602 - val_mape: 3454707.2500
Epoch 10/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3513 - mape: 1160253.0000 - val_loss: 0.3552 - val_mape: 3821882.2500
Epoch 11/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3463 - mape: 1283408.7500 - val_loss: 0.3503 - val_mape: 4195161.5000
Epoch 12/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3414 - mape: 1409428.8750 - val_loss: 0.3454 - val_mape: 4569561.5000
Epoch 13/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3366 - mape: 1537761.3750 - val_loss: 0.3405 - val_mape: 4951992.5000
Epoch 14/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3319 - mape: 1667213.6250 - val_loss: 0.3356 - val_mape: 5345609.5000
Epoch 15/250
1/1 [==============================] - 0s 344ms/step - loss: 0.3272 - mape: 1800989.6250 - val_loss: 0.3308 - val_mape: 5745887.5000
Epoch 16/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3226 - mape: 1936936.2500 - val_loss: 0.3262 - val_mape: 6149028.0000
Epoch 17/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3181 - mape: 2077344.6250 - val_loss: 0.3217 - val_mape: 6548354.0000
Epoch 18/250
1/1 [==============================] - 0s 324ms/step - loss: 0.3136 - mape: 2221391.2500 - val_loss: 0.3172 - val_mape: 6951406.0000
Epoch 19/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3091 - mape: 2369104.0000 - val_loss: 0.3129 - val_mape: 7364442.0000
Epoch 20/250
1/1 [==============================] - 0s 340ms/step - loss: 0.3048 - mape: 2520611.7500 - val_loss: 0.3086 - val_mape: 7789519.5000
Epoch 21/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3005 - mape: 2676690.7500 - val_loss: 0.3045 - val_mape: 8224898.5000
Epoch 22/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2964 - mape: 2836543.0000 - val_loss: 0.3004 - val_mape: 8675214.0000
Epoch 23/250
1/1 [==============================] - 0s 326ms/step - loss: 0.2924 - mape: 2999155.7500 - val_loss: 0.2964 - val_mape: 9132636.0000
Epoch 24/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2885 - mape: 3165056.0000 - val_loss: 0.2925 - val_mape: 9609060.0000
Epoch 25/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2847 - mape: 3334752.0000 - val_loss: 0.2887 - val_mape: 10094517.0000
Epoch 26/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2811 - mape: 3509654.7500 - val_loss: 0.2850 - val_mape: 10585917.0000
Epoch 27/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2777 - mape: 3689367.5000 - val_loss: 0.2815 - val_mape: 11089091.0000
Epoch 28/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2745 - mape: 3873333.7500 - val_loss: 0.2782 - val_mape: 11604526.0000
Epoch 29/250
1/1 [==============================] - 0s 351ms/step - loss: 0.2715 - mape: 4060467.0000 - val_loss: 0.2751 - val_mape: 12129632.0000
Epoch 30/250
1/1 [==============================] - 0s 391ms/step - loss: 0.2687 - mape: 4250830.5000 - val_loss: 0.2722 - val_mape: 12664973.0000
Epoch 31/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2661 - mape: 4444698.5000 - val_loss: 0.2697 - val_mape: 13206711.0000
Epoch 32/250
1/1 [==============================] - 0s 330ms/step - loss: 0.2638 - mape: 4641249.0000 - val_loss: 0.2674 - val_mape: 13756564.0000
Epoch 33/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2616 - mape: 4841299.5000 - val_loss: 0.2655 - val_mape: 14314634.0000
Epoch 34/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2597 - mape: 5044650.0000 - val_loss: 0.2638 - val_mape: 14878047.0000
Epoch 35/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2580 - mape: 5250039.5000 - val_loss: 0.2625 - val_mape: 15443361.0000
Epoch 36/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2565 - mape: 5457784.0000 - val_loss: 0.2615 - val_mape: 16005760.0000
Epoch 37/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2552 - mape: 5665685.5000 - val_loss: 0.2607 - val_mape: 16561674.0000
Epoch 38/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2542 - mape: 5872327.5000 - val_loss: 0.2602 - val_mape: 17104216.0000
Epoch 39/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2534 - mape: 6075802.5000 - val_loss: 0.2598 - val_mape: 17630536.0000
Epoch 40/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2527 - mape: 6273732.0000 - val_loss: 0.2596 - val_mape: 18135444.0000
Epoch 41/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2522 - mape: 6464461.0000 - val_loss: 0.2596 - val_mape: 18610182.0000
Epoch 42/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2518 - mape: 6644706.5000 - val_loss: 0.2597 - val_mape: 19049114.0000
Epoch 43/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2516 - mape: 6811559.5000 - val_loss: 0.2599 - val_mape: 19442522.0000
Epoch 44/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2514 - mape: 6961789.0000 - val_loss: 0.2601 - val_mape: 19782758.0000
Epoch 45/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2513 - mape: 7092619.5000 - val_loss: 0.2601 - val_mape: 20063506.0000
Epoch 46/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2512 - mape: 7200697.5000 - val_loss: 0.2601 - val_mape: 20278502.0000
Epoch 47/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2510 - mape: 7283361.0000 - val_loss: 0.2599 - val_mape: 20426310.0000
Epoch 48/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2508 - mape: 7339733.0000 - val_loss: 0.2596 - val_mape: 20507818.0000
Epoch 49/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2505 - mape: 7370026.0000 - val_loss: 0.2592 - val_mape: 20526300.0000
Epoch 50/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2501 - mape: 7376164.5000 - val_loss: 0.2586 - val_mape: 20492054.0000
Epoch 51/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2495 - mape: 7361037.0000 - val_loss: 0.2579 - val_mape: 20410932.0000
Epoch 52/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2490 - mape: 7327754.5000 - val_loss: 0.2572 - val_mape: 20289594.0000
Epoch 53/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2483 - mape: 7278910.5000 - val_loss: 0.2564 - val_mape: 20137062.0000
Epoch 54/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2476 - mape: 7218307.0000 - val_loss: 0.2556 - val_mape: 19964738.0000
Epoch 55/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2470 - mape: 7150605.0000 - val_loss: 0.2548 - val_mape: 19780222.0000
Epoch 56/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2464 - mape: 7078761.5000 - val_loss: 0.2540 - val_mape: 19590284.0000
Epoch 57/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2458 - mape: 7005262.0000 - val_loss: 0.2533 - val_mape: 19402006.0000
Epoch 58/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2452 - mape: 6932675.0000 - val_loss: 0.2526 - val_mape: 19220580.0000
Epoch 59/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2446 - mape: 6863126.0000 - val_loss: 0.2520 - val_mape: 19052398.0000
Epoch 60/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2441 - mape: 6798794.5000 - val_loss: 0.2513 - val_mape: 18900078.0000
Epoch 61/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2436 - mape: 6740721.0000 - val_loss: 0.2507 - val_mape: 18765456.0000
Epoch 62/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2432 - mape: 6689326.0000 - val_loss: 0.2501 - val_mape: 18648548.0000
Epoch 63/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2427 - mape: 6644920.5000 - val_loss: 0.2495 - val_mape: 18549570.0000
Epoch 64/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2422 - mape: 6607778.0000 - val_loss: 0.2489 - val_mape: 18469640.0000
Epoch 65/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2418 - mape: 6578148.0000 - val_loss: 0.2484 - val_mape: 18408704.0000
Epoch 66/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2413 - mape: 6556007.5000 - val_loss: 0.2478 - val_mape: 18366376.0000
Epoch 67/250
1/1 [==============================] - 0s 391ms/step - loss: 0.2408 - mape: 6540977.5000 - val_loss: 0.2472 - val_mape: 18342830.0000
Epoch 68/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2403 - mape: 6532812.0000 - val_loss: 0.2466 - val_mape: 18337044.0000
Epoch 69/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2398 - mape: 6531318.5000 - val_loss: 0.2459 - val_mape: 18345922.0000
Epoch 70/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2393 - mape: 6535773.0000 - val_loss: 0.2453 - val_mape: 18365310.0000
Epoch 71/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2388 - mape: 6544826.5000 - val_loss: 0.2447 - val_mape: 18392450.0000
Epoch 72/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2383 - mape: 6557916.0000 - val_loss: 0.2440 - val_mape: 18424824.0000
Epoch 73/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2379 - mape: 6572336.0000 - val_loss: 0.2434 - val_mape: 18460616.0000
Epoch 74/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2374 - mape: 6587150.0000 - val_loss: 0.2429 - val_mape: 18497472.0000
Epoch 75/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2369 - mape: 6601563.0000 - val_loss: 0.2423 - val_mape: 18533886.0000
Epoch 76/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2365 - mape: 6613482.5000 - val_loss: 0.2417 - val_mape: 18561840.0000
Epoch 77/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2361 - mape: 6620193.5000 - val_loss: 0.2412 - val_mape: 18571736.0000
Epoch 78/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2357 - mape: 6617621.0000 - val_loss: 0.2407 - val_mape: 18557342.0000
Epoch 79/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2353 - mape: 6603096.5000 - val_loss: 0.2403 - val_mape: 18516288.0000
Epoch 80/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2350 - mape: 6575405.0000 - val_loss: 0.2399 - val_mape: 18446170.0000
Epoch 81/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2345 - mape: 6533511.5000 - val_loss: 0.2396 - val_mape: 18351930.0000
Epoch 82/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2341 - mape: 6479784.5000 - val_loss: 0.2394 - val_mape: 18237808.0000
Epoch 83/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2337 - mape: 6416285.0000 - val_loss: 0.2392 - val_mape: 18114388.0000
Epoch 84/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2333 - mape: 6347912.0000 - val_loss: 0.2391 - val_mape: 17992164.0000
Epoch 85/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2329 - mape: 6279335.5000 - val_loss: 0.2390 - val_mape: 17876462.0000
Epoch 86/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2325 - mape: 6213244.0000 - val_loss: 0.2389 - val_mape: 17771052.0000
Epoch 87/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2322 - mape: 6151820.5000 - val_loss: 0.2388 - val_mape: 17682644.0000
Epoch 88/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2319 - mape: 6098359.0000 - val_loss: 0.2388 - val_mape: 17615000.0000
Epoch 89/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2316 - mape: 6052712.5000 - val_loss: 0.2387 - val_mape: 17569382.0000
Epoch 90/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2313 - mape: 6015481.0000 - val_loss: 0.2386 - val_mape: 17544540.0000
Epoch 91/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2310 - mape: 5986055.5000 - val_loss: 0.2386 - val_mape: 17537518.0000
Epoch 92/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2307 - mape: 5963094.0000 - val_loss: 0.2385 - val_mape: 17542308.0000
Epoch 93/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2304 - mape: 5944538.5000 - val_loss: 0.2385 - val_mape: 17560266.0000
Epoch 94/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2301 - mape: 5928779.5000 - val_loss: 0.2385 - val_mape: 17583502.0000
Epoch 95/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2298 - mape: 5913044.5000 - val_loss: 0.2385 - val_mape: 17606272.0000
Epoch 96/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2295 - mape: 5896211.5000 - val_loss: 0.2386 - val_mape: 17614922.0000
Epoch 97/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2292 - mape: 5874136.5000 - val_loss: 0.2387 - val_mape: 17603142.0000
Epoch 98/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2289 - mape: 5844321.5000 - val_loss: 0.2389 - val_mape: 17568962.0000
Epoch 99/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2287 - mape: 5805856.5000 - val_loss: 0.2392 - val_mape: 17519998.0000
Epoch 100/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2284 - mape: 5762416.5000 - val_loss: 0.2394 - val_mape: 17467330.0000
Epoch 101/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2281 - mape: 5719267.0000 - val_loss: 0.2397 - val_mape: 17419864.0000
Epoch 102/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2279 - mape: 5679306.5000 - val_loss: 0.2400 - val_mape: 17385090.0000
Epoch 103/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2277 - mape: 5645466.0000 - val_loss: 0.2402 - val_mape: 17368574.0000
Epoch 104/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2275 - mape: 5619668.5000 - val_loss: 0.2404 - val_mape: 17370288.0000
Epoch 105/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2272 - mape: 5602038.5000 - val_loss: 0.2406 - val_mape: 17387636.0000
Epoch 106/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2270 - mape: 5590452.5000 - val_loss: 0.2408 - val_mape: 17410328.0000
Epoch 107/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2268 - mape: 5582059.5000 - val_loss: 0.2410 - val_mape: 17423294.0000
Epoch 108/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2266 - mape: 5572504.5000 - val_loss: 0.2412 - val_mape: 17418782.0000
Epoch 109/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2264 - mape: 5559360.0000 - val_loss: 0.2414 - val_mape: 17394286.0000
Epoch 110/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2262 - mape: 5541263.5000 - val_loss: 0.2417 - val_mape: 17350702.0000
Epoch 111/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2260 - mape: 5518295.5000 - val_loss: 0.2420 - val_mape: 17296892.0000
Epoch 112/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2258 - mape: 5493473.0000 - val_loss: 0.2423 - val_mape: 17237958.0000
Epoch 113/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2257 - mape: 5468314.0000 - val_loss: 0.2426 - val_mape: 17177822.0000
Epoch 114/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2255 - mape: 5443823.0000 - val_loss: 0.2428 - val_mape: 17124944.0000
Epoch 115/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2253 - mape: 5422765.0000 - val_loss: 0.2431 - val_mape: 17082374.0000
Epoch 116/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2251 - mape: 5405806.0000 - val_loss: 0.2433 - val_mape: 17051418.0000
Epoch 117/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2249 - mape: 5393358.0000 - val_loss: 0.2434 - val_mape: 17031848.0000
Epoch 118/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2248 - mape: 5384605.0000 - val_loss: 0.2436 - val_mape: 17019568.0000
Epoch 119/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2246 - mape: 5377866.5000 - val_loss: 0.2437 - val_mape: 17008694.0000
Epoch 120/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2244 - mape: 5370971.0000 - val_loss: 0.2438 - val_mape: 16995800.0000
Epoch 121/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2243 - mape: 5362467.0000 - val_loss: 0.2440 - val_mape: 16977118.0000
Epoch 122/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2241 - mape: 5350779.5000 - val_loss: 0.2441 - val_mape: 16952932.0000
Epoch 123/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2239 - mape: 5335977.5000 - val_loss: 0.2442 - val_mape: 16925478.0000
Epoch 124/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2238 - mape: 5318736.0000 - val_loss: 0.2444 - val_mape: 16899722.0000
Epoch 125/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2236 - mape: 5300512.5000 - val_loss: 0.2445 - val_mape: 16881686.0000
Epoch 126/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2235 - mape: 5283332.0000 - val_loss: 0.2445 - val_mape: 16877858.0000
Epoch 127/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2233 - mape: 5269782.0000 - val_loss: 0.2445 - val_mape: 16890702.0000
Epoch 128/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2231 - mape: 5260871.0000 - val_loss: 0.2445 - val_mape: 16916424.0000
Epoch 129/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2229 - mape: 5255335.5000 - val_loss: 0.2444 - val_mape: 16947438.0000
Epoch 130/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2228 - mape: 5251845.5000 - val_loss: 0.2444 - val_mape: 16971640.0000
Epoch 131/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2226 - mape: 5247034.5000 - val_loss: 0.2443 - val_mape: 16989616.0000
Epoch 132/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2224 - mape: 5239394.5000 - val_loss: 0.2443 - val_mape: 17002478.0000
Epoch 133/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2223 - mape: 5228144.5000 - val_loss: 0.2443 - val_mape: 17009240.0000
Epoch 134/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2221 - mape: 5214284.0000 - val_loss: 0.2443 - val_mape: 17018476.0000
Epoch 135/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2220 - mape: 5201210.5000 - val_loss: 0.2442 - val_mape: 17037616.0000
Epoch 136/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2218 - mape: 5191570.0000 - val_loss: 0.2442 - val_mape: 17066648.0000
Epoch 137/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2216 - mape: 5185545.0000 - val_loss: 0.2442 - val_mape: 17098864.0000
Epoch 138/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2215 - mape: 5180957.0000 - val_loss: 0.2441 - val_mape: 17128232.0000
Epoch 139/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2213 - mape: 5175896.5000 - val_loss: 0.2441 - val_mape: 17149940.0000
Epoch 140/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2211 - mape: 5169892.5000 - val_loss: 0.2441 - val_mape: 17161990.0000
Epoch 141/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2210 - mape: 5161981.0000 - val_loss: 0.2441 - val_mape: 17165582.0000
Epoch 142/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2208 - mape: 5152018.0000 - val_loss: 0.2442 - val_mape: 17164734.0000
Epoch 143/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2206 - mape: 5141597.0000 - val_loss: 0.2442 - val_mape: 17164168.0000
Epoch 144/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2204 - mape: 5132155.5000 - val_loss: 0.2442 - val_mape: 17171722.0000
Epoch 145/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2203 - mape: 5126773.5000 - val_loss: 0.2442 - val_mape: 17191618.0000
Epoch 146/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2201 - mape: 5126772.5000 - val_loss: 0.2441 - val_mape: 17215762.0000
Epoch 147/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2199 - mape: 5128015.5000 - val_loss: 0.2441 - val_mape: 17238774.0000
Epoch 148/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2197 - mape: 5128493.0000 - val_loss: 0.2440 - val_mape: 17252760.0000
Epoch 149/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2196 - mape: 5125633.5000 - val_loss: 0.2440 - val_mape: 17257690.0000
Epoch 150/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2194 - mape: 5119031.5000 - val_loss: 0.2440 - val_mape: 17259578.0000
Epoch 151/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2192 - mape: 5110447.5000 - val_loss: 0.2441 - val_mape: 17267402.0000
Epoch 152/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2190 - mape: 5102814.0000 - val_loss: 0.2441 - val_mape: 17282922.0000
Epoch 153/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2189 - mape: 5096674.5000 - val_loss: 0.2441 - val_mape: 17308450.0000
Epoch 154/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2187 - mape: 5093492.5000 - val_loss: 0.2441 - val_mape: 17337302.0000
Epoch 155/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2185 - mape: 5090941.0000 - val_loss: 0.2442 - val_mape: 17361336.0000
Epoch 156/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2183 - mape: 5086779.0000 - val_loss: 0.2443 - val_mape: 17374262.0000
Epoch 157/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2181 - mape: 5079623.5000 - val_loss: 0.2444 - val_mape: 17378952.0000
Epoch 158/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2180 - mape: 5071000.0000 - val_loss: 0.2445 - val_mape: 17382190.0000
Epoch 159/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2178 - mape: 5061927.5000 - val_loss: 0.2447 - val_mape: 17390380.0000
Epoch 160/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2176 - mape: 5054190.0000 - val_loss: 0.2449 - val_mape: 17394930.0000
Epoch 161/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2174 - mape: 5045020.0000 - val_loss: 0.2451 - val_mape: 17399784.0000
Epoch 162/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2172 - mape: 5036708.5000 - val_loss: 0.2453 - val_mape: 17412464.0000
Epoch 163/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2170 - mape: 5032080.5000 - val_loss: 0.2454 - val_mape: 17430708.0000
Epoch 164/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2169 - mape: 5029448.5000 - val_loss: 0.2456 - val_mape: 17449844.0000
Epoch 165/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2167 - mape: 5026951.5000 - val_loss: 0.2458 - val_mape: 17464330.0000
Epoch 166/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2165 - mape: 5022079.5000 - val_loss: 0.2461 - val_mape: 17477674.0000
Epoch 167/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2163 - mape: 5016024.0000 - val_loss: 0.2463 - val_mape: 17490180.0000
Epoch 168/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2161 - mape: 5008969.0000 - val_loss: 0.2466 - val_mape: 17503840.0000
Epoch 169/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2159 - mape: 5001527.5000 - val_loss: 0.2468 - val_mape: 17535276.0000
Epoch 170/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2157 - mape: 4998495.0000 - val_loss: 0.2471 - val_mape: 17570978.0000
Epoch 171/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2155 - mape: 4995889.0000 - val_loss: 0.2474 - val_mape: 17603904.0000
Epoch 172/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2153 - mape: 4990956.0000 - val_loss: 0.2477 - val_mape: 17629914.0000
Epoch 173/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2151 - mape: 4983209.5000 - val_loss: 0.2480 - val_mape: 17665834.0000
Epoch 174/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2150 - mape: 4978571.0000 - val_loss: 0.2483 - val_mape: 17704584.0000
Epoch 175/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2148 - mape: 4975620.5000 - val_loss: 0.2485 - val_mape: 17740208.0000
Epoch 176/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2146 - mape: 4972780.0000 - val_loss: 0.2489 - val_mape: 17758472.0000
Epoch 177/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2144 - mape: 4965162.0000 - val_loss: 0.2492 - val_mape: 17758138.0000
Epoch 178/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2142 - mape: 4952832.0000 - val_loss: 0.2496 - val_mape: 17758888.0000
Epoch 179/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2140 - mape: 4941763.0000 - val_loss: 0.2500 - val_mape: 17784916.0000
Epoch 180/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2138 - mape: 4937942.5000 - val_loss: 0.2503 - val_mape: 17818882.0000
Epoch 181/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2136 - mape: 4936679.5000 - val_loss: 0.2507 - val_mape: 17840436.0000
Epoch 182/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2133 - mape: 4931660.0000 - val_loss: 0.2513 - val_mape: 17831398.0000
Epoch 183/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2131 - mape: 4917695.0000 - val_loss: 0.2517 - val_mape: 17833136.0000
Epoch 184/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2129 - mape: 4906573.0000 - val_loss: 0.2521 - val_mape: 17866042.0000
Epoch 185/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2127 - mape: 4903254.5000 - val_loss: 0.2525 - val_mape: 17917406.0000
Epoch 186/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2125 - mape: 4904084.5000 - val_loss: 0.2530 - val_mape: 17939376.0000
Epoch 187/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2123 - mape: 4896934.0000 - val_loss: 0.2534 - val_mape: 17953496.0000
Epoch 188/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2121 - mape: 4887608.5000 - val_loss: 0.2539 - val_mape: 17974220.0000
Epoch 189/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2118 - mape: 4880082.0000 - val_loss: 0.2543 - val_mape: 18010446.0000
Epoch 190/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2116 - mape: 4877000.0000 - val_loss: 0.2547 - val_mape: 18037030.0000
Epoch 191/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2114 - mape: 4871067.0000 - val_loss: 0.2551 - val_mape: 18054988.0000
Epoch 192/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2112 - mape: 4862424.5000 - val_loss: 0.2554 - val_mape: 18073240.0000
Epoch 193/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2109 - mape: 4854551.0000 - val_loss: 0.2558 - val_mape: 18106566.0000
Epoch 194/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2107 - mape: 4851556.5000 - val_loss: 0.2562 - val_mape: 18148772.0000
Epoch 195/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2105 - mape: 4849528.5000 - val_loss: 0.2567 - val_mape: 18178906.0000
Epoch 196/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2102 - mape: 4841654.0000 - val_loss: 0.2573 - val_mape: 18187166.0000
Epoch 197/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2100 - mape: 4826557.0000 - val_loss: 0.2579 - val_mape: 18230708.0000
Epoch 198/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2097 - mape: 4821408.5000 - val_loss: 0.2585 - val_mape: 18290392.0000
Epoch 199/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2095 - mape: 4820953.0000 - val_loss: 0.2591 - val_mape: 18338434.0000
Epoch 200/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2092 - mape: 4817612.5000 - val_loss: 0.2597 - val_mape: 18378470.0000
Epoch 201/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2090 - mape: 4812601.0000 - val_loss: 0.2604 - val_mape: 18394540.0000
Epoch 202/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2087 - mape: 4801014.0000 - val_loss: 0.2612 - val_mape: 18404470.0000
Epoch 203/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2084 - mape: 4788047.0000 - val_loss: 0.2620 - val_mape: 18418320.0000
Epoch 204/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2082 - mape: 4776023.0000 - val_loss: 0.2628 - val_mape: 18463810.0000
Epoch 205/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2079 - mape: 4771296.0000 - val_loss: 0.2636 - val_mape: 18527224.0000
Epoch 206/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2076 - mape: 4769197.0000 - val_loss: 0.2644 - val_mape: 18573518.0000
Epoch 207/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2073 - mape: 4761006.5000 - val_loss: 0.2653 - val_mape: 18615680.0000
Epoch 208/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2070 - mape: 4748468.5000 - val_loss: 0.2661 - val_mape: 18698982.0000
Epoch 209/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2067 - mape: 4745183.0000 - val_loss: 0.2670 - val_mape: 18789556.0000
Epoch 210/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2064 - mape: 4745372.5000 - val_loss: 0.2680 - val_mape: 18838488.0000
Epoch 211/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2060 - mape: 4733686.0000 - val_loss: 0.2690 - val_mape: 18879760.0000
Epoch 212/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2057 - mape: 4721082.5000 - val_loss: 0.2700 - val_mape: 18923884.0000
Epoch 213/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2054 - mape: 4711557.5000 - val_loss: 0.2709 - val_mape: 18993230.0000
Epoch 214/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2050 - mape: 4708985.0000 - val_loss: 0.2718 - val_mape: 19048872.0000
Epoch 215/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2046 - mape: 4698937.5000 - val_loss: 0.2727 - val_mape: 19077602.0000
Epoch 216/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2042 - mape: 4678677.0000 - val_loss: 0.2736 - val_mape: 19156994.0000
Epoch 217/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2038 - mape: 4671845.5000 - val_loss: 0.2747 - val_mape: 19259102.0000
Epoch 218/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2034 - mape: 4670879.0000 - val_loss: 0.2759 - val_mape: 19328802.0000
Epoch 219/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2029 - mape: 4659524.5000 - val_loss: 0.2771 - val_mape: 19377146.0000
Epoch 220/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2024 - mape: 4643913.5000 - val_loss: 0.2783 - val_mape: 19430466.0000
Epoch 221/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2019 - mape: 4633618.5000 - val_loss: 0.2793 - val_mape: 19559308.0000
Epoch 222/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2013 - mape: 4644375.5000 - val_loss: 0.2803 - val_mape: 19645052.0000
Epoch 223/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2008 - mape: 4633733.5000 - val_loss: 0.2815 - val_mape: 19682632.0000
Epoch 224/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2003 - mape: 4597498.5000 - val_loss: 0.2829 - val_mape: 19922626.0000
Epoch 225/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1997 - mape: 4608574.5000 - val_loss: 0.2845 - val_mape: 20092852.0000
Epoch 226/250
1/1 [==============================] - 0s 293ms/step - loss: 0.1991 - mape: 4595499.5000 - val_loss: 0.2863 - val_mape: 20148682.0000
Epoch 227/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1985 - mape: 4561619.5000 - val_loss: 0.2879 - val_mape: 20335676.0000
Epoch 228/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1978 - mape: 4578225.5000 - val_loss: 0.2895 - val_mape: 20433736.0000
Epoch 229/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1972 - mape: 4575369.5000 - val_loss: 0.2915 - val_mape: 20487060.0000
Epoch 230/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1966 - mape: 4550733.5000 - val_loss: 0.2936 - val_mape: 20686626.0000
Epoch 231/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1959 - mape: 4550879.0000 - val_loss: 0.2958 - val_mape: 21048104.0000
Epoch 232/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1952 - mape: 4571594.0000 - val_loss: 0.2980 - val_mape: 21313392.0000
Epoch 233/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1946 - mape: 4554592.0000 - val_loss: 0.3000 - val_mape: 21518914.0000
Epoch 234/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1939 - mape: 4529520.0000 - val_loss: 0.3020 - val_mape: 21722000.0000
Epoch 235/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1933 - mape: 4518494.5000 - val_loss: 0.3042 - val_mape: 21903974.0000
Epoch 236/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1928 - mape: 4511311.0000 - val_loss: 0.3065 - val_mape: 21858688.0000
Epoch 237/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1923 - mape: 4426490.5000 - val_loss: 0.3101 - val_mape: 22502684.0000
Epoch 238/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1919 - mape: 4529702.0000 - val_loss: 0.3127 - val_mape: 22184432.0000
Epoch 239/250
1/1 [==============================] - 0s 284ms/step - loss: 0.1915 - mape: 4345590.5000 - val_loss: 0.3174 - val_mape: 23129726.0000
Epoch 240/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1911 - mape: 4532798.0000 - val_loss: 0.3189 - val_mape: 22746038.0000
Epoch 241/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1906 - mape: 4345926.5000 - val_loss: 0.3218 - val_mape: 23158920.0000
Epoch 242/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1901 - mape: 4399962.0000 - val_loss: 0.3249 - val_mape: 23546712.0000
Epoch 243/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1898 - mape: 4447501.0000 - val_loss: 0.3246 - val_mape: 22784254.0000
Epoch 244/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1898 - mape: 4153044.2500 - val_loss: 0.3292 - val_mape: 23817964.0000
Epoch 245/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1889 - mape: 4365064.5000 - val_loss: 0.3314 - val_mape: 23998628.0000
Epoch 246/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1885 - mape: 4358443.0000 - val_loss: 0.3301 - val_mape: 23142100.0000
Epoch 247/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1886 - mape: 4089947.5000 - val_loss: 0.3336 - val_mape: 24051532.0000
Epoch 248/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1877 - mape: 4329767.5000 - val_loss: 0.3343 - val_mape: 24065108.0000
Epoch 249/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1873 - mape: 4323662.0000 - val_loss: 0.3328 - val_mape: 23259934.0000
Epoch 250/250
1/1 [==============================] - 0s 278ms/step - loss: 0.1873 - mape: 4064779.2500 - val_loss: 0.3355 - val_mape: 24149616.0000
1/1 [==============================] - 0s 333ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3956 - mape: 190219.0312 - val_loss: 0.3995 - val_mape: 1499025.8750
Epoch 2/250
1/1 [==============================] - 0s 328ms/step - loss: 0.3758 - mape: 569083.0000 - val_loss: 0.3849 - val_mape: 2230168.7500
Epoch 3/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3656 - mape: 795503.3125 - val_loss: 0.3736 - val_mape: 2973116.5000
Epoch 4/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3550 - mape: 1033391.0000 - val_loss: 0.3628 - val_mape: 3766283.5000
Epoch 5/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3433 - mape: 1306350.5000 - val_loss: 0.3518 - val_mape: 4657909.5000
Epoch 6/250
1/1 [==============================] - 0s 327ms/step - loss: 0.3307 - mape: 1613681.5000 - val_loss: 0.3406 - val_mape: 5662492.0000
Epoch 7/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3173 - mape: 1977439.6250 - val_loss: 0.3294 - val_mape: 6781344.5000
Epoch 8/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3038 - mape: 2400577.7500 - val_loss: 0.3184 - val_mape: 8019661.0000
Epoch 9/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2909 - mape: 2879242.2500 - val_loss: 0.3078 - val_mape: 9416371.0000
Epoch 10/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2787 - mape: 3414302.7500 - val_loss: 0.2979 - val_mape: 10966003.0000
Epoch 11/250
1/1 [==============================] - 0s 342ms/step - loss: 0.2680 - mape: 4022682.2500 - val_loss: 0.2891 - val_mape: 12717760.0000
Epoch 12/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2592 - mape: 4717219.0000 - val_loss: 0.2822 - val_mape: 14698770.0000
Epoch 13/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2530 - mape: 5513705.0000 - val_loss: 0.2780 - val_mape: 16904212.0000
Epoch 14/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2502 - mape: 6411528.0000 - val_loss: 0.2771 - val_mape: 19194804.0000
Epoch 15/250
1/1 [==============================] - 0s 365ms/step - loss: 0.2527 - mape: 7358192.5000 - val_loss: 0.2781 - val_mape: 20975558.0000
Epoch 16/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2597 - mape: 8088698.5000 - val_loss: 0.2780 - val_mape: 21588388.0000
Epoch 17/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2619 - mape: 8300491.5000 - val_loss: 0.2761 - val_mape: 21290020.0000
Epoch 18/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2580 - mape: 8120892.0000 - val_loss: 0.2736 - val_mape: 20505168.0000
Epoch 19/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2524 - mape: 7744850.5000 - val_loss: 0.2715 - val_mape: 19558982.0000
Epoch 19: early stopping
1/1 [==============================] - 0s 290ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4120 - mape: 124252.5078 - val_loss: 0.4104 - val_mape: 1133701.3750
Epoch 2/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3711 - mape: 755532.4375 - val_loss: 0.3745 - val_mape: 3143054.5000
Epoch 3/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3394 - mape: 1524729.3750 - val_loss: 0.3425 - val_mape: 5205412.0000
Epoch 4/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3127 - mape: 2298569.0000 - val_loss: 0.3119 - val_mape: 7566464.0000
Epoch 5/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2870 - mape: 3260115.5000 - val_loss: 0.2847 - val_mape: 10462097.0000
Epoch 6/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2666 - mape: 4434992.0000 - val_loss: 0.2644 - val_mape: 14078474.0000
Epoch 7/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2546 - mape: 5916358.5000 - val_loss: 0.2583 - val_mape: 18338664.0000
Epoch 8/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2614 - mape: 7681726.5000 - val_loss: 0.2602 - val_mape: 20447826.0000
Epoch 9/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2704 - mape: 8410340.0000 - val_loss: 0.2580 - val_mape: 20220108.0000
Epoch 10/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2619 - mape: 8123226.5000 - val_loss: 0.2545 - val_mape: 19069992.0000
Epoch 11/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2519 - mape: 7487313.0000 - val_loss: 0.2520 - val_mape: 17829958.0000
Epoch 12/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2471 - mape: 6849847.0000 - val_loss: 0.2508 - val_mape: 16803070.0000
Epoch 13/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2457 - mape: 6340109.0000 - val_loss: 0.2500 - val_mape: 16080852.0000
Epoch 14/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2456 - mape: 5978079.0000 - val_loss: 0.2491 - val_mape: 15667895.0000
Epoch 15/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2454 - mape: 5751844.5000 - val_loss: 0.2476 - val_mape: 15525315.0000
Epoch 16/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2447 - mape: 5639950.5000 - val_loss: 0.2455 - val_mape: 15647799.0000
Epoch 17/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2434 - mape: 5637657.5000 - val_loss: 0.2428 - val_mape: 16030112.0000
Epoch 18/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2416 - mape: 5739083.5000 - val_loss: 0.2398 - val_mape: 16670595.0000
Epoch 19/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2393 - mape: 5940421.5000 - val_loss: 0.2371 - val_mape: 17592034.0000
Epoch 20/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2371 - mape: 6233818.0000 - val_loss: 0.2360 - val_mape: 18753030.0000
Epoch 21/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2359 - mape: 6596237.5000 - val_loss: 0.2378 - val_mape: 19869576.0000
Epoch 22/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2369 - mape: 6922128.0000 - val_loss: 0.2389 - val_mape: 20198670.0000
Epoch 23/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2368 - mape: 6946555.0000 - val_loss: 0.2373 - val_mape: 19649644.0000
Epoch 24/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2343 - mape: 6672385.5000 - val_loss: 0.2357 - val_mape: 18732402.0000
Epoch 25/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2325 - mape: 6287196.5000 - val_loss: 0.2357 - val_mape: 17942944.0000
Epoch 26/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2321 - mape: 5944746.0000 - val_loss: 0.2365 - val_mape: 17422896.0000
Epoch 27/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2321 - mape: 5700987.0000 - val_loss: 0.2373 - val_mape: 17262782.0000
Epoch 28/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2317 - mape: 5576853.5000 - val_loss: 0.2377 - val_mape: 17467212.0000
Epoch 29/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2308 - mape: 5566831.0000 - val_loss: 0.2381 - val_mape: 17985800.0000
Epoch 30/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2297 - mape: 5653861.5000 - val_loss: 0.2392 - val_mape: 18616922.0000
Epoch 31/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2292 - mape: 5787174.5000 - val_loss: 0.2399 - val_mape: 18833464.0000
Epoch 32/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2293 - mape: 5863640.0000 - val_loss: 0.2398 - val_mape: 18355402.0000
Epoch 33/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2288 - mape: 5793018.5000 - val_loss: 0.2400 - val_mape: 17476088.0000
Epoch 34/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2280 - mape: 5603716.0000 - val_loss: 0.2414 - val_mape: 16650199.0000
Epoch 35/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2279 - mape: 5395343.5000 - val_loss: 0.2431 - val_mape: 16153997.0000
Epoch 36/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2281 - mape: 5257253.5000 - val_loss: 0.2441 - val_mape: 16060198.0000
Epoch 37/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2278 - mape: 5223897.5000 - val_loss: 0.2442 - val_mape: 16320741.0000
Epoch 38/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2271 - mape: 5291374.0000 - val_loss: 0.2440 - val_mape: 16825228.0000
Epoch 39/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2265 - mape: 5423797.5000 - val_loss: 0.2440 - val_mape: 17347156.0000
Epoch 40/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2263 - mape: 5548684.0000 - val_loss: 0.2446 - val_mape: 17589024.0000
Epoch 41/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2261 - mape: 5583924.5000 - val_loss: 0.2458 - val_mape: 17471176.0000
Epoch 42/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2257 - mape: 5523512.5000 - val_loss: 0.2472 - val_mape: 17161646.0000
Epoch 43/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2253 - mape: 5430790.0000 - val_loss: 0.2485 - val_mape: 16867720.0000
Epoch 44/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2251 - mape: 5368093.0000 - val_loss: 0.2493 - val_mape: 16699185.0000
Epoch 45/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2247 - mape: 5365699.5000 - val_loss: 0.2495 - val_mape: 16683836.0000
Epoch 46/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2241 - mape: 5425939.5000 - val_loss: 0.2496 - val_mape: 16737108.0000
Epoch 47/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2238 - mape: 5506073.0000 - val_loss: 0.2500 - val_mape: 16714089.0000
Epoch 48/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2236 - mape: 5531523.0000 - val_loss: 0.2513 - val_mape: 16529605.0000
Epoch 49/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2230 - mape: 5461028.5000 - val_loss: 0.2529 - val_mape: 16285203.0000
Epoch 50/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2224 - mape: 5342823.5000 - val_loss: 0.2542 - val_mape: 16193946.0000
Epoch 51/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2220 - mape: 5265746.5000 - val_loss: 0.2546 - val_mape: 16338115.0000
Epoch 52/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2214 - mape: 5267651.5000 - val_loss: 0.2546 - val_mape: 16618380.0000
Epoch 53/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2209 - mape: 5323223.5000 - val_loss: 0.2555 - val_mape: 16715946.0000
Epoch 54/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2204 - mape: 5338565.5000 - val_loss: 0.2576 - val_mape: 16494262.0000
Epoch 55/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2197 - mape: 5258728.5000 - val_loss: 0.2601 - val_mape: 16195849.0000
Epoch 56/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2192 - mape: 5160334.0000 - val_loss: 0.2609 - val_mape: 16136239.0000
Epoch 57/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2185 - mape: 5128347.5000 - val_loss: 0.2603 - val_mape: 16285704.0000
Epoch 58/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2179 - mape: 5150286.0000 - val_loss: 0.2606 - val_mape: 16291784.0000
Epoch 59/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2172 - mape: 5105993.5000 - val_loss: 0.2621 - val_mape: 16089836.0000
Epoch 60/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2165 - mape: 4990226.0000 - val_loss: 0.2623 - val_mape: 16174560.0000
Epoch 61/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2158 - mape: 4972546.0000 - val_loss: 0.2618 - val_mape: 16435476.0000
Epoch 62/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2153 - mape: 5029571.0000 - val_loss: 0.2647 - val_mape: 16127441.0000
Epoch 63/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2147 - mape: 4903653.0000 - val_loss: 0.2646 - val_mape: 16169330.0000
Epoch 64/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2139 - mape: 4880826.0000 - val_loss: 0.2634 - val_mape: 16400869.0000
Epoch 65/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2134 - mape: 4909628.5000 - val_loss: 0.2671 - val_mape: 15891955.0000
Epoch 66/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2128 - mape: 4698446.0000 - val_loss: 0.2660 - val_mape: 16289358.0000
Epoch 67/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2119 - mape: 4791619.0000 - val_loss: 0.2665 - val_mape: 16546449.0000
Epoch 68/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2114 - mape: 4874439.5000 - val_loss: 0.2711 - val_mape: 15790348.0000
Epoch 69/250
1/1 [==============================] - 0s 393ms/step - loss: 0.2109 - mape: 4642863.5000 - val_loss: 0.2665 - val_mape: 15978400.0000
Epoch 70/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2100 - mape: 4694865.5000 - val_loss: 0.2676 - val_mape: 15947794.0000
Epoch 71/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2090 - mape: 4717484.5000 - val_loss: 0.2703 - val_mape: 15762487.0000
Epoch 72/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2084 - mape: 4708517.5000 - val_loss: 0.2666 - val_mape: 15925622.0000
Epoch 73/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2075 - mape: 4771447.0000 - val_loss: 0.2689 - val_mape: 15429755.0000
Epoch 74/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2068 - mape: 4596824.5000 - val_loss: 0.2676 - val_mape: 15942947.0000
Epoch 75/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2058 - mape: 4775567.0000 - val_loss: 0.2686 - val_mape: 15637929.0000
Epoch 76/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2048 - mape: 4669826.5000 - val_loss: 0.2677 - val_mape: 15635276.0000
Epoch 77/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2039 - mape: 4675593.5000 - val_loss: 0.2694 - val_mape: 15753775.0000
Epoch 78/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2030 - mape: 4742900.0000 - val_loss: 0.2684 - val_mape: 15564279.0000
Epoch 79/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2019 - mape: 4643560.5000 - val_loss: 0.2694 - val_mape: 15832403.0000
Epoch 80/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2007 - mape: 4734703.0000 - val_loss: 0.2708 - val_mape: 15483556.0000
Epoch 81/250
1/1 [==============================] - 0s 287ms/step - loss: 0.1995 - mape: 4579155.5000 - val_loss: 0.2662 - val_mape: 16608764.0000
Epoch 82/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1998 - mape: 4922849.0000 - val_loss: 0.2822 - val_mape: 14096092.0000
Epoch 83/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2054 - mape: 4105193.7500 - val_loss: 0.2720 - val_mape: 15948509.0000
Epoch 84/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1960 - mape: 4656676.0000 - val_loss: 0.2592 - val_mape: 19090968.0000
Epoch 85/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2131 - mape: 5688673.0000 - val_loss: 0.2781 - val_mape: 14314742.0000
Epoch 86/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1996 - mape: 4152931.2500 - val_loss: 0.2855 - val_mape: 13290394.0000
Epoch 87/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2083 - mape: 3845851.5000 - val_loss: 0.2782 - val_mape: 15032538.0000
Epoch 88/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1993 - mape: 4256693.5000 - val_loss: 0.2651 - val_mape: 19015094.0000
Epoch 89/250
1/1 [==============================] - 0s 287ms/step - loss: 0.1986 - mape: 5385348.5000 - val_loss: 0.2682 - val_mape: 19791064.0000
Epoch 89: early stopping
1/1 [==============================] - 0s 331ms/step
Epoch 1/250
5/5 [==============================] - 3s 248ms/step - loss: 0.4042 - mape: 312112.8750 - val_loss: 0.3840 - val_mape: 1341517.2500
Epoch 2/250
5/5 [==============================] - 1s 149ms/step - loss: 0.3714 - mape: 791953.3125 - val_loss: 0.3559 - val_mape: 3032465.2500
Epoch 3/250
5/5 [==============================] - 1s 156ms/step - loss: 0.3465 - mape: 1339511.2500 - val_loss: 0.3315 - val_mape: 4751172.0000
Epoch 4/250
5/5 [==============================] - 1s 147ms/step - loss: 0.3255 - mape: 1878381.6250 - val_loss: 0.3105 - val_mape: 6465691.5000
Epoch 5/250
5/5 [==============================] - 1s 149ms/step - loss: 0.3069 - mape: 2433813.7500 - val_loss: 0.2927 - val_mape: 8208967.5000
Epoch 6/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2912 - mape: 3006471.2500 - val_loss: 0.2782 - val_mape: 9959499.0000
Epoch 7/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2781 - mape: 3603276.2500 - val_loss: 0.2666 - val_mape: 11764600.0000
Epoch 8/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2677 - mape: 4228882.5000 - val_loss: 0.2580 - val_mape: 13556541.0000
Epoch 9/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2601 - mape: 4863552.5000 - val_loss: 0.2528 - val_mape: 15324995.0000
Epoch 10/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2549 - mape: 5473450.0000 - val_loss: 0.2506 - val_mape: 16940342.0000
Epoch 11/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2519 - mape: 6021110.5000 - val_loss: 0.2507 - val_mape: 18263980.0000
Epoch 12/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2503 - mape: 6457927.5000 - val_loss: 0.2512 - val_mape: 19195750.0000
Epoch 13/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2493 - mape: 6750587.0000 - val_loss: 0.2512 - val_mape: 19699256.0000
Epoch 14/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2483 - mape: 6891397.5000 - val_loss: 0.2504 - val_mape: 19838292.0000
Epoch 15/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2472 - mape: 6909897.0000 - val_loss: 0.2489 - val_mape: 19727778.0000
Epoch 16/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2459 - mape: 6850178.5000 - val_loss: 0.2472 - val_mape: 19507196.0000
Epoch 17/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2447 - mape: 6758855.0000 - val_loss: 0.2455 - val_mape: 19282178.0000
Epoch 18/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2435 - mape: 6673671.0000 - val_loss: 0.2440 - val_mape: 19116652.0000
Epoch 19/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2424 - mape: 6618704.0000 - val_loss: 0.2427 - val_mape: 19035110.0000
Epoch 20/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2412 - mape: 6599249.5000 - val_loss: 0.2415 - val_mape: 19038536.0000
Epoch 21/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2400 - mape: 6608153.0000 - val_loss: 0.2404 - val_mape: 19087270.0000
Epoch 22/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2387 - mape: 6626424.5000 - val_loss: 0.2395 - val_mape: 19134394.0000
Epoch 23/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2374 - mape: 6636261.5000 - val_loss: 0.2385 - val_mape: 19118530.0000
Epoch 24/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2362 - mape: 6618208.5000 - val_loss: 0.2376 - val_mape: 19024878.0000
Epoch 25/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2350 - mape: 6573038.0000 - val_loss: 0.2368 - val_mape: 18863602.0000
Epoch 26/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2338 - mape: 6497981.0000 - val_loss: 0.2360 - val_mape: 18627202.0000
Epoch 27/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2327 - mape: 6399028.5000 - val_loss: 0.2354 - val_mape: 18375510.0000
Epoch 28/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2318 - mape: 6295691.5000 - val_loss: 0.2350 - val_mape: 18155218.0000
Epoch 29/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2309 - mape: 6204880.0000 - val_loss: 0.2348 - val_mape: 18036644.0000
Epoch 30/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2302 - mape: 6143234.0000 - val_loss: 0.2347 - val_mape: 17998324.0000
Epoch 31/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2295 - mape: 6095690.5000 - val_loss: 0.2348 - val_mape: 17970636.0000
Epoch 32/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2288 - mape: 6048450.5000 - val_loss: 0.2350 - val_mape: 17930474.0000
Epoch 33/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2282 - mape: 5992811.0000 - val_loss: 0.2352 - val_mape: 17858656.0000
Epoch 34/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2276 - mape: 5931772.5000 - val_loss: 0.2355 - val_mape: 17789342.0000
Epoch 35/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2270 - mape: 5877966.0000 - val_loss: 0.2358 - val_mape: 17744916.0000
Epoch 36/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2265 - mape: 5835108.5000 - val_loss: 0.2361 - val_mape: 17719130.0000
Epoch 37/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2260 - mape: 5796739.0000 - val_loss: 0.2366 - val_mape: 17662870.0000
Epoch 38/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2255 - mape: 5749686.5000 - val_loss: 0.2371 - val_mape: 17589624.0000
Epoch 39/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2250 - mape: 5704286.0000 - val_loss: 0.2377 - val_mape: 17520494.0000
Epoch 40/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2246 - mape: 5670566.5000 - val_loss: 0.2384 - val_mape: 17492120.0000
Epoch 41/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2241 - mape: 5648637.5000 - val_loss: 0.2393 - val_mape: 17445670.0000
Epoch 42/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2236 - mape: 5620211.0000 - val_loss: 0.2401 - val_mape: 17373178.0000
Epoch 43/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2232 - mape: 5577550.0000 - val_loss: 0.2408 - val_mape: 17311174.0000
Epoch 44/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2227 - mape: 5530987.0000 - val_loss: 0.2416 - val_mape: 17239732.0000
Epoch 45/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2223 - mape: 5488033.5000 - val_loss: 0.2424 - val_mape: 17206706.0000
Epoch 46/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2219 - mape: 5457016.0000 - val_loss: 0.2432 - val_mape: 17175486.0000
Epoch 47/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2214 - mape: 5428991.0000 - val_loss: 0.2443 - val_mape: 17131424.0000
Epoch 48/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2210 - mape: 5402086.0000 - val_loss: 0.2452 - val_mape: 17160152.0000
Epoch 49/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2206 - mape: 5383701.5000 - val_loss: 0.2459 - val_mape: 17172988.0000
Epoch 50/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2202 - mape: 5361221.5000 - val_loss: 0.2467 - val_mape: 17200266.0000
Epoch 51/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2198 - mape: 5339167.5000 - val_loss: 0.2475 - val_mape: 17204980.0000
Epoch 52/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2194 - mape: 5310867.0000 - val_loss: 0.2486 - val_mape: 17189336.0000
Epoch 53/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2190 - mape: 5284477.0000 - val_loss: 0.2496 - val_mape: 17207752.0000
Epoch 54/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2186 - mape: 5256071.5000 - val_loss: 0.2506 - val_mape: 17180662.0000
Epoch 55/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2182 - mape: 5216700.5000 - val_loss: 0.2517 - val_mape: 17160358.0000
Epoch 56/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2177 - mape: 5195238.5000 - val_loss: 0.2525 - val_mape: 17215774.0000
Epoch 57/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2172 - mape: 5169216.0000 - val_loss: 0.2533 - val_mape: 17172940.0000
Epoch 58/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2168 - mape: 5121016.0000 - val_loss: 0.2542 - val_mape: 17195940.0000
Epoch 59/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2164 - mape: 5108958.0000 - val_loss: 0.2557 - val_mape: 17262396.0000
Epoch 60/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2159 - mape: 5082844.5000 - val_loss: 0.2574 - val_mape: 17227324.0000
Epoch 61/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2155 - mape: 5039448.5000 - val_loss: 0.2584 - val_mape: 17328154.0000
Epoch 62/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2150 - mape: 5023523.0000 - val_loss: 0.2596 - val_mape: 17372960.0000
Epoch 63/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2146 - mape: 4988046.5000 - val_loss: 0.2610 - val_mape: 17447340.0000
Epoch 64/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2141 - mape: 4977153.0000 - val_loss: 0.2624 - val_mape: 17418462.0000
Epoch 65/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2137 - mape: 4923707.0000 - val_loss: 0.2640 - val_mape: 17511654.0000
Epoch 66/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2132 - mape: 4921962.5000 - val_loss: 0.2656 - val_mape: 17532986.0000
Epoch 67/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2127 - mape: 4874131.5000 - val_loss: 0.2669 - val_mape: 17636926.0000
Epoch 68/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2123 - mape: 4869203.0000 - val_loss: 0.2684 - val_mape: 17711082.0000
Epoch 69/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2118 - mape: 4811068.5000 - val_loss: 0.2698 - val_mape: 17860874.0000
Epoch 70/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2113 - mape: 4832678.0000 - val_loss: 0.2718 - val_mape: 17889648.0000
Epoch 71/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2107 - mape: 4754083.0000 - val_loss: 0.2736 - val_mape: 18122988.0000
Epoch 72/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2103 - mape: 4777972.0000 - val_loss: 0.2758 - val_mape: 18195490.0000
Epoch 73/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2097 - mape: 4703683.0000 - val_loss: 0.2775 - val_mape: 18417630.0000
Epoch 74/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2092 - mape: 4738787.5000 - val_loss: 0.2803 - val_mape: 18380292.0000
Epoch 75/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2086 - mape: 4646017.0000 - val_loss: 0.2820 - val_mape: 18803560.0000
Epoch 76/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2080 - mape: 4678873.0000 - val_loss: 0.2859 - val_mape: 18500900.0000
Epoch 77/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2074 - mape: 4555252.5000 - val_loss: 0.2871 - val_mape: 19251366.0000
Epoch 78/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2068 - mape: 4625816.5000 - val_loss: 0.2924 - val_mape: 18718578.0000
Epoch 79/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2063 - mape: 4446276.0000 - val_loss: 0.2920 - val_mape: 19950786.0000
Epoch 80/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2057 - mape: 4573015.5000 - val_loss: 0.2995 - val_mape: 18356806.0000
Epoch 81/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2055 - mape: 4342674.5000 - val_loss: 0.2971 - val_mape: 20419264.0000
Epoch 82/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2045 - mape: 4510902.5000 - val_loss: 0.3059 - val_mape: 18599160.0000
Epoch 83/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2043 - mape: 4262812.5000 - val_loss: 0.3046 - val_mape: 20816908.0000
Epoch 84/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2033 - mape: 4396820.5000 - val_loss: 0.3118 - val_mape: 19429596.0000
Epoch 85/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2030 - mape: 4247656.0000 - val_loss: 0.3111 - val_mape: 21024314.0000
Epoch 86/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2022 - mape: 4282995.0000 - val_loss: 0.3152 - val_mape: 20623118.0000
Epoch 87/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2017 - mape: 4341056.0000 - val_loss: 0.3179 - val_mape: 20418156.0000
Epoch 88/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2010 - mape: 4135328.5000 - val_loss: 0.3173 - val_mape: 22527820.0000
Epoch 89/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2007 - mape: 4432447.0000 - val_loss: 0.3303 - val_mape: 18179542.0000
Epoch 90/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2029 - mape: 3967133.5000 - val_loss: 0.3186 - val_mape: 22294712.0000
Epoch 91/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2003 - mape: 4213466.0000 - val_loss: 0.3254 - val_mape: 21281446.0000
Epoch 92/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1993 - mape: 4361441.5000 - val_loss: 0.3306 - val_mape: 22188954.0000
Epoch 93/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1980 - mape: 4173323.2500 - val_loss: 0.3323 - val_mape: 22429900.0000
Epoch 94/250
5/5 [==============================] - 1s 139ms/step - loss: 0.1973 - mape: 4224709.0000 - val_loss: 0.3409 - val_mape: 21417228.0000
Epoch 95/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1970 - mape: 4064361.0000 - val_loss: 0.3465 - val_mape: 24703882.0000
Epoch 96/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1973 - mape: 4216537.0000 - val_loss: 0.3498 - val_mape: 19685654.0000
Epoch 97/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2003 - mape: 3945208.7500 - val_loss: 0.3398 - val_mape: 23388596.0000
Epoch 98/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1967 - mape: 3970109.2500 - val_loss: 0.3477 - val_mape: 23865626.0000
Epoch 99/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1948 - mape: 4337416.5000 - val_loss: 0.3587 - val_mape: 23593794.0000
Epoch 100/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1937 - mape: 4121168.2500 - val_loss: 0.3609 - val_mape: 23529938.0000
Epoch 101/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1932 - mape: 3818635.2500 - val_loss: 0.3718 - val_mape: 25360860.0000
Epoch 102/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1926 - mape: 4131768.7500 - val_loss: 0.3728 - val_mape: 21442996.0000
Epoch 103/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1940 - mape: 3653152.5000 - val_loss: 0.3565 - val_mape: 26246200.0000
Epoch 104/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1946 - mape: 4186128.2500 - val_loss: 0.3647 - val_mape: 20684656.0000
Epoch 105/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1959 - mape: 3823098.0000 - val_loss: 0.3536 - val_mape: 24952258.0000
Epoch 106/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1913 - mape: 4062663.0000 - val_loss: 0.3624 - val_mape: 22940554.0000
Epoch 107/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1904 - mape: 3835954.7500 - val_loss: 0.3777 - val_mape: 27051966.0000
Epoch 108/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1911 - mape: 4162010.7500 - val_loss: 0.3864 - val_mape: 22020012.0000
Epoch 109/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1920 - mape: 3513228.2500 - val_loss: 0.3622 - val_mape: 26060094.0000
Epoch 110/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1898 - mape: 4107661.2500 - val_loss: 0.3720 - val_mape: 21804982.0000
Epoch 111/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1909 - mape: 3649871.7500 - val_loss: 0.3657 - val_mape: 25714746.0000
Epoch 112/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1879 - mape: 3973995.7500 - val_loss: 0.3760 - val_mape: 23346122.0000
Epoch 113/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1873 - mape: 3678775.0000 - val_loss: 0.3806 - val_mape: 26443466.0000
Epoch 114/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1866 - mape: 3909146.0000 - val_loss: 0.3869 - val_mape: 22866360.0000
Epoch 115/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1873 - mape: 3611499.7500 - val_loss: 0.3716 - val_mape: 26314188.0000
Epoch 116/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1867 - mape: 4004358.5000 - val_loss: 0.3882 - val_mape: 22586938.0000
Epoch 117/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1873 - mape: 3611952.2500 - val_loss: 0.3669 - val_mape: 26613218.0000
Epoch 118/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1864 - mape: 4036656.2500 - val_loss: 0.3805 - val_mape: 22791086.0000
Epoch 119/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1858 - mape: 3654148.0000 - val_loss: 0.3736 - val_mape: 26751820.0000
Epoch 120/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1839 - mape: 4025528.7500 - val_loss: 0.3882 - val_mape: 23067034.0000
Epoch 121/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1848 - mape: 3506683.5000 - val_loss: 0.3676 - val_mape: 26658746.0000
Epoch 122/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1832 - mape: 4062561.2500 - val_loss: 0.3776 - val_mape: 23119946.0000
Epoch 123/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1828 - mape: 3591658.2500 - val_loss: 0.3689 - val_mape: 26463708.0000
Epoch 124/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1814 - mape: 4001455.7500 - val_loss: 0.3844 - val_mape: 23423682.0000
Epoch 125/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1818 - mape: 3466377.0000 - val_loss: 0.3702 - val_mape: 26435124.0000
Epoch 126/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1797 - mape: 3928051.0000 - val_loss: 0.3831 - val_mape: 23632978.0000
Epoch 127/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1807 - mape: 3552919.5000 - val_loss: 0.3679 - val_mape: 26232108.0000
Epoch 128/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1786 - mape: 3827258.2500 - val_loss: 0.3807 - val_mape: 23865830.0000
Epoch 129/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1793 - mape: 3616982.7500 - val_loss: 0.3677 - val_mape: 26506562.0000
Epoch 130/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1779 - mape: 3826473.0000 - val_loss: 0.3818 - val_mape: 24025384.0000
Epoch 131/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1783 - mape: 3646136.7500 - val_loss: 0.3651 - val_mape: 26304976.0000
Epoch 132/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1768 - mape: 3798440.5000 - val_loss: 0.3786 - val_mape: 23745356.0000
Epoch 133/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1768 - mape: 3645141.5000 - val_loss: 0.3640 - val_mape: 26468760.0000
Epoch 134/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1762 - mape: 3856451.7500 - val_loss: 0.3854 - val_mape: 22745176.0000
Epoch 135/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1790 - mape: 3449344.7500 - val_loss: 0.3592 - val_mape: 26319092.0000
Epoch 136/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1770 - mape: 4022401.5000 - val_loss: 0.3680 - val_mape: 23138938.0000
Epoch 137/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1756 - mape: 3723932.2500 - val_loss: 0.3825 - val_mape: 26169634.0000
Epoch 138/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1735 - mape: 3642057.2500 - val_loss: 0.3698 - val_mape: 24463546.0000
Epoch 139/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1709 - mape: 3657950.5000 - val_loss: 0.3700 - val_mape: 24491084.0000
Epoch 140/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1700 - mape: 3595665.5000 - val_loss: 0.3491 - val_mape: 25493602.0000
Epoch 141/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1708 - mape: 3831488.0000 - val_loss: 0.3739 - val_mape: 23803648.0000
Epoch 142/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1685 - mape: 3509432.2500 - val_loss: 0.3565 - val_mape: 24091528.0000
Epoch 143/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1683 - mape: 3406524.0000 - val_loss: 0.3719 - val_mape: 25884948.0000
Epoch 144/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1662 - mape: 3579292.2500 - val_loss: 0.3744 - val_mape: 22141690.0000
Epoch 145/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1695 - mape: 3354255.2500 - val_loss: 0.3299 - val_mape: 24295670.0000
Epoch 146/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1681 - mape: 3380853.7500 - val_loss: 0.3527 - val_mape: 25744446.0000
Epoch 147/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1661 - mape: 4069856.5000 - val_loss: 0.3725 - val_mape: 21197296.0000
Epoch 148/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1716 - mape: 3015400.0000 - val_loss: 0.3581 - val_mape: 23743120.0000
Epoch 149/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1563 - mape: 3535432.0000 - val_loss: 0.3688 - val_mape: 22015544.0000
Epoch 150/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1555 - mape: 3055551.2500 - val_loss: 0.3375 - val_mape: 24102904.0000
Epoch 151/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1560 - mape: 3333022.0000 - val_loss: 0.3475 - val_mape: 24503798.0000
Epoch 152/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1524 - mape: 3499495.2500 - val_loss: 0.3637 - val_mape: 20901936.0000
Epoch 153/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1607 - mape: 2923066.2500 - val_loss: 0.3649 - val_mape: 23586398.0000
Epoch 154/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1513 - mape: 3494536.0000 - val_loss: 0.3473 - val_mape: 23745132.0000
Epoch 155/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1483 - mape: 3054117.0000 - val_loss: 0.3425 - val_mape: 24746412.0000
Epoch 156/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2191 - mape: 3674767.0000 - val_loss: 0.3567 - val_mape: 22492066.0000
Epoch 157/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1558 - mape: 2881309.2500 - val_loss: 0.3699 - val_mape: 25456448.0000
Epoch 158/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1598 - mape: 3658773.5000 - val_loss: 0.3718 - val_mape: 22292478.0000
Epoch 159/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1558 - mape: 3061591.0000 - val_loss: 0.3596 - val_mape: 23383696.0000
Epoch 160/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1447 - mape: 3200032.5000 - val_loss: 0.3486 - val_mape: 23118150.0000
Epoch 161/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1444 - mape: 2942302.2500 - val_loss: 0.3563 - val_mape: 21244948.0000
Epoch 162/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1432 - mape: 2733774.5000 - val_loss: 0.3581 - val_mape: 25500166.0000
Epoch 163/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1503 - mape: 3270177.5000 - val_loss: 0.3423 - val_mape: 23344338.0000
Epoch 164/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1435 - mape: 2890093.5000 - val_loss: 0.3484 - val_mape: 21067024.0000
Epoch 165/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1611 - mape: 3291518.0000 - val_loss: 0.3525 - val_mape: 23372726.0000
Epoch 166/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1380 - mape: 2994580.7500 - val_loss: 0.3424 - val_mape: 22055714.0000
Epoch 167/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1369 - mape: 2737026.2500 - val_loss: 0.3562 - val_mape: 21981392.0000
Epoch 168/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1343 - mape: 2650673.2500 - val_loss: 0.3489 - val_mape: 23796170.0000
Epoch 169/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1373 - mape: 2925468.2500 - val_loss: 0.3440 - val_mape: 22327672.0000
Epoch 170/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1367 - mape: 2950033.0000 - val_loss: 0.3724 - val_mape: 20973656.0000
Epoch 171/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1765 - mape: 2480718.5000 - val_loss: 0.3484 - val_mape: 22533812.0000
Epoch 172/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1737 - mape: 4172041.7500 - val_loss: 0.3015 - val_mape: 23758452.0000
Epoch 173/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1884 - mape: 4473013.0000 - val_loss: 0.3126 - val_mape: 21850422.0000
Epoch 173: early stopping
1/1 [==============================] - 0s 273ms/step
Epoch 1/250
5/5 [==============================] - 5s 247ms/step - loss: 0.3477 - mape: 1302636.3750 - val_loss: 0.3011 - val_mape: 8361998.0000
Epoch 2/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2761 - mape: 4335595.5000 - val_loss: 0.2547 - val_mape: 16485656.0000
Epoch 3/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2639 - mape: 7018519.5000 - val_loss: 0.2525 - val_mape: 19658744.0000
Epoch 4/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2459 - mape: 6851265.5000 - val_loss: 0.2484 - val_mape: 16641114.0000
Epoch 5/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2443 - mape: 5842853.5000 - val_loss: 0.2480 - val_mape: 15441490.0000
Epoch 6/250
5/5 [==============================] - 1s 174ms/step - loss: 0.2423 - mape: 5630394.5000 - val_loss: 0.2440 - val_mape: 16082611.0000
Epoch 7/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2387 - mape: 6035516.0000 - val_loss: 0.2397 - val_mape: 17352638.0000
Epoch 8/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2351 - mape: 6224973.5000 - val_loss: 0.2385 - val_mape: 16958034.0000
Epoch 9/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2327 - mape: 5730450.5000 - val_loss: 0.2389 - val_mape: 16686984.0000
Epoch 10/250
5/5 [==============================] - 1s 163ms/step - loss: 0.2314 - mape: 5659666.5000 - val_loss: 0.2370 - val_mape: 18600642.0000
Epoch 11/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2292 - mape: 5952233.5000 - val_loss: 0.2374 - val_mape: 19266588.0000
Epoch 12/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2281 - mape: 5684726.5000 - val_loss: 0.2376 - val_mape: 18987686.0000
Epoch 13/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2267 - mape: 5693290.0000 - val_loss: 0.2376 - val_mape: 18794998.0000
Epoch 14/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2254 - mape: 5571337.5000 - val_loss: 0.2387 - val_mape: 17439204.0000
Epoch 15/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2246 - mape: 5327900.5000 - val_loss: 0.2387 - val_mape: 17523220.0000
Epoch 16/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2234 - mape: 5320040.5000 - val_loss: 0.2396 - val_mape: 17575552.0000
Epoch 17/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2222 - mape: 5251448.0000 - val_loss: 0.2399 - val_mape: 17903802.0000
Epoch 18/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2209 - mape: 5309834.5000 - val_loss: 0.2424 - val_mape: 17125520.0000
Epoch 19/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2195 - mape: 5096670.5000 - val_loss: 0.2418 - val_mape: 17647802.0000
Epoch 20/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2179 - mape: 5081535.0000 - val_loss: 0.2441 - val_mape: 17371390.0000
Epoch 21/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2163 - mape: 5045314.5000 - val_loss: 0.2502 - val_mape: 16536269.0000
Epoch 22/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2160 - mape: 4843386.5000 - val_loss: 0.2441 - val_mape: 20883956.0000
Epoch 23/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2161 - mape: 5061277.0000 - val_loss: 0.2454 - val_mape: 18136462.0000
Epoch 24/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2208 - mape: 5330187.0000 - val_loss: 0.2779 - val_mape: 12017260.0000
Epoch 25/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2466 - mape: 3109678.2500 - val_loss: 0.2621 - val_mape: 17496578.0000
Epoch 26/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2286 - mape: 5684338.5000 - val_loss: 0.2661 - val_mape: 24302054.0000
Epoch 26: early stopping
1/1 [==============================] - 0s 348ms/step
Epoch 1/250
5/5 [==============================] - 4s 245ms/step - loss: 0.3236 - mape: 2102023.7500 - val_loss: 0.2481 - val_mape: 14270525.0000
Epoch 2/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2682 - mape: 7163503.0000 - val_loss: 0.2419 - val_mape: 15986464.0000
Epoch 3/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2555 - mape: 4984505.0000 - val_loss: 0.2647 - val_mape: 11029228.0000
Epoch 4/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2675 - mape: 3892800.7500 - val_loss: 0.2590 - val_mape: 11977733.0000
Epoch 5/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2559 - mape: 4543543.5000 - val_loss: 0.2417 - val_mape: 16377190.0000
Epoch 6/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2442 - mape: 6483415.5000 - val_loss: 0.2500 - val_mape: 21887022.0000
Epoch 7/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2376 - mape: 7277416.5000 - val_loss: 0.2404 - val_mape: 18851896.0000
Epoch 8/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2368 - mape: 6205339.5000 - val_loss: 0.2397 - val_mape: 18218316.0000
Epoch 9/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2345 - mape: 6119899.0000 - val_loss: 0.2399 - val_mape: 19806982.0000
Epoch 10/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2321 - mape: 6460971.5000 - val_loss: 0.2399 - val_mape: 19768980.0000
Epoch 11/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2305 - mape: 6015433.5000 - val_loss: 0.2404 - val_mape: 19216966.0000
Epoch 12/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2285 - mape: 5873058.0000 - val_loss: 0.2413 - val_mape: 20191748.0000
Epoch 13/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2268 - mape: 5822394.5000 - val_loss: 0.2410 - val_mape: 17442746.0000
Epoch 14/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2262 - mape: 5401838.0000 - val_loss: 0.2414 - val_mape: 18468316.0000
Epoch 15/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2244 - mape: 5387989.0000 - val_loss: 0.2465 - val_mape: 17062590.0000
Epoch 16/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2240 - mape: 5289523.5000 - val_loss: 0.2500 - val_mape: 17733068.0000
Epoch 17/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2259 - mape: 4857021.5000 - val_loss: 0.2504 - val_mape: 20177292.0000
Epoch 18/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2214 - mape: 5594761.0000 - val_loss: 0.2789 - val_mape: 12577176.0000
Epoch 19/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2337 - mape: 4011135.2500 - val_loss: 0.2556 - val_mape: 15895866.0000
Epoch 20/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2259 - mape: 5040982.5000 - val_loss: 0.2513 - val_mape: 18509422.0000
Epoch 21/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2287 - mape: 4944792.5000 - val_loss: 0.2535 - val_mape: 22609712.0000
Epoch 22/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2270 - mape: 5932796.0000 - val_loss: 0.2505 - val_mape: 19108128.0000
Epoch 23/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2204 - mape: 5863929.5000 - val_loss: 0.2536 - val_mape: 17264360.0000
Epoch 24/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2191 - mape: 5322297.5000 - val_loss: 0.2554 - val_mape: 16862600.0000
Epoch 25/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2172 - mape: 5163655.5000 - val_loss: 0.2576 - val_mape: 18413430.0000
Epoch 26/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2152 - mape: 5086749.0000 - val_loss: 0.2676 - val_mape: 19059202.0000
Epoch 27/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2135 - mape: 5295440.0000 - val_loss: 0.2819 - val_mape: 16634533.0000
Epoch 28/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2129 - mape: 4914155.0000 - val_loss: 0.2803 - val_mape: 17436048.0000
Epoch 29/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2105 - mape: 4642743.0000 - val_loss: 0.2870 - val_mape: 20510970.0000
Epoch 30/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2104 - mape: 5534235.5000 - val_loss: 1160715904.0000 - val_mape: 374068664816631808.0000
Epoch 31/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2214 - mape: 4414987.5000 - val_loss: 0.2934 - val_mape: 16067551.0000
Epoch 32/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2136 - mape: 4050729.0000 - val_loss: 0.2730 - val_mape: 22135974.0000
Epoch 33/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2203 - mape: 6215220.0000 - val_loss: 0.2856 - val_mape: 16545687.0000
Epoch 34/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2193 - mape: 4339373.0000 - val_loss: 0.2939 - val_mape: 16015205.0000
Epoch 34: early stopping
1/1 [==============================] - 0s 329ms/step
Epoch 1/250
3/3 [==============================] - 3s 359ms/step - loss: 0.4116 - mape: 120585.6172 - val_loss: 0.4063 - val_mape: 430872.1250
Epoch 2/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3969 - mape: 212712.7031 - val_loss: 0.3963 - val_mape: 897712.5000
Epoch 3/250
3/3 [==============================] - 1s 187ms/step - loss: 0.3851 - mape: 419939.2188 - val_loss: 0.3874 - val_mape: 1363720.6250
Epoch 4/250
3/3 [==============================] - 0s 172ms/step - loss: 0.3751 - mape: 612604.6250 - val_loss: 0.3791 - val_mape: 1817850.8750
Epoch 5/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3664 - mape: 792706.8125 - val_loss: 0.3712 - val_mape: 2251911.7500
Epoch 6/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3584 - mape: 967141.8750 - val_loss: 0.3636 - val_mape: 2689053.0000
Epoch 7/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3508 - mape: 1142662.8750 - val_loss: 0.3562 - val_mape: 3121371.7500
Epoch 8/250
3/3 [==============================] - 0s 178ms/step - loss: 0.3434 - mape: 1323791.6250 - val_loss: 0.3487 - val_mape: 3565359.7500
Epoch 9/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3361 - mape: 1511510.1250 - val_loss: 0.3412 - val_mape: 4031928.7500
Epoch 10/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3288 - mape: 1706210.2500 - val_loss: 0.3336 - val_mape: 4516596.0000
Epoch 11/250
3/3 [==============================] - 1s 185ms/step - loss: 0.3216 - mape: 1911600.6250 - val_loss: 0.3259 - val_mape: 5021998.5000
Epoch 12/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3144 - mape: 2130977.5000 - val_loss: 0.3178 - val_mape: 5557218.0000
Epoch 13/250
3/3 [==============================] - 1s 178ms/step - loss: 0.3071 - mape: 2369885.0000 - val_loss: 0.3095 - val_mape: 6136118.5000
Epoch 14/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2998 - mape: 2624182.2500 - val_loss: 0.3011 - val_mape: 6750223.5000
Epoch 15/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2927 - mape: 2896231.2500 - val_loss: 0.2926 - val_mape: 7403986.0000
Epoch 16/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2857 - mape: 3190398.5000 - val_loss: 0.2841 - val_mape: 8109278.5000
Epoch 17/250
3/3 [==============================] - 1s 201ms/step - loss: 0.2790 - mape: 3504766.0000 - val_loss: 0.2755 - val_mape: 8853519.0000
Epoch 18/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2728 - mape: 3842228.7500 - val_loss: 0.2673 - val_mape: 9641549.0000
Epoch 19/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2672 - mape: 4203237.0000 - val_loss: 0.2595 - val_mape: 10468033.0000
Epoch 20/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2623 - mape: 4583621.5000 - val_loss: 0.2526 - val_mape: 11310420.0000
Epoch 21/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2581 - mape: 4974394.5000 - val_loss: 0.2464 - val_mape: 12159302.0000
Epoch 22/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2548 - mape: 5363380.5000 - val_loss: 0.2414 - val_mape: 12966674.0000
Epoch 23/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2525 - mape: 5720838.5000 - val_loss: 0.2378 - val_mape: 13649107.0000
Epoch 24/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2512 - mape: 5989628.0000 - val_loss: 0.2356 - val_mape: 14089475.0000
Epoch 25/250
3/3 [==============================] - 1s 198ms/step - loss: 0.2501 - mape: 6130408.0000 - val_loss: 0.2348 - val_mape: 14271660.0000
Epoch 26/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2492 - mape: 6149509.5000 - val_loss: 0.2349 - val_mape: 14271889.0000
Epoch 27/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2484 - mape: 6094415.5000 - val_loss: 0.2352 - val_mape: 14190180.0000
Epoch 28/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2478 - mape: 6012616.5000 - val_loss: 0.2356 - val_mape: 14104091.0000
Epoch 29/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2473 - mape: 5938175.0000 - val_loss: 0.2358 - val_mape: 14065124.0000
Epoch 30/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2469 - mape: 5889667.5000 - val_loss: 0.2356 - val_mape: 14091887.0000
Epoch 31/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2464 - mape: 5872079.5000 - val_loss: 0.2352 - val_mape: 14180829.0000
Epoch 32/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2458 - mape: 5883552.5000 - val_loss: 0.2345 - val_mape: 14321580.0000
Epoch 33/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2451 - mape: 5918990.0000 - val_loss: 0.2337 - val_mape: 14501208.0000
Epoch 34/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2443 - mape: 5971189.5000 - val_loss: 0.2328 - val_mape: 14709050.0000
Epoch 35/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2435 - mape: 6033674.5000 - val_loss: 0.2320 - val_mape: 14923343.0000
Epoch 36/250
3/3 [==============================] - 0s 180ms/step - loss: 0.2428 - mape: 6094272.0000 - val_loss: 0.2312 - val_mape: 15116022.0000
Epoch 37/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2422 - mape: 6141001.0000 - val_loss: 0.2306 - val_mape: 15275110.0000
Epoch 38/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2416 - mape: 6167745.0000 - val_loss: 0.2302 - val_mape: 15395016.0000
Epoch 39/250
3/3 [==============================] - 1s 208ms/step - loss: 0.2410 - mape: 6174244.0000 - val_loss: 0.2299 - val_mape: 15481897.0000
Epoch 40/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2405 - mape: 6161390.0000 - val_loss: 0.2298 - val_mape: 15552567.0000
Epoch 41/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2400 - mape: 6138164.5000 - val_loss: 0.2297 - val_mape: 15638694.0000
Epoch 42/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2395 - mape: 6114985.5000 - val_loss: 0.2294 - val_mape: 15751135.0000
Epoch 43/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2389 - mape: 6095719.5000 - val_loss: 0.2292 - val_mape: 15889153.0000
Epoch 44/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2383 - mape: 6080899.0000 - val_loss: 0.2289 - val_mape: 16055994.0000
Epoch 45/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2377 - mape: 6075821.5000 - val_loss: 0.2288 - val_mape: 16255104.0000
Epoch 46/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2371 - mape: 6083423.5000 - val_loss: 0.2287 - val_mape: 16483395.0000
Epoch 47/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2366 - mape: 6104657.0000 - val_loss: 0.2287 - val_mape: 16724342.0000
Epoch 48/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2360 - mape: 6131404.5000 - val_loss: 0.2289 - val_mape: 16939110.0000
Epoch 49/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2355 - mape: 6150548.5000 - val_loss: 0.2292 - val_mape: 17117642.0000
Epoch 50/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2349 - mape: 6157769.5000 - val_loss: 0.2296 - val_mape: 17269968.0000
Epoch 51/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2344 - mape: 6152666.5000 - val_loss: 0.2300 - val_mape: 17415924.0000
Epoch 52/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2339 - mape: 6144721.0000 - val_loss: 0.2304 - val_mape: 17572834.0000
Epoch 53/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2333 - mape: 6140841.5000 - val_loss: 0.2309 - val_mape: 17751958.0000
Epoch 54/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2328 - mape: 6142823.0000 - val_loss: 0.2314 - val_mape: 17942088.0000
Epoch 55/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2322 - mape: 6143834.5000 - val_loss: 0.2321 - val_mape: 18124748.0000
Epoch 56/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2316 - mape: 6136365.5000 - val_loss: 0.2328 - val_mape: 18285978.0000
Epoch 57/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2310 - mape: 6119415.0000 - val_loss: 0.2335 - val_mape: 18425648.0000
Epoch 58/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2305 - mape: 6098896.0000 - val_loss: 0.2343 - val_mape: 18537050.0000
Epoch 59/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2299 - mape: 6073755.5000 - val_loss: 0.2352 - val_mape: 18617214.0000
Epoch 60/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2294 - mape: 6041867.5000 - val_loss: 0.2361 - val_mape: 18617498.0000
Epoch 61/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2290 - mape: 5991517.0000 - val_loss: 0.2371 - val_mape: 18540936.0000
Epoch 62/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2286 - mape: 5932942.5000 - val_loss: 0.2382 - val_mape: 18431400.0000
Epoch 63/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2282 - mape: 5878812.5000 - val_loss: 0.2393 - val_mape: 18312792.0000
Epoch 64/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2279 - mape: 5832698.5000 - val_loss: 0.2403 - val_mape: 18201272.0000
Epoch 65/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2275 - mape: 5794452.0000 - val_loss: 0.2412 - val_mape: 18095320.0000
Epoch 66/250
3/3 [==============================] - 1s 197ms/step - loss: 0.2272 - mape: 5761517.5000 - val_loss: 0.2421 - val_mape: 17992052.0000
Epoch 67/250
3/3 [==============================] - 1s 195ms/step - loss: 0.2269 - mape: 5726013.5000 - val_loss: 0.2431 - val_mape: 17889804.0000
Epoch 68/250
3/3 [==============================] - 1s 167ms/step - loss: 0.2266 - mape: 5686990.0000 - val_loss: 0.2440 - val_mape: 17824238.0000
Epoch 69/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2263 - mape: 5658271.0000 - val_loss: 0.2448 - val_mape: 17829154.0000
Epoch 70/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2259 - mape: 5645825.5000 - val_loss: 0.2456 - val_mape: 17856496.0000
Epoch 71/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2256 - mape: 5637264.0000 - val_loss: 0.2464 - val_mape: 17869880.0000
Epoch 72/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2253 - mape: 5622773.0000 - val_loss: 0.2473 - val_mape: 17846938.0000
Epoch 73/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2250 - mape: 5601675.5000 - val_loss: 0.2481 - val_mape: 17816628.0000
Epoch 74/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2247 - mape: 5583796.5000 - val_loss: 0.2490 - val_mape: 17794666.0000
Epoch 75/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2243 - mape: 5567334.0000 - val_loss: 0.2500 - val_mape: 17784858.0000
Epoch 76/250
3/3 [==============================] - 1s 169ms/step - loss: 0.2240 - mape: 5553076.0000 - val_loss: 0.2509 - val_mape: 17779476.0000
Epoch 77/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2236 - mape: 5539841.0000 - val_loss: 0.2518 - val_mape: 17786544.0000
Epoch 78/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2232 - mape: 5529839.0000 - val_loss: 0.2528 - val_mape: 17785716.0000
Epoch 79/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2228 - mape: 5516330.0000 - val_loss: 0.2538 - val_mape: 17784666.0000
Epoch 80/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2224 - mape: 5499143.5000 - val_loss: 0.2547 - val_mape: 17768262.0000
Epoch 81/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2220 - mape: 5475603.0000 - val_loss: 0.2556 - val_mape: 17735884.0000
Epoch 82/250
3/3 [==============================] - 1s 198ms/step - loss: 0.2216 - mape: 5450106.5000 - val_loss: 0.2563 - val_mape: 17717808.0000
Epoch 83/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2211 - mape: 5429778.0000 - val_loss: 0.2571 - val_mape: 17722320.0000
Epoch 84/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2206 - mape: 5414032.0000 - val_loss: 0.2580 - val_mape: 17723552.0000
Epoch 85/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2201 - mape: 5392545.0000 - val_loss: 0.2591 - val_mape: 17728770.0000
Epoch 86/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2196 - mape: 5363589.0000 - val_loss: 0.2602 - val_mape: 17763174.0000
Epoch 87/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2190 - mape: 5340325.5000 - val_loss: 0.2613 - val_mape: 17796920.0000
Epoch 88/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2184 - mape: 5323528.5000 - val_loss: 0.2624 - val_mape: 17829610.0000
Epoch 89/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2178 - mape: 5308872.0000 - val_loss: 0.2635 - val_mape: 17875654.0000
Epoch 90/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2170 - mape: 5288080.0000 - val_loss: 0.2646 - val_mape: 17943644.0000
Epoch 91/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2162 - mape: 5267710.0000 - val_loss: 0.2656 - val_mape: 18074122.0000
Epoch 92/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2153 - mape: 5265664.0000 - val_loss: 0.2664 - val_mape: 18303348.0000
Epoch 93/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2144 - mape: 5270595.5000 - val_loss: 0.2676 - val_mape: 18530796.0000
Epoch 94/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2134 - mape: 5237357.5000 - val_loss: 0.2689 - val_mape: 18718654.0000
Epoch 95/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2124 - mape: 5206386.0000 - val_loss: 0.2701 - val_mape: 18890488.0000
Epoch 96/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2116 - mape: 5178567.5000 - val_loss: 0.2711 - val_mape: 19038658.0000
Epoch 97/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2107 - mape: 5151376.5000 - val_loss: 0.2721 - val_mape: 19064744.0000
Epoch 98/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2099 - mape: 5128809.0000 - val_loss: 0.2737 - val_mape: 19021812.0000
Epoch 99/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2091 - mape: 5085684.5000 - val_loss: 0.2754 - val_mape: 18980328.0000
Epoch 100/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2084 - mape: 5041849.5000 - val_loss: 0.2769 - val_mape: 18933082.0000
Epoch 101/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2077 - mape: 5014310.5000 - val_loss: 0.2779 - val_mape: 18963234.0000
Epoch 102/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2069 - mape: 4971863.5000 - val_loss: 0.2786 - val_mape: 19114488.0000
Epoch 103/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2061 - mape: 4955850.5000 - val_loss: 0.2797 - val_mape: 19281104.0000
Epoch 104/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2053 - mape: 4930658.0000 - val_loss: 0.2810 - val_mape: 19364308.0000
Epoch 105/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2044 - mape: 4881923.5000 - val_loss: 0.2822 - val_mape: 19508790.0000
Epoch 106/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2036 - mape: 4854303.0000 - val_loss: 0.2836 - val_mape: 19731372.0000
Epoch 107/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2026 - mape: 4832747.0000 - val_loss: 0.2858 - val_mape: 19944622.0000
Epoch 108/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2017 - mape: 4781110.0000 - val_loss: 0.2885 - val_mape: 20122974.0000
Epoch 109/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2007 - mape: 4731437.5000 - val_loss: 0.2915 - val_mape: 20345076.0000
Epoch 110/250
3/3 [==============================] - 0s 176ms/step - loss: 0.1995 - mape: 4662484.5000 - val_loss: 0.2949 - val_mape: 20798954.0000
Epoch 111/250
3/3 [==============================] - 1s 181ms/step - loss: 0.1983 - mape: 4608193.0000 - val_loss: 0.2981 - val_mape: 21349652.0000
Epoch 112/250
3/3 [==============================] - 1s 173ms/step - loss: 0.1972 - mape: 4586625.0000 - val_loss: 0.3010 - val_mape: 21044606.0000
Epoch 113/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1959 - mape: 4448728.0000 - val_loss: 0.3028 - val_mape: 21854174.0000
Epoch 114/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1947 - mape: 4360762.0000 - val_loss: 0.3063 - val_mape: 22039472.0000
Epoch 115/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1931 - mape: 4345990.5000 - val_loss: 0.3087 - val_mape: 21463174.0000
Epoch 116/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1919 - mape: 4032041.7500 - val_loss: 0.3045 - val_mape: 23788506.0000
Epoch 117/250
3/3 [==============================] - 0s 175ms/step - loss: 0.1925 - mape: 4166458.0000 - val_loss: 0.3077 - val_mape: 20542302.0000
Epoch 118/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1929 - mape: 4034328.2500 - val_loss: 0.3043 - val_mape: 23839436.0000
Epoch 119/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1898 - mape: 4292663.0000 - val_loss: 0.2978 - val_mape: 21541478.0000
Epoch 120/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1896 - mape: 3896071.7500 - val_loss: 0.3106 - val_mape: 24521282.0000
Epoch 121/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2024 - mape: 4309742.0000 - val_loss: 0.2929 - val_mape: 24377590.0000
Epoch 122/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1884 - mape: 4364255.5000 - val_loss: 0.2921 - val_mape: 21123318.0000
Epoch 123/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1874 - mape: 4087383.0000 - val_loss: 0.2959 - val_mape: 22754292.0000
Epoch 124/250
3/3 [==============================] - 0s 178ms/step - loss: 0.1851 - mape: 4287961.0000 - val_loss: 0.2968 - val_mape: 21848778.0000
Epoch 125/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1847 - mape: 3756340.7500 - val_loss: 0.2989 - val_mape: 22808878.0000
Epoch 126/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1825 - mape: 4079285.7500 - val_loss: 0.3035 - val_mape: 23319610.0000
Epoch 127/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1816 - mape: 4048854.2500 - val_loss: 0.3038 - val_mape: 21602892.0000
Epoch 128/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1812 - mape: 3825129.0000 - val_loss: 0.3043 - val_mape: 22802040.0000
Epoch 129/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1791 - mape: 4047738.2500 - val_loss: 0.3085 - val_mape: 22359096.0000
Epoch 130/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1816 - mape: 3721948.2500 - val_loss: 0.3282 - val_mape: 25900838.0000
Epoch 131/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1882 - mape: 4848931.0000 - val_loss: 0.3016 - val_mape: 21798732.0000
Epoch 132/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1789 - mape: 3987844.7500 - val_loss: 0.3077 - val_mape: 22627648.0000
Epoch 133/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1787 - mape: 4158971.2500 - val_loss: 0.3078 - val_mape: 23315364.0000
Epoch 134/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1763 - mape: 3822367.5000 - val_loss: 0.3098 - val_mape: 23378444.0000
Epoch 135/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1755 - mape: 4075937.5000 - val_loss: 0.3160 - val_mape: 22458938.0000
Epoch 136/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1776 - mape: 3913729.2500 - val_loss: 0.3099 - val_mape: 24042476.0000
Epoch 137/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1774 - mape: 4152662.2500 - val_loss: 0.3067 - val_mape: 20647358.0000
Epoch 138/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1764 - mape: 3512231.7500 - val_loss: 0.3089 - val_mape: 24035020.0000
Epoch 139/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1767 - mape: 4410605.5000 - val_loss: 0.3143 - val_mape: 22519662.0000
Epoch 140/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2681 - mape: 3326160.5000 - val_loss: 0.3042 - val_mape: 22429282.0000
Epoch 140: early stopping
1/1 [==============================] - 0s 293ms/step
Epoch 1/250
3/3 [==============================] - 3s 355ms/step - loss: 0.3192 - mape: 2154726.2500 - val_loss: 0.2815 - val_mape: 10063869.0000
Epoch 2/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2733 - mape: 4434140.5000 - val_loss: 0.2548 - val_mape: 16487754.0000
Epoch 3/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2601 - mape: 6731648.0000 - val_loss: 0.2536 - val_mape: 19879966.0000
Epoch 4/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2535 - mape: 7363668.5000 - val_loss: 0.2468 - val_mape: 18592592.0000
Epoch 5/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2476 - mape: 6630013.0000 - val_loss: 0.2418 - val_mape: 16929716.0000
Epoch 6/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2463 - mape: 5947892.0000 - val_loss: 0.2380 - val_mape: 16210620.0000
Epoch 7/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2450 - mape: 5666664.5000 - val_loss: 0.2337 - val_mape: 16545172.0000
Epoch 8/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2417 - mape: 5802222.0000 - val_loss: 0.2306 - val_mape: 17810472.0000
Epoch 9/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2387 - mape: 6233688.5000 - val_loss: 0.2325 - val_mape: 19085154.0000
Epoch 10/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2377 - mape: 6448742.0000 - val_loss: 0.2320 - val_mape: 19068368.0000
Epoch 11/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2356 - mape: 6156212.5000 - val_loss: 0.2314 - val_mape: 18743170.0000
Epoch 12/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2350 - mape: 5888061.0000 - val_loss: 0.2329 - val_mape: 19342790.0000
Epoch 13/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2333 - mape: 5985500.5000 - val_loss: 0.2367 - val_mape: 20625770.0000
Epoch 14/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2321 - mape: 6256295.5000 - val_loss: 0.2377 - val_mape: 21007772.0000
Epoch 15/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2309 - mape: 6199718.5000 - val_loss: 0.2348 - val_mape: 19965738.0000
Epoch 16/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2296 - mape: 5850104.5000 - val_loss: 0.2348 - val_mape: 19493032.0000
Epoch 17/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2284 - mape: 5738535.5000 - val_loss: 0.2358 - val_mape: 19815360.0000
Epoch 18/250
3/3 [==============================] - 1s 169ms/step - loss: 0.2275 - mape: 5807517.0000 - val_loss: 0.2359 - val_mape: 19327340.0000
Epoch 19/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2265 - mape: 5601617.0000 - val_loss: 0.2368 - val_mape: 18643258.0000
Epoch 20/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2255 - mape: 5417763.5000 - val_loss: 0.2370 - val_mape: 19002280.0000
Epoch 21/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2245 - mape: 5487137.0000 - val_loss: 0.2371 - val_mape: 18656186.0000
Epoch 22/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2235 - mape: 5340088.5000 - val_loss: 0.2378 - val_mape: 18019822.0000
Epoch 23/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2226 - mape: 5185259.5000 - val_loss: 0.2386 - val_mape: 18239568.0000
Epoch 24/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2214 - mape: 5197400.5000 - val_loss: 0.2407 - val_mape: 18248982.0000
Epoch 25/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2203 - mape: 5104174.0000 - val_loss: 0.2419 - val_mape: 18475112.0000
Epoch 26/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2192 - mape: 5143306.5000 - val_loss: 0.2419 - val_mape: 18337780.0000
Epoch 27/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2180 - mape: 5078365.0000 - val_loss: 0.2423 - val_mape: 18218892.0000
Epoch 28/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2167 - mape: 5008462.0000 - val_loss: 0.2435 - val_mape: 18314318.0000
Epoch 29/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2154 - mape: 4941987.0000 - val_loss: 0.2460 - val_mape: 18154352.0000
Epoch 30/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2142 - mape: 4865633.0000 - val_loss: 0.2477 - val_mape: 18615580.0000
Epoch 31/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2133 - mape: 4795826.0000 - val_loss: 0.2445 - val_mape: 19172308.0000
Epoch 32/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2128 - mape: 4647075.5000 - val_loss: 0.2420 - val_mape: 17999442.0000
Epoch 33/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2171 - mape: 4934360.5000 - val_loss: 0.2545 - val_mape: 15838441.0000
Epoch 34/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2264 - mape: 3766300.7500 - val_loss: 0.2549 - val_mape: 19820748.0000
Epoch 35/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2153 - mape: 5068527.0000 - val_loss: 0.2593 - val_mape: 25721548.0000
Epoch 36/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2221 - mape: 5966781.5000 - val_loss: 0.2485 - val_mape: 18020114.0000
Epoch 36: early stopping
1/1 [==============================] - 0s 288ms/step
Epoch 1/250
3/3 [==============================] - 3s 357ms/step - loss: 0.3826 - mape: 481940.0625 - val_loss: 0.3572 - val_mape: 4366422.0000
Epoch 2/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3175 - mape: 2120563.7500 - val_loss: 0.2883 - val_mape: 10196949.0000
Epoch 3/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2717 - mape: 4675687.0000 - val_loss: 0.2621 - val_mape: 18280790.0000
Epoch 4/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2619 - mape: 7278051.0000 - val_loss: 0.2618 - val_mape: 20636708.0000
Epoch 5/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2527 - mape: 7312058.5000 - val_loss: 0.2539 - val_mape: 18309608.0000
Epoch 6/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2474 - mape: 6257024.0000 - val_loss: 0.2495 - val_mape: 16925548.0000
Epoch 7/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2444 - mape: 5774651.0000 - val_loss: 0.2428 - val_mape: 17216296.0000
Epoch 8/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2394 - mape: 5963376.0000 - val_loss: 0.2356 - val_mape: 18639730.0000
Epoch 9/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2361 - mape: 6287924.0000 - val_loss: 0.2344 - val_mape: 18568120.0000
Epoch 10/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2338 - mape: 5810157.5000 - val_loss: 0.2359 - val_mape: 18317982.0000
Epoch 11/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2334 - mape: 5545319.0000 - val_loss: 0.2389 - val_mape: 20499236.0000
Epoch 12/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2304 - mape: 5998730.5000 - val_loss: 0.2445 - val_mape: 22176574.0000
Epoch 13/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2304 - mape: 6102373.5000 - val_loss: 0.2400 - val_mape: 18458064.0000
Epoch 14/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2287 - mape: 5311710.0000 - val_loss: 0.2419 - val_mape: 18133914.0000
Epoch 15/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2274 - mape: 5468631.0000 - val_loss: 0.2436 - val_mape: 19029558.0000
Epoch 16/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2257 - mape: 5584035.0000 - val_loss: 0.2489 - val_mape: 18764788.0000
Epoch 17/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2254 - mape: 5307422.0000 - val_loss: 0.2497 - val_mape: 19076698.0000
Epoch 18/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2238 - mape: 5380376.5000 - val_loss: 0.2487 - val_mape: 18881472.0000
Epoch 19/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2224 - mape: 5270788.0000 - val_loss: 0.2533 - val_mape: 17128796.0000
Epoch 20/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2213 - mape: 4909831.0000 - val_loss: 0.2502 - val_mape: 18617218.0000
Epoch 21/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2194 - mape: 5145726.5000 - val_loss: 0.2576 - val_mape: 17962760.0000
Epoch 22/250
3/3 [==============================] - 1s 171ms/step - loss: 0.2178 - mape: 4917889.0000 - val_loss: 0.2603 - val_mape: 18418728.0000
Epoch 23/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2160 - mape: 4983740.0000 - val_loss: 0.2823 - val_mape: 15784925.0000
Epoch 24/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2155 - mape: 4477449.5000 - val_loss: 0.2738 - val_mape: 19619636.0000
Epoch 25/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2170 - mape: 4551278.0000 - val_loss: 0.2888 - val_mape: 16202484.0000
Epoch 26/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2187 - mape: 4825454.0000 - val_loss: 0.3025 - val_mape: 15615519.0000
Epoch 27/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2204 - mape: 4006833.0000 - val_loss: 0.3018 - val_mape: 18754670.0000
Epoch 28/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2136 - mape: 4794831.5000 - val_loss: 0.2973 - val_mape: 23432984.0000
Epoch 29/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2188 - mape: 5118270.0000 - val_loss: 0.3098 - val_mape: 14699671.0000
Epoch 30/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2147 - mape: 4238920.0000 - val_loss: 0.3086 - val_mape: 15230358.0000
Epoch 31/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2109 - mape: 4328978.5000 - val_loss: 0.3122 - val_mape: 16711804.0000
Epoch 32/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2090 - mape: 4224684.5000 - val_loss: 0.3169 - val_mape: 20875690.0000
Epoch 33/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2075 - mape: 4873840.0000 - val_loss: 0.3219 - val_mape: 20598746.0000
Epoch 34/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2053 - mape: 4647600.5000 - val_loss: 37195993088.0000 - val_mape: 9470348736732332032.0000
Epoch 35/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2043 - mape: 4523444.5000 - val_loss: 118764470028730368.0000 - val_mape: 8677172015282768232579072.0000
Epoch 36/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2047 - mape: 4001941.0000 - val_loss: 5651859752431386624.0000 - val_mape: 1978108709267204318699716608.0000
Epoch 37/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2019 - mape: 4512789.0000 - val_loss: 16461740032.0000 - val_mape: 5906435726924316672.0000
Epoch 38/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2006 - mape: 4313765.0000 - val_loss: 2435758900117504.0000 - val_mape: 866826122908884998815744.0000
Epoch 39/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1992 - mape: 4502453.0000 - val_loss: 1675188978044633088.0000 - val_mape: 597355748250595771306475520.0000
Epoch 40/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1981 - mape: 4103096.7500 - val_loss: 6778176396171170283520.0000 - val_mape: 1318451476557165541361618780160.0000
Epoch 41/250
3/3 [==============================] - 0s 165ms/step - loss: 256873758720.0000 - mape: 2763083440839458816.0000 - val_loss: 0.4211 - val_mape: 27284952.0000
Epoch 42/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2058 - mape: 5086003.0000 - val_loss: 0.2989 - val_mape: 17617090.0000
Epoch 43/250
3/3 [==============================] - 0s 178ms/step - loss: 0.1998 - mape: 4226717.0000 - val_loss: 0.3093 - val_mape: 15327986.0000
Epoch 44/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2022 - mape: 3764171.7500 - val_loss: 0.2780 - val_mape: 18795622.0000
Epoch 45/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2038 - mape: 4408875.5000 - val_loss: 0.3038 - val_mape: 14043846.0000
Epoch 45: early stopping
1/1 [==============================] - 0s 283ms/step
Epoch 1/250
2/2 [==============================] - 3s 523ms/step - loss: 0.4010 - mape: 142955.5312 - val_loss: 0.4092 - val_mape: 474328.7500
Epoch 2/250
2/2 [==============================] - 1s 245ms/step - loss: 0.3923 - mape: 231285.8281 - val_loss: 0.4031 - val_mape: 848704.5625
Epoch 3/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3840 - mape: 371390.8750 - val_loss: 0.3968 - val_mape: 1229821.1250
Epoch 4/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3762 - mape: 520177.7188 - val_loss: 0.3907 - val_mape: 1608985.1250
Epoch 5/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3691 - mape: 665612.6875 - val_loss: 0.3848 - val_mape: 1981739.8750
Epoch 6/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3623 - mape: 814517.1250 - val_loss: 0.3789 - val_mape: 2335652.2500
Epoch 7/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3557 - mape: 964041.7500 - val_loss: 0.3732 - val_mape: 2681587.7500
Epoch 8/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3493 - mape: 1117329.2500 - val_loss: 0.3675 - val_mape: 3037493.0000
Epoch 9/250
2/2 [==============================] - 0s 235ms/step - loss: 0.3430 - mape: 1273852.0000 - val_loss: 0.3620 - val_mape: 3405407.2500
Epoch 10/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3368 - mape: 1436422.6250 - val_loss: 0.3565 - val_mape: 3787575.0000
Epoch 11/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3307 - mape: 1602613.5000 - val_loss: 0.3511 - val_mape: 4184089.5000
Epoch 12/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3247 - mape: 1772405.8750 - val_loss: 0.3457 - val_mape: 4594522.0000
Epoch 13/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3188 - mape: 1945740.5000 - val_loss: 0.3402 - val_mape: 5014649.5000
Epoch 14/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3131 - mape: 2125298.0000 - val_loss: 0.3348 - val_mape: 5455581.5000
Epoch 15/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3073 - mape: 2313202.5000 - val_loss: 0.3294 - val_mape: 5921956.5000
Epoch 16/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3016 - mape: 2509381.0000 - val_loss: 0.3240 - val_mape: 6404438.0000
Epoch 17/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2960 - mape: 2714223.5000 - val_loss: 0.3185 - val_mape: 6905485.0000
Epoch 18/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2905 - mape: 2928355.7500 - val_loss: 0.3132 - val_mape: 7443094.0000
Epoch 19/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2851 - mape: 3151880.5000 - val_loss: 0.3081 - val_mape: 8000918.5000
Epoch 20/250
2/2 [==============================] - 0s 239ms/step - loss: 0.2800 - mape: 3390235.0000 - val_loss: 0.3032 - val_mape: 8575898.0000
Epoch 21/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2753 - mape: 3639980.5000 - val_loss: 0.2985 - val_mape: 9163900.0000
Epoch 22/250
2/2 [==============================] - 0s 247ms/step - loss: 0.2709 - mape: 3897649.5000 - val_loss: 0.2940 - val_mape: 9764334.0000
Epoch 23/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2670 - mape: 4159872.7500 - val_loss: 0.2899 - val_mape: 10367651.0000
Epoch 24/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2636 - mape: 4423789.0000 - val_loss: 0.2861 - val_mape: 10964536.0000
Epoch 25/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2606 - mape: 4684518.5000 - val_loss: 0.2827 - val_mape: 11536516.0000
Epoch 26/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2581 - mape: 4930636.5000 - val_loss: 0.2798 - val_mape: 12064691.0000
Epoch 27/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2561 - mape: 5156188.5000 - val_loss: 0.2773 - val_mape: 12533325.0000
Epoch 28/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2545 - mape: 5351361.5000 - val_loss: 0.2753 - val_mape: 12926779.0000
Epoch 29/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2531 - mape: 5509356.5000 - val_loss: 0.2737 - val_mape: 13236941.0000
Epoch 30/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2520 - mape: 5626446.5000 - val_loss: 0.2723 - val_mape: 13461070.0000
Epoch 31/250
2/2 [==============================] - 0s 243ms/step - loss: 0.2510 - mape: 5702789.5000 - val_loss: 0.2713 - val_mape: 13608755.0000
Epoch 32/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2502 - mape: 5742085.5000 - val_loss: 0.2704 - val_mape: 13692596.0000
Epoch 33/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2494 - mape: 5750452.0000 - val_loss: 0.2697 - val_mape: 13730981.0000
Epoch 34/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2487 - mape: 5736950.5000 - val_loss: 0.2691 - val_mape: 13738688.0000
Epoch 35/250
2/2 [==============================] - 0s 235ms/step - loss: 0.2481 - mape: 5710636.5000 - val_loss: 0.2685 - val_mape: 13733299.0000
Epoch 36/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2476 - mape: 5679639.5000 - val_loss: 0.2680 - val_mape: 13728415.0000
Epoch 37/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2471 - mape: 5650504.5000 - val_loss: 0.2674 - val_mape: 13734752.0000
Epoch 38/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2466 - mape: 5627323.0000 - val_loss: 0.2668 - val_mape: 13759964.0000
Epoch 39/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2460 - mape: 5613991.0000 - val_loss: 0.2661 - val_mape: 13810876.0000
Epoch 40/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2454 - mape: 5612379.0000 - val_loss: 0.2654 - val_mape: 13885869.0000
Epoch 41/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2448 - mape: 5622894.0000 - val_loss: 0.2645 - val_mape: 13987231.0000
Epoch 42/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2440 - mape: 5644888.5000 - val_loss: 0.2636 - val_mape: 14112131.0000
Epoch 43/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2433 - mape: 5676482.0000 - val_loss: 0.2626 - val_mape: 14254085.0000
Epoch 44/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2425 - mape: 5714456.5000 - val_loss: 0.2617 - val_mape: 14403820.0000
Epoch 45/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2417 - mape: 5756050.0000 - val_loss: 0.2607 - val_mape: 14550876.0000
Epoch 46/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2410 - mape: 5796804.5000 - val_loss: 0.2597 - val_mape: 14685326.0000
Epoch 47/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2403 - mape: 5832213.0000 - val_loss: 0.2588 - val_mape: 14798413.0000
Epoch 48/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2396 - mape: 5858181.0000 - val_loss: 0.2580 - val_mape: 14886004.0000
Epoch 49/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2390 - mape: 5870633.5000 - val_loss: 0.2572 - val_mape: 14945695.0000
Epoch 50/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2385 - mape: 5867321.5000 - val_loss: 0.2565 - val_mape: 14980273.0000
Epoch 51/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2380 - mape: 5850073.5000 - val_loss: 0.2559 - val_mape: 15001211.0000
Epoch 52/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2376 - mape: 5823364.5000 - val_loss: 0.2552 - val_mape: 15020951.0000
Epoch 53/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2371 - mape: 5794161.0000 - val_loss: 0.2546 - val_mape: 15056803.0000
Epoch 54/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2367 - mape: 5770844.0000 - val_loss: 0.2540 - val_mape: 15122648.0000
Epoch 55/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2363 - mape: 5758341.0000 - val_loss: 0.2533 - val_mape: 15221070.0000
Epoch 56/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2358 - mape: 5757887.0000 - val_loss: 0.2525 - val_mape: 15347493.0000
Epoch 57/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2353 - mape: 5766426.0000 - val_loss: 0.2519 - val_mape: 15491021.0000
Epoch 58/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2347 - mape: 5779385.5000 - val_loss: 0.2513 - val_mape: 15638916.0000
Epoch 59/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2343 - mape: 5790431.0000 - val_loss: 0.2507 - val_mape: 15794369.0000
Epoch 60/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2338 - mape: 5799855.0000 - val_loss: 0.2502 - val_mape: 15953356.0000
Epoch 61/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2334 - mape: 5807124.5000 - val_loss: 0.2496 - val_mape: 16120596.0000
Epoch 62/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2329 - mape: 5814064.5000 - val_loss: 0.2490 - val_mape: 16295313.0000
Epoch 63/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2324 - mape: 5820478.0000 - val_loss: 0.2484 - val_mape: 16471849.0000
Epoch 64/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2319 - mape: 5826869.5000 - val_loss: 0.2479 - val_mape: 16649281.0000
Epoch 65/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2314 - mape: 5830625.0000 - val_loss: 0.2475 - val_mape: 16821968.0000
Epoch 66/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2309 - mape: 5829552.0000 - val_loss: 0.2472 - val_mape: 16997314.0000
Epoch 67/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2304 - mape: 5828598.0000 - val_loss: 0.2468 - val_mape: 17188970.0000
Epoch 68/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2299 - mape: 5831442.5000 - val_loss: 0.2465 - val_mape: 17404254.0000
Epoch 69/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2294 - mape: 5842121.5000 - val_loss: 0.2462 - val_mape: 17643056.0000
Epoch 70/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2289 - mape: 5859853.5000 - val_loss: 0.2461 - val_mape: 17888158.0000
Epoch 71/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2284 - mape: 5877744.0000 - val_loss: 0.2460 - val_mape: 18110100.0000
Epoch 72/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2279 - mape: 5885971.5000 - val_loss: 0.2460 - val_mape: 18297358.0000
Epoch 73/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2275 - mape: 5881731.5000 - val_loss: 0.2461 - val_mape: 18431192.0000
Epoch 74/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2271 - mape: 5863680.5000 - val_loss: 0.2462 - val_mape: 18518448.0000
Epoch 75/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2268 - mape: 5838891.5000 - val_loss: 0.2462 - val_mape: 18571072.0000
Epoch 76/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2264 - mape: 5812664.5000 - val_loss: 0.2462 - val_mape: 18575828.0000
Epoch 77/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2261 - mape: 5781213.0000 - val_loss: 0.2462 - val_mape: 18527068.0000
Epoch 78/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2258 - mape: 5743216.5000 - val_loss: 0.2462 - val_mape: 18420600.0000
Epoch 79/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2254 - mape: 5697065.0000 - val_loss: 0.2462 - val_mape: 18272728.0000
Epoch 80/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2251 - mape: 5644720.0000 - val_loss: 0.2461 - val_mape: 18105474.0000
Epoch 81/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2248 - mape: 5589882.5000 - val_loss: 0.2462 - val_mape: 17949208.0000
Epoch 82/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2246 - mape: 5538487.5000 - val_loss: 0.2464 - val_mape: 17830170.0000
Epoch 83/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2243 - mape: 5497606.5000 - val_loss: 0.2465 - val_mape: 17754004.0000
Epoch 84/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2240 - mape: 5467920.0000 - val_loss: 0.2466 - val_mape: 17705154.0000
Epoch 85/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2238 - mape: 5444907.5000 - val_loss: 0.2468 - val_mape: 17661584.0000
Epoch 86/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2235 - mape: 5419387.0000 - val_loss: 0.2471 - val_mape: 17614298.0000
Epoch 87/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2233 - mape: 5392230.5000 - val_loss: 0.2473 - val_mape: 17573054.0000
Epoch 88/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2230 - mape: 5369605.5000 - val_loss: 0.2474 - val_mape: 17562054.0000
Epoch 89/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2227 - mape: 5356582.0000 - val_loss: 0.2474 - val_mape: 17566626.0000
Epoch 90/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2224 - mape: 5347488.0000 - val_loss: 0.2474 - val_mape: 17548032.0000
Epoch 91/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2221 - mape: 5332528.0000 - val_loss: 0.2474 - val_mape: 17510370.0000
Epoch 92/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2218 - mape: 5310851.0000 - val_loss: 0.2475 - val_mape: 17448820.0000
Epoch 93/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2215 - mape: 5282644.5000 - val_loss: 0.2475 - val_mape: 17392450.0000
Epoch 94/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2212 - mape: 5254977.5000 - val_loss: 0.2474 - val_mape: 17365474.0000
Epoch 95/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2208 - mape: 5237053.0000 - val_loss: 0.2472 - val_mape: 17354290.0000
Epoch 96/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2205 - mape: 5226631.5000 - val_loss: 0.2472 - val_mape: 17320076.0000
Epoch 97/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2201 - mape: 5205748.5000 - val_loss: 0.2473 - val_mape: 17247394.0000
Epoch 98/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2197 - mape: 5177274.0000 - val_loss: 0.2473 - val_mape: 17197556.0000
Epoch 99/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2193 - mape: 5163468.0000 - val_loss: 0.2473 - val_mape: 17175806.0000
Epoch 100/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2188 - mape: 5161240.5000 - val_loss: 0.2475 - val_mape: 17161840.0000
Epoch 101/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2183 - mape: 5146024.5000 - val_loss: 0.2480 - val_mape: 17125146.0000
Epoch 102/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2178 - mape: 5119613.0000 - val_loss: 0.2483 - val_mape: 17128524.0000
Epoch 103/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2174 - mape: 5108703.0000 - val_loss: 0.2483 - val_mape: 17183786.0000
Epoch 104/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2169 - mape: 5114529.5000 - val_loss: 0.2482 - val_mape: 17228340.0000
Epoch 105/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2164 - mape: 5111441.5000 - val_loss: 0.2482 - val_mape: 17215952.0000
Epoch 106/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2160 - mape: 5092681.5000 - val_loss: 0.2482 - val_mape: 17204084.0000
Epoch 107/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2155 - mape: 5076880.0000 - val_loss: 0.2480 - val_mape: 17218986.0000
Epoch 108/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2150 - mape: 5070365.0000 - val_loss: 0.2481 - val_mape: 17225032.0000
Epoch 109/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2145 - mape: 5051609.0000 - val_loss: 0.2483 - val_mape: 17240928.0000
Epoch 110/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2140 - mape: 5040430.0000 - val_loss: 0.2487 - val_mape: 17277010.0000
Epoch 111/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2135 - mape: 5022407.5000 - val_loss: 0.2490 - val_mape: 17325560.0000
Epoch 112/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2130 - mape: 5006832.0000 - val_loss: 0.2493 - val_mape: 17396916.0000
Epoch 113/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2125 - mape: 5001445.5000 - val_loss: 0.2497 - val_mape: 17405434.0000
Epoch 114/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2119 - mape: 4977534.5000 - val_loss: 0.2500 - val_mape: 17393988.0000
Epoch 115/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2114 - mape: 4959540.5000 - val_loss: 0.2499 - val_mape: 17466494.0000
Epoch 116/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2108 - mape: 4960426.0000 - val_loss: 0.2500 - val_mape: 17486912.0000
Epoch 117/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2103 - mape: 4921988.0000 - val_loss: 0.2500 - val_mape: 17524972.0000
Epoch 118/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2097 - mape: 4899474.5000 - val_loss: 0.2495 - val_mape: 17680712.0000
Epoch 119/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2092 - mape: 4924617.0000 - val_loss: 0.2493 - val_mape: 17696432.0000
Epoch 120/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2086 - mape: 4887485.5000 - val_loss: 0.2490 - val_mape: 17669848.0000
Epoch 121/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2080 - mape: 4883730.5000 - val_loss: 0.2486 - val_mape: 17653690.0000
Epoch 122/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2074 - mape: 4851811.5000 - val_loss: 0.2483 - val_mape: 17600228.0000
Epoch 123/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2069 - mape: 4808674.0000 - val_loss: 0.2478 - val_mape: 17667370.0000
Epoch 124/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2063 - mape: 4790731.5000 - val_loss: 0.2478 - val_mape: 17720864.0000
Epoch 125/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2057 - mape: 4772523.0000 - val_loss: 0.2478 - val_mape: 17769982.0000
Epoch 126/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2052 - mape: 4789896.0000 - val_loss: 0.2486 - val_mape: 17696244.0000
Epoch 127/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2047 - mape: 4728557.5000 - val_loss: 0.2485 - val_mape: 17748616.0000
Epoch 128/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2042 - mape: 4733972.0000 - val_loss: 0.2492 - val_mape: 17663864.0000
Epoch 129/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2037 - mape: 4663649.5000 - val_loss: 0.2494 - val_mape: 17712422.0000
Epoch 130/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2032 - mape: 4685955.0000 - val_loss: 0.2499 - val_mape: 17704168.0000
Epoch 131/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2027 - mape: 4648245.0000 - val_loss: 0.2507 - val_mape: 17710008.0000
Epoch 132/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2022 - mape: 4646355.5000 - val_loss: 0.2513 - val_mape: 17755596.0000
Epoch 133/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2017 - mape: 4635050.0000 - val_loss: 0.2530 - val_mape: 17542992.0000
Epoch 134/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2012 - mape: 4591541.5000 - val_loss: 0.2535 - val_mape: 17537880.0000
Epoch 135/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2007 - mape: 4561816.5000 - val_loss: 0.2538 - val_mape: 17545520.0000
Epoch 136/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2002 - mape: 4541855.0000 - val_loss: 0.2552 - val_mape: 17538104.0000
Epoch 137/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1996 - mape: 4526978.5000 - val_loss: 0.2566 - val_mape: 17616908.0000
Epoch 138/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1991 - mape: 4513382.0000 - val_loss: 0.2559 - val_mape: 17830376.0000
Epoch 139/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1986 - mape: 4501867.5000 - val_loss: 0.2559 - val_mape: 17965450.0000
Epoch 140/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1980 - mape: 4535136.5000 - val_loss: 0.2588 - val_mape: 17815658.0000
Epoch 141/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1975 - mape: 4443849.5000 - val_loss: 0.2580 - val_mape: 18240502.0000
Epoch 142/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1970 - mape: 4484344.0000 - val_loss: 0.2599 - val_mape: 18180020.0000
Epoch 143/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1963 - mape: 4456931.5000 - val_loss: 0.2607 - val_mape: 18318216.0000
Epoch 144/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1957 - mape: 4395627.5000 - val_loss: 0.2599 - val_mape: 18819448.0000
Epoch 145/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1952 - mape: 4429048.5000 - val_loss: 0.2639 - val_mape: 18628620.0000
Epoch 146/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1943 - mape: 4406975.0000 - val_loss: 0.2667 - val_mape: 18453738.0000
Epoch 147/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1937 - mape: 4231812.0000 - val_loss: 0.2624 - val_mape: 19367752.0000
Epoch 148/250
2/2 [==============================] - 0s 203ms/step - loss: 0.1933 - mape: 4311015.0000 - val_loss: 0.2685 - val_mape: 19188354.0000
Epoch 149/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1920 - mape: 4276405.5000 - val_loss: 0.2689 - val_mape: 19947084.0000
Epoch 150/250
2/2 [==============================] - 0s 182ms/step - loss: 0.1911 - mape: 4282914.0000 - val_loss: 0.2701 - val_mape: 19962604.0000
Epoch 151/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1902 - mape: 4163617.2500 - val_loss: 0.2685 - val_mape: 21250704.0000
Epoch 152/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1902 - mape: 4218578.5000 - val_loss: 0.2753 - val_mape: 19678978.0000
Epoch 153/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1898 - mape: 4025036.2500 - val_loss: 0.2728 - val_mape: 21402414.0000
Epoch 154/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1881 - mape: 4168622.5000 - val_loss: 0.2796 - val_mape: 19365534.0000
Epoch 155/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1895 - mape: 3728873.0000 - val_loss: 0.2746 - val_mape: 22383998.0000
Epoch 156/250
2/2 [==============================] - 0s 213ms/step - loss: 0.1887 - mape: 4279368.0000 - val_loss: 0.2751 - val_mape: 19267022.0000
Epoch 157/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1866 - mape: 3689212.7500 - val_loss: 0.2732 - val_mape: 20066278.0000
Epoch 158/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1850 - mape: 3985200.5000 - val_loss: 0.2769 - val_mape: 21082110.0000
Epoch 159/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1842 - mape: 4102328.0000 - val_loss: 0.2816 - val_mape: 20000066.0000
Epoch 160/250
2/2 [==============================] - 0s 217ms/step - loss: 0.1844 - mape: 3872502.7500 - val_loss: 0.2783 - val_mape: 21452550.0000
Epoch 161/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1835 - mape: 4219788.0000 - val_loss: 0.2800 - val_mape: 18951266.0000
Epoch 162/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1831 - mape: 3662575.7500 - val_loss: 0.2780 - val_mape: 20654620.0000
Epoch 163/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1812 - mape: 4063453.2500 - val_loss: 0.2828 - val_mape: 20401554.0000
Epoch 164/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1800 - mape: 3980435.5000 - val_loss: 0.2849 - val_mape: 20536728.0000
Epoch 165/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1790 - mape: 4042616.2500 - val_loss: 0.2856 - val_mape: 19954590.0000
Epoch 166/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1782 - mape: 3874084.7500 - val_loss: 0.2873 - val_mape: 20032894.0000
Epoch 167/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1773 - mape: 3815649.2500 - val_loss: 0.2895 - val_mape: 20510200.0000
Epoch 168/250
2/2 [==============================] - 0s 185ms/step - loss: 0.1765 - mape: 3964403.5000 - val_loss: 0.2977 - val_mape: 17749812.0000
Epoch 169/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1808 - mape: 3628399.7500 - val_loss: 0.2893 - val_mape: 19987234.0000
Epoch 170/250
2/2 [==============================] - 0s 205ms/step - loss: 0.1777 - mape: 3921308.7500 - val_loss: 0.2945 - val_mape: 17546644.0000
Epoch 171/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1815 - mape: 3418556.2500 - val_loss: 0.6402 - val_mape: 86732360.0000
Epoch 172/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1847 - mape: 5020775.5000 - val_loss: 0.2862 - val_mape: 18367424.0000
Epoch 173/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1746 - mape: 3570483.7500 - val_loss: 0.2830 - val_mape: 19292394.0000
Epoch 174/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1728 - mape: 3795544.2500 - val_loss: 0.2862 - val_mape: 20398804.0000
Epoch 175/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1728 - mape: 3945519.7500 - val_loss: 0.2949 - val_mape: 18284788.0000
Epoch 176/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1757 - mape: 3573991.2500 - val_loss: 0.2924 - val_mape: 20264734.0000
Epoch 177/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1719 - mape: 3961458.2500 - val_loss: 0.2951 - val_mape: 18073986.0000
Epoch 178/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1746 - mape: 3350209.2500 - val_loss: 0.2840 - val_mape: 20503944.0000
Epoch 179/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1745 - mape: 4175584.5000 - val_loss: 0.2883 - val_mape: 18690612.0000
Epoch 180/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1686 - mape: 3464318.7500 - val_loss: 0.2823 - val_mape: 20614192.0000
Epoch 181/250
2/2 [==============================] - 0s 214ms/step - loss: 0.1781 - mape: 4482672.5000 - val_loss: 0.2913 - val_mape: 18394004.0000
Epoch 182/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1681 - mape: 3506535.0000 - val_loss: 0.2879 - val_mape: 18997190.0000
Epoch 183/250
2/2 [==============================] - 0s 212ms/step - loss: 0.1652 - mape: 3646701.0000 - val_loss: 0.2923 - val_mape: 19735822.0000
Epoch 184/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1653 - mape: 3668511.2500 - val_loss: 0.3018 - val_mape: 17918342.0000
Epoch 185/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1704 - mape: 3245467.7500 - val_loss: 0.2996 - val_mape: 19280210.0000
Epoch 186/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1661 - mape: 3592933.7500 - val_loss: 0.3015 - val_mape: 18433044.0000
Epoch 187/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1683 - mape: 3164567.2500 - val_loss: 0.2923 - val_mape: 20057090.0000
Epoch 188/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1686 - mape: 3995747.2500 - val_loss: 0.2914 - val_mape: 18852200.0000
Epoch 188: early stopping
1/1 [==============================] - 0s 293ms/step
Epoch 1/250
2/2 [==============================] - 5s 573ms/step - loss: 0.4213 - mape: 247165.1094 - val_loss: 0.4262 - val_mape: 42784.0195
Epoch 2/250
2/2 [==============================] - 0s 221ms/step - loss: 0.4082 - mape: 27224.6328 - val_loss: 0.4237 - val_mape: 47815.6016
Epoch 3/250
2/2 [==============================] - 0s 222ms/step - loss: 0.4060 - mape: 13150.2803 - val_loss: 0.4228 - val_mape: 95086.1484
Epoch 4/250
2/2 [==============================] - 0s 220ms/step - loss: 0.4050 - mape: 28920.0000 - val_loss: 0.4219 - val_mape: 143473.0312
Epoch 5/250
2/2 [==============================] - 0s 218ms/step - loss: 0.4040 - mape: 44785.6523 - val_loss: 0.4210 - val_mape: 192300.8594
Epoch 6/250
2/2 [==============================] - 0s 235ms/step - loss: 0.4030 - mape: 60603.8242 - val_loss: 0.4201 - val_mape: 240860.5156
Epoch 7/250
2/2 [==============================] - 0s 242ms/step - loss: 0.4021 - mape: 76229.9531 - val_loss: 0.4193 - val_mape: 288676.1875
Epoch 8/250
2/2 [==============================] - 0s 238ms/step - loss: 0.4011 - mape: 91592.2422 - val_loss: 0.4184 - val_mape: 335308.3750
Epoch 9/250
2/2 [==============================] - 0s 238ms/step - loss: 0.4002 - mape: 106539.4297 - val_loss: 0.4175 - val_mape: 381091.2812
Epoch 10/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3994 - mape: 121065.5547 - val_loss: 0.4167 - val_mape: 426073.0938
Epoch 11/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3986 - mape: 134828.1719 - val_loss: 0.4159 - val_mape: 469580.3750
Epoch 12/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3978 - mape: 148059.6406 - val_loss: 0.4151 - val_mape: 511651.4062
Epoch 13/250
2/2 [==============================] - 0s 232ms/step - loss: 0.3971 - mape: 161051.2031 - val_loss: 0.4143 - val_mape: 553391.6250
Epoch 14/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3963 - mape: 173949.9531 - val_loss: 0.4136 - val_mape: 594859.0000
Epoch 15/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3956 - mape: 186803.7500 - val_loss: 0.4128 - val_mape: 636129.1875
Epoch 16/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3949 - mape: 199620.2031 - val_loss: 0.4121 - val_mape: 677285.9375
Epoch 17/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3942 - mape: 212405.2656 - val_loss: 0.4114 - val_mape: 718347.0625
Epoch 18/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3935 - mape: 225162.4062 - val_loss: 0.4106 - val_mape: 759320.3125
Epoch 19/250
2/2 [==============================] - 0s 232ms/step - loss: 0.3928 - mape: 237893.8281 - val_loss: 0.4099 - val_mape: 800218.6250
Epoch 20/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3921 - mape: 250603.0312 - val_loss: 0.4092 - val_mape: 841046.6250
Epoch 21/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3914 - mape: 263291.0312 - val_loss: 0.4084 - val_mape: 881806.0000
Epoch 22/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3907 - mape: 275960.0938 - val_loss: 0.4077 - val_mape: 922516.0625
Epoch 23/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3900 - mape: 288615.5938 - val_loss: 0.4070 - val_mape: 963180.2500
Epoch 24/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3893 - mape: 301256.5938 - val_loss: 0.4063 - val_mape: 1003797.2500
Epoch 25/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3886 - mape: 313882.8750 - val_loss: 0.4056 - val_mape: 1044363.3750
Epoch 26/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3879 - mape: 326493.3125 - val_loss: 0.4049 - val_mape: 1084869.0000
Epoch 27/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3873 - mape: 339084.7812 - val_loss: 0.4042 - val_mape: 1125314.5000
Epoch 28/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3866 - mape: 351656.9062 - val_loss: 0.4035 - val_mape: 1165682.7500
Epoch 29/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3859 - mape: 364205.1250 - val_loss: 0.4028 - val_mape: 1205970.2500
Epoch 30/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3853 - mape: 376728.1875 - val_loss: 0.4021 - val_mape: 1246178.7500
Epoch 31/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3846 - mape: 389226.9375 - val_loss: 0.4014 - val_mape: 1286312.8750
Epoch 32/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3840 - mape: 401702.7812 - val_loss: 0.4007 - val_mape: 1326371.2500
Epoch 33/250
2/2 [==============================] - 0s 233ms/step - loss: 0.3833 - mape: 414154.6562 - val_loss: 0.4000 - val_mape: 1366353.0000
Epoch 34/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3827 - mape: 426582.6250 - val_loss: 0.3993 - val_mape: 1406241.5000
Epoch 35/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3820 - mape: 438981.0000 - val_loss: 0.3987 - val_mape: 1446038.1250
Epoch 36/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3814 - mape: 451351.6875 - val_loss: 0.3980 - val_mape: 1485763.0000
Epoch 37/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3808 - mape: 463700.8750 - val_loss: 0.3973 - val_mape: 1525431.3750
Epoch 38/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3801 - mape: 476032.5000 - val_loss: 0.3967 - val_mape: 1565044.6250
Epoch 39/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3795 - mape: 488347.0312 - val_loss: 0.3960 - val_mape: 1604596.0000
Epoch 40/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3789 - mape: 500641.7188 - val_loss: 0.3953 - val_mape: 1644079.2500
Epoch 41/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3783 - mape: 512915.4375 - val_loss: 0.3947 - val_mape: 1683492.1250
Epoch 42/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3777 - mape: 525167.3125 - val_loss: 0.3940 - val_mape: 1722839.5000
Epoch 43/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3771 - mape: 537399.3125 - val_loss: 0.3934 - val_mape: 1762126.3750
Epoch 44/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3765 - mape: 549612.3750 - val_loss: 0.3927 - val_mape: 1801355.3750
Epoch 45/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3759 - mape: 561807.6250 - val_loss: 0.3921 - val_mape: 1840526.7500
Epoch 46/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3753 - mape: 573984.0000 - val_loss: 0.3914 - val_mape: 1879628.1250
Epoch 47/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3747 - mape: 586139.4375 - val_loss: 0.3908 - val_mape: 1918671.2500
Epoch 48/250
2/2 [==============================] - 0s 241ms/step - loss: 0.3741 - mape: 598276.8750 - val_loss: 0.3901 - val_mape: 1957657.0000
Epoch 49/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3735 - mape: 610396.6875 - val_loss: 0.3895 - val_mape: 1996594.8750
Epoch 50/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3729 - mape: 622502.0625 - val_loss: 0.3889 - val_mape: 2035497.1250
Epoch 51/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3723 - mape: 634596.5625 - val_loss: 0.3882 - val_mape: 2074355.8750
Epoch 52/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3717 - mape: 646677.1250 - val_loss: 0.3876 - val_mape: 2113171.0000
Epoch 53/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3712 - mape: 658743.8750 - val_loss: 0.3870 - val_mape: 2151936.2500
Epoch 54/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3706 - mape: 670795.3125 - val_loss: 0.3863 - val_mape: 2190655.0000
Epoch 55/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3700 - mape: 682832.1250 - val_loss: 0.3857 - val_mape: 2229324.7500
Epoch 56/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3694 - mape: 694854.0000 - val_loss: 0.3851 - val_mape: 2267939.2500
Epoch 57/250
2/2 [==============================] - 0s 238ms/step - loss: 0.3689 - mape: 706857.8750 - val_loss: 0.3845 - val_mape: 2306483.5000
Epoch 58/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3683 - mape: 718839.1875 - val_loss: 0.3839 - val_mape: 2344950.0000
Epoch 59/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3677 - mape: 730796.6875 - val_loss: 0.3832 - val_mape: 2383346.5000
Epoch 60/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3672 - mape: 742732.6875 - val_loss: 0.3826 - val_mape: 2421678.7500
Epoch 61/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3666 - mape: 754649.2500 - val_loss: 0.3820 - val_mape: 2459953.7500
Epoch 62/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3661 - mape: 766547.8750 - val_loss: 0.3814 - val_mape: 2498170.7500
Epoch 63/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3655 - mape: 778428.5625 - val_loss: 0.3808 - val_mape: 2536333.7500
Epoch 64/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3650 - mape: 790292.6875 - val_loss: 0.3802 - val_mape: 2574447.0000
Epoch 65/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3644 - mape: 802141.1875 - val_loss: 0.3796 - val_mape: 2612503.2500
Epoch 66/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3639 - mape: 813971.5625 - val_loss: 0.3790 - val_mape: 2650488.5000
Epoch 67/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3633 - mape: 825779.5625 - val_loss: 0.3784 - val_mape: 2688404.5000
Epoch 68/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3628 - mape: 837566.1875 - val_loss: 0.3778 - val_mape: 2726253.5000
Epoch 69/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3623 - mape: 849331.5625 - val_loss: 0.3772 - val_mape: 2764028.2500
Epoch 70/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3617 - mape: 861074.2500 - val_loss: 0.3766 - val_mape: 2801735.2500
Epoch 71/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3612 - mape: 872795.9375 - val_loss: 0.3760 - val_mape: 2839381.5000
Epoch 72/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3607 - mape: 884499.3125 - val_loss: 0.3755 - val_mape: 2876972.7500
Epoch 73/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3602 - mape: 896185.5000 - val_loss: 0.3749 - val_mape: 2914515.5000
Epoch 74/250
2/2 [==============================] - 0s 242ms/step - loss: 0.3596 - mape: 907857.0000 - val_loss: 0.3743 - val_mape: 2952008.2500
Epoch 75/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3591 - mape: 919512.6875 - val_loss: 0.3737 - val_mape: 2989447.0000
Epoch 76/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3586 - mape: 931151.1875 - val_loss: 0.3732 - val_mape: 3026828.5000
Epoch 77/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3581 - mape: 942772.2500 - val_loss: 0.3726 - val_mape: 3064158.0000
Epoch 78/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3576 - mape: 954377.1250 - val_loss: 0.3720 - val_mape: 3101436.5000
Epoch 79/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3570 - mape: 965965.8750 - val_loss: 0.3715 - val_mape: 3138664.2500
Epoch 80/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3565 - mape: 977539.5625 - val_loss: 0.3709 - val_mape: 3175854.7500
Epoch 81/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3560 - mape: 989101.8750 - val_loss: 0.3704 - val_mape: 3213011.7500
Epoch 82/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3555 - mape: 1000654.0000 - val_loss: 0.3698 - val_mape: 3250139.7500
Epoch 83/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3550 - mape: 1012197.2500 - val_loss: 0.3693 - val_mape: 3287242.0000
Epoch 84/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3545 - mape: 1023732.2500 - val_loss: 0.3687 - val_mape: 3324317.0000
Epoch 85/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3540 - mape: 1035259.3125 - val_loss: 0.3682 - val_mape: 3361367.2500
Epoch 86/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3535 - mape: 1046778.5625 - val_loss: 0.3676 - val_mape: 3398385.2500
Epoch 87/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3530 - mape: 1058287.0000 - val_loss: 0.3671 - val_mape: 3435364.7500
Epoch 88/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3525 - mape: 1069783.7500 - val_loss: 0.3665 - val_mape: 3472309.5000
Epoch 89/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3520 - mape: 1081269.5000 - val_loss: 0.3660 - val_mape: 3509221.0000
Epoch 90/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3515 - mape: 1092745.3750 - val_loss: 0.3654 - val_mape: 3546099.7500
Epoch 91/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3510 - mape: 1104210.8750 - val_loss: 0.3649 - val_mape: 3582945.5000
Epoch 92/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3505 - mape: 1115665.8750 - val_loss: 0.3644 - val_mape: 3619755.2500
Epoch 93/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3501 - mape: 1127109.6250 - val_loss: 0.3638 - val_mape: 3656528.0000
Epoch 94/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3496 - mape: 1138542.1250 - val_loss: 0.3633 - val_mape: 3693269.7500
Epoch 95/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3491 - mape: 1149965.1250 - val_loss: 0.3628 - val_mape: 3729982.7500
Epoch 96/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3486 - mape: 1161379.2500 - val_loss: 0.3622 - val_mape: 3766657.0000
Epoch 97/250
2/2 [==============================] - 0s 256ms/step - loss: 0.3481 - mape: 1172780.5000 - val_loss: 0.3617 - val_mape: 3803284.5000
Epoch 98/250
2/2 [==============================] - 0s 246ms/step - loss: 0.3476 - mape: 1184167.2500 - val_loss: 0.3612 - val_mape: 3839857.2500
Epoch 99/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3472 - mape: 1195536.7500 - val_loss: 0.3607 - val_mape: 3876371.5000
Epoch 100/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3467 - mape: 1206887.8750 - val_loss: 0.3601 - val_mape: 3912827.7500
Epoch 101/250
2/2 [==============================] - 0s 236ms/step - loss: 0.3462 - mape: 1218221.5000 - val_loss: 0.3596 - val_mape: 3949239.2500
Epoch 102/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3457 - mape: 1229541.0000 - val_loss: 0.3591 - val_mape: 3985593.0000
Epoch 103/250
2/2 [==============================] - 0s 242ms/step - loss: 0.3453 - mape: 1240841.8750 - val_loss: 0.3586 - val_mape: 4021874.2500
Epoch 104/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3448 - mape: 1252119.7500 - val_loss: 0.3581 - val_mape: 4058073.2500
Epoch 105/250
2/2 [==============================] - 0s 232ms/step - loss: 0.3444 - mape: 1263372.0000 - val_loss: 0.3576 - val_mape: 4094186.0000
Epoch 106/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3439 - mape: 1274597.3750 - val_loss: 0.3571 - val_mape: 4130220.5000
Epoch 107/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3434 - mape: 1285798.6250 - val_loss: 0.3566 - val_mape: 4166181.0000
Epoch 108/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3430 - mape: 1296977.3750 - val_loss: 0.3561 - val_mape: 4202081.5000
Epoch 109/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3425 - mape: 1308137.7500 - val_loss: 0.3556 - val_mape: 4237926.5000
Epoch 110/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3421 - mape: 1319280.7500 - val_loss: 0.3551 - val_mape: 4273720.0000
Epoch 111/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3416 - mape: 1330408.2500 - val_loss: 0.3546 - val_mape: 4309464.0000
Epoch 112/250
2/2 [==============================] - 0s 240ms/step - loss: 0.3412 - mape: 1341520.2500 - val_loss: 0.3541 - val_mape: 4345158.0000
Epoch 113/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3407 - mape: 1352616.6250 - val_loss: 0.3536 - val_mape: 4380799.5000
Epoch 114/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3403 - mape: 1363696.7500 - val_loss: 0.3531 - val_mape: 4416386.5000
Epoch 115/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3398 - mape: 1374759.6250 - val_loss: 0.3526 - val_mape: 4451920.0000
Epoch 116/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3394 - mape: 1385806.1250 - val_loss: 0.3521 - val_mape: 4487395.0000
Epoch 117/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3390 - mape: 1396834.0000 - val_loss: 0.3516 - val_mape: 4522810.5000
Epoch 118/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3385 - mape: 1407843.7500 - val_loss: 0.3512 - val_mape: 4558167.5000
Epoch 119/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3381 - mape: 1418835.3750 - val_loss: 0.3507 - val_mape: 4593477.5000
Epoch 120/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3377 - mape: 1429812.5000 - val_loss: 0.3502 - val_mape: 4628741.5000
Epoch 121/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3372 - mape: 1440775.6250 - val_loss: 0.3497 - val_mape: 4663968.5000
Epoch 122/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3368 - mape: 1451727.3750 - val_loss: 0.3492 - val_mape: 4699162.0000
Epoch 123/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3364 - mape: 1462669.1250 - val_loss: 0.3488 - val_mape: 4734322.5000
Epoch 124/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3360 - mape: 1473600.3750 - val_loss: 0.3483 - val_mape: 4769448.5000
Epoch 125/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3355 - mape: 1484520.8750 - val_loss: 0.3478 - val_mape: 4804535.5000
Epoch 126/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3351 - mape: 1495428.8750 - val_loss: 0.3473 - val_mape: 4839579.0000
Epoch 127/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3347 - mape: 1506323.2500 - val_loss: 0.3469 - val_mape: 4874571.0000
Epoch 128/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3343 - mape: 1517201.5000 - val_loss: 0.3464 - val_mape: 4909507.0000
Epoch 129/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3338 - mape: 1528062.0000 - val_loss: 0.3460 - val_mape: 4944396.0000
Epoch 130/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3334 - mape: 1538908.5000 - val_loss: 0.3455 - val_mape: 4979233.5000
Epoch 131/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3330 - mape: 1549738.3750 - val_loss: 0.3450 - val_mape: 5014018.0000
Epoch 132/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3326 - mape: 1560552.3750 - val_loss: 0.3446 - val_mape: 5048759.0000
Epoch 133/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3322 - mape: 1571352.8750 - val_loss: 0.3441 - val_mape: 5083464.5000
Epoch 134/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3318 - mape: 1582142.3750 - val_loss: 0.3437 - val_mape: 5118129.0000
Epoch 135/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3314 - mape: 1592919.1250 - val_loss: 0.3432 - val_mape: 5152740.0000
Epoch 136/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3309 - mape: 1603678.1250 - val_loss: 0.3428 - val_mape: 5187285.0000
Epoch 137/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3305 - mape: 1614416.6250 - val_loss: 0.3423 - val_mape: 5221765.0000
Epoch 138/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3301 - mape: 1625135.2500 - val_loss: 0.3419 - val_mape: 5256181.0000
Epoch 139/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3297 - mape: 1635833.8750 - val_loss: 0.3414 - val_mape: 5290536.5000
Epoch 140/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3293 - mape: 1646514.2500 - val_loss: 0.3410 - val_mape: 5324826.5000
Epoch 141/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3289 - mape: 1657173.1250 - val_loss: 0.3405 - val_mape: 5359046.0000
Epoch 142/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3285 - mape: 1667810.2500 - val_loss: 0.3401 - val_mape: 5393187.0000
Epoch 143/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3281 - mape: 1678422.5000 - val_loss: 0.3397 - val_mape: 5427239.0000
Epoch 144/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3278 - mape: 1689006.6250 - val_loss: 0.3393 - val_mape: 5461207.0000
Epoch 145/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3274 - mape: 1699565.3750 - val_loss: 0.3388 - val_mape: 5495106.0000
Epoch 146/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3270 - mape: 1710103.5000 - val_loss: 0.3384 - val_mape: 5528948.5000
Epoch 147/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3266 - mape: 1720624.3750 - val_loss: 0.3380 - val_mape: 5562742.0000
Epoch 148/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3262 - mape: 1731129.5000 - val_loss: 0.3376 - val_mape: 5596484.5000
Epoch 149/250
2/2 [==============================] - 0s 236ms/step - loss: 0.3258 - mape: 1741619.8750 - val_loss: 0.3372 - val_mape: 5630183.5000
Epoch 150/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3254 - mape: 1752096.6250 - val_loss: 0.3367 - val_mape: 5663830.0000
Epoch 151/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3251 - mape: 1762555.7500 - val_loss: 0.3363 - val_mape: 5697417.0000
Epoch 152/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3247 - mape: 1772996.8750 - val_loss: 0.3359 - val_mape: 5730947.0000
Epoch 153/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3243 - mape: 1783420.1250 - val_loss: 0.3355 - val_mape: 5764426.0000
Epoch 154/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3239 - mape: 1793828.0000 - val_loss: 0.3351 - val_mape: 5797846.0000
Epoch 155/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3236 - mape: 1804216.5000 - val_loss: 0.3347 - val_mape: 5831195.5000
Epoch 156/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3232 - mape: 1814583.2500 - val_loss: 0.3343 - val_mape: 5864478.5000
Epoch 157/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3228 - mape: 1824930.0000 - val_loss: 0.3339 - val_mape: 5897710.0000
Epoch 158/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3225 - mape: 1835260.5000 - val_loss: 0.3335 - val_mape: 5930881.5000
Epoch 159/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3221 - mape: 1845572.6250 - val_loss: 0.3331 - val_mape: 5963997.5000
Epoch 160/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3217 - mape: 1855866.7500 - val_loss: 0.3327 - val_mape: 5997047.0000
Epoch 161/250
2/2 [==============================] - 0s 245ms/step - loss: 0.3214 - mape: 1866140.5000 - val_loss: 0.3323 - val_mape: 6030038.5000
Epoch 162/250
2/2 [==============================] - 0s 232ms/step - loss: 0.3210 - mape: 1876396.5000 - val_loss: 0.3319 - val_mape: 6062977.5000
Epoch 163/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3206 - mape: 1886636.3750 - val_loss: 0.3315 - val_mape: 6095869.0000
Epoch 164/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3203 - mape: 1896862.0000 - val_loss: 0.3312 - val_mape: 6128724.0000
Epoch 165/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3199 - mape: 1907076.0000 - val_loss: 0.3308 - val_mape: 6161545.5000
Epoch 166/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3196 - mape: 1917280.0000 - val_loss: 0.3304 - val_mape: 6194331.5000
Epoch 167/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3192 - mape: 1927473.0000 - val_loss: 0.3300 - val_mape: 6227078.5000
Epoch 168/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3189 - mape: 1937653.5000 - val_loss: 0.3296 - val_mape: 6259786.0000
Epoch 169/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3185 - mape: 1947822.1250 - val_loss: 0.3293 - val_mape: 6292455.5000
Epoch 170/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3182 - mape: 1957978.5000 - val_loss: 0.3289 - val_mape: 6325089.5000
Epoch 171/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3178 - mape: 1968123.7500 - val_loss: 0.3285 - val_mape: 6357677.0000
Epoch 172/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3175 - mape: 1978254.1250 - val_loss: 0.3282 - val_mape: 6390212.0000
Epoch 173/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3171 - mape: 1988368.2500 - val_loss: 0.3278 - val_mape: 6422684.0000
Epoch 174/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3168 - mape: 1998462.0000 - val_loss: 0.3274 - val_mape: 6455074.0000
Epoch 175/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3164 - mape: 2008529.8750 - val_loss: 0.3271 - val_mape: 6487380.0000
Epoch 176/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3161 - mape: 2018571.7500 - val_loss: 0.3267 - val_mape: 6519613.0000
Epoch 177/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3158 - mape: 2028591.3750 - val_loss: 0.3263 - val_mape: 6551777.5000
Epoch 178/250
2/2 [==============================] - 0s 230ms/step - loss: 0.3154 - mape: 2038590.0000 - val_loss: 0.3260 - val_mape: 6583881.0000
Epoch 179/250
2/2 [==============================] - 0s 224ms/step - loss: 0.3151 - mape: 2048569.8750 - val_loss: 0.3256 - val_mape: 6615928.5000
Epoch 180/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3147 - mape: 2058532.0000 - val_loss: 0.3253 - val_mape: 6647902.5000
Epoch 181/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3144 - mape: 2068470.2500 - val_loss: 0.3249 - val_mape: 6679786.0000
Epoch 182/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3141 - mape: 2078381.0000 - val_loss: 0.3246 - val_mape: 6711589.0000
Epoch 183/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3138 - mape: 2088266.5000 - val_loss: 0.3242 - val_mape: 6743315.0000
Epoch 184/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3134 - mape: 2098128.2500 - val_loss: 0.3239 - val_mape: 6774962.0000
Epoch 185/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3131 - mape: 2107964.7500 - val_loss: 0.3236 - val_mape: 6806526.5000
Epoch 186/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3128 - mape: 2117776.5000 - val_loss: 0.3232 - val_mape: 6838020.0000
Epoch 187/250
2/2 [==============================] - 0s 232ms/step - loss: 0.3125 - mape: 2127566.2500 - val_loss: 0.3229 - val_mape: 6869447.5000
Epoch 188/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3122 - mape: 2137335.5000 - val_loss: 0.3225 - val_mape: 6900817.5000
Epoch 189/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3118 - mape: 2147087.0000 - val_loss: 0.3222 - val_mape: 6932132.0000
Epoch 190/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3115 - mape: 2156821.7500 - val_loss: 0.3219 - val_mape: 6963395.0000
Epoch 191/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3112 - mape: 2166540.5000 - val_loss: 0.3215 - val_mape: 6994608.5000
Epoch 192/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3109 - mape: 2176244.0000 - val_loss: 0.3212 - val_mape: 7025775.5000
Epoch 193/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3106 - mape: 2185932.7500 - val_loss: 0.3209 - val_mape: 7056896.5000
Epoch 194/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3103 - mape: 2195608.0000 - val_loss: 0.3206 - val_mape: 7087974.5000
Epoch 195/250
2/2 [==============================] - 0s 233ms/step - loss: 0.3100 - mape: 2205269.5000 - val_loss: 0.3202 - val_mape: 7119003.5000
Epoch 196/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3097 - mape: 2214915.2500 - val_loss: 0.3199 - val_mape: 7149986.5000
Epoch 197/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3093 - mape: 2224546.7500 - val_loss: 0.3196 - val_mape: 7180919.0000
Epoch 198/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3090 - mape: 2234163.0000 - val_loss: 0.3193 - val_mape: 7211805.0000
Epoch 199/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3087 - mape: 2243765.0000 - val_loss: 0.3189 - val_mape: 7242649.5000
Epoch 200/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3084 - mape: 2253353.2500 - val_loss: 0.3186 - val_mape: 7273438.5000
Epoch 201/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3081 - mape: 2262924.7500 - val_loss: 0.3183 - val_mape: 7304172.0000
Epoch 202/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3078 - mape: 2272478.7500 - val_loss: 0.3180 - val_mape: 7334855.0000
Epoch 203/250
2/2 [==============================] - 0s 234ms/step - loss: 0.3075 - mape: 2282017.2500 - val_loss: 0.3177 - val_mape: 7365489.5000
Epoch 204/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3072 - mape: 2291541.0000 - val_loss: 0.3174 - val_mape: 7396082.5000
Epoch 205/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3069 - mape: 2301051.7500 - val_loss: 0.3171 - val_mape: 7426630.5000
Epoch 206/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3067 - mape: 2310548.2500 - val_loss: 0.3168 - val_mape: 7457130.0000
Epoch 207/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3064 - mape: 2320029.2500 - val_loss: 0.3165 - val_mape: 7487570.0000
Epoch 208/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3061 - mape: 2329491.7500 - val_loss: 0.3162 - val_mape: 7517942.0000
Epoch 209/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3058 - mape: 2338933.2500 - val_loss: 0.3159 - val_mape: 7548252.0000
Epoch 210/250
2/2 [==============================] - 0s 247ms/step - loss: 0.3055 - mape: 2348354.5000 - val_loss: 0.3156 - val_mape: 7578500.5000
Epoch 211/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3052 - mape: 2357757.5000 - val_loss: 0.3153 - val_mape: 7608697.5000
Epoch 212/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3049 - mape: 2367145.5000 - val_loss: 0.3150 - val_mape: 7638845.5000
Epoch 213/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3046 - mape: 2376517.0000 - val_loss: 0.3147 - val_mape: 7668936.5000
Epoch 214/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3043 - mape: 2385871.0000 - val_loss: 0.3144 - val_mape: 7698975.5000
Epoch 215/250
2/2 [==============================] - 0s 218ms/step - loss: 0.3041 - mape: 2395209.5000 - val_loss: 0.3141 - val_mape: 7728971.0000
Epoch 216/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3038 - mape: 2404534.2500 - val_loss: 0.3138 - val_mape: 7758921.5000
Epoch 217/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3035 - mape: 2413845.5000 - val_loss: 0.3135 - val_mape: 7788830.0000
Epoch 218/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3032 - mape: 2423143.2500 - val_loss: 0.3132 - val_mape: 7818699.5000
Epoch 219/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3029 - mape: 2432429.0000 - val_loss: 0.3130 - val_mape: 7848536.5000
Epoch 220/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3027 - mape: 2441705.2500 - val_loss: 0.3127 - val_mape: 7878339.0000
Epoch 221/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3024 - mape: 2450970.7500 - val_loss: 0.3124 - val_mape: 7908110.0000
Epoch 222/250
2/2 [==============================] - 0s 206ms/step - loss: 0.3021 - mape: 2460225.5000 - val_loss: 0.3121 - val_mape: 7937831.5000
Epoch 223/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3019 - mape: 2469464.7500 - val_loss: 0.3118 - val_mape: 7967487.5000
Epoch 224/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3016 - mape: 2478683.2500 - val_loss: 0.3116 - val_mape: 7997078.0000
Epoch 225/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3013 - mape: 2487881.0000 - val_loss: 0.3113 - val_mape: 8026598.0000
Epoch 226/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3010 - mape: 2497057.0000 - val_loss: 0.3110 - val_mape: 8056048.5000
Epoch 227/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3008 - mape: 2506212.0000 - val_loss: 0.3107 - val_mape: 8085430.5000
Epoch 228/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3005 - mape: 2515345.0000 - val_loss: 0.3105 - val_mape: 8114741.0000
Epoch 229/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3002 - mape: 2524455.7500 - val_loss: 0.3102 - val_mape: 8143981.5000
Epoch 230/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3000 - mape: 2533544.2500 - val_loss: 0.3099 - val_mape: 8173139.0000
Epoch 231/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2997 - mape: 2542607.7500 - val_loss: 0.3097 - val_mape: 8202232.5000
Epoch 232/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2995 - mape: 2551651.5000 - val_loss: 0.3094 - val_mape: 8231266.0000
Epoch 233/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2992 - mape: 2560676.7500 - val_loss: 0.3092 - val_mape: 8260251.0000
Epoch 234/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2989 - mape: 2569687.0000 - val_loss: 0.3089 - val_mape: 8289188.0000
Epoch 235/250
2/2 [==============================] - 0s 233ms/step - loss: 0.2987 - mape: 2578682.7500 - val_loss: 0.3087 - val_mape: 8318082.5000
Epoch 236/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2984 - mape: 2587665.5000 - val_loss: 0.3084 - val_mape: 8346937.5000
Epoch 237/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2982 - mape: 2596636.2500 - val_loss: 0.3081 - val_mape: 8375755.5000
Epoch 238/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2979 - mape: 2605594.7500 - val_loss: 0.3079 - val_mape: 8404527.0000
Epoch 239/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2977 - mape: 2614539.2500 - val_loss: 0.3076 - val_mape: 8433251.0000
Epoch 240/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2974 - mape: 2623468.2500 - val_loss: 0.3074 - val_mape: 8461928.0000
Epoch 241/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2972 - mape: 2632383.7500 - val_loss: 0.3071 - val_mape: 8490562.0000
Epoch 242/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2969 - mape: 2641284.7500 - val_loss: 0.3069 - val_mape: 8519142.0000
Epoch 243/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2967 - mape: 2650169.0000 - val_loss: 0.3067 - val_mape: 8547665.0000
Epoch 244/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2964 - mape: 2659035.2500 - val_loss: 0.3064 - val_mape: 8576137.0000
Epoch 245/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2962 - mape: 2667886.2500 - val_loss: 0.3062 - val_mape: 8604553.0000
Epoch 246/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2960 - mape: 2676719.2500 - val_loss: 0.3059 - val_mape: 8632913.0000
Epoch 247/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2957 - mape: 2685535.5000 - val_loss: 0.3057 - val_mape: 8661213.0000
Epoch 248/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2955 - mape: 2694332.2500 - val_loss: 0.3054 - val_mape: 8689445.0000
Epoch 249/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2952 - mape: 2703108.0000 - val_loss: 0.3052 - val_mape: 8717612.0000
Epoch 250/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2950 - mape: 2711863.5000 - val_loss: 0.3050 - val_mape: 8745713.0000
1/1 [==============================] - 0s 356ms/step
Epoch 1/250
2/2 [==============================] - 3s 565ms/step - loss: 0.4008 - mape: 321535.0312 - val_loss: 0.3961 - val_mape: 1589238.3750
Epoch 2/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3676 - mape: 793104.1250 - val_loss: 0.3679 - val_mape: 3363166.5000
Epoch 3/250
2/2 [==============================] - 0s 236ms/step - loss: 0.3414 - mape: 1418007.5000 - val_loss: 0.3356 - val_mape: 5524413.5000
Epoch 4/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3127 - mape: 2285479.7500 - val_loss: 0.2976 - val_mape: 8701350.0000
Epoch 5/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2825 - mape: 3658465.5000 - val_loss: 0.2633 - val_mape: 13607213.0000
Epoch 6/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2733 - mape: 6035218.5000 - val_loss: 0.2550 - val_mape: 16576773.0000
Epoch 7/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2550 - mape: 6560782.0000 - val_loss: 0.2539 - val_mape: 14989065.0000
Epoch 8/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2523 - mape: 5670409.5000 - val_loss: 0.2542 - val_mape: 13814223.0000
Epoch 9/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2547 - mape: 5104835.0000 - val_loss: 0.2524 - val_mape: 13543180.0000
Epoch 10/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2554 - mape: 4915798.5000 - val_loss: 0.2471 - val_mape: 14041814.0000
Epoch 11/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2530 - mape: 5040412.5000 - val_loss: 0.2389 - val_mape: 15377005.0000
Epoch 12/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2478 - mape: 5485577.0000 - val_loss: 0.2316 - val_mape: 17756596.0000
Epoch 13/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2423 - mape: 6329943.5000 - val_loss: 0.2389 - val_mape: 19972414.0000
Epoch 14/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2402 - mape: 6898351.0000 - val_loss: 0.2330 - val_mape: 19142202.0000
Epoch 15/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2383 - mape: 6418859.5000 - val_loss: 0.2298 - val_mape: 18049092.0000
Epoch 16/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2388 - mape: 5951788.0000 - val_loss: 0.2296 - val_mape: 17990462.0000
Epoch 17/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2379 - mape: 5875390.0000 - val_loss: 0.2318 - val_mape: 19017122.0000
Epoch 18/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2352 - mape: 6161623.0000 - val_loss: 0.2411 - val_mape: 20489888.0000
Epoch 19/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2342 - mape: 6534028.0000 - val_loss: 0.2346 - val_mape: 19550740.0000
Epoch 20/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2322 - mape: 6172374.0000 - val_loss: 0.2319 - val_mape: 18173900.0000
Epoch 21/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2315 - mape: 5707940.5000 - val_loss: 0.2332 - val_mape: 18260442.0000
Epoch 22/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2300 - mape: 5677549.5000 - val_loss: 0.2360 - val_mape: 19551004.0000
Epoch 23/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2289 - mape: 5927046.5000 - val_loss: 0.2364 - val_mape: 19011568.0000
Epoch 24/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2277 - mape: 5691447.0000 - val_loss: 0.2383 - val_mape: 17942950.0000
Epoch 25/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2273 - mape: 5380643.0000 - val_loss: 0.2393 - val_mape: 18486434.0000
Epoch 26/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2259 - mape: 5501185.5000 - val_loss: 0.2406 - val_mape: 18893554.0000
Epoch 27/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2251 - mape: 5561852.5000 - val_loss: 0.2432 - val_mape: 17580622.0000
Epoch 28/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2242 - mape: 5239233.0000 - val_loss: 0.2439 - val_mape: 17983322.0000
Epoch 29/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2228 - mape: 5302641.5000 - val_loss: 0.2452 - val_mape: 18415678.0000
Epoch 30/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2215 - mape: 5294197.5000 - val_loss: 0.2480 - val_mape: 17975162.0000
Epoch 31/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2203 - mape: 5143043.0000 - val_loss: 0.2492 - val_mape: 19194864.0000
Epoch 32/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2189 - mape: 5343573.0000 - val_loss: 0.2512 - val_mape: 18767590.0000
Epoch 33/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2177 - mape: 5146420.0000 - val_loss: 0.2524 - val_mape: 19260890.0000
Epoch 34/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2164 - mape: 5224729.5000 - val_loss: 0.2544 - val_mape: 18646128.0000
Epoch 35/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2157 - mape: 4960059.5000 - val_loss: 0.2544 - val_mape: 19814496.0000
Epoch 36/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2147 - mape: 5148447.0000 - val_loss: 0.2553 - val_mape: 18231712.0000
Epoch 37/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2137 - mape: 4833473.5000 - val_loss: 0.2540 - val_mape: 19571808.0000
Epoch 38/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2121 - mape: 4988788.5000 - val_loss: 0.2537 - val_mape: 18890418.0000
Epoch 39/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2111 - mape: 4781479.5000 - val_loss: 0.2527 - val_mape: 19957576.0000
Epoch 40/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2107 - mape: 4932395.0000 - val_loss: 0.2550 - val_mape: 17112442.0000
Epoch 41/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2113 - mape: 4505203.5000 - val_loss: 0.2526 - val_mape: 20220424.0000
Epoch 42/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2082 - mape: 4876537.5000 - val_loss: 0.2537 - val_mape: 19852454.0000
Epoch 43/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2071 - mape: 4734120.5000 - val_loss: 0.2582 - val_mape: 22175910.0000
Epoch 44/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2076 - mape: 5075575.0000 - val_loss: 0.2545 - val_mape: 17154654.0000
Epoch 45/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2090 - mape: 4366188.0000 - val_loss: 0.2527 - val_mape: 19576940.0000
Epoch 46/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2052 - mape: 4782936.5000 - val_loss: 0.2551 - val_mape: 20275546.0000
Epoch 47/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2042 - mape: 4590166.5000 - val_loss: 0.2650 - val_mape: 23044062.0000
Epoch 48/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2047 - mape: 4950654.5000 - val_loss: 0.2568 - val_mape: 19405238.0000
Epoch 49/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2029 - mape: 4447403.0000 - val_loss: 0.2576 - val_mape: 20012322.0000
Epoch 50/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2018 - mape: 4466001.0000 - val_loss: 0.2626 - val_mape: 20467600.0000
Epoch 51/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2005 - mape: 4388315.5000 - val_loss: 0.2789 - val_mape: 24218842.0000
Epoch 52/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2012 - mape: 4693536.0000 - val_loss: 0.2679 - val_mape: 17694732.0000
Epoch 53/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2033 - mape: 3847161.0000 - val_loss: 0.2745 - val_mape: 22858168.0000
Epoch 54/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2003 - mape: 4408201.5000 - val_loss: 0.2747 - val_mape: 18544990.0000
Epoch 55/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2018 - mape: 3879706.7500 - val_loss: 0.3023 - val_mape: 26387538.0000
Epoch 56/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2005 - mape: 5049858.0000 - val_loss: 0.2789 - val_mape: 18051944.0000
Epoch 56: early stopping
1/1 [==============================] - 0s 298ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4063 - mape: 154165.5625 - val_loss: 0.4261 - val_mape: 429091.4062
Epoch 2/250
1/1 [==============================] - 0s 278ms/step - loss: 0.4020 - mape: 155094.0312 - val_loss: 0.4225 - val_mape: 268356.6875
Epoch 3/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3977 - mape: 183992.6094 - val_loss: 0.4186 - val_mape: 274093.0312
Epoch 4/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3932 - mape: 237197.1719 - val_loss: 0.4142 - val_mape: 404979.4375
Epoch 5/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3885 - mape: 303335.0625 - val_loss: 0.4099 - val_mape: 655243.3750
Epoch 6/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3839 - mape: 377511.3438 - val_loss: 0.4055 - val_mape: 908916.5625
Epoch 7/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3793 - mape: 465260.7188 - val_loss: 0.4010 - val_mape: 1200589.0000
Epoch 8/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3749 - mape: 554334.0625 - val_loss: 0.3965 - val_mape: 1496032.5000
Epoch 9/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3704 - mape: 648097.4375 - val_loss: 0.3919 - val_mape: 1792274.1250
Epoch 10/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3662 - mape: 740411.8750 - val_loss: 0.3873 - val_mape: 2090165.5000
Epoch 11/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3620 - mape: 831665.0000 - val_loss: 0.3829 - val_mape: 2389024.2500
Epoch 12/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3580 - mape: 921965.1875 - val_loss: 0.3786 - val_mape: 2687444.7500
Epoch 13/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3541 - mape: 1012821.6875 - val_loss: 0.3743 - val_mape: 2984830.7500
Epoch 14/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3503 - mape: 1105638.5000 - val_loss: 0.3702 - val_mape: 3282984.0000
Epoch 15/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3466 - mape: 1200321.0000 - val_loss: 0.3660 - val_mape: 3565176.7500
Epoch 16/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3429 - mape: 1296558.3750 - val_loss: 0.3619 - val_mape: 3847312.2500
Epoch 17/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3393 - mape: 1393839.2500 - val_loss: 0.3579 - val_mape: 4130727.2500
Epoch 18/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3358 - mape: 1492782.0000 - val_loss: 0.3538 - val_mape: 4418509.0000
Epoch 19/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3323 - mape: 1593859.2500 - val_loss: 0.3497 - val_mape: 4709541.0000
Epoch 20/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3288 - mape: 1696930.3750 - val_loss: 0.3456 - val_mape: 5004525.5000
Epoch 21/250
1/1 [==============================] - 0s 379ms/step - loss: 0.3253 - mape: 1799955.2500 - val_loss: 0.3416 - val_mape: 5303818.0000
Epoch 22/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3219 - mape: 1904806.5000 - val_loss: 0.3376 - val_mape: 5608651.0000
Epoch 23/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3185 - mape: 2013279.3750 - val_loss: 0.3336 - val_mape: 5918857.0000
Epoch 24/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3151 - mape: 2124992.0000 - val_loss: 0.3298 - val_mape: 6232772.0000
Epoch 25/250
1/1 [==============================] - 0s 343ms/step - loss: 0.3118 - mape: 2239693.5000 - val_loss: 0.3260 - val_mape: 6556767.5000
Epoch 26/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3086 - mape: 2357901.0000 - val_loss: 0.3223 - val_mape: 6886987.5000
Epoch 27/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3053 - mape: 2479667.5000 - val_loss: 0.3186 - val_mape: 7222109.5000
Epoch 28/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3021 - mape: 2605241.7500 - val_loss: 0.3149 - val_mape: 7565143.0000
Epoch 29/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2990 - mape: 2734065.0000 - val_loss: 0.3113 - val_mape: 7917402.0000
Epoch 30/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2959 - mape: 2866810.2500 - val_loss: 0.3077 - val_mape: 8276951.5000
Epoch 31/250
1/1 [==============================] - 0s 330ms/step - loss: 0.2930 - mape: 3003108.7500 - val_loss: 0.3041 - val_mape: 8643603.0000
Epoch 32/250
1/1 [==============================] - 0s 334ms/step - loss: 0.2901 - mape: 3142778.2500 - val_loss: 0.3008 - val_mape: 9018436.0000
Epoch 33/250
1/1 [==============================] - 0s 395ms/step - loss: 0.2873 - mape: 3285824.7500 - val_loss: 0.2975 - val_mape: 9400964.0000
Epoch 34/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2846 - mape: 3432124.2500 - val_loss: 0.2943 - val_mape: 9794013.0000
Epoch 35/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2821 - mape: 3581367.0000 - val_loss: 0.2913 - val_mape: 10202779.0000
Epoch 36/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2796 - mape: 3734106.7500 - val_loss: 0.2885 - val_mape: 10619613.0000
Epoch 37/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2772 - mape: 3890198.7500 - val_loss: 0.2858 - val_mape: 11042365.0000
Epoch 38/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2750 - mape: 4049491.0000 - val_loss: 0.2833 - val_mape: 11473267.0000
Epoch 39/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2730 - mape: 4211625.5000 - val_loss: 0.2810 - val_mape: 11909784.0000
Epoch 40/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2711 - mape: 4376428.5000 - val_loss: 0.2789 - val_mape: 12353811.0000
Epoch 41/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2692 - mape: 4543306.5000 - val_loss: 0.2769 - val_mape: 12804296.0000
Epoch 42/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2676 - mape: 4711755.5000 - val_loss: 0.2752 - val_mape: 13260239.0000
Epoch 43/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2660 - mape: 4881939.5000 - val_loss: 0.2737 - val_mape: 13716637.0000
Epoch 44/250
1/1 [==============================] - 0s 350ms/step - loss: 0.2646 - mape: 5053144.5000 - val_loss: 0.2724 - val_mape: 14180468.0000
Epoch 45/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2633 - mape: 5226002.0000 - val_loss: 0.2712 - val_mape: 14647173.0000
Epoch 46/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2621 - mape: 5399877.5000 - val_loss: 0.2703 - val_mape: 15118702.0000
Epoch 47/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2611 - mape: 5574217.0000 - val_loss: 0.2695 - val_mape: 15587709.0000
Epoch 48/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2602 - mape: 5747662.5000 - val_loss: 0.2689 - val_mape: 16051069.0000
Epoch 49/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2595 - mape: 5918318.0000 - val_loss: 0.2683 - val_mape: 16504266.0000
Epoch 50/250
1/1 [==============================] - 0s 350ms/step - loss: 0.2589 - mape: 6084083.0000 - val_loss: 0.2680 - val_mape: 16943660.0000
Epoch 51/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2584 - mape: 6242405.5000 - val_loss: 0.2677 - val_mape: 17360678.0000
Epoch 52/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2581 - mape: 6392152.5000 - val_loss: 0.2674 - val_mape: 17746290.0000
Epoch 53/250
1/1 [==============================] - 0s 389ms/step - loss: 0.2578 - mape: 6529556.0000 - val_loss: 0.2672 - val_mape: 18094154.0000
Epoch 54/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2576 - mape: 6651321.0000 - val_loss: 0.2670 - val_mape: 18400588.0000
Epoch 55/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2574 - mape: 6755022.5000 - val_loss: 0.2667 - val_mape: 18658410.0000
Epoch 56/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2572 - mape: 6838628.5000 - val_loss: 0.2664 - val_mape: 18866398.0000
Epoch 57/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2569 - mape: 6902179.5000 - val_loss: 0.2660 - val_mape: 19025470.0000
Epoch 58/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2566 - mape: 6946045.0000 - val_loss: 0.2656 - val_mape: 19138868.0000
Epoch 59/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2562 - mape: 6971425.0000 - val_loss: 0.2651 - val_mape: 19210084.0000
Epoch 60/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2557 - mape: 6980111.5000 - val_loss: 0.2645 - val_mape: 19246168.0000
Epoch 61/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2552 - mape: 6974308.5000 - val_loss: 0.2639 - val_mape: 19251696.0000
Epoch 62/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2547 - mape: 6956296.0000 - val_loss: 0.2632 - val_mape: 19231854.0000
Epoch 63/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2541 - mape: 6928576.0000 - val_loss: 0.2625 - val_mape: 19193170.0000
Epoch 64/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2535 - mape: 6893552.5000 - val_loss: 0.2618 - val_mape: 19141898.0000
Epoch 65/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2530 - mape: 6854121.5000 - val_loss: 0.2611 - val_mape: 19083974.0000
Epoch 66/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2524 - mape: 6812231.5000 - val_loss: 0.2604 - val_mape: 19023564.0000
Epoch 67/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2519 - mape: 6770117.5000 - val_loss: 0.2598 - val_mape: 18965296.0000
Epoch 68/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2514 - mape: 6729390.5000 - val_loss: 0.2591 - val_mape: 18912946.0000
Epoch 69/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2510 - mape: 6691890.0000 - val_loss: 0.2584 - val_mape: 18868140.0000
Epoch 70/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2505 - mape: 6657750.5000 - val_loss: 0.2578 - val_mape: 18833226.0000
Epoch 71/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2501 - mape: 6627588.0000 - val_loss: 0.2571 - val_mape: 18810274.0000
Epoch 72/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2496 - mape: 6602326.0000 - val_loss: 0.2565 - val_mape: 18801672.0000
Epoch 73/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2492 - mape: 6582527.0000 - val_loss: 0.2558 - val_mape: 18807842.0000
Epoch 74/250
1/1 [==============================] - 0s 333ms/step - loss: 0.2487 - mape: 6568229.5000 - val_loss: 0.2552 - val_mape: 18829032.0000
Epoch 75/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2483 - mape: 6559467.0000 - val_loss: 0.2546 - val_mape: 18865192.0000
Epoch 76/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2478 - mape: 6556416.0000 - val_loss: 0.2539 - val_mape: 18916392.0000
Epoch 77/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2474 - mape: 6559075.0000 - val_loss: 0.2533 - val_mape: 18982394.0000
Epoch 78/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2469 - mape: 6566866.0000 - val_loss: 0.2527 - val_mape: 19062080.0000
Epoch 79/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2464 - mape: 6578970.0000 - val_loss: 0.2521 - val_mape: 19151912.0000
Epoch 80/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2459 - mape: 6594394.5000 - val_loss: 0.2515 - val_mape: 19250470.0000
Epoch 81/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2454 - mape: 6612499.5000 - val_loss: 0.2510 - val_mape: 19359038.0000
Epoch 82/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2449 - mape: 6633693.5000 - val_loss: 0.2504 - val_mape: 19476262.0000
Epoch 83/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2443 - mape: 6657689.0000 - val_loss: 0.2498 - val_mape: 19599300.0000
Epoch 84/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2438 - mape: 6684087.0000 - val_loss: 0.2492 - val_mape: 19725518.0000
Epoch 85/250
1/1 [==============================] - 0s 331ms/step - loss: 0.2433 - mape: 6712935.0000 - val_loss: 0.2487 - val_mape: 19852582.0000
Epoch 86/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2427 - mape: 6742822.5000 - val_loss: 0.2481 - val_mape: 19975608.0000
Epoch 87/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2422 - mape: 6771443.5000 - val_loss: 0.2476 - val_mape: 20093608.0000
Epoch 88/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2417 - mape: 6797944.5000 - val_loss: 0.2470 - val_mape: 20205062.0000
Epoch 89/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2411 - mape: 6821604.5000 - val_loss: 0.2464 - val_mape: 20306140.0000
Epoch 90/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2406 - mape: 6841161.0000 - val_loss: 0.2458 - val_mape: 20393836.0000
Epoch 91/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2400 - mape: 6856248.5000 - val_loss: 0.2451 - val_mape: 20462438.0000
Epoch 92/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2394 - mape: 6865618.5000 - val_loss: 0.2445 - val_mape: 20511900.0000
Epoch 93/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2389 - mape: 6868621.0000 - val_loss: 0.2438 - val_mape: 20539202.0000
Epoch 94/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2383 - mape: 6864868.5000 - val_loss: 0.2431 - val_mape: 20539640.0000
Epoch 95/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2377 - mape: 6852979.0000 - val_loss: 0.2424 - val_mape: 20512686.0000
Epoch 96/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2371 - mape: 6833456.5000 - val_loss: 0.2416 - val_mape: 20458876.0000
Epoch 97/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2365 - mape: 6805211.5000 - val_loss: 0.2409 - val_mape: 20381822.0000
Epoch 98/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2358 - mape: 6769217.0000 - val_loss: 0.2401 - val_mape: 20289748.0000
Epoch 99/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2352 - mape: 6728280.5000 - val_loss: 0.2394 - val_mape: 20187970.0000
Epoch 100/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2346 - mape: 6684124.5000 - val_loss: 0.2386 - val_mape: 20073818.0000
Epoch 101/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2339 - mape: 6637891.0000 - val_loss: 0.2378 - val_mape: 19956062.0000
Epoch 102/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2333 - mape: 6590949.0000 - val_loss: 0.2371 - val_mape: 19839084.0000
Epoch 103/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2327 - mape: 6543173.0000 - val_loss: 0.2364 - val_mape: 19725388.0000
Epoch 104/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2321 - mape: 6495144.5000 - val_loss: 0.2357 - val_mape: 19618450.0000
Epoch 105/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2316 - mape: 6447676.5000 - val_loss: 0.2350 - val_mape: 19521816.0000
Epoch 106/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2311 - mape: 6402274.5000 - val_loss: 0.2344 - val_mape: 19432580.0000
Epoch 107/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2306 - mape: 6357476.5000 - val_loss: 0.2338 - val_mape: 19346336.0000
Epoch 108/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2301 - mape: 6310665.5000 - val_loss: 0.2332 - val_mape: 19259864.0000
Epoch 109/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2297 - mape: 6260741.5000 - val_loss: 0.2327 - val_mape: 19170368.0000
Epoch 110/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2292 - mape: 6206811.5000 - val_loss: 0.2323 - val_mape: 19076616.0000
Epoch 111/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2289 - mape: 6148202.5000 - val_loss: 0.2319 - val_mape: 18984428.0000
Epoch 112/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2285 - mape: 6087441.5000 - val_loss: 0.2316 - val_mape: 18900742.0000
Epoch 113/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2282 - mape: 6027278.0000 - val_loss: 0.2313 - val_mape: 18826672.0000
Epoch 114/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2279 - mape: 5967752.0000 - val_loss: 0.2311 - val_mape: 18767774.0000
Epoch 115/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2276 - mape: 5911056.5000 - val_loss: 0.2309 - val_mape: 18727460.0000
Epoch 116/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2273 - mape: 5859251.0000 - val_loss: 0.2307 - val_mape: 18699134.0000
Epoch 117/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2270 - mape: 5811238.5000 - val_loss: 0.2306 - val_mape: 18684026.0000
Epoch 118/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2268 - mape: 5767497.5000 - val_loss: 0.2305 - val_mape: 18669462.0000
Epoch 119/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2266 - mape: 5725299.0000 - val_loss: 0.2305 - val_mape: 18650704.0000
Epoch 120/250
1/1 [==============================] - 0s 358ms/step - loss: 0.2264 - mape: 5684660.0000 - val_loss: 0.2306 - val_mape: 18624774.0000
Epoch 121/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2261 - mape: 5645973.0000 - val_loss: 0.2307 - val_mape: 18589346.0000
Epoch 122/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2259 - mape: 5608500.0000 - val_loss: 0.2309 - val_mape: 18547016.0000
Epoch 123/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2257 - mape: 5573102.0000 - val_loss: 0.2312 - val_mape: 18502036.0000
Epoch 124/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2255 - mape: 5540990.5000 - val_loss: 0.2316 - val_mape: 18461250.0000
Epoch 125/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2253 - mape: 5514779.5000 - val_loss: 0.2320 - val_mape: 18425844.0000
Epoch 126/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2251 - mape: 5494916.0000 - val_loss: 0.2323 - val_mape: 18395372.0000
Epoch 127/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2249 - mape: 5480150.5000 - val_loss: 0.2328 - val_mape: 18373968.0000
Epoch 128/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2246 - mape: 5468993.0000 - val_loss: 0.2332 - val_mape: 18361986.0000
Epoch 129/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2244 - mape: 5461547.5000 - val_loss: 0.2337 - val_mape: 18353126.0000
Epoch 130/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2242 - mape: 5454227.5000 - val_loss: 0.2341 - val_mape: 18339784.0000
Epoch 131/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2239 - mape: 5443609.0000 - val_loss: 0.2346 - val_mape: 18327524.0000
Epoch 132/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2237 - mape: 5432133.0000 - val_loss: 0.2350 - val_mape: 18326468.0000
Epoch 133/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2235 - mape: 5423947.5000 - val_loss: 0.2355 - val_mape: 18338160.0000
Epoch 134/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2233 - mape: 5419318.5000 - val_loss: 0.2358 - val_mape: 18360468.0000
Epoch 135/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2230 - mape: 5418217.5000 - val_loss: 0.2361 - val_mape: 18388436.0000
Epoch 136/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2228 - mape: 5419130.0000 - val_loss: 0.2364 - val_mape: 18408838.0000
Epoch 137/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2226 - mape: 5416828.5000 - val_loss: 0.2366 - val_mape: 18428580.0000
Epoch 138/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2224 - mape: 5410819.0000 - val_loss: 0.2369 - val_mape: 18441104.0000
Epoch 139/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2222 - mape: 5400054.5000 - val_loss: 0.2372 - val_mape: 18444296.0000
Epoch 140/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2220 - mape: 5386027.5000 - val_loss: 0.2375 - val_mape: 18446048.0000
Epoch 141/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2218 - mape: 5371794.5000 - val_loss: 0.2377 - val_mape: 18451112.0000
Epoch 142/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2216 - mape: 5359614.0000 - val_loss: 0.2379 - val_mape: 18456860.0000
Epoch 143/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2214 - mape: 5349112.5000 - val_loss: 0.2381 - val_mape: 18457292.0000
Epoch 144/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2212 - mape: 5337029.5000 - val_loss: 0.2384 - val_mape: 18450100.0000
Epoch 145/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2210 - mape: 5321987.0000 - val_loss: 0.2386 - val_mape: 18435752.0000
Epoch 146/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2207 - mape: 5302673.5000 - val_loss: 0.2388 - val_mape: 18425314.0000
Epoch 147/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2205 - mape: 5282905.5000 - val_loss: 0.2390 - val_mape: 18423502.0000
Epoch 148/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2203 - mape: 5263840.5000 - val_loss: 0.2392 - val_mape: 18429608.0000
Epoch 149/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2201 - mape: 5245961.5000 - val_loss: 0.2395 - val_mape: 18437116.0000
Epoch 150/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2199 - mape: 5228387.5000 - val_loss: 0.2397 - val_mape: 18441918.0000
Epoch 151/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2197 - mape: 5208830.5000 - val_loss: 0.2399 - val_mape: 18443392.0000
Epoch 152/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2194 - mape: 5187753.5000 - val_loss: 0.2401 - val_mape: 18444756.0000
Epoch 153/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2192 - mape: 5167099.5000 - val_loss: 0.2404 - val_mape: 18450398.0000
Epoch 154/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2190 - mape: 5148886.0000 - val_loss: 0.2405 - val_mape: 18464954.0000
Epoch 155/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2188 - mape: 5133724.0000 - val_loss: 0.2407 - val_mape: 18486930.0000
Epoch 156/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2185 - mape: 5120558.0000 - val_loss: 0.2408 - val_mape: 18511212.0000
Epoch 157/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2183 - mape: 5107832.5000 - val_loss: 0.2410 - val_mape: 18528952.0000
Epoch 158/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2181 - mape: 5092093.0000 - val_loss: 0.2412 - val_mape: 18544886.0000
Epoch 159/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2178 - mape: 5075834.5000 - val_loss: 0.2414 - val_mape: 18561240.0000
Epoch 160/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2176 - mape: 5062217.0000 - val_loss: 0.2416 - val_mape: 18562310.0000
Epoch 161/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2174 - mape: 5047618.5000 - val_loss: 0.2419 - val_mape: 18553310.0000
Epoch 162/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2172 - mape: 5032006.0000 - val_loss: 0.2422 - val_mape: 18556496.0000
Epoch 163/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2169 - mape: 5020607.0000 - val_loss: 0.2426 - val_mape: 18572040.0000
Epoch 164/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2167 - mape: 5013167.0000 - val_loss: 0.2429 - val_mape: 18589158.0000
Epoch 165/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2165 - mape: 5007809.0000 - val_loss: 0.2433 - val_mape: 18602606.0000
Epoch 166/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2163 - mape: 5001944.5000 - val_loss: 0.2436 - val_mape: 18606280.0000
Epoch 167/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2160 - mape: 4992188.0000 - val_loss: 0.2440 - val_mape: 18603860.0000
Epoch 168/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2158 - mape: 4977103.5000 - val_loss: 0.2444 - val_mape: 18594006.0000
Epoch 169/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2156 - mape: 4960387.5000 - val_loss: 0.2448 - val_mape: 18598302.0000
Epoch 170/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2154 - mape: 4949725.0000 - val_loss: 0.2451 - val_mape: 18614532.0000
Epoch 171/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2152 - mape: 4943310.0000 - val_loss: 0.2454 - val_mape: 18630564.0000
Epoch 172/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2150 - mape: 4936566.5000 - val_loss: 0.2457 - val_mape: 18638126.0000
Epoch 173/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2148 - mape: 4924393.0000 - val_loss: 0.2460 - val_mape: 18629616.0000
Epoch 174/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2146 - mape: 4904505.0000 - val_loss: 0.2464 - val_mape: 18625132.0000
Epoch 175/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2143 - mape: 4885017.0000 - val_loss: 0.2468 - val_mape: 18641222.0000
Epoch 176/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2141 - mape: 4872692.0000 - val_loss: 0.2471 - val_mape: 18690634.0000
Epoch 177/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2139 - mape: 4872824.0000 - val_loss: 0.2474 - val_mape: 18748310.0000
Epoch 178/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2137 - mape: 4876669.0000 - val_loss: 0.2479 - val_mape: 18770178.0000
Epoch 179/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2135 - mape: 4867577.0000 - val_loss: 0.2484 - val_mape: 18753424.0000
Epoch 180/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2133 - mape: 4845524.5000 - val_loss: 0.2489 - val_mape: 18761626.0000
Epoch 181/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2131 - mape: 4832570.5000 - val_loss: 0.2494 - val_mape: 18771610.0000
Epoch 182/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2129 - mape: 4824058.0000 - val_loss: 0.2498 - val_mape: 18789504.0000
Epoch 183/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2127 - mape: 4820459.0000 - val_loss: 0.2502 - val_mape: 18788340.0000
Epoch 184/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2125 - mape: 4812505.0000 - val_loss: 0.2505 - val_mape: 18765814.0000
Epoch 185/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2122 - mape: 4796766.5000 - val_loss: 0.2507 - val_mape: 18751376.0000
Epoch 186/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2120 - mape: 4780500.5000 - val_loss: 0.2509 - val_mape: 18753052.0000
Epoch 187/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2118 - mape: 4769119.5000 - val_loss: 0.2510 - val_mape: 18770398.0000
Epoch 188/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2116 - mape: 4762318.0000 - val_loss: 0.2511 - val_mape: 18773228.0000
Epoch 189/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2114 - mape: 4749561.0000 - val_loss: 0.2513 - val_mape: 18768276.0000
Epoch 190/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2112 - mape: 4734238.0000 - val_loss: 0.2514 - val_mape: 18771398.0000
Epoch 191/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2110 - mape: 4722079.5000 - val_loss: 0.2516 - val_mape: 18817248.0000
Epoch 192/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2107 - mape: 4722639.5000 - val_loss: 0.2517 - val_mape: 18861458.0000
Epoch 193/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2105 - mape: 4722901.5000 - val_loss: 0.2519 - val_mape: 18884852.0000
Epoch 194/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2103 - mape: 4717055.0000 - val_loss: 0.2522 - val_mape: 18893304.0000
Epoch 195/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2101 - mape: 4705700.5000 - val_loss: 0.2524 - val_mape: 18915770.0000
Epoch 196/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2099 - mape: 4699908.5000 - val_loss: 0.2526 - val_mape: 18939682.0000
Epoch 197/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2096 - mape: 4696600.0000 - val_loss: 0.2529 - val_mape: 18963034.0000
Epoch 198/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2094 - mape: 4693582.0000 - val_loss: 0.2531 - val_mape: 18973794.0000
Epoch 199/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2091 - mape: 4687041.0000 - val_loss: 0.2534 - val_mape: 18969994.0000
Epoch 200/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2089 - mape: 4677457.5000 - val_loss: 0.2537 - val_mape: 18952684.0000
Epoch 201/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2086 - mape: 4665496.5000 - val_loss: 0.2540 - val_mape: 18929702.0000
Epoch 202/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2083 - mape: 4653053.0000 - val_loss: 0.2542 - val_mape: 18922730.0000
Epoch 203/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2081 - mape: 4645183.5000 - val_loss: 0.2544 - val_mape: 18922266.0000
Epoch 204/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2078 - mape: 4635077.5000 - val_loss: 0.2546 - val_mape: 18932616.0000
Epoch 205/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2075 - mape: 4626557.0000 - val_loss: 0.2547 - val_mape: 18941428.0000
Epoch 206/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2073 - mape: 4613720.0000 - val_loss: 0.2548 - val_mape: 18958526.0000
Epoch 207/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2070 - mape: 4602017.0000 - val_loss: 0.2550 - val_mape: 18980436.0000
Epoch 208/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2067 - mape: 4592717.5000 - val_loss: 0.2551 - val_mape: 19023048.0000
Epoch 209/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2064 - mape: 4590214.0000 - val_loss: 0.2553 - val_mape: 19064256.0000
Epoch 210/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2060 - mape: 4583057.0000 - val_loss: 0.2555 - val_mape: 19108882.0000
Epoch 211/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2057 - mape: 4574900.0000 - val_loss: 0.2557 - val_mape: 19166736.0000
Epoch 212/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2054 - mape: 4569055.0000 - val_loss: 0.2560 - val_mape: 19238004.0000
Epoch 213/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2050 - mape: 4565008.0000 - val_loss: 0.2563 - val_mape: 19284412.0000
Epoch 214/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2047 - mape: 4561937.5000 - val_loss: 0.2566 - val_mape: 19297846.0000
Epoch 215/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2043 - mape: 4553129.5000 - val_loss: 0.2570 - val_mape: 19316082.0000
Epoch 216/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2039 - mape: 4540027.5000 - val_loss: 0.2574 - val_mape: 19344784.0000
Epoch 217/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2036 - mape: 4527872.0000 - val_loss: 0.2579 - val_mape: 19367576.0000
Epoch 218/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2032 - mape: 4515864.5000 - val_loss: 0.2585 - val_mape: 19396780.0000
Epoch 219/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2029 - mape: 4505592.0000 - val_loss: 0.2592 - val_mape: 19419560.0000
Epoch 220/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2025 - mape: 4488748.5000 - val_loss: 0.2599 - val_mape: 19423788.0000
Epoch 221/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2022 - mape: 4471276.5000 - val_loss: 0.2608 - val_mape: 19397758.0000
Epoch 222/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2018 - mape: 4456856.0000 - val_loss: 0.2615 - val_mape: 19431786.0000
Epoch 223/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2015 - mape: 4459206.5000 - val_loss: 0.2622 - val_mape: 19497452.0000
Epoch 224/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2011 - mape: 4458312.5000 - val_loss: 0.2628 - val_mape: 19539136.0000
Epoch 225/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2007 - mape: 4440015.5000 - val_loss: 0.2634 - val_mape: 19582800.0000
Epoch 226/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2004 - mape: 4419377.5000 - val_loss: 0.2641 - val_mape: 19689064.0000
Epoch 227/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2000 - mape: 4427727.0000 - val_loss: 0.2647 - val_mape: 19662214.0000
Epoch 228/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1996 - mape: 4417121.0000 - val_loss: 0.2652 - val_mape: 19578022.0000
Epoch 229/250
1/1 [==============================] - 0s 292ms/step - loss: 0.1993 - mape: 4398291.0000 - val_loss: 0.2658 - val_mape: 19601398.0000
Epoch 230/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1989 - mape: 4391575.0000 - val_loss: 0.2663 - val_mape: 19638410.0000
Epoch 231/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1986 - mape: 4378365.0000 - val_loss: 0.2670 - val_mape: 19527454.0000
Epoch 232/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1982 - mape: 4340448.5000 - val_loss: 0.2679 - val_mape: 19503946.0000
Epoch 233/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1979 - mape: 4340762.0000 - val_loss: 0.2691 - val_mape: 19503200.0000
Epoch 234/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1976 - mape: 4336082.5000 - val_loss: 0.2706 - val_mape: 19580240.0000
Epoch 235/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1973 - mape: 4336491.5000 - val_loss: 0.2720 - val_mape: 19316844.0000
Epoch 236/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1969 - mape: 4275316.5000 - val_loss: 0.2733 - val_mape: 19317948.0000
Epoch 237/250
1/1 [==============================] - 0s 273ms/step - loss: 0.1965 - mape: 4293607.5000 - val_loss: 0.2745 - val_mape: 19095466.0000
Epoch 238/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1960 - mape: 4281165.0000 - val_loss: 0.2756 - val_mape: 18985336.0000
Epoch 239/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1957 - mape: 4264351.0000 - val_loss: 0.2766 - val_mape: 19123592.0000
Epoch 240/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1952 - mape: 4270994.5000 - val_loss: 0.2773 - val_mape: 18905452.0000
Epoch 241/250
1/1 [==============================] - 0s 282ms/step - loss: 0.1948 - mape: 4236415.0000 - val_loss: 0.2782 - val_mape: 19037726.0000
Epoch 242/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1944 - mape: 4275409.5000 - val_loss: 0.2792 - val_mape: 18810290.0000
Epoch 243/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1939 - mape: 4257408.0000 - val_loss: 0.2811 - val_mape: 19096356.0000
Epoch 244/250
1/1 [==============================] - 0s 252ms/step - loss: 0.1935 - mape: 4297486.0000 - val_loss: 0.2831 - val_mape: 18919050.0000
Epoch 245/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1931 - mape: 4232759.0000 - val_loss: 0.2866 - val_mape: 19724418.0000
Epoch 246/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1927 - mape: 4329887.5000 - val_loss: 0.2881 - val_mape: 18972636.0000
Epoch 247/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1924 - mape: 4154734.2500 - val_loss: 0.2935 - val_mape: 20005004.0000
Epoch 248/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1918 - mape: 4337573.5000 - val_loss: 0.2956 - val_mape: 19742648.0000
Epoch 249/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1910 - mape: 4250834.0000 - val_loss: 0.2974 - val_mape: 19461552.0000
Epoch 250/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1907 - mape: 4124098.7500 - val_loss: 0.3059 - val_mape: 20772196.0000
1/1 [==============================] - 0s 307ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4352 - mape: 427568.8750 - val_loss: 0.4266 - val_mape: 201576.0156
Epoch 2/250
1/1 [==============================] - 0s 319ms/step - loss: 0.4120 - mape: 115918.6797 - val_loss: 0.4094 - val_mape: 862332.0000
Epoch 3/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3971 - mape: 196039.5000 - val_loss: 0.3953 - val_mape: 1568152.7500
Epoch 4/250
1/1 [==============================] - 0s 331ms/step - loss: 0.3848 - mape: 436532.5000 - val_loss: 0.3821 - val_mape: 2315878.5000
Epoch 5/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3736 - mape: 670878.0625 - val_loss: 0.3687 - val_mape: 3110796.7500
Epoch 6/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3638 - mape: 898239.3750 - val_loss: 0.3551 - val_mape: 3954846.0000
Epoch 7/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3541 - mape: 1143036.8750 - val_loss: 0.3411 - val_mape: 4801515.0000
Epoch 8/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3432 - mape: 1438040.2500 - val_loss: 0.3271 - val_mape: 5767947.5000
Epoch 9/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3307 - mape: 1798732.3750 - val_loss: 0.3130 - val_mape: 6921037.0000
Epoch 10/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3170 - mape: 2223977.2500 - val_loss: 0.2990 - val_mape: 8310744.5000
Epoch 11/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3029 - mape: 2732039.0000 - val_loss: 0.2855 - val_mape: 9950920.0000
Epoch 12/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2889 - mape: 3345950.0000 - val_loss: 0.2736 - val_mape: 11931420.0000
Epoch 13/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2759 - mape: 4091064.7500 - val_loss: 0.2659 - val_mape: 14350586.0000
Epoch 14/250
1/1 [==============================] - 0s 355ms/step - loss: 0.2652 - mape: 5017690.0000 - val_loss: 0.2650 - val_mape: 17301186.0000
Epoch 15/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2590 - mape: 6195008.0000 - val_loss: 0.2728 - val_mape: 20653534.0000
Epoch 16/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2628 - mape: 7590962.0000 - val_loss: 0.2820 - val_mape: 22823532.0000
Epoch 17/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2708 - mape: 8469510.0000 - val_loss: 0.2809 - val_mape: 23080548.0000
Epoch 18/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2686 - mape: 8489504.0000 - val_loss: 0.2736 - val_mape: 22265618.0000
Epoch 19/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2609 - mape: 8062814.0000 - val_loss: 0.2664 - val_mape: 21072360.0000
Epoch 20/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2546 - mape: 7513756.5000 - val_loss: 0.2608 - val_mape: 19904886.0000
Epoch 21/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2512 - mape: 7008532.5000 - val_loss: 0.2569 - val_mape: 18905236.0000
Epoch 22/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2496 - mape: 6595868.5000 - val_loss: 0.2541 - val_mape: 18128506.0000
Epoch 23/250
1/1 [==============================] - 0s 371ms/step - loss: 0.2490 - mape: 6283185.0000 - val_loss: 0.2520 - val_mape: 17575280.0000
Epoch 24/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2486 - mape: 6061511.5000 - val_loss: 0.2502 - val_mape: 17227598.0000
Epoch 25/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2480 - mape: 5920539.0000 - val_loss: 0.2486 - val_mape: 17074582.0000
Epoch 26/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2472 - mape: 5854858.0000 - val_loss: 0.2469 - val_mape: 17091628.0000
Epoch 27/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2461 - mape: 5855950.5000 - val_loss: 0.2453 - val_mape: 17272436.0000
Epoch 28/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2446 - mape: 5920846.5000 - val_loss: 0.2438 - val_mape: 17621028.0000
Epoch 29/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2429 - mape: 6044982.5000 - val_loss: 0.2424 - val_mape: 18113932.0000
Epoch 30/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2411 - mape: 6223621.5000 - val_loss: 0.2415 - val_mape: 18736848.0000
Epoch 31/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2394 - mape: 6448929.0000 - val_loss: 0.2410 - val_mape: 19452994.0000
Epoch 32/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2380 - mape: 6707910.5000 - val_loss: 0.2414 - val_mape: 20192616.0000
Epoch 33/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2376 - mape: 6971151.5000 - val_loss: 0.2424 - val_mape: 20794760.0000
Epoch 34/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2381 - mape: 7168500.5000 - val_loss: 0.2427 - val_mape: 21000990.0000
Epoch 35/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2379 - mape: 7196396.5000 - val_loss: 0.2414 - val_mape: 20757356.0000
Epoch 36/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2364 - mape: 7043008.0000 - val_loss: 0.2396 - val_mape: 20203874.0000
Epoch 37/250
1/1 [==============================] - 0s 340ms/step - loss: 0.2345 - mape: 6776111.0000 - val_loss: 0.2381 - val_mape: 19581864.0000
Epoch 38/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2335 - mape: 6486737.5000 - val_loss: 0.2373 - val_mape: 19083248.0000
Epoch 39/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2331 - mape: 6240713.5000 - val_loss: 0.2368 - val_mape: 18783138.0000
Epoch 40/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2330 - mape: 6065922.5000 - val_loss: 0.2365 - val_mape: 18728964.0000
Epoch 41/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2325 - mape: 5974548.5000 - val_loss: 0.2363 - val_mape: 18920422.0000
Epoch 42/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2316 - mape: 5960718.5000 - val_loss: 0.2364 - val_mape: 19348150.0000
Epoch 43/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2305 - mape: 6018153.0000 - val_loss: 0.2372 - val_mape: 19965342.0000
Epoch 44/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2294 - mape: 6129015.0000 - val_loss: 0.2389 - val_mape: 20684814.0000
Epoch 45/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2290 - mape: 6264240.0000 - val_loss: 0.2404 - val_mape: 21165918.0000
Epoch 46/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2292 - mape: 6338502.5000 - val_loss: 0.2397 - val_mape: 21032790.0000
Epoch 47/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2288 - mape: 6271562.5000 - val_loss: 0.2376 - val_mape: 20396072.0000
Epoch 48/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2278 - mape: 6086752.5000 - val_loss: 0.2359 - val_mape: 19613608.0000
Epoch 49/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2272 - mape: 5866989.5000 - val_loss: 0.2353 - val_mape: 18978024.0000
Epoch 50/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2271 - mape: 5682318.5000 - val_loss: 0.2352 - val_mape: 18636654.0000
Epoch 51/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2270 - mape: 5572195.0000 - val_loss: 0.2352 - val_mape: 18605470.0000
Epoch 52/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2266 - mape: 5539193.5000 - val_loss: 0.2352 - val_mape: 18847792.0000
Epoch 53/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2259 - mape: 5574468.5000 - val_loss: 0.2353 - val_mape: 19254598.0000
Epoch 54/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2254 - mape: 5645853.0000 - val_loss: 0.2354 - val_mape: 19635254.0000
Epoch 55/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2252 - mape: 5708650.0000 - val_loss: 0.2354 - val_mape: 19758046.0000
Epoch 56/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2250 - mape: 5708358.5000 - val_loss: 0.2351 - val_mape: 19520842.0000
Epoch 57/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2244 - mape: 5624847.5000 - val_loss: 0.2349 - val_mape: 19071322.0000
Epoch 58/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2239 - mape: 5497723.0000 - val_loss: 0.2351 - val_mape: 18642726.0000
Epoch 59/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2236 - mape: 5381703.5000 - val_loss: 0.2354 - val_mape: 18398324.0000
Epoch 60/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2233 - mape: 5317119.5000 - val_loss: 0.2355 - val_mape: 18392980.0000
Epoch 61/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2229 - mape: 5316762.5000 - val_loss: 0.2353 - val_mape: 18588538.0000
Epoch 62/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2223 - mape: 5369816.0000 - val_loss: 0.2351 - val_mape: 18857242.0000
Epoch 63/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2219 - mape: 5436739.0000 - val_loss: 0.2349 - val_mape: 19017616.0000
Epoch 64/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2216 - mape: 5461599.0000 - val_loss: 0.2349 - val_mape: 18958738.0000
Epoch 65/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2210 - mape: 5417316.5000 - val_loss: 0.2351 - val_mape: 18737676.0000
Epoch 66/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2205 - mape: 5327071.5000 - val_loss: 0.2353 - val_mape: 18497414.0000
Epoch 67/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2201 - mape: 5235773.0000 - val_loss: 0.2355 - val_mape: 18385086.0000
Epoch 68/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2196 - mape: 5186138.5000 - val_loss: 0.2354 - val_mape: 18431976.0000
Epoch 69/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2190 - mape: 5187589.5000 - val_loss: 0.2351 - val_mape: 18556768.0000
Epoch 70/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2184 - mape: 5212788.5000 - val_loss: 0.2350 - val_mape: 18619964.0000
Epoch 71/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2179 - mape: 5208423.5000 - val_loss: 0.2352 - val_mape: 18533066.0000
Epoch 72/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2173 - mape: 5147002.5000 - val_loss: 0.2358 - val_mape: 18387422.0000
Epoch 73/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2166 - mape: 5057981.0000 - val_loss: 0.2361 - val_mape: 18371778.0000
Epoch 74/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2160 - mape: 4995270.5000 - val_loss: 0.2360 - val_mape: 18577056.0000
Epoch 75/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2152 - mape: 4986589.0000 - val_loss: 0.2358 - val_mape: 18847732.0000
Epoch 76/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2144 - mape: 5002228.5000 - val_loss: 0.2363 - val_mape: 18871728.0000
Epoch 77/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2136 - mape: 4962313.0000 - val_loss: 0.2377 - val_mape: 18701158.0000
Epoch 78/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2127 - mape: 4869997.0000 - val_loss: 0.2389 - val_mape: 18859544.0000
Epoch 79/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2118 - mape: 4812704.0000 - val_loss: 0.2395 - val_mape: 19479816.0000
Epoch 80/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2108 - mape: 4827295.0000 - val_loss: 0.2408 - val_mape: 20141818.0000
Epoch 81/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2100 - mape: 4825343.5000 - val_loss: 0.2426 - val_mape: 20338776.0000
Epoch 82/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2092 - mape: 4726089.5000 - val_loss: 0.2436 - val_mape: 20393578.0000
Epoch 83/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2083 - mape: 4626301.5000 - val_loss: 0.2433 - val_mape: 20534910.0000
Epoch 84/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2076 - mape: 4588270.0000 - val_loss: 0.2452 - val_mape: 19961828.0000
Epoch 85/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2067 - mape: 4439240.0000 - val_loss: 0.2466 - val_mape: 20060464.0000
Epoch 86/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2060 - mape: 4411862.5000 - val_loss: 0.2484 - val_mape: 20661200.0000
Epoch 87/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2053 - mape: 4445257.0000 - val_loss: 0.2545 - val_mape: 20373452.0000
Epoch 88/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2044 - mape: 4268006.0000 - val_loss: 0.2612 - val_mape: 21223480.0000
Epoch 89/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2032 - mape: 4295917.5000 - val_loss: 0.2756 - val_mape: 21981580.0000
Epoch 90/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2024 - mape: 4275131.0000 - val_loss: 0.2862 - val_mape: 21101948.0000
Epoch 91/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2022 - mape: 4024863.2500 - val_loss: 2.8958 - val_mape: 22589934.0000
Epoch 92/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2012 - mape: 4235731.5000 - val_loss: 0.2944 - val_mape: 21521498.0000
Epoch 93/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2001 - mape: 4101201.7500 - val_loss: 0.2980 - val_mape: 21464236.0000
Epoch 94/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1992 - mape: 4108144.2500 - val_loss: 1057.6683 - val_mape: 22539500.0000
Epoch 95/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1985 - mape: 4216495.5000 - val_loss: 873.5045 - val_mape: 21892468.0000
Epoch 96/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1978 - mape: 4027713.5000 - val_loss: 1200.2621 - val_mape: 22868298.0000
Epoch 97/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1968 - mape: 4201955.5000 - val_loss: 501.8474 - val_mape: 21726136.0000
Epoch 98/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1957 - mape: 3916315.5000 - val_loss: 792.0710 - val_mape: 22462712.0000
Epoch 99/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1945 - mape: 4046921.0000 - val_loss: 2000.2173 - val_mape: 22749032.0000
Epoch 100/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1934 - mape: 3920627.5000 - val_loss: 271.5515 - val_mape: 23027354.0000
Epoch 101/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1924 - mape: 4148386.5000 - val_loss: 80.3861 - val_mape: 22015564.0000
Epoch 102/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1923 - mape: 3859535.5000 - val_loss: 72.3890 - val_mape: 23463646.0000
Epoch 103/250
1/1 [==============================] - 0s 253ms/step - loss: 0.1919 - mape: 4296016.0000 - val_loss: 432.5416 - val_mape: 30401250.0000
Epoch 104/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1947 - mape: 3639106.5000 - val_loss: 0.2876 - val_mape: 21020862.0000
Epoch 105/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1902 - mape: 3979608.2500 - val_loss: 0.2864 - val_mape: 22127578.0000
Epoch 106/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1962 - mape: 4581564.0000 - val_loss: 0.2909 - val_mape: 21207962.0000
Epoch 107/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1889 - mape: 4084109.7500 - val_loss: 0.3010 - val_mape: 21380510.0000
Epoch 108/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1914 - mape: 3942244.7500 - val_loss: 0.3061 - val_mape: 23231924.0000
Epoch 109/250
1/1 [==============================] - 0s 255ms/step - loss: 0.1871 - mape: 4284382.5000 - val_loss: 0.3059 - val_mape: 23477018.0000
Epoch 110/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1875 - mape: 4241324.5000 - val_loss: 0.3042 - val_mape: 21376710.0000
Epoch 111/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1873 - mape: 3572044.2500 - val_loss: 0.3073 - val_mape: 21432876.0000
Epoch 112/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1842 - mape: 3567660.5000 - val_loss: 0.3102 - val_mape: 23167604.0000
Epoch 113/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1905 - mape: 4103821.7500 - val_loss: 0.3187 - val_mape: 21679128.0000
Epoch 114/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1815 - mape: 3524469.5000 - val_loss: 0.3171 - val_mape: 21760784.0000
Epoch 115/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1803 - mape: 3481951.2500 - val_loss: 0.3176 - val_mape: 23088066.0000
Epoch 116/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1843 - mape: 3938617.0000 - val_loss: 0.3221 - val_mape: 21454776.0000
Epoch 117/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1788 - mape: 3449088.0000 - val_loss: 0.3239 - val_mape: 21703362.0000
Epoch 118/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1752 - mape: 3644166.0000 - val_loss: 0.3359 - val_mape: 22070584.0000
Epoch 119/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1737 - mape: 3721505.2500 - val_loss: 0.8295 - val_mape: 22212874.0000
Epoch 120/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2144 - mape: 3170539.2500 - val_loss: 0.3230 - val_mape: 21328652.0000
Epoch 121/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1750 - mape: 3349607.0000 - val_loss: 0.3322 - val_mape: 24432046.0000
Epoch 122/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1968 - mape: 4409611.5000 - val_loss: 0.3105 - val_mape: 23028226.0000
Epoch 123/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1886 - mape: 3893755.2500 - val_loss: 0.3045 - val_mape: 20903714.0000
Epoch 124/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1862 - mape: 3388561.2500 - val_loss: 0.3102 - val_mape: 21111906.0000
Epoch 124: early stopping
1/1 [==============================] - 0s 303ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4274 - mape: 386735.8438 - val_loss: 0.3995 - val_mape: 1564462.5000
Epoch 2/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3667 - mape: 702015.5625 - val_loss: 0.3679 - val_mape: 3231385.0000
Epoch 3/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3350 - mape: 1482338.8750 - val_loss: 0.3424 - val_mape: 4985334.0000
Epoch 4/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3102 - mape: 2221156.2500 - val_loss: 0.3178 - val_mape: 6981376.0000
Epoch 5/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2889 - mape: 2990514.2500 - val_loss: 0.2937 - val_mape: 9144712.0000
Epoch 6/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2707 - mape: 3883412.2500 - val_loss: 0.2716 - val_mape: 11520575.0000
Epoch 7/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2569 - mape: 4959258.5000 - val_loss: 0.2547 - val_mape: 14231621.0000
Epoch 8/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2514 - mape: 6344719.5000 - val_loss: 0.2459 - val_mape: 16812322.0000
Epoch 9/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2689 - mape: 7685441.0000 - val_loss: 0.2453 - val_mape: 17213420.0000
Epoch 10/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2656 - mape: 7675634.0000 - val_loss: 0.2463 - val_mape: 16552369.0000
Epoch 11/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2538 - mape: 7125367.0000 - val_loss: 0.2483 - val_mape: 15648654.0000
Epoch 12/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2480 - mape: 6512180.0000 - val_loss: 0.2504 - val_mape: 14878534.0000
Epoch 13/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2473 - mape: 6014175.0000 - val_loss: 0.2521 - val_mape: 14333641.0000
Epoch 14/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2481 - mape: 5658238.5000 - val_loss: 0.2528 - val_mape: 14015255.0000
Epoch 15/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2489 - mape: 5425475.5000 - val_loss: 0.2527 - val_mape: 13902747.0000
Epoch 16/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2491 - mape: 5295633.0000 - val_loss: 0.2516 - val_mape: 13981367.0000
Epoch 17/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2486 - mape: 5258181.0000 - val_loss: 0.2498 - val_mape: 14237679.0000
Epoch 18/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2475 - mape: 5303971.0000 - val_loss: 0.2472 - val_mape: 14681326.0000
Epoch 18: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3818 - mape: 478672.5625 - val_loss: 0.3923 - val_mape: 1590946.2500
Epoch 2/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3785 - mape: 544563.8750 - val_loss: 0.3890 - val_mape: 1779737.6250
Epoch 3/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3752 - mape: 609930.2500 - val_loss: 0.3857 - val_mape: 1972811.8750
Epoch 4/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3720 - mape: 675535.5000 - val_loss: 0.3823 - val_mape: 2168688.2500
Epoch 5/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3689 - mape: 741551.3125 - val_loss: 0.3791 - val_mape: 2366248.2500
Epoch 6/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3657 - mape: 808185.0000 - val_loss: 0.3758 - val_mape: 2566864.0000
Epoch 7/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3627 - mape: 874836.4375 - val_loss: 0.3725 - val_mape: 2769803.0000
Epoch 8/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3596 - mape: 942125.5625 - val_loss: 0.3693 - val_mape: 2973365.5000
Epoch 9/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3565 - mape: 1009424.6250 - val_loss: 0.3661 - val_mape: 3178853.0000
Epoch 10/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3535 - mape: 1076983.1250 - val_loss: 0.3629 - val_mape: 3386795.5000
Epoch 11/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3505 - mape: 1144816.7500 - val_loss: 0.3597 - val_mape: 3596781.7500
Epoch 12/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3475 - mape: 1213170.6250 - val_loss: 0.3565 - val_mape: 3809894.7500
Epoch 13/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3446 - mape: 1282801.6250 - val_loss: 0.3532 - val_mape: 4025041.2500
Epoch 14/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3416 - mape: 1353439.6250 - val_loss: 0.3500 - val_mape: 4243881.0000
Epoch 15/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3386 - mape: 1425582.7500 - val_loss: 0.3467 - val_mape: 4467179.0000
Epoch 16/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3356 - mape: 1499232.3750 - val_loss: 0.3434 - val_mape: 4692810.0000
Epoch 17/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3326 - mape: 1574538.3750 - val_loss: 0.3402 - val_mape: 4918182.0000
Epoch 18/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3296 - mape: 1652314.7500 - val_loss: 0.3369 - val_mape: 5145995.0000
Epoch 19/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3266 - mape: 1731731.5000 - val_loss: 0.3337 - val_mape: 5383965.5000
Epoch 20/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3236 - mape: 1812441.5000 - val_loss: 0.3305 - val_mape: 5626336.5000
Epoch 21/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3207 - mape: 1895640.8750 - val_loss: 0.3272 - val_mape: 5871090.0000
Epoch 22/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3176 - mape: 1981418.3750 - val_loss: 0.3239 - val_mape: 6120053.0000
Epoch 23/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3146 - mape: 2069242.3750 - val_loss: 0.3207 - val_mape: 6374336.5000
Epoch 24/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3116 - mape: 2158804.7500 - val_loss: 0.3174 - val_mape: 6634409.5000
Epoch 25/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3087 - mape: 2250030.7500 - val_loss: 0.3141 - val_mape: 6899784.5000
Epoch 26/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3057 - mape: 2343647.5000 - val_loss: 0.3109 - val_mape: 7171577.0000
Epoch 27/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3027 - mape: 2440169.2500 - val_loss: 0.3075 - val_mape: 7453264.5000
Epoch 28/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2997 - mape: 2539233.2500 - val_loss: 0.3042 - val_mape: 7744729.0000
Epoch 29/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2967 - mape: 2641050.2500 - val_loss: 0.3009 - val_mape: 8045726.0000
Epoch 30/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2938 - mape: 2746831.2500 - val_loss: 0.2976 - val_mape: 8356180.0000
Epoch 31/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2908 - mape: 2856099.5000 - val_loss: 0.2944 - val_mape: 8675629.0000
Epoch 32/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2879 - mape: 2968762.5000 - val_loss: 0.2911 - val_mape: 9004910.0000
Epoch 33/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2850 - mape: 3084991.5000 - val_loss: 0.2879 - val_mape: 9342948.0000
Epoch 34/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2821 - mape: 3206147.2500 - val_loss: 0.2846 - val_mape: 9696342.0000
Epoch 35/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2791 - mape: 3332443.2500 - val_loss: 0.2814 - val_mape: 10070035.0000
Epoch 36/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2763 - mape: 3463734.7500 - val_loss: 0.2781 - val_mape: 10459105.0000
Epoch 37/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2735 - mape: 3601212.0000 - val_loss: 0.2749 - val_mape: 10863395.0000
Epoch 38/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2707 - mape: 3744624.2500 - val_loss: 0.2718 - val_mape: 11281091.0000
Epoch 39/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2679 - mape: 3893651.0000 - val_loss: 0.2688 - val_mape: 11717480.0000
Epoch 40/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2653 - mape: 4049504.7500 - val_loss: 0.2660 - val_mape: 12167159.0000
Epoch 41/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2627 - mape: 4211633.5000 - val_loss: 0.2633 - val_mape: 12634209.0000
Epoch 42/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2603 - mape: 4380225.0000 - val_loss: 0.2607 - val_mape: 13117847.0000
Epoch 43/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2580 - mape: 4554696.0000 - val_loss: 0.2583 - val_mape: 13617916.0000
Epoch 44/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2558 - mape: 4735408.0000 - val_loss: 0.2562 - val_mape: 14134456.0000
Epoch 45/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2538 - mape: 4922609.0000 - val_loss: 0.2544 - val_mape: 14667689.0000
Epoch 46/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2519 - mape: 5116077.0000 - val_loss: 0.2528 - val_mape: 15219524.0000
Epoch 47/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2503 - mape: 5313977.5000 - val_loss: 0.2516 - val_mape: 15779956.0000
Epoch 48/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2488 - mape: 5515672.5000 - val_loss: 0.2506 - val_mape: 16345236.0000
Epoch 49/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2475 - mape: 5720682.0000 - val_loss: 0.2498 - val_mape: 16910848.0000
Epoch 50/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2465 - mape: 5925936.0000 - val_loss: 0.2493 - val_mape: 17466316.0000
Epoch 51/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2457 - mape: 6128902.5000 - val_loss: 0.2490 - val_mape: 18007382.0000
Epoch 52/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2450 - mape: 6325631.5000 - val_loss: 0.2489 - val_mape: 18530852.0000
Epoch 53/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2446 - mape: 6512718.0000 - val_loss: 0.2489 - val_mape: 19019646.0000
Epoch 54/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2443 - mape: 6685837.0000 - val_loss: 0.2492 - val_mape: 19455686.0000
Epoch 55/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2442 - mape: 6838823.5000 - val_loss: 0.2495 - val_mape: 19822880.0000
Epoch 56/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2441 - mape: 6966213.5000 - val_loss: 0.2497 - val_mape: 20105514.0000
Epoch 57/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2440 - mape: 7062476.0000 - val_loss: 0.2497 - val_mape: 20293466.0000
Epoch 58/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2439 - mape: 7124434.5000 - val_loss: 0.2495 - val_mape: 20385202.0000
Epoch 59/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2435 - mape: 7151009.0000 - val_loss: 0.2491 - val_mape: 20387116.0000
Epoch 60/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2430 - mape: 7144835.0000 - val_loss: 0.2486 - val_mape: 20309538.0000
Epoch 61/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2423 - mape: 7109725.0000 - val_loss: 0.2479 - val_mape: 20169792.0000
Epoch 62/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2415 - mape: 7052104.0000 - val_loss: 0.2472 - val_mape: 19986354.0000
Epoch 63/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2408 - mape: 6979281.0000 - val_loss: 0.2466 - val_mape: 19770472.0000
Epoch 64/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2400 - mape: 6895985.5000 - val_loss: 0.2459 - val_mape: 19538206.0000
Epoch 65/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2393 - mape: 6808122.5000 - val_loss: 0.2454 - val_mape: 19300642.0000
Epoch 66/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2387 - mape: 6720198.5000 - val_loss: 0.2448 - val_mape: 19070974.0000
Epoch 67/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2381 - mape: 6636421.5000 - val_loss: 0.2444 - val_mape: 18857272.0000
Epoch 68/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2377 - mape: 6558996.5000 - val_loss: 0.2440 - val_mape: 18663088.0000
Epoch 69/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2372 - mape: 6488891.0000 - val_loss: 0.2437 - val_mape: 18492702.0000
Epoch 70/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2368 - mape: 6427445.5000 - val_loss: 0.2434 - val_mape: 18347082.0000
Epoch 71/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2364 - mape: 6374945.5000 - val_loss: 0.2431 - val_mape: 18227970.0000
Epoch 72/250
1/1 [==============================] - 0s 342ms/step - loss: 0.2360 - mape: 6332247.5000 - val_loss: 0.2428 - val_mape: 18136376.0000
Epoch 73/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2356 - mape: 6298730.0000 - val_loss: 0.2426 - val_mape: 18071222.0000
Epoch 74/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2352 - mape: 6274055.5000 - val_loss: 0.2424 - val_mape: 18031842.0000
Epoch 75/250
1/1 [==============================] - 0s 330ms/step - loss: 0.2348 - mape: 6257827.0000 - val_loss: 0.2421 - val_mape: 18015532.0000
Epoch 76/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2344 - mape: 6249261.5000 - val_loss: 0.2419 - val_mape: 18020668.0000
Epoch 77/250
1/1 [==============================] - 0s 326ms/step - loss: 0.2341 - mape: 6247302.0000 - val_loss: 0.2416 - val_mape: 18044380.0000
Epoch 78/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2337 - mape: 6250604.5000 - val_loss: 0.2414 - val_mape: 18082590.0000
Epoch 79/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2334 - mape: 6257439.0000 - val_loss: 0.2412 - val_mape: 18130220.0000
Epoch 80/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2330 - mape: 6265457.5000 - val_loss: 0.2410 - val_mape: 18183534.0000
Epoch 81/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2328 - mape: 6272825.5000 - val_loss: 0.2408 - val_mape: 18235896.0000
Epoch 82/250
1/1 [==============================] - 0s 347ms/step - loss: 0.2325 - mape: 6277539.0000 - val_loss: 0.2407 - val_mape: 18283208.0000
Epoch 83/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2323 - mape: 6277902.0000 - val_loss: 0.2407 - val_mape: 18323756.0000
Epoch 84/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2320 - mape: 6273150.5000 - val_loss: 0.2407 - val_mape: 18355590.0000
Epoch 85/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2318 - mape: 6263190.0000 - val_loss: 0.2407 - val_mape: 18376820.0000
Epoch 86/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2315 - mape: 6247529.5000 - val_loss: 0.2407 - val_mape: 18389496.0000
Epoch 87/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2312 - mape: 6226844.5000 - val_loss: 0.2408 - val_mape: 18396734.0000
Epoch 88/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2310 - mape: 6202930.0000 - val_loss: 0.2409 - val_mape: 18401498.0000
Epoch 89/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2307 - mape: 6177148.0000 - val_loss: 0.2411 - val_mape: 18405104.0000
Epoch 90/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2304 - mape: 6150263.0000 - val_loss: 0.2412 - val_mape: 18410540.0000
Epoch 91/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2302 - mape: 6123880.5000 - val_loss: 0.2414 - val_mape: 18419994.0000
Epoch 92/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2300 - mape: 6099289.0000 - val_loss: 0.2416 - val_mape: 18435376.0000
Epoch 93/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2297 - mape: 6077166.0000 - val_loss: 0.2417 - val_mape: 18460042.0000
Epoch 94/250
1/1 [==============================] - 0s 337ms/step - loss: 0.2295 - mape: 6058336.5000 - val_loss: 0.2419 - val_mape: 18493830.0000
Epoch 95/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2293 - mape: 6042910.5000 - val_loss: 0.2420 - val_mape: 18537398.0000
Epoch 96/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2291 - mape: 6031196.5000 - val_loss: 0.2421 - val_mape: 18587838.0000
Epoch 97/250
1/1 [==============================] - 0s 340ms/step - loss: 0.2289 - mape: 6022669.5000 - val_loss: 0.2422 - val_mape: 18641244.0000
Epoch 98/250
1/1 [==============================] - 0s 338ms/step - loss: 0.2287 - mape: 6016394.0000 - val_loss: 0.2423 - val_mape: 18693672.0000
Epoch 99/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2285 - mape: 6011354.5000 - val_loss: 0.2424 - val_mape: 18740040.0000
Epoch 100/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2283 - mape: 6006447.0000 - val_loss: 0.2425 - val_mape: 18773000.0000
Epoch 101/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2281 - mape: 5999434.0000 - val_loss: 0.2425 - val_mape: 18788268.0000
Epoch 102/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2279 - mape: 5989110.5000 - val_loss: 0.2426 - val_mape: 18783696.0000
Epoch 103/250
1/1 [==============================] - 0s 335ms/step - loss: 0.2278 - mape: 5974665.0000 - val_loss: 0.2427 - val_mape: 18757662.0000
Epoch 104/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2276 - mape: 5955677.5000 - val_loss: 0.2429 - val_mape: 18711126.0000
Epoch 105/250
1/1 [==============================] - 0s 329ms/step - loss: 0.2274 - mape: 5932566.5000 - val_loss: 0.2430 - val_mape: 18647322.0000
Epoch 106/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2272 - mape: 5906138.5000 - val_loss: 0.2431 - val_mape: 18569064.0000
Epoch 107/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2270 - mape: 5877210.5000 - val_loss: 0.2433 - val_mape: 18481150.0000
Epoch 108/250
1/1 [==============================] - 0s 332ms/step - loss: 0.2269 - mape: 5847173.0000 - val_loss: 0.2435 - val_mape: 18390512.0000
Epoch 109/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2267 - mape: 5817903.0000 - val_loss: 0.2437 - val_mape: 18300490.0000
Epoch 110/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2265 - mape: 5789958.5000 - val_loss: 0.2438 - val_mape: 18213440.0000
Epoch 111/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2263 - mape: 5764013.0000 - val_loss: 0.2440 - val_mape: 18131688.0000
Epoch 112/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2262 - mape: 5740570.5000 - val_loss: 0.2441 - val_mape: 18057364.0000
Epoch 113/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2260 - mape: 5719922.5000 - val_loss: 0.2443 - val_mape: 17991416.0000
Epoch 114/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2258 - mape: 5702552.5000 - val_loss: 0.2444 - val_mape: 17930932.0000
Epoch 115/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2257 - mape: 5686951.5000 - val_loss: 0.2446 - val_mape: 17875854.0000
Epoch 116/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2255 - mape: 5672934.5000 - val_loss: 0.2448 - val_mape: 17820570.0000
Epoch 117/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2254 - mape: 5658595.5000 - val_loss: 0.2450 - val_mape: 17762970.0000
Epoch 118/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2252 - mape: 5643339.0000 - val_loss: 0.2452 - val_mape: 17702376.0000
Epoch 119/250
1/1 [==============================] - 0s 355ms/step - loss: 0.2250 - mape: 5626974.5000 - val_loss: 0.2454 - val_mape: 17639500.0000
Epoch 120/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2249 - mape: 5609537.0000 - val_loss: 0.2457 - val_mape: 17576378.0000
Epoch 121/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2247 - mape: 5591417.0000 - val_loss: 0.2460 - val_mape: 17515150.0000
Epoch 122/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2246 - mape: 5573394.5000 - val_loss: 0.2463 - val_mape: 17459654.0000
Epoch 123/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2244 - mape: 5556829.5000 - val_loss: 0.2466 - val_mape: 17412230.0000
Epoch 124/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2243 - mape: 5542324.0000 - val_loss: 0.2469 - val_mape: 17372038.0000
Epoch 125/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2241 - mape: 5529691.0000 - val_loss: 0.2472 - val_mape: 17338862.0000
Epoch 126/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2239 - mape: 5519038.0000 - val_loss: 0.2474 - val_mape: 17312424.0000
Epoch 127/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2238 - mape: 5510342.5000 - val_loss: 0.2477 - val_mape: 17287222.0000
Epoch 128/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2236 - mape: 5501533.0000 - val_loss: 0.2480 - val_mape: 17261114.0000
Epoch 129/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2234 - mape: 5491888.5000 - val_loss: 0.2484 - val_mape: 17231186.0000
Epoch 130/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2233 - mape: 5480541.0000 - val_loss: 0.2488 - val_mape: 17196572.0000
Epoch 131/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2231 - mape: 5467924.5000 - val_loss: 0.2492 - val_mape: 17160982.0000
Epoch 132/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2229 - mape: 5454614.0000 - val_loss: 0.2495 - val_mape: 17128460.0000
Epoch 133/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2228 - mape: 5441385.5000 - val_loss: 0.2499 - val_mape: 17097766.0000
Epoch 134/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2226 - mape: 5428431.5000 - val_loss: 0.2502 - val_mape: 17070588.0000
Epoch 135/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2224 - mape: 5416087.0000 - val_loss: 0.2505 - val_mape: 17045804.0000
Epoch 136/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2223 - mape: 5404080.5000 - val_loss: 0.2508 - val_mape: 17023124.0000
Epoch 137/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2221 - mape: 5392545.0000 - val_loss: 0.2512 - val_mape: 17002536.0000
Epoch 138/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2219 - mape: 5380721.5000 - val_loss: 0.2515 - val_mape: 16984894.0000
Epoch 139/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2218 - mape: 5369874.5000 - val_loss: 0.2519 - val_mape: 16970346.0000
Epoch 140/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2216 - mape: 5359980.0000 - val_loss: 0.2523 - val_mape: 16959490.0000
Epoch 141/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2215 - mape: 5351716.0000 - val_loss: 0.2527 - val_mape: 16948492.0000
Epoch 142/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2213 - mape: 5344238.0000 - val_loss: 0.2532 - val_mape: 16936928.0000
Epoch 143/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2211 - mape: 5337678.0000 - val_loss: 0.2537 - val_mape: 16923168.0000
Epoch 144/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2210 - mape: 5332466.0000 - val_loss: 0.2542 - val_mape: 16907138.0000
Epoch 145/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2208 - mape: 5328295.0000 - val_loss: 0.2547 - val_mape: 16891418.0000
Epoch 146/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2206 - mape: 5324399.0000 - val_loss: 0.2552 - val_mape: 16874160.0000
Epoch 147/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2205 - mape: 5319538.0000 - val_loss: 0.2557 - val_mape: 16859222.0000
Epoch 148/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2203 - mape: 5314685.0000 - val_loss: 0.2561 - val_mape: 16842004.0000
Epoch 149/250
1/1 [==============================] - 0s 334ms/step - loss: 0.2201 - mape: 5308523.5000 - val_loss: 0.2566 - val_mape: 16820898.0000
Epoch 150/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2200 - mape: 5300911.0000 - val_loss: 0.2571 - val_mape: 16792346.0000
Epoch 151/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2198 - mape: 5290405.0000 - val_loss: 0.2576 - val_mape: 16760690.0000
Epoch 152/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2196 - mape: 5278840.5000 - val_loss: 0.2581 - val_mape: 16738796.0000
Epoch 153/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2195 - mape: 5270951.5000 - val_loss: 0.2585 - val_mape: 16729481.0000
Epoch 154/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2193 - mape: 5267126.5000 - val_loss: 0.2589 - val_mape: 16722538.0000
Epoch 155/250
1/1 [==============================] - 0s 251ms/step - loss: 0.2191 - mape: 5263807.0000 - val_loss: 0.2593 - val_mape: 16711611.0000
Epoch 156/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2190 - mape: 5259194.5000 - val_loss: 0.2598 - val_mape: 16697041.0000
Epoch 157/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2188 - mape: 5253220.0000 - val_loss: 0.2604 - val_mape: 16676864.0000
Epoch 158/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2186 - mape: 5244885.5000 - val_loss: 0.2610 - val_mape: 16658523.0000
Epoch 159/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2184 - mape: 5236845.0000 - val_loss: 0.2617 - val_mape: 16645763.0000
Epoch 160/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2182 - mape: 5230217.5000 - val_loss: 0.2623 - val_mape: 16639894.0000
Epoch 161/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2180 - mape: 5225198.0000 - val_loss: 0.2629 - val_mape: 16639927.0000
Epoch 162/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2179 - mape: 5221326.0000 - val_loss: 0.2635 - val_mape: 16639788.0000
Epoch 163/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2177 - mape: 5217563.5000 - val_loss: 0.2640 - val_mape: 16647558.0000
Epoch 164/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2175 - mape: 5216293.5000 - val_loss: 0.2644 - val_mape: 16667302.0000
Epoch 165/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2173 - mape: 5218249.5000 - val_loss: 0.2649 - val_mape: 16680920.0000
Epoch 166/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2171 - mape: 5216778.5000 - val_loss: 0.2655 - val_mape: 16684091.0000
Epoch 167/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2169 - mape: 5210872.5000 - val_loss: 0.2662 - val_mape: 16676276.0000
Epoch 168/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2167 - mape: 5201986.5000 - val_loss: 0.2670 - val_mape: 16660453.0000
Epoch 169/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2165 - mape: 5190862.5000 - val_loss: 0.2677 - val_mape: 16659884.0000
Epoch 170/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2163 - mape: 5185619.0000 - val_loss: 0.2683 - val_mape: 16669836.0000
Epoch 171/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2161 - mape: 5184608.0000 - val_loss: 0.2690 - val_mape: 16674728.0000
Epoch 172/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2159 - mape: 5181893.5000 - val_loss: 0.2698 - val_mape: 16662962.0000
Epoch 173/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2157 - mape: 5171813.0000 - val_loss: 0.2706 - val_mape: 16640220.0000
Epoch 174/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2155 - mape: 5156828.0000 - val_loss: 0.2714 - val_mape: 16619104.0000
Epoch 175/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2153 - mape: 5141138.0000 - val_loss: 0.2722 - val_mape: 16609115.0000
Epoch 176/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2151 - mape: 5128660.0000 - val_loss: 0.2728 - val_mape: 16621193.0000
Epoch 177/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2149 - mape: 5123045.0000 - val_loss: 0.2735 - val_mape: 16629385.0000
Epoch 178/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2146 - mape: 5116954.0000 - val_loss: 0.2742 - val_mape: 16636570.0000
Epoch 179/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2144 - mape: 5109326.0000 - val_loss: 0.2751 - val_mape: 16630609.0000
Epoch 180/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2142 - mape: 5095468.5000 - val_loss: 0.2759 - val_mape: 16629110.0000
Epoch 181/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2140 - mape: 5083249.0000 - val_loss: 0.2766 - val_mape: 16639020.0000
Epoch 182/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2138 - mape: 5076815.5000 - val_loss: 0.2772 - val_mape: 16653432.0000
Epoch 183/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2135 - mape: 5073251.0000 - val_loss: 0.2779 - val_mape: 16663112.0000
Epoch 184/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2133 - mape: 5067651.0000 - val_loss: 0.2786 - val_mape: 16675034.0000
Epoch 185/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2131 - mape: 5061835.0000 - val_loss: 0.2791 - val_mape: 16698514.0000
Epoch 186/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2128 - mape: 5058914.0000 - val_loss: 0.2796 - val_mape: 16728845.0000
Epoch 187/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2126 - mape: 5057834.5000 - val_loss: 0.2801 - val_mape: 16743987.0000
Epoch 188/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2123 - mape: 5051297.5000 - val_loss: 0.2805 - val_mape: 16761039.0000
Epoch 189/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2121 - mape: 5046127.0000 - val_loss: 0.2810 - val_mape: 16776168.0000
Epoch 190/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2118 - mape: 5040192.5000 - val_loss: 0.2814 - val_mape: 16776325.0000
Epoch 191/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2116 - mape: 5031435.5000 - val_loss: 0.2821 - val_mape: 16756728.0000
Epoch 192/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2113 - mape: 5017105.0000 - val_loss: 0.2827 - val_mape: 16751809.0000
Epoch 193/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2111 - mape: 5008965.0000 - val_loss: 0.2833 - val_mape: 16764390.0000
Epoch 194/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2108 - mape: 5006946.0000 - val_loss: 0.2840 - val_mape: 16757946.0000
Epoch 195/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2105 - mape: 4992351.0000 - val_loss: 0.2846 - val_mape: 16752292.0000
Epoch 196/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2103 - mape: 4972538.5000 - val_loss: 0.2851 - val_mape: 16776795.0000
Epoch 197/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2100 - mape: 4963485.5000 - val_loss: 0.2855 - val_mape: 16799118.0000
Epoch 198/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2097 - mape: 4953091.0000 - val_loss: 0.2861 - val_mape: 16795546.0000
Epoch 199/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2094 - mape: 4932952.0000 - val_loss: 0.2867 - val_mape: 16799910.0000
Epoch 200/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2092 - mape: 4921301.5000 - val_loss: 0.2872 - val_mape: 16805660.0000
Epoch 201/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2089 - mape: 4916927.0000 - val_loss: 0.2880 - val_mape: 16774927.0000
Epoch 202/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2086 - mape: 4900629.0000 - val_loss: 0.2887 - val_mape: 16746790.0000
Epoch 203/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2083 - mape: 4886405.5000 - val_loss: 0.2892 - val_mape: 16744582.0000
Epoch 204/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2080 - mape: 4881521.5000 - val_loss: 0.2895 - val_mape: 16750697.0000
Epoch 205/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2077 - mape: 4873853.5000 - val_loss: 0.2897 - val_mape: 16747578.0000
Epoch 206/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2074 - mape: 4854828.5000 - val_loss: 0.2899 - val_mape: 16754931.0000
Epoch 207/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2071 - mape: 4836054.5000 - val_loss: 0.2900 - val_mape: 16799924.0000
Epoch 208/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2068 - mape: 4833937.0000 - val_loss: 0.2904 - val_mape: 16813878.0000
Epoch 209/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2064 - mape: 4821191.5000 - val_loss: 0.2910 - val_mape: 16816358.0000
Epoch 210/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2061 - mape: 4806295.0000 - val_loss: 0.2916 - val_mape: 16852730.0000
Epoch 211/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2057 - mape: 4807512.0000 - val_loss: 0.2925 - val_mape: 16871898.0000
Epoch 212/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2054 - mape: 4795133.0000 - val_loss: 0.2932 - val_mape: 16913758.0000
Epoch 213/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2050 - mape: 4789307.0000 - val_loss: 0.2938 - val_mape: 16970994.0000
Epoch 214/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2046 - mape: 4787999.5000 - val_loss: 0.2944 - val_mape: 16986110.0000
Epoch 215/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2042 - mape: 4769228.5000 - val_loss: 0.2948 - val_mape: 17028134.0000
Epoch 216/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2038 - mape: 4768297.5000 - val_loss: 0.2953 - val_mape: 17023178.0000
Epoch 217/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2034 - mape: 4754490.0000 - val_loss: 0.2959 - val_mape: 16968688.0000
Epoch 218/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2029 - mape: 4727585.0000 - val_loss: 0.2963 - val_mape: 16937016.0000
Epoch 219/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2025 - mape: 4715079.5000 - val_loss: 0.2967 - val_mape: 16915848.0000
Epoch 220/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2020 - mape: 4711561.5000 - val_loss: 0.2973 - val_mape: 16858832.0000
Epoch 221/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2015 - mape: 4691926.5000 - val_loss: 0.2979 - val_mape: 16851456.0000
Epoch 222/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2011 - mape: 4683850.0000 - val_loss: 0.2982 - val_mape: 16905626.0000
Epoch 223/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2006 - mape: 4693220.0000 - val_loss: 0.2991 - val_mape: 16891710.0000
Epoch 224/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2001 - mape: 4657592.5000 - val_loss: 0.2993 - val_mape: 16974042.0000
Epoch 225/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1996 - mape: 4661003.5000 - val_loss: 0.3000 - val_mape: 16989640.0000
Epoch 226/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1991 - mape: 4635778.5000 - val_loss: 0.3004 - val_mape: 17055580.0000
Epoch 227/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1985 - mape: 4638221.0000 - val_loss: 0.3016 - val_mape: 16996712.0000
Epoch 228/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1980 - mape: 4591750.0000 - val_loss: 0.3021 - val_mape: 17066360.0000
Epoch 229/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1974 - mape: 4609572.5000 - val_loss: 0.3035 - val_mape: 17031062.0000
Epoch 230/250
1/1 [==============================] - 0s 252ms/step - loss: 0.1970 - mape: 4586567.0000 - val_loss: 0.3049 - val_mape: 17000652.0000
Epoch 231/250
1/1 [==============================] - 0s 322ms/step - loss: 0.1966 - mape: 4558295.5000 - val_loss: 0.3061 - val_mape: 17017766.0000
Epoch 232/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1962 - mape: 4538824.0000 - val_loss: 0.3073 - val_mape: 17055896.0000
Epoch 233/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1958 - mape: 4521674.5000 - val_loss: 0.3090 - val_mape: 16998744.0000
Epoch 234/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1954 - mape: 4460479.0000 - val_loss: 0.3090 - val_mape: 17248316.0000
Epoch 235/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1952 - mape: 4552118.5000 - val_loss: 0.3130 - val_mape: 16684316.0000
Epoch 236/250
1/1 [==============================] - 0s 284ms/step - loss: 0.1953 - mape: 4303656.5000 - val_loss: 0.3105 - val_mape: 17201544.0000
Epoch 237/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1946 - mape: 4554593.0000 - val_loss: 0.3120 - val_mape: 16963558.0000
Epoch 238/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1940 - mape: 4468212.5000 - val_loss: 0.3146 - val_mape: 16588611.0000
Epoch 239/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1940 - mape: 4295059.0000 - val_loss: 0.3131 - val_mape: 17006862.0000
Epoch 240/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1933 - mape: 4450644.0000 - val_loss: 0.3127 - val_mape: 17238224.0000
Epoch 241/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1932 - mape: 4510347.0000 - val_loss: 0.3157 - val_mape: 16819792.0000
Epoch 242/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1929 - mape: 4289941.5000 - val_loss: 0.3147 - val_mape: 17107528.0000
Epoch 243/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1923 - mape: 4380260.5000 - val_loss: 0.3135 - val_mape: 17431672.0000
Epoch 244/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1923 - mape: 4498241.0000 - val_loss: 0.3158 - val_mape: 17060210.0000
Epoch 245/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1918 - mape: 4333414.5000 - val_loss: 0.3159 - val_mape: 17092744.0000
Epoch 246/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1915 - mape: 4339973.5000 - val_loss: 0.3142 - val_mape: 17481486.0000
Epoch 247/250
1/1 [==============================] - 0s 278ms/step - loss: 0.1914 - mape: 4489335.5000 - val_loss: 0.3155 - val_mape: 17300158.0000
Epoch 248/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1909 - mape: 4382907.0000 - val_loss: 0.3165 - val_mape: 17245084.0000
Epoch 249/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1908 - mape: 4312526.0000 - val_loss: 0.3150 - val_mape: 17735514.0000
Epoch 250/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1905 - mape: 4473550.5000 - val_loss: 0.3164 - val_mape: 17633140.0000
1/1 [==============================] - 0s 325ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4066 - mape: 345077.5625 - val_loss: 0.4194 - val_mape: 686525.1250
Epoch 2/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3826 - mape: 489109.0625 - val_loss: 0.3979 - val_mape: 1653330.2500
Epoch 3/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3635 - mape: 748470.0625 - val_loss: 0.3812 - val_mape: 2590399.0000
Epoch 4/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3477 - mape: 1119368.5000 - val_loss: 0.3653 - val_mape: 3430892.2500
Epoch 5/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3328 - mape: 1492812.6250 - val_loss: 0.3485 - val_mape: 4325023.0000
Epoch 6/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3187 - mape: 1870397.3750 - val_loss: 0.3317 - val_mape: 5258828.0000
Epoch 7/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3054 - mape: 2264143.0000 - val_loss: 0.3154 - val_mape: 6286249.5000
Epoch 8/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2925 - mape: 2694833.2500 - val_loss: 0.2993 - val_mape: 7427554.0000
Epoch 9/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2804 - mape: 3168592.5000 - val_loss: 0.2833 - val_mape: 8692442.0000
Epoch 10/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2695 - mape: 3699928.7500 - val_loss: 0.2680 - val_mape: 10098428.0000
Epoch 11/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2600 - mape: 4305053.0000 - val_loss: 0.2542 - val_mape: 11713786.0000
Epoch 12/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2522 - mape: 4999892.5000 - val_loss: 0.2429 - val_mape: 13551886.0000
Epoch 13/250
1/1 [==============================] - 0s 329ms/step - loss: 0.2470 - mape: 5809024.0000 - val_loss: 0.2355 - val_mape: 15583681.0000
Epoch 14/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2480 - mape: 6715931.5000 - val_loss: 0.2334 - val_mape: 17316376.0000
Epoch 15/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2572 - mape: 7467396.0000 - val_loss: 0.2341 - val_mape: 17937682.0000
Epoch 16/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2599 - mape: 7663846.0000 - val_loss: 0.2347 - val_mape: 17733776.0000
Epoch 17/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2548 - mape: 7474910.0000 - val_loss: 0.2356 - val_mape: 17129848.0000
Epoch 18/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2487 - mape: 7109525.0000 - val_loss: 0.2370 - val_mape: 16414920.0000
Epoch 18: early stopping
1/1 [==============================] - 0s 297ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4143 - mape: 113593.8828 - val_loss: 0.4233 - val_mape: 166160.9375
Epoch 2/250
1/1 [==============================] - 0s 293ms/step - loss: 0.4040 - mape: 47374.5898 - val_loss: 0.4192 - val_mape: 413153.1562
Epoch 3/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3979 - mape: 147361.5625 - val_loss: 0.4123 - val_mape: 774967.1875
Epoch 4/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3901 - mape: 288013.4688 - val_loss: 0.4043 - val_mape: 1199325.2500
Epoch 5/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3815 - mape: 454835.2812 - val_loss: 0.3951 - val_mape: 1700578.8750
Epoch 6/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3723 - mape: 644337.5000 - val_loss: 0.3847 - val_mape: 2296275.5000
Epoch 7/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3622 - mape: 862551.6875 - val_loss: 0.3725 - val_mape: 2995801.5000
Epoch 8/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3505 - mape: 1127969.3750 - val_loss: 0.3578 - val_mape: 3865014.0000
Epoch 9/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3363 - mape: 1476135.2500 - val_loss: 0.3392 - val_mape: 5025382.5000
Epoch 10/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3187 - mape: 1957975.5000 - val_loss: 0.3154 - val_mape: 6706374.5000
Epoch 11/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2966 - mape: 2686378.5000 - val_loss: 0.2836 - val_mape: 9392447.0000
Epoch 12/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2703 - mape: 3960039.2500 - val_loss: 0.3784 - val_mape: 37584084.0000
Epoch 13/250
1/1 [==============================] - 0s 260ms/step - loss: 3738900.7500 - mape: 636310343647232.0000 - val_loss: 45.2446 - val_mape: 5629832704.0000
Epoch 14/250
1/1 [==============================] - 0s 294ms/step - loss: 3957.3933 - mape: 143769305088.0000 - val_loss: 0.2430 - val_mape: 15927643.0000
Epoch 15/250
1/1 [==============================] - 0s 293ms/step - loss: 43.3114 - mape: 2405108992.0000 - val_loss: 0.2532 - val_mape: 13703524.0000
Epoch 16/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2542 - mape: 5812922.5000 - val_loss: 0.2603 - val_mape: 12551002.0000
Epoch 17/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2560 - mape: 5094611.0000 - val_loss: 0.2636 - val_mape: 12028401.0000
Epoch 18/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2582 - mape: 4764997.0000 - val_loss: 0.2640 - val_mape: 11940727.0000
Epoch 19/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2589 - mape: 4643165.5000 - val_loss: 0.2619 - val_mape: 12192575.0000
Epoch 20/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2581 - mape: 4669870.5000 - val_loss: 0.2579 - val_mape: 12738089.0000
Epoch 21/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2558 - mape: 4826438.0000 - val_loss: 0.2524 - val_mape: 13608004.0000
Epoch 21: early stopping
1/1 [==============================] - 0s 307ms/step
Epoch 1/250
5/5 [==============================] - 3s 239ms/step - loss: 0.3988 - mape: 239503.3125 - val_loss: 0.4160 - val_mape: 495088.5312
Epoch 2/250
5/5 [==============================] - 1s 156ms/step - loss: 0.3875 - mape: 396587.3438 - val_loss: 0.4056 - val_mape: 775235.1250
Epoch 3/250
5/5 [==============================] - 1s 148ms/step - loss: 0.3765 - mape: 610691.8750 - val_loss: 0.3951 - val_mape: 1460760.0000
Epoch 4/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3652 - mape: 847594.2500 - val_loss: 0.3846 - val_mape: 2177599.0000
Epoch 5/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3539 - mape: 1101842.8750 - val_loss: 0.3739 - val_mape: 2949007.7500
Epoch 6/250
5/5 [==============================] - 1s 177ms/step - loss: 0.3427 - mape: 1372870.6250 - val_loss: 0.3630 - val_mape: 3776642.0000
Epoch 7/250
5/5 [==============================] - 1s 156ms/step - loss: 0.3313 - mape: 1672525.3750 - val_loss: 0.3516 - val_mape: 4665706.0000
Epoch 8/250
5/5 [==============================] - 1s 165ms/step - loss: 0.3194 - mape: 2016946.6250 - val_loss: 0.3396 - val_mape: 5659569.5000
Epoch 9/250
5/5 [==============================] - 1s 158ms/step - loss: 0.3070 - mape: 2407393.0000 - val_loss: 0.3264 - val_mape: 6850637.5000
Epoch 10/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2944 - mape: 2863647.5000 - val_loss: 0.3120 - val_mape: 8232478.5000
Epoch 11/250
5/5 [==============================] - 1s 162ms/step - loss: 0.2820 - mape: 3401507.7500 - val_loss: 0.2976 - val_mape: 9818905.0000
Epoch 12/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2707 - mape: 4035409.0000 - val_loss: 0.2845 - val_mape: 11592763.0000
Epoch 13/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2613 - mape: 4756841.0000 - val_loss: 0.2730 - val_mape: 13491866.0000
Epoch 14/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2542 - mape: 5549289.5000 - val_loss: 0.2641 - val_mape: 15409268.0000
Epoch 15/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2504 - mape: 6324161.0000 - val_loss: 0.2583 - val_mape: 16971110.0000
Epoch 16/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2484 - mape: 6845396.5000 - val_loss: 0.2548 - val_mape: 17569116.0000
Epoch 17/250
5/5 [==============================] - 1s 169ms/step - loss: 0.2457 - mape: 6895285.5000 - val_loss: 0.2521 - val_mape: 17278354.0000
Epoch 18/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2432 - mape: 6668290.5000 - val_loss: 0.2499 - val_mape: 16835468.0000
Epoch 19/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2414 - mape: 6456729.5000 - val_loss: 0.2474 - val_mape: 16638280.0000
Epoch 20/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2398 - mape: 6374751.5000 - val_loss: 0.2447 - val_mape: 16758307.0000
Epoch 21/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2383 - mape: 6394493.0000 - val_loss: 0.2419 - val_mape: 16941766.0000
Epoch 22/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2370 - mape: 6412326.5000 - val_loss: 0.2397 - val_mape: 16988268.0000
Epoch 23/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2358 - mape: 6333716.5000 - val_loss: 0.2386 - val_mape: 16861748.0000
Epoch 24/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2349 - mape: 6195240.0000 - val_loss: 0.2379 - val_mape: 16786670.0000
Epoch 25/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2341 - mape: 6107053.5000 - val_loss: 0.2369 - val_mape: 16889918.0000
Epoch 26/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2334 - mape: 6083398.5000 - val_loss: 0.2359 - val_mape: 17095328.0000
Epoch 27/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2327 - mape: 6081126.0000 - val_loss: 0.2354 - val_mape: 17278458.0000
Epoch 28/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2320 - mape: 6066141.0000 - val_loss: 0.2354 - val_mape: 17398648.0000
Epoch 29/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2314 - mape: 6041684.5000 - val_loss: 0.2353 - val_mape: 17563408.0000
Epoch 30/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2308 - mape: 6029208.5000 - val_loss: 0.2354 - val_mape: 17760462.0000
Epoch 31/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2302 - mape: 6030675.0000 - val_loss: 0.2355 - val_mape: 17935068.0000
Epoch 32/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2297 - mape: 6026360.0000 - val_loss: 0.2355 - val_mape: 18066486.0000
Epoch 33/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2292 - mape: 5999044.5000 - val_loss: 0.2355 - val_mape: 18097466.0000
Epoch 34/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2288 - mape: 5956558.0000 - val_loss: 0.2355 - val_mape: 18090458.0000
Epoch 35/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2284 - mape: 5918420.0000 - val_loss: 0.2354 - val_mape: 18050204.0000
Epoch 36/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2280 - mape: 5878964.0000 - val_loss: 0.2354 - val_mape: 17968556.0000
Epoch 37/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2276 - mape: 5832477.5000 - val_loss: 0.2355 - val_mape: 17876974.0000
Epoch 38/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2273 - mape: 5788317.0000 - val_loss: 0.2356 - val_mape: 17788746.0000
Epoch 39/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2269 - mape: 5741842.0000 - val_loss: 0.2357 - val_mape: 17717238.0000
Epoch 40/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2266 - mape: 5702259.0000 - val_loss: 0.2359 - val_mape: 17651276.0000
Epoch 41/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2263 - mape: 5667035.5000 - val_loss: 0.2362 - val_mape: 17585780.0000
Epoch 42/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2259 - mape: 5623443.5000 - val_loss: 0.2365 - val_mape: 17526726.0000
Epoch 43/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2256 - mape: 5583054.5000 - val_loss: 0.2368 - val_mape: 17490200.0000
Epoch 44/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2253 - mape: 5552139.0000 - val_loss: 0.2370 - val_mape: 17462018.0000
Epoch 45/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2251 - mape: 5530726.5000 - val_loss: 0.2372 - val_mape: 17434100.0000
Epoch 46/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2248 - mape: 5506679.0000 - val_loss: 0.2375 - val_mape: 17363724.0000
Epoch 47/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2245 - mape: 5473658.5000 - val_loss: 0.2378 - val_mape: 17320026.0000
Epoch 48/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2242 - mape: 5448872.5000 - val_loss: 0.2381 - val_mape: 17283900.0000
Epoch 49/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2239 - mape: 5424087.5000 - val_loss: 0.2383 - val_mape: 17240236.0000
Epoch 50/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2235 - mape: 5399356.0000 - val_loss: 0.2385 - val_mape: 17256990.0000
Epoch 51/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2232 - mape: 5382000.0000 - val_loss: 0.2388 - val_mape: 17281438.0000
Epoch 52/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2228 - mape: 5362490.0000 - val_loss: 0.2393 - val_mape: 17264148.0000
Epoch 53/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2225 - mape: 5342785.0000 - val_loss: 0.2397 - val_mape: 17265822.0000
Epoch 54/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2221 - mape: 5339104.5000 - val_loss: 0.2401 - val_mape: 17258608.0000
Epoch 55/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2218 - mape: 5317818.0000 - val_loss: 0.2406 - val_mape: 17236188.0000
Epoch 56/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2214 - mape: 5293337.0000 - val_loss: 0.2408 - val_mape: 17266868.0000
Epoch 57/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2211 - mape: 5276702.0000 - val_loss: 0.2409 - val_mape: 17311738.0000
Epoch 58/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2207 - mape: 5258879.5000 - val_loss: 0.2411 - val_mape: 17335408.0000
Epoch 59/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2202 - mape: 5236114.0000 - val_loss: 0.2414 - val_mape: 17349804.0000
Epoch 60/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2198 - mape: 5208792.0000 - val_loss: 0.2419 - val_mape: 17406150.0000
Epoch 61/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2194 - mape: 5185014.5000 - val_loss: 0.2424 - val_mape: 17472784.0000
Epoch 62/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2189 - mape: 5168050.0000 - val_loss: 0.2428 - val_mape: 17526298.0000
Epoch 63/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2184 - mape: 5130514.0000 - val_loss: 0.2434 - val_mape: 17610540.0000
Epoch 64/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2179 - mape: 5106155.0000 - val_loss: 0.2437 - val_mape: 17707938.0000
Epoch 65/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2174 - mape: 5086974.5000 - val_loss: 0.2441 - val_mape: 17771326.0000
Epoch 66/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2169 - mape: 5060517.5000 - val_loss: 0.2447 - val_mape: 17855128.0000
Epoch 67/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2163 - mape: 5049042.0000 - val_loss: 0.2448 - val_mape: 17970948.0000
Epoch 68/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2157 - mape: 5039504.5000 - val_loss: 0.2450 - val_mape: 18119144.0000
Epoch 69/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2149 - mape: 5033386.0000 - val_loss: 0.2455 - val_mape: 18289632.0000
Epoch 70/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2141 - mape: 5028872.0000 - val_loss: 0.2457 - val_mape: 18436468.0000
Epoch 71/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2132 - mape: 5019637.0000 - val_loss: 0.2462 - val_mape: 18522192.0000
Epoch 72/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2122 - mape: 4989092.0000 - val_loss: 0.2463 - val_mape: 18826138.0000
Epoch 73/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2110 - mape: 5000354.5000 - val_loss: 0.2467 - val_mape: 19138850.0000
Epoch 74/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2098 - mape: 4968636.0000 - val_loss: 0.2474 - val_mape: 19387148.0000
Epoch 75/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2086 - mape: 4934342.5000 - val_loss: 0.2481 - val_mape: 19348124.0000
Epoch 76/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2074 - mape: 4884682.5000 - val_loss: 0.2491 - val_mape: 19183868.0000
Epoch 77/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2063 - mape: 4845467.5000 - val_loss: 0.2503 - val_mape: 19104632.0000
Epoch 78/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2055 - mape: 4775406.0000 - val_loss: 0.2510 - val_mape: 19379724.0000
Epoch 79/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2046 - mape: 4748776.0000 - val_loss: 0.2541 - val_mape: 18773326.0000
Epoch 80/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2040 - mape: 4659063.0000 - val_loss: 0.2551 - val_mape: 19299718.0000
Epoch 81/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2030 - mape: 4625141.5000 - val_loss: 0.2596 - val_mape: 19076774.0000
Epoch 82/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2024 - mape: 4654442.0000 - val_loss: 0.2595 - val_mape: 19465828.0000
Epoch 83/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2016 - mape: 4562862.0000 - val_loss: 0.2614 - val_mape: 19767416.0000
Epoch 84/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2011 - mape: 4665229.5000 - val_loss: 0.2652 - val_mape: 18526138.0000
Epoch 85/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2019 - mape: 4531150.0000 - val_loss: 0.2632 - val_mape: 20444986.0000
Epoch 86/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2009 - mape: 4376751.0000 - val_loss: 0.2639 - val_mape: 20241474.0000
Epoch 87/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2012 - mape: 4810490.5000 - val_loss: 0.2700 - val_mape: 17612634.0000
Epoch 88/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2054 - mape: 4102907.2500 - val_loss: 0.2671 - val_mape: 20586842.0000
Epoch 89/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2025 - mape: 4763362.0000 - val_loss: 0.2704 - val_mape: 19242486.0000
Epoch 90/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2039 - mape: 4024842.2500 - val_loss: 0.2681 - val_mape: 20611280.0000
Epoch 91/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2034 - mape: 4975766.5000 - val_loss: 0.2672 - val_mape: 20002278.0000
Epoch 91: early stopping
1/1 [==============================] - 0s 301ms/step
Epoch 1/250
5/5 [==============================] - 3s 231ms/step - loss: 0.3806 - mape: 469073.8125 - val_loss: 0.3604 - val_mape: 3383367.2500
Epoch 2/250
5/5 [==============================] - 1s 145ms/step - loss: 0.3350 - mape: 1581598.0000 - val_loss: 0.3089 - val_mape: 6591895.5000
Epoch 3/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2884 - mape: 3156588.2500 - val_loss: 0.2503 - val_mape: 12026737.0000
Epoch 4/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2623 - mape: 6082432.5000 - val_loss: 0.2349 - val_mape: 18144204.0000
Epoch 5/250
5/5 [==============================] - 1s 164ms/step - loss: 0.2467 - mape: 7139904.0000 - val_loss: 0.2335 - val_mape: 16388586.0000
Epoch 6/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2453 - mape: 6200366.0000 - val_loss: 0.2320 - val_mape: 16289615.0000
Epoch 7/250
5/5 [==============================] - 1s 170ms/step - loss: 0.2421 - mape: 6158843.0000 - val_loss: 0.2293 - val_mape: 17811722.0000
Epoch 8/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2398 - mape: 6619148.5000 - val_loss: 0.2297 - val_mape: 18080898.0000
Epoch 9/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2374 - mape: 6348255.0000 - val_loss: 0.2294 - val_mape: 17642540.0000
Epoch 10/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2360 - mape: 6180599.0000 - val_loss: 0.2316 - val_mape: 18664438.0000
Epoch 11/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2342 - mape: 6379360.5000 - val_loss: 0.2330 - val_mape: 18940894.0000
Epoch 12/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2321 - mape: 6126014.0000 - val_loss: 0.2334 - val_mape: 18959942.0000
Epoch 13/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2304 - mape: 6063024.0000 - val_loss: 0.2382 - val_mape: 20076880.0000
Epoch 14/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2286 - mape: 6022923.5000 - val_loss: 0.2326 - val_mape: 18281382.0000
Epoch 15/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2278 - mape: 5657400.5000 - val_loss: 0.2334 - val_mape: 18684402.0000
Epoch 16/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2263 - mape: 5645701.5000 - val_loss: 0.2335 - val_mape: 18357848.0000
Epoch 17/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2254 - mape: 5506357.5000 - val_loss: 0.2341 - val_mape: 18816030.0000
Epoch 18/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2241 - mape: 5544251.0000 - val_loss: 0.2347 - val_mape: 17592054.0000
Epoch 19/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2235 - mape: 5297294.0000 - val_loss: 0.2349 - val_mape: 18673868.0000
Epoch 20/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2219 - mape: 5347020.0000 - val_loss: 0.2361 - val_mape: 18238932.0000
Epoch 21/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2207 - mape: 5294313.5000 - val_loss: 0.2388 - val_mape: 17171666.0000
Epoch 22/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2202 - mape: 4983975.0000 - val_loss: 0.2358 - val_mape: 21329016.0000
Epoch 23/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2208 - mape: 5380757.5000 - val_loss: 0.2466 - val_mape: 14491999.0000
Epoch 24/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2269 - mape: 4720233.5000 - val_loss: 0.2402 - val_mape: 16202780.0000
Epoch 25/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2205 - mape: 4747493.5000 - val_loss: 0.2359 - val_mape: 20029624.0000
Epoch 26/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2175 - mape: 5461911.5000 - val_loss: 0.2364 - val_mape: 19987374.0000
Epoch 27/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2144 - mape: 5186964.5000 - val_loss: 0.2410 - val_mape: 18271748.0000
Epoch 28/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2141 - mape: 5000049.5000 - val_loss: 0.2429 - val_mape: 17791326.0000
Epoch 29/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2123 - mape: 4491417.0000 - val_loss: 0.2383 - val_mape: 22214032.0000
Epoch 30/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2118 - mape: 5309803.0000 - val_loss: 0.2524 - val_mape: 16705777.0000
Epoch 31/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2125 - mape: 4497930.5000 - val_loss: 0.2415 - val_mape: 19308812.0000
Epoch 32/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2074 - mape: 4623139.0000 - val_loss: 0.2435 - val_mape: 21077482.0000
Epoch 33/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2049 - mape: 4836326.0000 - val_loss: 0.2523 - val_mape: 19299960.0000
Epoch 34/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2026 - mape: 4342949.5000 - val_loss: 0.2494 - val_mape: 21233640.0000
Epoch 35/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2010 - mape: 4178313.0000 - val_loss: 5266.5566 - val_mape: 6453976064.0000
Epoch 36/250
5/5 [==============================] - 1s 144ms/step - loss: 5946.6484 - mape: 5954782720.0000 - val_loss: 0.2578 - val_mape: 16113492.0000
Epoch 37/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2069 - mape: 3994845.2500 - val_loss: 0.2395 - val_mape: 21268856.0000
Epoch 38/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2033 - mape: 4721859.0000 - val_loss: 0.2742 - val_mape: 18472826.0000
Epoch 39/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2014 - mape: 4045796.5000 - val_loss: 0.2505 - val_mape: 20798242.0000
Epoch 40/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1991 - mape: 4006921.7500 - val_loss: 0.2626 - val_mape: 22602276.0000
Epoch 41/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1967 - mape: 4765978.0000 - val_loss: 0.2889 - val_mape: 15172696.0000
Epoch 42/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2055 - mape: 3319304.5000 - val_loss: 0.2521 - val_mape: 25455600.0000
Epoch 43/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2114 - mape: 6134277.5000 - val_loss: 0.2479 - val_mape: 20227066.0000
Epoch 44/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2030 - mape: 5044737.0000 - val_loss: 0.2509 - val_mape: 20193466.0000
Epoch 45/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1991 - mape: 4710222.5000 - val_loss: 69247.7734 - val_mape: 509498528.0000
Epoch 46/250
5/5 [==============================] - 1s 143ms/step - loss: 164964.1875 - mape: 874062976.0000 - val_loss: 0.2480 - val_mape: 20609078.0000
Epoch 46: early stopping
1/1 [==============================] - 0s 329ms/step
Epoch 1/250
5/5 [==============================] - 3s 234ms/step - loss: 0.3409 - mape: 1649946.0000 - val_loss: 0.2588 - val_mape: 14516436.0000
Epoch 2/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2836 - mape: 7057579.0000 - val_loss: 0.2819 - val_mape: 24944890.0000
Epoch 3/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2516 - mape: 7174113.0000 - val_loss: 0.2509 - val_mape: 16768024.0000
Epoch 4/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2527 - mape: 5215881.5000 - val_loss: 0.2491 - val_mape: 15804466.0000
Epoch 5/250
5/5 [==============================] - 1s 163ms/step - loss: 0.2478 - mape: 5233733.5000 - val_loss: 0.2448 - val_mape: 19191866.0000
Epoch 6/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2379 - mape: 6512762.5000 - val_loss: 0.2599 - val_mape: 23888486.0000
Epoch 7/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2339 - mape: 6937796.0000 - val_loss: 0.2406 - val_mape: 17923246.0000
Epoch 8/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2324 - mape: 5621023.5000 - val_loss: 0.2398 - val_mape: 17237926.0000
Epoch 9/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2323 - mape: 5725017.0000 - val_loss: 0.2401 - val_mape: 18416008.0000
Epoch 10/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2298 - mape: 5375544.0000 - val_loss: 0.2420 - val_mape: 19705394.0000
Epoch 11/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2286 - mape: 5577330.0000 - val_loss: 0.2408 - val_mape: 19604956.0000
Epoch 12/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2260 - mape: 5773299.0000 - val_loss: 0.2381 - val_mape: 16992240.0000
Epoch 13/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2259 - mape: 5310808.5000 - val_loss: 0.2377 - val_mape: 17535330.0000
Epoch 14/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2238 - mape: 5325318.5000 - val_loss: 0.2382 - val_mape: 18833680.0000
Epoch 15/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2226 - mape: 5344380.0000 - val_loss: 0.2379 - val_mape: 17902864.0000
Epoch 16/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2210 - mape: 5181320.0000 - val_loss: 0.2396 - val_mape: 16886188.0000
Epoch 17/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2212 - mape: 4871667.0000 - val_loss: 0.2451 - val_mape: 22803408.0000
Epoch 18/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2222 - mape: 5616020.5000 - val_loss: 0.2466 - val_mape: 14594501.0000
Epoch 19/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2284 - mape: 4760978.0000 - val_loss: 0.2419 - val_mape: 15807214.0000
Epoch 20/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2279 - mape: 4339700.0000 - val_loss: 0.2411 - val_mape: 20864146.0000
Epoch 21/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2228 - mape: 6062475.5000 - val_loss: 0.2443 - val_mape: 22297820.0000
Epoch 21: early stopping
1/1 [==============================] - 0s 317ms/step
Epoch 1/250
3/3 [==============================] - 5s 390ms/step - loss: 0.3802 - mape: 478609.9375 - val_loss: 0.3879 - val_mape: 1567896.0000
Epoch 2/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3736 - mape: 614330.2500 - val_loss: 0.3812 - val_mape: 1925060.5000
Epoch 3/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3671 - mape: 750637.1875 - val_loss: 0.3745 - val_mape: 2295541.5000
Epoch 4/250
3/3 [==============================] - 1s 190ms/step - loss: 0.3607 - mape: 890631.3750 - val_loss: 0.3676 - val_mape: 2687972.7500
Epoch 5/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3544 - mape: 1034498.3125 - val_loss: 0.3606 - val_mape: 3095692.5000
Epoch 6/250
3/3 [==============================] - 1s 177ms/step - loss: 0.3480 - mape: 1183188.6250 - val_loss: 0.3534 - val_mape: 3510330.2500
Epoch 7/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3413 - mape: 1343243.1250 - val_loss: 0.3460 - val_mape: 3954697.2500
Epoch 8/250
3/3 [==============================] - 1s 192ms/step - loss: 0.3345 - mape: 1516987.7500 - val_loss: 0.3382 - val_mape: 4433831.5000
Epoch 9/250
3/3 [==============================] - 0s 178ms/step - loss: 0.3275 - mape: 1704645.2500 - val_loss: 0.3302 - val_mape: 4945114.0000
Epoch 10/250
3/3 [==============================] - 0s 180ms/step - loss: 0.3202 - mape: 1908311.1250 - val_loss: 0.3217 - val_mape: 5493423.5000
Epoch 11/250
3/3 [==============================] - 1s 196ms/step - loss: 0.3128 - mape: 2132131.2500 - val_loss: 0.3128 - val_mape: 6088747.5000
Epoch 12/250
3/3 [==============================] - 0s 178ms/step - loss: 0.3050 - mape: 2382828.2500 - val_loss: 0.3035 - val_mape: 6738756.0000
Epoch 13/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2969 - mape: 2666264.0000 - val_loss: 0.2939 - val_mape: 7467056.0000
Epoch 14/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2886 - mape: 2991516.2500 - val_loss: 0.2837 - val_mape: 8296817.5000
Epoch 15/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2805 - mape: 3365377.7500 - val_loss: 0.2733 - val_mape: 9231196.0000
Epoch 16/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2726 - mape: 3793768.0000 - val_loss: 0.2628 - val_mape: 10291501.0000
Epoch 17/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2653 - mape: 4287144.0000 - val_loss: 0.2527 - val_mape: 11461619.0000
Epoch 18/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2594 - mape: 4843132.0000 - val_loss: 0.2446 - val_mape: 12666305.0000
Epoch 19/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2554 - mape: 5409357.0000 - val_loss: 0.2386 - val_mape: 13714020.0000
Epoch 20/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2529 - mape: 5847564.0000 - val_loss: 0.2349 - val_mape: 14335764.0000
Epoch 21/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2507 - mape: 6032982.5000 - val_loss: 0.2328 - val_mape: 14491784.0000
Epoch 22/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2487 - mape: 6002907.5000 - val_loss: 0.2314 - val_mape: 14390705.0000
Epoch 23/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2473 - mape: 5880829.5000 - val_loss: 0.2303 - val_mape: 14234929.0000
Epoch 24/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2464 - mape: 5761068.5000 - val_loss: 0.2290 - val_mape: 14140520.0000
Epoch 25/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2456 - mape: 5686872.0000 - val_loss: 0.2276 - val_mape: 14149681.0000
Epoch 26/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2446 - mape: 5668555.5000 - val_loss: 0.2259 - val_mape: 14280769.0000
Epoch 27/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2435 - mape: 5709689.5000 - val_loss: 0.2243 - val_mape: 14483643.0000
Epoch 28/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2425 - mape: 5781524.5000 - val_loss: 0.2228 - val_mape: 14676915.0000
Epoch 29/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2415 - mape: 5842650.5000 - val_loss: 0.2220 - val_mape: 14791210.0000
Epoch 30/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2407 - mape: 5864072.0000 - val_loss: 0.2215 - val_mape: 14821778.0000
Epoch 31/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2401 - mape: 5845750.5000 - val_loss: 0.2213 - val_mape: 14792910.0000
Epoch 32/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2395 - mape: 5806415.5000 - val_loss: 0.2213 - val_mape: 14750843.0000
Epoch 33/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2391 - mape: 5768228.0000 - val_loss: 0.2213 - val_mape: 14736646.0000
Epoch 34/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2386 - mape: 5750992.0000 - val_loss: 0.2212 - val_mape: 14785280.0000
Epoch 35/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2381 - mape: 5761968.5000 - val_loss: 0.2212 - val_mape: 14885516.0000
Epoch 36/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2376 - mape: 5791667.0000 - val_loss: 0.2212 - val_mape: 14993117.0000
Epoch 37/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2371 - mape: 5817009.0000 - val_loss: 0.2212 - val_mape: 15055628.0000
Epoch 38/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2366 - mape: 5818435.0000 - val_loss: 0.2214 - val_mape: 15071695.0000
Epoch 39/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2363 - mape: 5800594.0000 - val_loss: 0.2216 - val_mape: 15084428.0000
Epoch 40/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2359 - mape: 5784822.5000 - val_loss: 0.2218 - val_mape: 15124044.0000
Epoch 41/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2356 - mape: 5780914.0000 - val_loss: 0.2219 - val_mape: 15193645.0000
Epoch 42/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2352 - mape: 5788871.5000 - val_loss: 0.2221 - val_mape: 15267114.0000
Epoch 43/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2348 - mape: 5797863.0000 - val_loss: 0.2223 - val_mape: 15339009.0000
Epoch 44/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2344 - mape: 5804647.5000 - val_loss: 0.2225 - val_mape: 15421206.0000
Epoch 45/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2340 - mape: 5808965.0000 - val_loss: 0.2227 - val_mape: 15507677.0000
Epoch 46/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2336 - mape: 5813349.5000 - val_loss: 0.2229 - val_mape: 15605491.0000
Epoch 47/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2332 - mape: 5818778.0000 - val_loss: 0.2231 - val_mape: 15705331.0000
Epoch 48/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2328 - mape: 5822710.5000 - val_loss: 0.2233 - val_mape: 15798209.0000
Epoch 49/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2324 - mape: 5823400.5000 - val_loss: 0.2235 - val_mape: 15894662.0000
Epoch 50/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2321 - mape: 5825257.0000 - val_loss: 0.2237 - val_mape: 15998589.0000
Epoch 51/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2317 - mape: 5828801.5000 - val_loss: 0.2239 - val_mape: 16092444.0000
Epoch 52/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2313 - mape: 5829420.5000 - val_loss: 0.2241 - val_mape: 16178888.0000
Epoch 53/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2308 - mape: 5827630.0000 - val_loss: 0.2242 - val_mape: 16267674.0000
Epoch 54/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2304 - mape: 5826403.0000 - val_loss: 0.2244 - val_mape: 16346326.0000
Epoch 55/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2300 - mape: 5819298.0000 - val_loss: 0.2246 - val_mape: 16398312.0000
Epoch 56/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2296 - mape: 5802763.5000 - val_loss: 0.2248 - val_mape: 16444817.0000
Epoch 57/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2292 - mape: 5787924.5000 - val_loss: 0.2250 - val_mape: 16511432.0000
Epoch 58/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2287 - mape: 5779104.5000 - val_loss: 0.2253 - val_mape: 16585907.0000
Epoch 59/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2283 - mape: 5769518.0000 - val_loss: 0.2255 - val_mape: 16627393.0000
Epoch 60/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2279 - mape: 5748645.5000 - val_loss: 0.2257 - val_mape: 16658527.0000
Epoch 61/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2275 - mape: 5724232.0000 - val_loss: 0.2260 - val_mape: 16716083.0000
Epoch 62/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2271 - mape: 5707364.5000 - val_loss: 0.2262 - val_mape: 16783502.0000
Epoch 63/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2267 - mape: 5694716.0000 - val_loss: 0.2264 - val_mape: 16830106.0000
Epoch 64/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2263 - mape: 5677871.0000 - val_loss: 0.2266 - val_mape: 16879150.0000
Epoch 65/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2259 - mape: 5662285.0000 - val_loss: 0.2269 - val_mape: 16922652.0000
Epoch 66/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2255 - mape: 5643308.5000 - val_loss: 0.2271 - val_mape: 16933500.0000
Epoch 67/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2251 - mape: 5615000.0000 - val_loss: 0.2274 - val_mape: 16924842.0000
Epoch 68/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2248 - mape: 5586833.0000 - val_loss: 0.2276 - val_mape: 16935596.0000
Epoch 69/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2244 - mape: 5564315.0000 - val_loss: 0.2278 - val_mape: 16920054.0000
Epoch 70/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2241 - mape: 5532200.5000 - val_loss: 0.2280 - val_mape: 16871472.0000
Epoch 71/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2237 - mape: 5497981.0000 - val_loss: 0.2282 - val_mape: 16861490.0000
Epoch 72/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2234 - mape: 5475084.0000 - val_loss: 0.2284 - val_mape: 16851052.0000
Epoch 73/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2231 - mape: 5451445.5000 - val_loss: 0.2286 - val_mape: 16830596.0000
Epoch 74/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2228 - mape: 5427190.5000 - val_loss: 0.2288 - val_mape: 16841074.0000
Epoch 75/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2224 - mape: 5414609.5000 - val_loss: 0.2289 - val_mape: 16877822.0000
Epoch 76/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2221 - mape: 5406555.5000 - val_loss: 0.2291 - val_mape: 16867386.0000
Epoch 77/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2218 - mape: 5385551.0000 - val_loss: 0.2293 - val_mape: 16859592.0000
Epoch 78/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2214 - mape: 5366098.0000 - val_loss: 0.2294 - val_mape: 16873232.0000
Epoch 79/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2211 - mape: 5355418.0000 - val_loss: 0.2295 - val_mape: 16881434.0000
Epoch 80/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2207 - mape: 5342783.0000 - val_loss: 0.2296 - val_mape: 16903070.0000
Epoch 81/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2204 - mape: 5333091.0000 - val_loss: 0.2297 - val_mape: 16942934.0000
Epoch 82/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2200 - mape: 5325710.0000 - val_loss: 0.2299 - val_mape: 16968424.0000
Epoch 83/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2196 - mape: 5308094.5000 - val_loss: 0.2300 - val_mape: 16983380.0000
Epoch 84/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2192 - mape: 5286929.5000 - val_loss: 0.2302 - val_mape: 16972438.0000
Epoch 85/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2188 - mape: 5262647.0000 - val_loss: 0.2303 - val_mape: 16983336.0000
Epoch 86/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2183 - mape: 5243356.5000 - val_loss: 0.2305 - val_mape: 17018482.0000
Epoch 87/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2179 - mape: 5227785.0000 - val_loss: 0.2308 - val_mape: 17078980.0000
Epoch 88/250
3/3 [==============================] - 1s 195ms/step - loss: 0.2174 - mape: 5222320.0000 - val_loss: 0.2310 - val_mape: 17165720.0000
Epoch 89/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2168 - mape: 5214924.0000 - val_loss: 0.2311 - val_mape: 17278412.0000
Epoch 90/250
3/3 [==============================] - 0s 180ms/step - loss: 0.2163 - mape: 5218257.0000 - val_loss: 0.2313 - val_mape: 17301342.0000
Epoch 91/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2157 - mape: 5184797.0000 - val_loss: 0.2315 - val_mape: 17368108.0000
Epoch 92/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2150 - mape: 5181054.5000 - val_loss: 0.2318 - val_mape: 17476688.0000
Epoch 93/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2143 - mape: 5169138.0000 - val_loss: 0.2321 - val_mape: 17581072.0000
Epoch 94/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2136 - mape: 5161398.5000 - val_loss: 0.2325 - val_mape: 17668456.0000
Epoch 95/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2129 - mape: 5142379.0000 - val_loss: 0.2330 - val_mape: 17723366.0000
Epoch 96/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2121 - mape: 5118846.0000 - val_loss: 0.2335 - val_mape: 17808994.0000
Epoch 97/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2112 - mape: 5092099.5000 - val_loss: 0.2341 - val_mape: 17887180.0000
Epoch 98/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2103 - mape: 5065966.0000 - val_loss: 0.2347 - val_mape: 18003952.0000
Epoch 99/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2094 - mape: 5042495.0000 - val_loss: 0.2353 - val_mape: 18069740.0000
Epoch 100/250
3/3 [==============================] - 1s 200ms/step - loss: 0.2086 - mape: 4996905.0000 - val_loss: 0.2358 - val_mape: 18218066.0000
Epoch 101/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2079 - mape: 4972667.5000 - val_loss: 0.2363 - val_mape: 18240570.0000
Epoch 102/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2072 - mape: 4928995.0000 - val_loss: 0.2367 - val_mape: 18409306.0000
Epoch 103/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2066 - mape: 4900044.0000 - val_loss: 0.2373 - val_mape: 18479010.0000
Epoch 104/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2060 - mape: 4872788.5000 - val_loss: 0.2382 - val_mape: 18531508.0000
Epoch 105/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2054 - mape: 4841544.0000 - val_loss: 0.2389 - val_mape: 18740706.0000
Epoch 106/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2049 - mape: 4866198.5000 - val_loss: 0.2392 - val_mape: 18487610.0000
Epoch 107/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2044 - mape: 4783179.5000 - val_loss: 0.2393 - val_mape: 19008824.0000
Epoch 108/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2040 - mape: 4793971.0000 - val_loss: 0.2396 - val_mape: 18815474.0000
Epoch 109/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2033 - mape: 4840748.5000 - val_loss: 0.2401 - val_mape: 18734424.0000
Epoch 110/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2030 - mape: 4708602.5000 - val_loss: 0.2416 - val_mape: 19685912.0000
Epoch 111/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2030 - mape: 4921049.0000 - val_loss: 0.2425 - val_mape: 18667920.0000
Epoch 112/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2027 - mape: 4649857.0000 - val_loss: 0.2434 - val_mape: 19752964.0000
Epoch 113/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2025 - mape: 4977835.5000 - val_loss: 0.2446 - val_mape: 18793360.0000
Epoch 114/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2044 - mape: 4426890.0000 - val_loss: 0.2462 - val_mape: 20365138.0000
Epoch 115/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2051 - mape: 5250860.5000 - val_loss: 0.2458 - val_mape: 19389996.0000
Epoch 116/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2045 - mape: 4517106.0000 - val_loss: 0.2466 - val_mape: 18729742.0000
Epoch 117/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2028 - mape: 4754474.5000 - val_loss: 0.2489 - val_mape: 21218450.0000
Epoch 117: early stopping
1/1 [==============================] - 0s 337ms/step
Epoch 1/250
3/3 [==============================] - 4s 383ms/step - loss: 0.4113 - mape: 361862.1250 - val_loss: 0.3863 - val_mape: 2177650.7500
Epoch 2/250
3/3 [==============================] - 1s 202ms/step - loss: 0.3575 - mape: 925820.2500 - val_loss: 0.3405 - val_mape: 4969447.0000
Epoch 3/250
3/3 [==============================] - 1s 183ms/step - loss: 0.3189 - mape: 2014694.1250 - val_loss: 0.3023 - val_mape: 7861638.5000
Epoch 4/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2886 - mape: 3194040.0000 - val_loss: 0.2686 - val_mape: 11685728.0000
Epoch 5/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2657 - mape: 4721018.0000 - val_loss: 0.2513 - val_mape: 16740831.0000
Epoch 6/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2578 - mape: 6696767.0000 - val_loss: 0.2570 - val_mape: 21226218.0000
Epoch 7/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2565 - mape: 7884357.0000 - val_loss: 0.2526 - val_mape: 20719974.0000
Epoch 8/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2505 - mape: 7379935.5000 - val_loss: 0.2460 - val_mape: 18694834.0000
Epoch 9/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2479 - mape: 6565098.5000 - val_loss: 0.2428 - val_mape: 17349260.0000
Epoch 10/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2473 - mape: 6069219.0000 - val_loss: 0.2399 - val_mape: 17006580.0000
Epoch 11/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2455 - mape: 5959671.5000 - val_loss: 0.2361 - val_mape: 17759676.0000
Epoch 12/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2418 - mape: 6239727.0000 - val_loss: 0.2346 - val_mape: 19555694.0000
Epoch 13/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2382 - mape: 6853919.0000 - val_loss: 0.2467 - val_mape: 21472712.0000
Epoch 14/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2373 - mape: 7255284.5000 - val_loss: 0.2353 - val_mape: 20094446.0000
Epoch 15/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2348 - mape: 6601797.5000 - val_loss: 0.2303 - val_mape: 18726850.0000
Epoch 16/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2339 - mape: 6117699.0000 - val_loss: 0.2313 - val_mape: 19265456.0000
Epoch 17/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2313 - mape: 6240012.0000 - val_loss: 0.2364 - val_mape: 20640620.0000
Epoch 18/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2298 - mape: 6407314.0000 - val_loss: 0.2312 - val_mape: 19540250.0000
Epoch 19/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2284 - mape: 5955284.5000 - val_loss: 0.2306 - val_mape: 19159448.0000
Epoch 20/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2269 - mape: 5852219.0000 - val_loss: 0.2320 - val_mape: 20053872.0000
Epoch 21/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2257 - mape: 5970416.5000 - val_loss: 0.2311 - val_mape: 18758932.0000
Epoch 22/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2245 - mape: 5628675.5000 - val_loss: 0.2320 - val_mape: 18438438.0000
Epoch 23/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2233 - mape: 5548995.0000 - val_loss: 0.2325 - val_mape: 18989058.0000
Epoch 24/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2223 - mape: 5510358.0000 - val_loss: 0.2350 - val_mape: 17840562.0000
Epoch 25/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2211 - mape: 5281644.0000 - val_loss: 0.2342 - val_mape: 18388426.0000
Epoch 26/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2200 - mape: 5359931.5000 - val_loss: 0.2391 - val_mape: 17009374.0000
Epoch 27/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2188 - mape: 5066769.5000 - val_loss: 0.2359 - val_mape: 18627240.0000
Epoch 28/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2180 - mape: 5169766.5000 - val_loss: 0.2448 - val_mape: 16077646.0000
Epoch 29/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2173 - mape: 4872052.5000 - val_loss: 0.2433 - val_mape: 17091730.0000
Epoch 30/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2149 - mape: 4855517.5000 - val_loss: 0.2410 - val_mape: 18563056.0000
Epoch 31/250
3/3 [==============================] - 1s 171ms/step - loss: 0.2141 - mape: 5000078.0000 - val_loss: 0.2526 - val_mape: 15644223.0000
Epoch 32/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2145 - mape: 4727687.5000 - val_loss: 0.2510 - val_mape: 16783732.0000
Epoch 33/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2118 - mape: 4541122.0000 - val_loss: 0.2403 - val_mape: 21323948.0000
Epoch 34/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2147 - mape: 5104865.0000 - val_loss: 0.2647 - val_mape: 14431653.0000
Epoch 35/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2169 - mape: 4515600.0000 - val_loss: 0.2547 - val_mape: 15583561.0000
Epoch 36/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2121 - mape: 4382153.5000 - val_loss: 0.2440 - val_mape: 18163878.0000
Epoch 37/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2088 - mape: 4874927.0000 - val_loss: 0.2370 - val_mape: 21381218.0000
Epoch 38/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2097 - mape: 5167419.5000 - val_loss: 0.2489 - val_mape: 17898566.0000
Epoch 39/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2048 - mape: 4555452.0000 - val_loss: 0.2589 - val_mape: 17199128.0000
Epoch 40/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2036 - mape: 4342975.5000 - val_loss: 0.2699 - val_mape: 17413616.0000
Epoch 41/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2017 - mape: 3720423.2500 - val_loss: 0.2574 - val_mape: 25367664.0000
Epoch 42/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2178 - mape: 5333893.0000 - val_loss: 0.2858 - val_mape: 14245316.0000
Epoch 43/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2095 - mape: 3178197.0000 - val_loss: 0.2438 - val_mape: 19911072.0000
Epoch 44/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2035 - mape: 5138164.0000 - val_loss: 0.2433 - val_mape: 19059720.0000
Epoch 45/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2051 - mape: 4317105.5000 - val_loss: 0.2456 - val_mape: 18944840.0000
Epoch 46/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1997 - mape: 4508175.5000 - val_loss: 0.2490 - val_mape: 22178862.0000
Epoch 47/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1983 - mape: 5036892.5000 - val_loss: 0.2668 - val_mape: 17831834.0000
Epoch 48/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2194 - mape: 3553478.0000 - val_loss: 0.2581 - val_mape: 18526962.0000
Epoch 49/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2021 - mape: 5193954.0000 - val_loss: 0.2430 - val_mape: 18773334.0000
Epoch 50/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1960 - mape: 4663857.0000 - val_loss: 0.2502 - val_mape: 17782342.0000
Epoch 51/250
3/3 [==============================] - 1s 180ms/step - loss: 0.1963 - mape: 4150100.7500 - val_loss: 0.2502 - val_mape: 19616488.0000
Epoch 52/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1952 - mape: 4597808.0000 - val_loss: 0.2567 - val_mape: 19653512.0000
Epoch 53/250
3/3 [==============================] - 1s 188ms/step - loss: 0.1936 - mape: 4148303.5000 - val_loss: 0.2635 - val_mape: 18823820.0000
Epoch 54/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1904 - mape: 4028802.5000 - val_loss: 0.2637 - val_mape: 18759116.0000
Epoch 55/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1885 - mape: 3940896.5000 - val_loss: 0.2637 - val_mape: 18703718.0000
Epoch 56/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1864 - mape: 4018753.5000 - val_loss: 0.2608 - val_mape: 19339906.0000
Epoch 57/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1842 - mape: 3902139.2500 - val_loss: 0.2670 - val_mape: 19083410.0000
Epoch 58/250
3/3 [==============================] - 1s 175ms/step - loss: 0.1827 - mape: 3705223.0000 - val_loss: 0.2689 - val_mape: 20855026.0000
Epoch 59/250
3/3 [==============================] - 1s 184ms/step - loss: 0.1828 - mape: 4063948.2500 - val_loss: 0.3086 - val_mape: 15702172.0000
Epoch 60/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2049 - mape: 3495935.2500 - val_loss: 0.2835 - val_mape: 18342210.0000
Epoch 61/250
3/3 [==============================] - 1s 180ms/step - loss: 0.1942 - mape: 3070622.0000 - val_loss: 0.2510 - val_mape: 24114998.0000
Epoch 62/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2011 - mape: 5384567.5000 - val_loss: 0.2653 - val_mape: 20360874.0000
Epoch 63/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1915 - mape: 4392351.5000 - val_loss: 0.2828 - val_mape: 18670948.0000
Epoch 63: early stopping
1/1 [==============================] - 0s 303ms/step
Epoch 1/250
3/3 [==============================] - 3s 355ms/step - loss: 0.3816 - mape: 936996.8750 - val_loss: 0.3222 - val_mape: 5876288.0000
Epoch 2/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2937 - mape: 2950365.5000 - val_loss: 0.2563 - val_mape: 13350102.0000
Epoch 3/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2655 - mape: 6239416.5000 - val_loss: 0.2496 - val_mape: 19681978.0000
Epoch 4/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2503 - mape: 7474218.0000 - val_loss: 0.2448 - val_mape: 17510328.0000
Epoch 5/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2448 - mape: 6386473.5000 - val_loss: 0.2429 - val_mape: 15708337.0000
Epoch 6/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2445 - mape: 5700569.0000 - val_loss: 0.2395 - val_mape: 15464256.0000
Epoch 7/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2412 - mape: 5631960.0000 - val_loss: 0.2337 - val_mape: 16701855.0000
Epoch 8/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2377 - mape: 6099436.5000 - val_loss: 0.2330 - val_mape: 18127738.0000
Epoch 9/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2353 - mape: 6275968.0000 - val_loss: 0.2322 - val_mape: 17707376.0000
Epoch 10/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2342 - mape: 5844733.0000 - val_loss: 0.2327 - val_mape: 17995302.0000
Epoch 11/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2333 - mape: 5760070.5000 - val_loss: 0.2373 - val_mape: 20316608.0000
Epoch 12/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2312 - mape: 6178625.0000 - val_loss: 0.2379 - val_mape: 20543598.0000
Epoch 13/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2302 - mape: 6098121.0000 - val_loss: 0.2326 - val_mape: 17779856.0000
Epoch 14/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2286 - mape: 5532568.5000 - val_loss: 0.2325 - val_mape: 17163880.0000
Epoch 15/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2277 - mape: 5480337.5000 - val_loss: 0.2329 - val_mape: 17652088.0000
Epoch 16/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2261 - mape: 5479318.5000 - val_loss: 0.2341 - val_mape: 17566694.0000
Epoch 17/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2250 - mape: 5269550.5000 - val_loss: 0.2351 - val_mape: 17812624.0000
Epoch 18/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2239 - mape: 5234369.0000 - val_loss: 0.2351 - val_mape: 17884766.0000
Epoch 19/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2226 - mape: 5173903.0000 - val_loss: 0.2361 - val_mape: 16608800.0000
Epoch 20/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2213 - mape: 4875178.0000 - val_loss: 0.2361 - val_mape: 17025612.0000
Epoch 21/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2197 - mape: 4817336.5000 - val_loss: 0.2358 - val_mape: 17536332.0000
Epoch 22/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2182 - mape: 4716073.0000 - val_loss: 0.2338 - val_mape: 17827686.0000
Epoch 23/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2167 - mape: 4656481.5000 - val_loss: 0.2342 - val_mape: 16073709.0000
Epoch 24/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2164 - mape: 4467548.0000 - val_loss: 0.2370 - val_mape: 20444692.0000
Epoch 25/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2231 - mape: 4706623.0000 - val_loss: 0.2315 - val_mape: 18212108.0000
Epoch 26/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2197 - mape: 4971607.0000 - val_loss: 0.2381 - val_mape: 15170541.0000
Epoch 27/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2182 - mape: 3849484.5000 - val_loss: 0.2396 - val_mape: 19213806.0000
Epoch 28/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2147 - mape: 4950874.5000 - val_loss: 0.2440 - val_mape: 23967636.0000
Epoch 29/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2178 - mape: 5534582.5000 - val_loss: 0.2364 - val_mape: 15756477.0000
Epoch 30/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2142 - mape: 3893500.0000 - val_loss: 0.2314 - val_mape: 18507408.0000
Epoch 31/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2116 - mape: 4611250.0000 - val_loss: 0.2342 - val_mape: 18855166.0000
Epoch 32/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2099 - mape: 4147134.0000 - val_loss: 0.2368 - val_mape: 20841702.0000
Epoch 33/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2063 - mape: 4632361.5000 - val_loss: 0.2382 - val_mape: 21093680.0000
Epoch 34/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2051 - mape: 3893438.0000 - val_loss: 0.2549 - val_mape: 23160292.0000
Epoch 35/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2014 - mape: 4357627.5000 - val_loss: 0.2597 - val_mape: 20705790.0000
Epoch 36/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2188 - mape: 3634782.0000 - val_loss: 0.2545 - val_mape: 21995364.0000
Epoch 37/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2088 - mape: 4791668.5000 - val_loss: 0.2441 - val_mape: 21779624.0000
Epoch 38/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2094 - mape: 5486909.5000 - val_loss: 0.2316 - val_mape: 16920810.0000
Epoch 39/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2171 - mape: 3599899.5000 - val_loss: 0.2378 - val_mape: 21476406.0000
Epoch 40/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2107 - mape: 5427364.5000 - val_loss: 0.2406 - val_mape: 20832564.0000
Epoch 40: early stopping
1/1 [==============================] - 0s 358ms/step
Epoch 1/250
2/2 [==============================] - 3s 601ms/step - loss: 0.3765 - mape: 552734.5000 - val_loss: 0.3998 - val_mape: 1078555.5000
Epoch 2/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3695 - mape: 701364.6875 - val_loss: 0.3923 - val_mape: 1476793.2500
Epoch 3/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3632 - mape: 844042.8125 - val_loss: 0.3854 - val_mape: 1847354.1250
Epoch 4/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3574 - mape: 979128.0000 - val_loss: 0.3788 - val_mape: 2209249.0000
Epoch 5/250
2/2 [==============================] - 0s 223ms/step - loss: 0.3519 - mape: 1109247.2500 - val_loss: 0.3724 - val_mape: 2570751.0000
Epoch 6/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3466 - mape: 1238689.2500 - val_loss: 0.3662 - val_mape: 2932258.2500
Epoch 7/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3415 - mape: 1369857.8750 - val_loss: 0.3601 - val_mape: 3300161.0000
Epoch 8/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3365 - mape: 1502635.2500 - val_loss: 0.3542 - val_mape: 3670212.5000
Epoch 9/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3315 - mape: 1637687.8750 - val_loss: 0.3483 - val_mape: 4046669.0000
Epoch 10/250
2/2 [==============================] - 0s 247ms/step - loss: 0.3266 - mape: 1776133.1250 - val_loss: 0.3425 - val_mape: 4432204.0000
Epoch 11/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3218 - mape: 1918348.0000 - val_loss: 0.3366 - val_mape: 4830889.0000
Epoch 12/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3170 - mape: 2064816.3750 - val_loss: 0.3308 - val_mape: 5242470.0000
Epoch 13/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3123 - mape: 2215545.5000 - val_loss: 0.3250 - val_mape: 5659544.5000
Epoch 14/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3076 - mape: 2370463.5000 - val_loss: 0.3193 - val_mape: 6087664.5000
Epoch 15/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3031 - mape: 2530586.0000 - val_loss: 0.3137 - val_mape: 6532280.5000
Epoch 16/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2986 - mape: 2696091.2500 - val_loss: 0.3082 - val_mape: 6992869.0000
Epoch 17/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2943 - mape: 2868583.5000 - val_loss: 0.3028 - val_mape: 7467236.0000
Epoch 18/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2900 - mape: 3048928.0000 - val_loss: 0.2975 - val_mape: 7958008.5000
Epoch 19/250
2/2 [==============================] - 0s 243ms/step - loss: 0.2859 - mape: 3236849.0000 - val_loss: 0.2923 - val_mape: 8458590.0000
Epoch 20/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2820 - mape: 3431741.2500 - val_loss: 0.2873 - val_mape: 8970362.0000
Epoch 21/250
2/2 [==============================] - 0s 248ms/step - loss: 0.2782 - mape: 3632589.0000 - val_loss: 0.2825 - val_mape: 9493460.0000
Epoch 22/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2747 - mape: 3839362.5000 - val_loss: 0.2781 - val_mape: 10026435.0000
Epoch 23/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2714 - mape: 4050726.0000 - val_loss: 0.2738 - val_mape: 10560465.0000
Epoch 24/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2684 - mape: 4264501.5000 - val_loss: 0.2699 - val_mape: 11094149.0000
Epoch 25/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2657 - mape: 4478025.0000 - val_loss: 0.2664 - val_mape: 11620424.0000
Epoch 26/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2633 - mape: 4687486.0000 - val_loss: 0.2632 - val_mape: 12129354.0000
Epoch 27/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2612 - mape: 4888210.0000 - val_loss: 0.2605 - val_mape: 12605619.0000
Epoch 28/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2594 - mape: 5073420.0000 - val_loss: 0.2581 - val_mape: 13039412.0000
Epoch 29/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2579 - mape: 5237561.0000 - val_loss: 0.2561 - val_mape: 13421821.0000
Epoch 30/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2566 - mape: 5377175.5000 - val_loss: 0.2545 - val_mape: 13746164.0000
Epoch 31/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2555 - mape: 5490019.0000 - val_loss: 0.2530 - val_mape: 14006913.0000
Epoch 32/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2546 - mape: 5576136.0000 - val_loss: 0.2518 - val_mape: 14213445.0000
Epoch 33/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2537 - mape: 5638115.5000 - val_loss: 0.2506 - val_mape: 14374140.0000
Epoch 34/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2530 - mape: 5679836.0000 - val_loss: 0.2497 - val_mape: 14497644.0000
Epoch 35/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2523 - mape: 5705771.0000 - val_loss: 0.2488 - val_mape: 14595745.0000
Epoch 36/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2517 - mape: 5719902.0000 - val_loss: 0.2480 - val_mape: 14680497.0000
Epoch 37/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2511 - mape: 5725210.0000 - val_loss: 0.2472 - val_mape: 14753101.0000
Epoch 38/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2506 - mape: 5725791.5000 - val_loss: 0.2465 - val_mape: 14819895.0000
Epoch 39/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2501 - mape: 5724603.0000 - val_loss: 0.2457 - val_mape: 14887506.0000
Epoch 40/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2495 - mape: 5724292.5000 - val_loss: 0.2450 - val_mape: 14963661.0000
Epoch 41/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2490 - mape: 5727743.5000 - val_loss: 0.2442 - val_mape: 15054363.0000
Epoch 42/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2484 - mape: 5737012.0000 - val_loss: 0.2434 - val_mape: 15161592.0000
Epoch 43/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2479 - mape: 5753123.0000 - val_loss: 0.2425 - val_mape: 15286953.0000
Epoch 44/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2472 - mape: 5775967.0000 - val_loss: 0.2416 - val_mape: 15432330.0000
Epoch 45/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2465 - mape: 5806725.5000 - val_loss: 0.2408 - val_mape: 15597373.0000
Epoch 46/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2458 - mape: 5844328.5000 - val_loss: 0.2399 - val_mape: 15790286.0000
Epoch 47/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2450 - mape: 5888294.0000 - val_loss: 0.2391 - val_mape: 15999645.0000
Epoch 48/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2442 - mape: 5936788.5000 - val_loss: 0.2383 - val_mape: 16214720.0000
Epoch 49/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2434 - mape: 5988652.5000 - val_loss: 0.2375 - val_mape: 16431187.0000
Epoch 50/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2426 - mape: 6040892.0000 - val_loss: 0.2367 - val_mape: 16640586.0000
Epoch 51/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2418 - mape: 6088971.5000 - val_loss: 0.2359 - val_mape: 16834462.0000
Epoch 52/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2410 - mape: 6129244.5000 - val_loss: 0.2351 - val_mape: 17010200.0000
Epoch 53/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2403 - mape: 6162170.5000 - val_loss: 0.2344 - val_mape: 17164596.0000
Epoch 54/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2396 - mape: 6185140.5000 - val_loss: 0.2336 - val_mape: 17285246.0000
Epoch 55/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2389 - mape: 6197995.0000 - val_loss: 0.2329 - val_mape: 17366504.0000
Epoch 56/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2383 - mape: 6203489.5000 - val_loss: 0.2323 - val_mape: 17432532.0000
Epoch 57/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2377 - mape: 6202847.0000 - val_loss: 0.2316 - val_mape: 17492014.0000
Epoch 58/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2372 - mape: 6198476.0000 - val_loss: 0.2311 - val_mape: 17545136.0000
Epoch 59/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2366 - mape: 6190606.0000 - val_loss: 0.2307 - val_mape: 17603466.0000
Epoch 60/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2360 - mape: 6182629.0000 - val_loss: 0.2304 - val_mape: 17679120.0000
Epoch 61/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2355 - mape: 6178587.5000 - val_loss: 0.2302 - val_mape: 17775480.0000
Epoch 62/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2349 - mape: 6178090.0000 - val_loss: 0.2302 - val_mape: 17887192.0000
Epoch 63/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2344 - mape: 6180433.0000 - val_loss: 0.2304 - val_mape: 18003810.0000
Epoch 64/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2339 - mape: 6182250.0000 - val_loss: 0.2307 - val_mape: 18114502.0000
Epoch 65/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2334 - mape: 6181832.0000 - val_loss: 0.2311 - val_mape: 18225008.0000
Epoch 66/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2329 - mape: 6178860.0000 - val_loss: 0.2317 - val_mape: 18335998.0000
Epoch 67/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2325 - mape: 6174165.5000 - val_loss: 0.2324 - val_mape: 18441844.0000
Epoch 68/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2321 - mape: 6164846.0000 - val_loss: 0.2330 - val_mape: 18522420.0000
Epoch 69/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2317 - mape: 6144282.5000 - val_loss: 0.2334 - val_mape: 18559718.0000
Epoch 70/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2314 - mape: 6109942.5000 - val_loss: 0.2337 - val_mape: 18572426.0000
Epoch 71/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2310 - mape: 6068898.5000 - val_loss: 0.2340 - val_mape: 18577266.0000
Epoch 72/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2308 - mape: 6029925.5000 - val_loss: 0.2343 - val_mape: 18590878.0000
Epoch 73/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2305 - mape: 5999394.5000 - val_loss: 0.2345 - val_mape: 18616378.0000
Epoch 74/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2302 - mape: 5978896.0000 - val_loss: 0.2346 - val_mape: 18633040.0000
Epoch 75/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2299 - mape: 5961363.0000 - val_loss: 0.2346 - val_mape: 18638838.0000
Epoch 76/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2296 - mape: 5944098.0000 - val_loss: 0.2343 - val_mape: 18619198.0000
Epoch 77/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2293 - mape: 5924101.0000 - val_loss: 0.2338 - val_mape: 18553540.0000
Epoch 78/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2290 - mape: 5895891.5000 - val_loss: 0.2332 - val_mape: 18452776.0000
Epoch 79/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2287 - mape: 5860464.5000 - val_loss: 0.2326 - val_mape: 18329196.0000
Epoch 80/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2285 - mape: 5820741.0000 - val_loss: 0.2321 - val_mape: 18235510.0000
Epoch 81/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2282 - mape: 5789337.0000 - val_loss: 0.2318 - val_mape: 18186504.0000
Epoch 82/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2279 - mape: 5768284.5000 - val_loss: 0.2317 - val_mape: 18178400.0000
Epoch 83/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2276 - mape: 5756542.0000 - val_loss: 0.2315 - val_mape: 18173862.0000
Epoch 84/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2273 - mape: 5743820.0000 - val_loss: 0.2313 - val_mape: 18109620.0000
Epoch 85/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2271 - mape: 5716922.5000 - val_loss: 0.2310 - val_mape: 18001872.0000
Epoch 86/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2268 - mape: 5681561.0000 - val_loss: 0.2308 - val_mape: 17922760.0000
Epoch 87/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2266 - mape: 5654677.5000 - val_loss: 0.2306 - val_mape: 17881722.0000
Epoch 88/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2263 - mape: 5636867.0000 - val_loss: 0.2305 - val_mape: 17845718.0000
Epoch 89/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2261 - mape: 5618243.0000 - val_loss: 0.2304 - val_mape: 17809324.0000
Epoch 90/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2259 - mape: 5590913.0000 - val_loss: 0.2304 - val_mape: 17773634.0000
Epoch 91/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2257 - mape: 5558744.5000 - val_loss: 0.2303 - val_mape: 17741146.0000
Epoch 92/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2254 - mape: 5530056.5000 - val_loss: 0.2303 - val_mape: 17740408.0000
Epoch 93/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2252 - mape: 5515827.0000 - val_loss: 0.2303 - val_mape: 17759404.0000
Epoch 94/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2250 - mape: 5507530.5000 - val_loss: 0.2302 - val_mape: 17724800.0000
Epoch 95/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2247 - mape: 5486416.0000 - val_loss: 0.2301 - val_mape: 17635942.0000
Epoch 96/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2244 - mape: 5451556.5000 - val_loss: 0.2300 - val_mape: 17550944.0000
Epoch 97/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2242 - mape: 5419599.5000 - val_loss: 0.2299 - val_mape: 17519838.0000
Epoch 98/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2239 - mape: 5402013.0000 - val_loss: 0.2299 - val_mape: 17529160.0000
Epoch 99/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2236 - mape: 5393343.0000 - val_loss: 0.2299 - val_mape: 17529306.0000
Epoch 100/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2232 - mape: 5373922.5000 - val_loss: 0.2298 - val_mape: 17519094.0000
Epoch 101/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2229 - mape: 5348849.0000 - val_loss: 0.2298 - val_mape: 17524324.0000
Epoch 102/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2226 - mape: 5334438.0000 - val_loss: 0.2298 - val_mape: 17550384.0000
Epoch 103/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2223 - mape: 5326582.0000 - val_loss: 0.2297 - val_mape: 17559678.0000
Epoch 104/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2219 - mape: 5303410.0000 - val_loss: 0.2298 - val_mape: 17583400.0000
Epoch 105/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2216 - mape: 5283420.5000 - val_loss: 0.2299 - val_mape: 17638536.0000
Epoch 106/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2212 - mape: 5275111.5000 - val_loss: 0.2299 - val_mape: 17610088.0000
Epoch 107/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2208 - mape: 5243664.0000 - val_loss: 0.2298 - val_mape: 17522842.0000
Epoch 108/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2205 - mape: 5203795.5000 - val_loss: 0.2296 - val_mape: 17475548.0000
Epoch 109/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2201 - mape: 5183273.5000 - val_loss: 0.2296 - val_mape: 17501538.0000
Epoch 110/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2197 - mape: 5162110.5000 - val_loss: 0.2297 - val_mape: 17580930.0000
Epoch 111/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2193 - mape: 5146888.0000 - val_loss: 0.2297 - val_mape: 17702604.0000
Epoch 112/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2189 - mape: 5156805.5000 - val_loss: 0.2297 - val_mape: 17766740.0000
Epoch 113/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2185 - mape: 5152824.5000 - val_loss: 0.2297 - val_mape: 17751854.0000
Epoch 114/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2181 - mape: 5127444.5000 - val_loss: 0.2299 - val_mape: 17825186.0000
Epoch 115/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2176 - mape: 5122314.5000 - val_loss: 0.2300 - val_mape: 17946302.0000
Epoch 116/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2172 - mape: 5130464.0000 - val_loss: 0.2300 - val_mape: 18040624.0000
Epoch 117/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2167 - mape: 5128355.0000 - val_loss: 0.2300 - val_mape: 18099092.0000
Epoch 118/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2162 - mape: 5122192.0000 - val_loss: 0.2299 - val_mape: 18127916.0000
Epoch 119/250
2/2 [==============================] - 0s 233ms/step - loss: 0.2158 - mape: 5116079.0000 - val_loss: 0.2298 - val_mape: 18185748.0000
Epoch 120/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2153 - mape: 5111242.0000 - val_loss: 0.2298 - val_mape: 18275462.0000
Epoch 121/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2148 - mape: 5108782.0000 - val_loss: 0.2298 - val_mape: 18348966.0000
Epoch 122/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2143 - mape: 5099374.5000 - val_loss: 0.2298 - val_mape: 18430188.0000
Epoch 123/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2138 - mape: 5095026.0000 - val_loss: 0.2299 - val_mape: 18559784.0000
Epoch 124/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2133 - mape: 5087331.0000 - val_loss: 0.2300 - val_mape: 18662278.0000
Epoch 125/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2127 - mape: 5079517.0000 - val_loss: 0.2300 - val_mape: 18668190.0000
Epoch 126/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2121 - mape: 5053741.5000 - val_loss: 0.2302 - val_mape: 18622924.0000
Epoch 127/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2115 - mape: 5016766.0000 - val_loss: 0.2301 - val_mape: 18704058.0000
Epoch 128/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2109 - mape: 5027771.0000 - val_loss: 0.2304 - val_mape: 18757242.0000
Epoch 129/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2103 - mape: 4985153.5000 - val_loss: 0.2306 - val_mape: 18831854.0000
Epoch 130/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2097 - mape: 4977029.5000 - val_loss: 0.2307 - val_mape: 18967886.0000
Epoch 131/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2090 - mape: 4977174.5000 - val_loss: 0.2310 - val_mape: 18964612.0000
Epoch 132/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2084 - mape: 4945281.0000 - val_loss: 0.2312 - val_mape: 18981512.0000
Epoch 133/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2077 - mape: 4930868.5000 - val_loss: 0.2317 - val_mape: 19096560.0000
Epoch 134/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2070 - mape: 4906720.0000 - val_loss: 0.2323 - val_mape: 19014802.0000
Epoch 135/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2063 - mape: 4853362.0000 - val_loss: 0.2323 - val_mape: 19099274.0000
Epoch 136/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2056 - mape: 4836248.5000 - val_loss: 0.2320 - val_mape: 19123302.0000
Epoch 137/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2049 - mape: 4828402.0000 - val_loss: 0.2323 - val_mape: 18956030.0000
Epoch 138/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2043 - mape: 4773985.5000 - val_loss: 0.2322 - val_mape: 19259780.0000
Epoch 139/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2035 - mape: 4784460.0000 - val_loss: 0.2326 - val_mape: 19270280.0000
Epoch 140/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2028 - mape: 4719642.5000 - val_loss: 0.2319 - val_mape: 19344236.0000
Epoch 141/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2021 - mape: 4732252.5000 - val_loss: 0.2320 - val_mape: 19323774.0000
Epoch 142/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2014 - mape: 4577990.5000 - val_loss: 0.2289 - val_mape: 20142702.0000
Epoch 143/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2010 - mape: 4822687.0000 - val_loss: 0.2326 - val_mape: 18346108.0000
Epoch 144/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2013 - mape: 4372774.5000 - val_loss: 0.2294 - val_mape: 19479164.0000
Epoch 145/250
2/2 [==============================] - 0s 233ms/step - loss: 0.1994 - mape: 4713410.5000 - val_loss: 0.2267 - val_mape: 20915156.0000
Epoch 146/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1999 - mape: 4742484.0000 - val_loss: 0.2298 - val_mape: 18508218.0000
Epoch 147/250
2/2 [==============================] - 0s 210ms/step - loss: 0.1995 - mape: 4387783.5000 - val_loss: 0.2264 - val_mape: 18796716.0000
Epoch 148/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1990 - mape: 4644112.0000 - val_loss: 0.2259 - val_mape: 19775378.0000
Epoch 149/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1971 - mape: 4578982.5000 - val_loss: 0.2271 - val_mape: 21118200.0000
Epoch 150/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1969 - mape: 4734591.5000 - val_loss: 0.2274 - val_mape: 21065298.0000
Epoch 151/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1960 - mape: 4795508.0000 - val_loss: 0.2296 - val_mape: 19539630.0000
Epoch 152/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1953 - mape: 4483007.0000 - val_loss: 0.2286 - val_mape: 19369114.0000
Epoch 153/250
2/2 [==============================] - 0s 210ms/step - loss: 0.1947 - mape: 4428182.0000 - val_loss: 0.2237 - val_mape: 20698834.0000
Epoch 154/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1930 - mape: 4548830.5000 - val_loss: 0.2224 - val_mape: 21039102.0000
Epoch 155/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1924 - mape: 4478728.0000 - val_loss: 0.2261 - val_mape: 18914792.0000
Epoch 156/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1932 - mape: 4228516.5000 - val_loss: 0.2221 - val_mape: 19835386.0000
Epoch 157/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1904 - mape: 4298035.0000 - val_loss: 0.2232 - val_mape: 21121162.0000
Epoch 158/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1893 - mape: 4178515.5000 - val_loss: 0.2235 - val_mape: 21574850.0000
Epoch 159/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1914 - mape: 4392920.0000 - val_loss: 0.2279 - val_mape: 18189012.0000
Epoch 160/250
2/2 [==============================] - 0s 243ms/step - loss: 0.1938 - mape: 3806985.7500 - val_loss: 0.2186 - val_mape: 18525024.0000
Epoch 161/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1913 - mape: 4045216.0000 - val_loss: 0.2158 - val_mape: 20011812.0000
Epoch 162/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1910 - mape: 4459979.5000 - val_loss: 0.2180 - val_mape: 20917702.0000
Epoch 163/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1904 - mape: 4484437.0000 - val_loss: 0.2213 - val_mape: 21028628.0000
Epoch 163: early stopping
1/1 [==============================] - 0s 298ms/step
Epoch 1/250
2/2 [==============================] - 3s 537ms/step - loss: 0.3590 - mape: 1014481.4375 - val_loss: 0.3388 - val_mape: 5310811.0000
Epoch 2/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3221 - mape: 1955757.7500 - val_loss: 0.3020 - val_mape: 8066488.5000
Epoch 3/250
2/2 [==============================] - 0s 249ms/step - loss: 0.2911 - mape: 3013271.5000 - val_loss: 0.2720 - val_mape: 11311846.0000
Epoch 4/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2674 - mape: 4276431.5000 - val_loss: 0.2539 - val_mape: 14923811.0000
Epoch 5/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2543 - mape: 5706589.0000 - val_loss: 0.2492 - val_mape: 18320364.0000
Epoch 6/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2508 - mape: 7004242.0000 - val_loss: 0.2490 - val_mape: 19967862.0000
Epoch 7/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2491 - mape: 7485867.5000 - val_loss: 0.2447 - val_mape: 19447116.0000
Epoch 8/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2449 - mape: 7143365.0000 - val_loss: 0.2397 - val_mape: 18155916.0000
Epoch 9/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2424 - mape: 6563370.0000 - val_loss: 0.2363 - val_mape: 16983962.0000
Epoch 10/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2418 - mape: 6065626.5000 - val_loss: 0.2339 - val_mape: 16234959.0000
Epoch 11/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2418 - mape: 5748525.5000 - val_loss: 0.2316 - val_mape: 15995779.0000
Epoch 12/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2408 - mape: 5641774.0000 - val_loss: 0.2293 - val_mape: 16294828.0000
Epoch 13/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2386 - mape: 5754851.0000 - val_loss: 0.2293 - val_mape: 17049860.0000
Epoch 14/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2363 - mape: 6048200.0000 - val_loss: 0.2326 - val_mape: 17881962.0000
Epoch 15/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2357 - mape: 6322238.0000 - val_loss: 0.2333 - val_mape: 18041822.0000
Epoch 16/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2348 - mape: 6281784.0000 - val_loss: 0.2311 - val_mape: 17618018.0000
Epoch 17/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2340 - mape: 6029798.0000 - val_loss: 0.2304 - val_mape: 17317360.0000
Epoch 18/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2339 - mape: 5849438.0000 - val_loss: 0.2309 - val_mape: 17510536.0000
Epoch 19/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2332 - mape: 5862649.0000 - val_loss: 0.2324 - val_mape: 18190734.0000
Epoch 20/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2317 - mape: 6053162.0000 - val_loss: 0.2350 - val_mape: 19113050.0000
Epoch 21/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2306 - mape: 6310286.0000 - val_loss: 0.2364 - val_mape: 19649890.0000
Epoch 22/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2299 - mape: 6387312.5000 - val_loss: 0.2352 - val_mape: 19371172.0000
Epoch 23/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2288 - mape: 6192406.0000 - val_loss: 0.2339 - val_mape: 18818696.0000
Epoch 24/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2280 - mape: 5948737.0000 - val_loss: 0.2335 - val_mape: 18578068.0000
Epoch 25/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2271 - mape: 5847326.0000 - val_loss: 0.2336 - val_mape: 18695224.0000
Epoch 26/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2259 - mape: 5875111.0000 - val_loss: 0.2333 - val_mape: 18648070.0000
Epoch 27/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2250 - mape: 5831921.5000 - val_loss: 0.2329 - val_mape: 18091562.0000
Epoch 28/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2241 - mape: 5632035.0000 - val_loss: 0.2332 - val_mape: 17532980.0000
Epoch 29/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2234 - mape: 5450580.0000 - val_loss: 0.2337 - val_mape: 17426918.0000
Epoch 30/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2224 - mape: 5416757.5000 - val_loss: 0.2342 - val_mape: 17624522.0000
Epoch 31/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2214 - mape: 5454978.0000 - val_loss: 0.2354 - val_mape: 17342110.0000
Epoch 32/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2204 - mape: 5333244.0000 - val_loss: 0.2371 - val_mape: 16799992.0000
Epoch 33/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2195 - mape: 5165023.0000 - val_loss: 0.2377 - val_mape: 16866206.0000
Epoch 34/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2184 - mape: 5169364.5000 - val_loss: 0.2385 - val_mape: 16799542.0000
Epoch 35/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2173 - mape: 5082630.5000 - val_loss: 0.2405 - val_mape: 16316347.0000
Epoch 36/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2163 - mape: 4932179.0000 - val_loss: 0.2412 - val_mape: 16435059.0000
Epoch 37/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2151 - mape: 4887805.5000 - val_loss: 0.2427 - val_mape: 16282075.0000
Epoch 38/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2141 - mape: 4703831.5000 - val_loss: 0.2426 - val_mape: 16858684.0000
Epoch 39/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2135 - mape: 4869983.0000 - val_loss: 0.2471 - val_mape: 14957860.0000
Epoch 40/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2133 - mape: 4374444.5000 - val_loss: 0.2434 - val_mape: 16275488.0000
Epoch 41/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2112 - mape: 4668703.0000 - val_loss: 0.2464 - val_mape: 16188754.0000
Epoch 42/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2108 - mape: 4320622.5000 - val_loss: 0.2431 - val_mape: 18032828.0000
Epoch 43/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2109 - mape: 4976769.5000 - val_loss: 0.2461 - val_mape: 15527049.0000
Epoch 44/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2096 - mape: 4299233.0000 - val_loss: 0.2460 - val_mape: 15605544.0000
Epoch 45/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2089 - mape: 4360526.0000 - val_loss: 0.2426 - val_mape: 17909656.0000
Epoch 46/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2066 - mape: 4676871.5000 - val_loss: 0.2455 - val_mape: 18003916.0000
Epoch 47/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2056 - mape: 4506336.5000 - val_loss: 0.2447 - val_mape: 18382860.0000
Epoch 48/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2046 - mape: 4720538.0000 - val_loss: 0.2491 - val_mape: 16560252.0000
Epoch 49/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2042 - mape: 4128542.7500 - val_loss: 0.2487 - val_mape: 17582606.0000
Epoch 50/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2024 - mape: 4455753.0000 - val_loss: 0.2502 - val_mape: 18675052.0000
Epoch 51/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2015 - mape: 4266265.0000 - val_loss: 0.2493 - val_mape: 18997852.0000
Epoch 52/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1998 - mape: 4540501.0000 - val_loss: 0.2482 - val_mape: 18394972.0000
Epoch 53/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1986 - mape: 4333414.0000 - val_loss: 0.2525 - val_mape: 18231998.0000
Epoch 54/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1975 - mape: 4273422.5000 - val_loss: 0.2514 - val_mape: 20175894.0000
Epoch 55/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1960 - mape: 4421530.5000 - val_loss: 0.2504 - val_mape: 18587002.0000
Epoch 56/250
2/2 [==============================] - 0s 210ms/step - loss: 0.1953 - mape: 3938823.7500 - val_loss: 0.2583 - val_mape: 21931412.0000
Epoch 57/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1929 - mape: 4233105.0000 - val_loss: 0.2616 - val_mape: 20414420.0000
Epoch 58/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1914 - mape: 3913007.7500 - val_loss: 0.2671 - val_mape: 21797612.0000
Epoch 59/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1885 - mape: 3637146.7500 - val_loss: 0.2771 - val_mape: 24090252.0000
Epoch 60/250
2/2 [==============================] - 0s 179ms/step - loss: 0.1877 - mape: 3978151.7500 - val_loss: 8.1687 - val_mape: 18692428.0000
Epoch 61/250
2/2 [==============================] - 0s 183ms/step - loss: 3.4045 - mape: 3095964.5000 - val_loss: 0.3011 - val_mape: 20556472.0000
Epoch 62/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1962 - mape: 4618619.5000 - val_loss: 0.2872 - val_mape: 20057512.0000
Epoch 63/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1949 - mape: 4708037.0000 - val_loss: 0.2696 - val_mape: 19258462.0000
Epoch 64/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1938 - mape: 4253203.0000 - val_loss: 0.2749 - val_mape: 22639240.0000
Epoch 65/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1911 - mape: 4828847.0000 - val_loss: 0.2809 - val_mape: 23101822.0000
Epoch 65: early stopping
1/1 [==============================] - 0s 300ms/step
Epoch 1/250
2/2 [==============================] - 3s 558ms/step - loss: 0.4325 - mape: 531901.7500 - val_loss: 0.3908 - val_mape: 2834782.7500
Epoch 2/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3538 - mape: 1135445.2500 - val_loss: 0.3350 - val_mape: 6629106.5000
Epoch 3/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3074 - mape: 2598255.7500 - val_loss: 0.2913 - val_mape: 11078044.0000
Epoch 4/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2775 - mape: 4552253.0000 - val_loss: 0.2731 - val_mape: 15520421.0000
Epoch 5/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2668 - mape: 6133070.5000 - val_loss: 0.2679 - val_mape: 17028172.0000
Epoch 6/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2586 - mape: 6296948.5000 - val_loss: 0.2637 - val_mape: 16352799.0000
Epoch 7/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2547 - mape: 5821703.5000 - val_loss: 0.2597 - val_mape: 15745750.0000
Epoch 8/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2531 - mape: 5467401.5000 - val_loss: 0.2545 - val_mape: 15870433.0000
Epoch 9/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2504 - mape: 5397731.5000 - val_loss: 0.2477 - val_mape: 16950906.0000
Epoch 10/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2457 - mape: 5690375.5000 - val_loss: 0.2421 - val_mape: 18937164.0000
Epoch 11/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2401 - mape: 6284432.0000 - val_loss: 0.2408 - val_mape: 21200120.0000
Epoch 12/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2359 - mape: 6804018.0000 - val_loss: 0.2398 - val_mape: 21467682.0000
Epoch 13/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2335 - mape: 6570109.5000 - val_loss: 0.2347 - val_mape: 19892198.0000
Epoch 14/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2337 - mape: 5982179.5000 - val_loss: 0.2335 - val_mape: 19570662.0000
Epoch 15/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2327 - mape: 5897334.5000 - val_loss: 0.2355 - val_mape: 20455766.0000
Epoch 16/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2308 - mape: 6230621.5000 - val_loss: 0.2332 - val_mape: 19765402.0000
Epoch 17/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2292 - mape: 6085935.0000 - val_loss: 0.2319 - val_mape: 18231552.0000
Epoch 18/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2291 - mape: 5698117.5000 - val_loss: 0.2329 - val_mape: 18224666.0000
Epoch 19/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2281 - mape: 5742186.0000 - val_loss: 0.2334 - val_mape: 19171722.0000
Epoch 20/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2268 - mape: 5989365.5000 - val_loss: 0.2346 - val_mape: 19431266.0000
Epoch 21/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2260 - mape: 5888027.5000 - val_loss: 0.2357 - val_mape: 18767900.0000
Epoch 22/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2254 - mape: 5631339.0000 - val_loss: 0.2354 - val_mape: 18712510.0000
Epoch 23/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2241 - mape: 5737765.5000 - val_loss: 0.2350 - val_mape: 18420792.0000
Epoch 24/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2232 - mape: 5687656.5000 - val_loss: 0.2366 - val_mape: 17392312.0000
Epoch 25/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2222 - mape: 5396648.5000 - val_loss: 0.2363 - val_mape: 17563742.0000
Epoch 26/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2212 - mape: 5462972.0000 - val_loss: 0.2391 - val_mape: 17037776.0000
Epoch 27/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2202 - mape: 5077136.5000 - val_loss: 0.2375 - val_mape: 18109088.0000
Epoch 28/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2199 - mape: 5476480.5000 - val_loss: 0.2464 - val_mape: 16049820.0000
Epoch 29/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2228 - mape: 4520772.0000 - val_loss: 0.2405 - val_mape: 18127528.0000
Epoch 30/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2218 - mape: 5758663.5000 - val_loss: 0.2456 - val_mape: 16759357.0000
Epoch 31/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2197 - mape: 4778197.5000 - val_loss: 0.2519 - val_mape: 15800495.0000
Epoch 32/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2258 - mape: 4336834.5000 - val_loss: 0.2453 - val_mape: 18597386.0000
Epoch 32: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
1/1 [==============================] - 4s 4s/step - loss: 0.4268 - mape: 360589.8125 - val_loss: 0.4380 - val_mape: 732490.0000
Epoch 2/250
1/1 [==============================] - 0s 329ms/step - loss: 0.4223 - mape: 293716.0938 - val_loss: 0.4347 - val_mape: 569272.4375
Epoch 3/250
1/1 [==============================] - 0s 311ms/step - loss: 0.4178 - mape: 226763.7031 - val_loss: 0.4316 - val_mape: 404134.5625
Epoch 4/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4134 - mape: 162043.9531 - val_loss: 0.4286 - val_mape: 242060.6875
Epoch 5/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4092 - mape: 103404.1562 - val_loss: 0.4258 - val_mape: 182952.1562
Epoch 6/250
1/1 [==============================] - 0s 298ms/step - loss: 0.4053 - mape: 69889.8125 - val_loss: 0.4234 - val_mape: 244398.8594
Epoch 7/250
1/1 [==============================] - 0s 322ms/step - loss: 0.4018 - mape: 69904.6328 - val_loss: 0.4212 - val_mape: 316407.1562
Epoch 8/250
1/1 [==============================] - 0s 351ms/step - loss: 0.3988 - mape: 102502.1797 - val_loss: 0.4193 - val_mape: 427049.8750
Epoch 9/250
1/1 [==============================] - 0s 329ms/step - loss: 0.3960 - mape: 140524.8750 - val_loss: 0.4175 - val_mape: 534794.0625
Epoch 10/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3936 - mape: 190803.6250 - val_loss: 0.4158 - val_mape: 650902.6250
Epoch 11/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3915 - mape: 237713.5625 - val_loss: 0.4139 - val_mape: 773070.5625
Epoch 12/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3895 - mape: 282509.6875 - val_loss: 0.4121 - val_mape: 893478.5625
Epoch 13/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3877 - mape: 325144.3750 - val_loss: 0.4103 - val_mape: 1016164.3125
Epoch 14/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3858 - mape: 366457.5625 - val_loss: 0.4085 - val_mape: 1141932.8750
Epoch 15/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3839 - mape: 408123.2812 - val_loss: 0.4068 - val_mape: 1271868.5000
Epoch 16/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3819 - mape: 450519.4375 - val_loss: 0.4050 - val_mape: 1405893.2500
Epoch 17/250
1/1 [==============================] - 0s 313ms/step - loss: 0.3800 - mape: 493375.5000 - val_loss: 0.4033 - val_mape: 1541030.7500
Epoch 18/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3781 - mape: 536783.3125 - val_loss: 0.4015 - val_mape: 1678168.1250
Epoch 19/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3761 - mape: 580989.1250 - val_loss: 0.3996 - val_mape: 1816878.5000
Epoch 20/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3741 - mape: 625554.5625 - val_loss: 0.3976 - val_mape: 1957570.7500
Epoch 21/250
1/1 [==============================] - 0s 327ms/step - loss: 0.3721 - mape: 670820.9375 - val_loss: 0.3955 - val_mape: 2098708.0000
Epoch 22/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3700 - mape: 714915.8750 - val_loss: 0.3934 - val_mape: 2228294.5000
Epoch 23/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3679 - mape: 759176.1875 - val_loss: 0.3911 - val_mape: 2354349.2500
Epoch 24/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3657 - mape: 805040.3750 - val_loss: 0.3886 - val_mape: 2482783.2500
Epoch 25/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3635 - mape: 852532.6875 - val_loss: 0.3862 - val_mape: 2613084.2500
Epoch 26/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3613 - mape: 900937.0000 - val_loss: 0.3838 - val_mape: 2747483.5000
Epoch 27/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3591 - mape: 950505.4375 - val_loss: 0.3813 - val_mape: 2885708.5000
Epoch 28/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3568 - mape: 1001159.0000 - val_loss: 0.3788 - val_mape: 3027703.2500
Epoch 29/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3545 - mape: 1053033.5000 - val_loss: 0.3763 - val_mape: 3173466.0000
Epoch 30/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3521 - mape: 1106160.0000 - val_loss: 0.3737 - val_mape: 3322825.2500
Epoch 31/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3498 - mape: 1160544.8750 - val_loss: 0.3712 - val_mape: 3476383.2500
Epoch 32/250
1/1 [==============================] - 0s 320ms/step - loss: 0.3474 - mape: 1216177.3750 - val_loss: 0.3686 - val_mape: 3632921.0000
Epoch 33/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3450 - mape: 1272976.1250 - val_loss: 0.3660 - val_mape: 3791616.0000
Epoch 34/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3426 - mape: 1330859.2500 - val_loss: 0.3633 - val_mape: 3952829.7500
Epoch 35/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3401 - mape: 1389816.0000 - val_loss: 0.3606 - val_mape: 4116291.7500
Epoch 36/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3377 - mape: 1449770.3750 - val_loss: 0.3579 - val_mape: 4284811.0000
Epoch 37/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3352 - mape: 1511393.6250 - val_loss: 0.3551 - val_mape: 4457944.0000
Epoch 38/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3327 - mape: 1574392.2500 - val_loss: 0.3523 - val_mape: 4636636.5000
Epoch 39/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3302 - mape: 1639185.3750 - val_loss: 0.3495 - val_mape: 4816045.5000
Epoch 40/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3277 - mape: 1705601.6250 - val_loss: 0.3466 - val_mape: 4997189.0000
Epoch 41/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3251 - mape: 1773952.6250 - val_loss: 0.3437 - val_mape: 5179665.5000
Epoch 42/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3225 - mape: 1843993.3750 - val_loss: 0.3407 - val_mape: 5367024.5000
Epoch 43/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3198 - mape: 1916150.8750 - val_loss: 0.3377 - val_mape: 5561950.5000
Epoch 44/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3171 - mape: 1990600.8750 - val_loss: 0.3346 - val_mape: 5761602.0000
Epoch 45/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3144 - mape: 2067690.8750 - val_loss: 0.3315 - val_mape: 5968631.0000
Epoch 46/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3116 - mape: 2147543.7500 - val_loss: 0.3284 - val_mape: 6182480.5000
Epoch 47/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3088 - mape: 2230586.7500 - val_loss: 0.3252 - val_mape: 6403009.5000
Epoch 48/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3060 - mape: 2316913.5000 - val_loss: 0.3219 - val_mape: 6635415.0000
Epoch 49/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3032 - mape: 2406232.0000 - val_loss: 0.3186 - val_mape: 6876716.0000
Epoch 50/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3003 - mape: 2498965.0000 - val_loss: 0.3152 - val_mape: 7127469.5000
Epoch 51/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2975 - mape: 2595854.2500 - val_loss: 0.3119 - val_mape: 7387088.0000
Epoch 52/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2946 - mape: 2696194.0000 - val_loss: 0.3085 - val_mape: 7657419.0000
Epoch 53/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2917 - mape: 2800398.5000 - val_loss: 0.3050 - val_mape: 7937718.5000
Epoch 54/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2887 - mape: 2909024.0000 - val_loss: 0.3015 - val_mape: 8228534.5000
Epoch 55/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2858 - mape: 3022367.2500 - val_loss: 0.2979 - val_mape: 8529322.0000
Epoch 56/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2828 - mape: 3140390.0000 - val_loss: 0.2943 - val_mape: 8841668.0000
Epoch 57/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2799 - mape: 3263236.5000 - val_loss: 0.2907 - val_mape: 9166197.0000
Epoch 58/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2769 - mape: 3392197.7500 - val_loss: 0.2871 - val_mape: 9504220.0000
Epoch 59/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2740 - mape: 3527697.0000 - val_loss: 0.2835 - val_mape: 9857898.0000
Epoch 60/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2711 - mape: 3670055.0000 - val_loss: 0.2799 - val_mape: 10226399.0000
Epoch 61/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2683 - mape: 3819207.2500 - val_loss: 0.2763 - val_mape: 10607625.0000
Epoch 62/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2654 - mape: 3975412.7500 - val_loss: 0.2728 - val_mape: 11011648.0000
Epoch 63/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2627 - mape: 4140333.2500 - val_loss: 0.2693 - val_mape: 11435689.0000
Epoch 64/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2600 - mape: 4315054.0000 - val_loss: 0.2658 - val_mape: 11880020.0000
Epoch 65/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2574 - mape: 4500547.0000 - val_loss: 0.2624 - val_mape: 12343814.0000
Epoch 66/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2549 - mape: 4696369.5000 - val_loss: 0.2590 - val_mape: 12831062.0000
Epoch 67/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2525 - mape: 4902641.5000 - val_loss: 0.2560 - val_mape: 13338616.0000
Epoch 68/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2503 - mape: 5120685.5000 - val_loss: 0.2531 - val_mape: 13868260.0000
Epoch 69/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2484 - mape: 5352641.0000 - val_loss: 0.2503 - val_mape: 14421469.0000
Epoch 70/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2466 - mape: 5596919.0000 - val_loss: 0.2479 - val_mape: 14995721.0000
Epoch 71/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2452 - mape: 5851856.0000 - val_loss: 0.2458 - val_mape: 15576056.0000
Epoch 72/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2444 - mape: 6113495.5000 - val_loss: 0.2439 - val_mape: 16139852.0000
Epoch 73/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2442 - mape: 6372315.0000 - val_loss: 0.2425 - val_mape: 16654966.0000
Epoch 74/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2447 - mape: 6609723.5000 - val_loss: 0.2415 - val_mape: 17073784.0000
Epoch 75/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2455 - mape: 6798095.5000 - val_loss: 0.2407 - val_mape: 17351536.0000
Epoch 76/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2460 - mape: 6912867.5000 - val_loss: 0.2403 - val_mape: 17473438.0000
Epoch 77/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2459 - mape: 6946661.5000 - val_loss: 0.2400 - val_mape: 17457234.0000
Epoch 77: early stopping
1/1 [==============================] - 0s 321ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3665 - mape: 710365.8750 - val_loss: 0.3841 - val_mape: 2115393.2500
Epoch 2/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3509 - mape: 1069647.6250 - val_loss: 0.3680 - val_mape: 3007988.7500
Epoch 3/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3354 - mape: 1453899.5000 - val_loss: 0.3514 - val_mape: 3966408.0000
Epoch 4/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3201 - mape: 1874208.3750 - val_loss: 0.3349 - val_mape: 5031870.5000
Epoch 5/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3050 - mape: 2340462.2500 - val_loss: 0.3183 - val_mape: 6215736.5000
Epoch 6/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2904 - mape: 2858962.7500 - val_loss: 0.3021 - val_mape: 7568398.0000
Epoch 7/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2771 - mape: 3442373.7500 - val_loss: 0.2861 - val_mape: 9088655.0000
Epoch 8/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2657 - mape: 4099741.2500 - val_loss: 0.2715 - val_mape: 10827912.0000
Epoch 9/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2567 - mape: 4854943.0000 - val_loss: 0.2598 - val_mape: 12777993.0000
Epoch 10/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2508 - mape: 5723503.5000 - val_loss: 0.2519 - val_mape: 14789181.0000
Epoch 11/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2520 - mape: 6649125.5000 - val_loss: 0.2481 - val_mape: 16380973.0000
Epoch 12/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2600 - mape: 7358323.0000 - val_loss: 0.2483 - val_mape: 17058132.0000
Epoch 13/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2609 - mape: 7525663.5000 - val_loss: 0.2495 - val_mape: 17079698.0000
Epoch 14/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2560 - mape: 7365510.5000 - val_loss: 0.2507 - val_mape: 16744243.0000
Epoch 15/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2507 - mape: 7075525.0000 - val_loss: 0.2519 - val_mape: 16259520.0000
Epoch 15: early stopping
1/1 [==============================] - 0s 331ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4090 - mape: 154832.9844 - val_loss: 0.3987 - val_mape: 1198296.0000
Epoch 2/250
1/1 [==============================] - 0s 317ms/step - loss: 0.3843 - mape: 424605.2188 - val_loss: 0.3797 - val_mape: 2187031.2500
Epoch 3/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3677 - mape: 772888.1875 - val_loss: 0.3574 - val_mape: 3457973.7500
Epoch 4/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3485 - mape: 1209322.0000 - val_loss: 0.3322 - val_mape: 5038660.5000
Epoch 5/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3269 - mape: 1760287.6250 - val_loss: 0.3053 - val_mape: 6966574.0000
Epoch 6/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3032 - mape: 2484335.7500 - val_loss: 0.2776 - val_mape: 9438491.0000
Epoch 7/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2793 - mape: 3462925.0000 - val_loss: 0.2526 - val_mape: 12850579.0000
Epoch 8/250
1/1 [==============================] - 0s 341ms/step - loss: 0.2595 - mape: 4868005.5000 - val_loss: 0.2426 - val_mape: 18024170.0000
Epoch 9/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2555 - mape: 7027958.5000 - val_loss: 0.2530 - val_mape: 22339666.0000
Epoch 10/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2794 - mape: 8693554.0000 - val_loss: 0.2467 - val_mape: 20732754.0000
Epoch 11/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2594 - mape: 7891015.5000 - val_loss: 0.2427 - val_mape: 18582138.0000
Epoch 12/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2492 - mape: 6932914.0000 - val_loss: 0.2422 - val_mape: 16995276.0000
Epoch 13/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2473 - mape: 6233833.0000 - val_loss: 0.2428 - val_mape: 16014260.0000
Epoch 14/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2475 - mape: 5778750.5000 - val_loss: 0.2432 - val_mape: 15481731.0000
Epoch 15/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2475 - mape: 5516934.5000 - val_loss: 0.2428 - val_mape: 15324179.0000
Epoch 16/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2468 - mape: 5412550.0000 - val_loss: 0.2415 - val_mape: 15503859.0000
Epoch 17/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2452 - mape: 5445405.5000 - val_loss: 0.2393 - val_mape: 15994460.0000
Epoch 18/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2427 - mape: 5617804.0000 - val_loss: 0.2367 - val_mape: 16817240.0000
Epoch 19/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2396 - mape: 5920857.0000 - val_loss: 0.2350 - val_mape: 17993202.0000
Epoch 20/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2370 - mape: 6368877.5000 - val_loss: 0.2377 - val_mape: 19409470.0000
Epoch 21/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2380 - mape: 6899640.0000 - val_loss: 0.2412 - val_mape: 20131116.0000
Epoch 22/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2392 - mape: 7072261.5000 - val_loss: 0.2396 - val_mape: 19761230.0000
Epoch 23/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2357 - mape: 6790632.0000 - val_loss: 0.2379 - val_mape: 19079358.0000
Epoch 24/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2336 - mape: 6384255.0000 - val_loss: 0.2378 - val_mape: 18617382.0000
Epoch 25/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2335 - mape: 6060839.0000 - val_loss: 0.2386 - val_mape: 18560006.0000
Epoch 26/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2336 - mape: 5878981.5000 - val_loss: 0.2398 - val_mape: 18940802.0000
Epoch 27/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2334 - mape: 5828348.5000 - val_loss: 0.2412 - val_mape: 19474430.0000
Epoch 28/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2332 - mape: 5859230.0000 - val_loss: 0.2408 - val_mape: 19431566.0000
Epoch 29/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2322 - mape: 5847219.0000 - val_loss: 0.2393 - val_mape: 19004772.0000
Epoch 30/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2308 - mape: 5815831.0000 - val_loss: 0.2378 - val_mape: 18597060.0000
Epoch 31/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2297 - mape: 5826281.5000 - val_loss: 0.2366 - val_mape: 18341576.0000
Epoch 32/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2295 - mape: 5881425.5000 - val_loss: 0.2358 - val_mape: 18147750.0000
Epoch 33/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2299 - mape: 5916867.0000 - val_loss: 0.2353 - val_mape: 17870228.0000
Epoch 34/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2297 - mape: 5858188.5000 - val_loss: 0.2354 - val_mape: 17560334.0000
Epoch 35/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2289 - mape: 5721455.0000 - val_loss: 0.2362 - val_mape: 17433218.0000
Epoch 36/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2282 - mape: 5594655.5000 - val_loss: 0.2371 - val_mape: 17639034.0000
Epoch 37/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2277 - mape: 5543961.5000 - val_loss: 0.2380 - val_mape: 18166398.0000
Epoch 38/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2271 - mape: 5575316.5000 - val_loss: 0.2390 - val_mape: 18835656.0000
Epoch 39/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2269 - mape: 5653380.0000 - val_loss: 0.2396 - val_mape: 19135006.0000
Epoch 40/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2268 - mape: 5674261.5000 - val_loss: 0.2394 - val_mape: 18770936.0000
Epoch 41/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2262 - mape: 5584417.0000 - val_loss: 0.2390 - val_mape: 18092550.0000
Epoch 42/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2257 - mape: 5457381.0000 - val_loss: 0.2386 - val_mape: 17633308.0000
Epoch 43/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2253 - mape: 5392798.0000 - val_loss: 0.2380 - val_mape: 17570600.0000
Epoch 44/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2248 - mape: 5414908.0000 - val_loss: 0.2375 - val_mape: 17781812.0000
Epoch 45/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2244 - mape: 5477441.0000 - val_loss: 0.2372 - val_mape: 17964666.0000
Epoch 46/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2240 - mape: 5495832.5000 - val_loss: 0.2373 - val_mape: 17965148.0000
Epoch 47/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2234 - mape: 5425160.0000 - val_loss: 0.2378 - val_mape: 17868778.0000
Epoch 48/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2228 - mape: 5304553.5000 - val_loss: 0.2384 - val_mape: 17839814.0000
Epoch 49/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2223 - mape: 5202040.5000 - val_loss: 0.2387 - val_mape: 17969574.0000
Epoch 50/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2217 - mape: 5154256.0000 - val_loss: 0.2386 - val_mape: 17894508.0000
Epoch 51/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2210 - mape: 5108910.5000 - val_loss: 0.2385 - val_mape: 17655810.0000
Epoch 52/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2201 - mape: 5066491.5000 - val_loss: 0.2387 - val_mape: 17407928.0000
Epoch 53/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2194 - mape: 5018183.5000 - val_loss: 0.2386 - val_mape: 17692844.0000
Epoch 54/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2185 - mape: 5010807.5000 - val_loss: 0.2388 - val_mape: 18288840.0000
Epoch 55/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2175 - mape: 4974617.5000 - val_loss: 0.2397 - val_mape: 17943084.0000
Epoch 56/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2164 - mape: 4749742.5000 - val_loss: 0.2404 - val_mape: 17932614.0000
Epoch 57/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2152 - mape: 4600098.0000 - val_loss: 0.2411 - val_mape: 18350782.0000
Epoch 58/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2137 - mape: 4553172.5000 - val_loss: 0.2440 - val_mape: 17183932.0000
Epoch 59/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2135 - mape: 4295931.5000 - val_loss: 0.2423 - val_mape: 20882776.0000
Epoch 60/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2150 - mape: 4653352.5000 - val_loss: 0.2438 - val_mape: 16786608.0000
Epoch 61/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2126 - mape: 4011940.5000 - val_loss: 0.2442 - val_mape: 16372972.0000
Epoch 62/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2129 - mape: 3963983.0000 - val_loss: 0.2388 - val_mape: 18933152.0000
Epoch 63/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2096 - mape: 4471483.0000 - val_loss: 0.2423 - val_mape: 21690676.0000
Epoch 64/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2101 - mape: 4786237.0000 - val_loss: 0.2484 - val_mape: 18003654.0000
Epoch 65/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2088 - mape: 3835228.7500 - val_loss: 0.2452 - val_mape: 19013510.0000
Epoch 66/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2073 - mape: 3945890.5000 - val_loss: 0.2452 - val_mape: 22165558.0000
Epoch 67/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2070 - mape: 4530845.5000 - val_loss: 0.2397 - val_mape: 19944154.0000
Epoch 68/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2042 - mape: 4403303.5000 - val_loss: 0.2418 - val_mape: 18112390.0000
Epoch 69/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2037 - mape: 4104179.0000 - val_loss: 0.2370 - val_mape: 20812492.0000
Epoch 70/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2039 - mape: 4457986.0000 - val_loss: 0.2416 - val_mape: 19796836.0000
Epoch 71/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2003 - mape: 3788408.7500 - val_loss: 0.2557 - val_mape: 19127896.0000
Epoch 72/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2033 - mape: 3272604.5000 - val_loss: 0.2577 - val_mape: 25386114.0000
Epoch 73/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2054 - mape: 4772163.5000 - val_loss: 0.2545 - val_mape: 21474080.0000
Epoch 74/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2000 - mape: 4458902.0000 - val_loss: 0.2583 - val_mape: 19285564.0000
Epoch 75/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2038 - mape: 4351605.0000 - val_loss: 0.2549 - val_mape: 20731594.0000
Epoch 76/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2000 - mape: 4733733.0000 - val_loss: 0.2510 - val_mape: 23661766.0000
Epoch 76: early stopping
1/1 [==============================] - 0s 294ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4060 - mape: 85442.6797 - val_loss: 0.4256 - val_mape: 192138.8125
Epoch 2/250
1/1 [==============================] - 0s 291ms/step - loss: 0.4035 - mape: 70676.8984 - val_loss: 0.4230 - val_mape: 245523.5938
Epoch 3/250
1/1 [==============================] - 0s 282ms/step - loss: 0.4015 - mape: 89942.4453 - val_loss: 0.4209 - val_mape: 280971.5000
Epoch 4/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3998 - mape: 123014.5156 - val_loss: 0.4193 - val_mape: 327557.1875
Epoch 5/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3984 - mape: 154620.9688 - val_loss: 0.4180 - val_mape: 374414.7500
Epoch 6/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3971 - mape: 182609.9688 - val_loss: 0.4167 - val_mape: 424349.9062
Epoch 7/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3959 - mape: 206741.3594 - val_loss: 0.4156 - val_mape: 470316.1250
Epoch 8/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3947 - mape: 226800.2500 - val_loss: 0.4146 - val_mape: 516072.0000
Epoch 9/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3936 - mape: 247847.5156 - val_loss: 0.4135 - val_mape: 563787.0625
Epoch 10/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3924 - mape: 269583.5938 - val_loss: 0.4124 - val_mape: 613707.7500
Epoch 11/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3912 - mape: 291925.7188 - val_loss: 0.4113 - val_mape: 665355.5000
Epoch 12/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3900 - mape: 314548.1562 - val_loss: 0.4101 - val_mape: 718525.6250
Epoch 13/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3888 - mape: 337616.0000 - val_loss: 0.4089 - val_mape: 773602.8750
Epoch 14/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3875 - mape: 361194.4375 - val_loss: 0.4077 - val_mape: 835755.6875
Epoch 15/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3863 - mape: 385267.9375 - val_loss: 0.4064 - val_mape: 901753.4375
Epoch 16/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3850 - mape: 409939.4688 - val_loss: 0.4050 - val_mape: 971280.0000
Epoch 17/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3837 - mape: 435814.5312 - val_loss: 0.4036 - val_mape: 1042614.3750
Epoch 18/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3824 - mape: 463106.4375 - val_loss: 0.4022 - val_mape: 1114773.6250
Epoch 19/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3810 - mape: 491018.6250 - val_loss: 0.4008 - val_mape: 1188147.0000
Epoch 20/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3796 - mape: 519652.7188 - val_loss: 0.3993 - val_mape: 1261554.8750
Epoch 21/250
1/1 [==============================] - 0s 345ms/step - loss: 0.3783 - mape: 548884.6875 - val_loss: 0.3978 - val_mape: 1336360.7500
Epoch 22/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3768 - mape: 578764.8125 - val_loss: 0.3962 - val_mape: 1412948.7500
Epoch 23/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3754 - mape: 609148.8125 - val_loss: 0.3947 - val_mape: 1492209.2500
Epoch 24/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3739 - mape: 640172.5625 - val_loss: 0.3930 - val_mape: 1573797.5000
Epoch 25/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3724 - mape: 672151.2500 - val_loss: 0.3914 - val_mape: 1658070.5000
Epoch 26/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3709 - mape: 705066.1250 - val_loss: 0.3897 - val_mape: 1745277.8750
Epoch 27/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3694 - mape: 738876.6875 - val_loss: 0.3880 - val_mape: 1835033.1250
Epoch 28/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3678 - mape: 773780.7500 - val_loss: 0.3862 - val_mape: 1927045.6250
Epoch 29/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3662 - mape: 809865.8125 - val_loss: 0.3844 - val_mape: 2022018.7500
Epoch 30/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3645 - mape: 847106.6250 - val_loss: 0.3825 - val_mape: 2120220.7500
Epoch 31/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3628 - mape: 885414.5000 - val_loss: 0.3806 - val_mape: 2221293.0000
Epoch 32/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3611 - mape: 924814.6875 - val_loss: 0.3786 - val_mape: 2326058.5000
Epoch 33/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3593 - mape: 965664.3750 - val_loss: 0.3765 - val_mape: 2432409.5000
Epoch 34/250
1/1 [==============================] - 0s 317ms/step - loss: 0.3575 - mape: 1007951.0625 - val_loss: 0.3744 - val_mape: 2542579.0000
Epoch 35/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3556 - mape: 1052109.3750 - val_loss: 0.3721 - val_mape: 2658135.0000
Epoch 36/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3536 - mape: 1098677.6250 - val_loss: 0.3698 - val_mape: 2780975.0000
Epoch 37/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3516 - mape: 1147678.3750 - val_loss: 0.3674 - val_mape: 2909110.7500
Epoch 38/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3494 - mape: 1199498.5000 - val_loss: 0.3649 - val_mape: 3042463.7500
Epoch 39/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3472 - mape: 1254246.1250 - val_loss: 0.3623 - val_mape: 3181858.0000
Epoch 40/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3449 - mape: 1312703.3750 - val_loss: 0.3596 - val_mape: 3328460.5000
Epoch 41/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3425 - mape: 1375048.8750 - val_loss: 0.3567 - val_mape: 3483226.0000
Epoch 42/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3400 - mape: 1441588.0000 - val_loss: 0.3537 - val_mape: 3646401.0000
Epoch 43/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3373 - mape: 1512809.7500 - val_loss: 0.3506 - val_mape: 3819183.0000
Epoch 44/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3345 - mape: 1589074.8750 - val_loss: 0.3473 - val_mape: 4004214.0000
Epoch 45/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3316 - mape: 1670830.7500 - val_loss: 0.3439 - val_mape: 4202834.0000
Epoch 46/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3285 - mape: 1758644.6250 - val_loss: 0.3402 - val_mape: 4417325.0000
Epoch 47/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3253 - mape: 1853775.2500 - val_loss: 0.3363 - val_mape: 4649328.0000
Epoch 48/250
1/1 [==============================] - 0s 357ms/step - loss: 0.3218 - mape: 1957732.5000 - val_loss: 0.3322 - val_mape: 4899373.0000
Epoch 49/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3182 - mape: 2070986.7500 - val_loss: 0.3279 - val_mape: 5169227.0000
Epoch 50/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3144 - mape: 2195214.7500 - val_loss: 0.3233 - val_mape: 5461012.5000
Epoch 51/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3103 - mape: 2332344.0000 - val_loss: 0.3184 - val_mape: 5778525.0000
Epoch 52/250
1/1 [==============================] - 0s 313ms/step - loss: 0.3061 - mape: 2485032.0000 - val_loss: 0.3133 - val_mape: 6126865.5000
Epoch 53/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3015 - mape: 2655652.0000 - val_loss: 0.3078 - val_mape: 6511035.0000
Epoch 54/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2967 - mape: 2848836.7500 - val_loss: 0.3020 - val_mape: 6935599.5000
Epoch 55/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2918 - mape: 3069883.2500 - val_loss: 0.2958 - val_mape: 7410125.0000
Epoch 56/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2866 - mape: 3327516.7500 - val_loss: 0.2891 - val_mape: 7945489.5000
Epoch 57/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2814 - mape: 3643995.5000 - val_loss: 0.2818 - val_mape: 8557966.0000
Epoch 58/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2841 - mape: 6407278.0000 - val_loss: 0.2792 - val_mape: 8801578.0000
Epoch 59/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2802 - mape: 5715316.0000 - val_loss: 0.2785 - val_mape: 8865703.0000
Epoch 60/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2746 - mape: 4193075.7500 - val_loss: 0.2775 - val_mape: 8959185.0000
Epoch 61/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2737 - mape: 4173845.7500 - val_loss: 0.2762 - val_mape: 9094597.0000
Epoch 62/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2729 - mape: 4208959.0000 - val_loss: 0.2745 - val_mape: 9269745.0000
Epoch 63/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2718 - mape: 4273894.0000 - val_loss: 0.2725 - val_mape: 9484699.0000
Epoch 64/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2705 - mape: 4363832.5000 - val_loss: 0.2701 - val_mape: 9737096.0000
Epoch 65/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2691 - mape: 4476333.0000 - val_loss: 0.2675 - val_mape: 10029053.0000
Epoch 66/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2675 - mape: 4612754.0000 - val_loss: 0.2646 - val_mape: 10361272.0000
Epoch 67/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2659 - mape: 4773649.5000 - val_loss: 0.2617 - val_mape: 10729156.0000
Epoch 68/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2644 - mape: 4958669.0000 - val_loss: 0.2586 - val_mape: 11128516.0000
Epoch 69/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2630 - mape: 5166513.0000 - val_loss: 0.2558 - val_mape: 11544242.0000
Epoch 70/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2619 - mape: 5388029.0000 - val_loss: 0.2533 - val_mape: 11953646.0000
Epoch 71/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2612 - mape: 5607819.5000 - val_loss: 0.2513 - val_mape: 12304698.0000
Epoch 72/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2607 - mape: 5787750.5000 - val_loss: 0.2500 - val_mape: 12535538.0000
Epoch 73/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2600 - mape: 5888645.5000 - val_loss: 0.2489 - val_mape: 12633956.0000
Epoch 74/250
1/1 [==============================] - 0s 334ms/step - loss: 0.2590 - mape: 5906665.5000 - val_loss: 0.2482 - val_mape: 12644778.0000
Epoch 75/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2578 - mape: 5871799.5000 - val_loss: 0.2476 - val_mape: 12626464.0000
Epoch 76/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2568 - mape: 5818655.0000 - val_loss: 0.2470 - val_mape: 12621961.0000
Epoch 77/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2560 - mape: 5773019.0000 - val_loss: 0.2462 - val_mape: 12660041.0000
Epoch 78/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2552 - mape: 5749930.0000 - val_loss: 0.2453 - val_mape: 12751674.0000
Epoch 79/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2544 - mape: 5754975.5000 - val_loss: 0.2441 - val_mape: 12888777.0000
Epoch 80/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2536 - mape: 5784683.5000 - val_loss: 0.2429 - val_mape: 13054784.0000
Epoch 81/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2529 - mape: 5830586.5000 - val_loss: 0.2417 - val_mape: 13236093.0000
Epoch 82/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2522 - mape: 5885716.5000 - val_loss: 0.2406 - val_mape: 13417452.0000
Epoch 83/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2516 - mape: 5942963.5000 - val_loss: 0.2395 - val_mape: 13578036.0000
Epoch 84/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2510 - mape: 5995553.5000 - val_loss: 0.2385 - val_mape: 13714176.0000
Epoch 85/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2503 - mape: 6040629.5000 - val_loss: 0.2375 - val_mape: 13824105.0000
Epoch 86/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2496 - mape: 6075158.5000 - val_loss: 0.2367 - val_mape: 13914217.0000
Epoch 87/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2489 - mape: 6099359.0000 - val_loss: 0.2360 - val_mape: 13997467.0000
Epoch 88/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2483 - mape: 6118680.0000 - val_loss: 0.2352 - val_mape: 14086435.0000
Epoch 89/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2478 - mape: 6138763.5000 - val_loss: 0.2344 - val_mape: 14185066.0000
Epoch 90/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2472 - mape: 6161217.5000 - val_loss: 0.2336 - val_mape: 14295596.0000
Epoch 91/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2467 - mape: 6186693.5000 - val_loss: 0.2328 - val_mape: 14415877.0000
Epoch 92/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2461 - mape: 6214451.0000 - val_loss: 0.2320 - val_mape: 14539084.0000
Epoch 93/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2455 - mape: 6241455.0000 - val_loss: 0.2312 - val_mape: 14664673.0000
Epoch 94/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2450 - mape: 6267971.0000 - val_loss: 0.2304 - val_mape: 14783793.0000
Epoch 95/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2444 - mape: 6289519.0000 - val_loss: 0.2297 - val_mape: 14890467.0000
Epoch 96/250
1/1 [==============================] - 0s 338ms/step - loss: 0.2438 - mape: 6304691.0000 - val_loss: 0.2289 - val_mape: 14977204.0000
Epoch 97/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2433 - mape: 6313355.0000 - val_loss: 0.2282 - val_mape: 15051392.0000
Epoch 98/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2427 - mape: 6315442.5000 - val_loss: 0.2276 - val_mape: 15119520.0000
Epoch 99/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2422 - mape: 6313914.5000 - val_loss: 0.2270 - val_mape: 15184768.0000
Epoch 100/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2416 - mape: 6310466.5000 - val_loss: 0.2265 - val_mape: 15250383.0000
Epoch 101/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2411 - mape: 6307572.0000 - val_loss: 0.2260 - val_mape: 15322625.0000
Epoch 102/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2405 - mape: 6302913.0000 - val_loss: 0.2256 - val_mape: 15406326.0000
Epoch 103/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2399 - mape: 6302854.0000 - val_loss: 0.2252 - val_mape: 15504091.0000
Epoch 104/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2393 - mape: 6308833.0000 - val_loss: 0.2248 - val_mape: 15613117.0000
Epoch 105/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2386 - mape: 6317313.0000 - val_loss: 0.2244 - val_mape: 15739927.0000
Epoch 106/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2380 - mape: 6330021.0000 - val_loss: 0.2241 - val_mape: 15883823.0000
Epoch 107/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2372 - mape: 6344565.5000 - val_loss: 0.2241 - val_mape: 16031409.0000
Epoch 108/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2364 - mape: 6359176.0000 - val_loss: 0.2245 - val_mape: 16175809.0000
Epoch 109/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2354 - mape: 6366083.0000 - val_loss: 0.2262 - val_mape: 16298207.0000
Epoch 110/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2341 - mape: 6359959.5000 - val_loss: 0.2362 - val_mape: 16525376.0000
Epoch 111/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2319 - mape: 6325615.0000 - val_loss: 0.8671 - val_mape: 103644024.0000
Epoch 112/250
1/1 [==============================] - 0s 263ms/step - loss: 0.3670 - mape: 6213322.0000 - val_loss: 0.5843 - val_mape: 70654896.0000
Epoch 113/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2979 - mape: 6236540.5000 - val_loss: 0.2305 - val_mape: 16439546.0000
Epoch 114/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2319 - mape: 6254642.0000 - val_loss: 0.2265 - val_mape: 16494186.0000
Epoch 115/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2328 - mape: 6231419.0000 - val_loss: 0.2253 - val_mape: 16488703.0000
Epoch 116/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2334 - mape: 6211072.0000 - val_loss: 0.2248 - val_mape: 16498548.0000
Epoch 116: early stopping
1/1 [==============================] - 0s 293ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4082 - mape: 198099.7656 - val_loss: 0.4103 - val_mape: 756828.0625
Epoch 2/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3879 - mape: 347332.9062 - val_loss: 0.3995 - val_mape: 1217420.5000
Epoch 3/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3785 - mape: 530262.1875 - val_loss: 0.3915 - val_mape: 1665817.8750
Epoch 4/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3699 - mape: 710390.4375 - val_loss: 0.3831 - val_mape: 2151172.7500
Epoch 5/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3608 - mape: 908566.5000 - val_loss: 0.3739 - val_mape: 2682860.5000
Epoch 6/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3513 - mape: 1127538.3750 - val_loss: 0.3642 - val_mape: 3266892.5000
Epoch 7/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3412 - mape: 1370733.1250 - val_loss: 0.3539 - val_mape: 3901513.5000
Epoch 8/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3306 - mape: 1644157.1250 - val_loss: 0.3428 - val_mape: 4600594.0000
Epoch 9/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3196 - mape: 1953716.8750 - val_loss: 0.3309 - val_mape: 5395536.0000
Epoch 10/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3079 - mape: 2311242.0000 - val_loss: 0.3181 - val_mape: 6315557.0000
Epoch 11/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2956 - mape: 2733933.7500 - val_loss: 0.3043 - val_mape: 7413766.0000
Epoch 12/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2830 - mape: 3244027.7500 - val_loss: 0.2897 - val_mape: 8734656.0000
Epoch 13/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2705 - mape: 3875492.5000 - val_loss: 0.2746 - val_mape: 10370824.0000
Epoch 14/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2592 - mape: 4686707.5000 - val_loss: 0.2601 - val_mape: 12454899.0000
Epoch 15/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2510 - mape: 5780680.0000 - val_loss: 0.2512 - val_mape: 15134835.0000
Epoch 16/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2596 - mape: 7301028.5000 - val_loss: 0.2511 - val_mape: 16246738.0000
Epoch 17/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2665 - mape: 7808481.0000 - val_loss: 0.2488 - val_mape: 15963060.0000
Epoch 18/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2583 - mape: 7477659.5000 - val_loss: 0.2486 - val_mape: 15209125.0000
Epoch 19/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2504 - mape: 6921325.5000 - val_loss: 0.2504 - val_mape: 14434692.0000
Epoch 20/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2473 - mape: 6411326.0000 - val_loss: 0.2525 - val_mape: 13829729.0000
Epoch 21/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2472 - mape: 6020751.5000 - val_loss: 0.2542 - val_mape: 13414940.0000
Epoch 22/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2477 - mape: 5743806.5000 - val_loss: 0.2552 - val_mape: 13181391.0000
Epoch 23/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2482 - mape: 5562025.5000 - val_loss: 0.2554 - val_mape: 13104776.0000
Epoch 24/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2482 - mape: 5461419.0000 - val_loss: 0.2548 - val_mape: 13177807.0000
Epoch 25/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2478 - mape: 5431088.0000 - val_loss: 0.2535 - val_mape: 13384179.0000
Epoch 25: early stopping
1/1 [==============================] - 0s 300ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4340 - mape: 478062.4688 - val_loss: 0.4116 - val_mape: 492694.7500
Epoch 2/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3928 - mape: 232046.0000 - val_loss: 0.3963 - val_mape: 1502318.3750
Epoch 3/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3777 - mape: 527754.0000 - val_loss: 0.3843 - val_mape: 2216759.2500
Epoch 4/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3634 - mape: 827934.8750 - val_loss: 0.3719 - val_mape: 2878985.0000
Epoch 5/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3504 - mape: 1120739.0000 - val_loss: 0.3587 - val_mape: 3568586.0000
Epoch 6/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3382 - mape: 1418409.3750 - val_loss: 0.3447 - val_mape: 4399694.5000
Epoch 7/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3254 - mape: 1744601.5000 - val_loss: 0.3286 - val_mape: 5418542.5000
Epoch 8/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3110 - mape: 2144977.7500 - val_loss: 0.3102 - val_mape: 6675476.5000
Epoch 9/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2950 - mape: 2664024.2500 - val_loss: 0.2893 - val_mape: 8269867.0000
Epoch 10/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2776 - mape: 3368140.5000 - val_loss: 0.2654 - val_mape: 10395257.0000
Epoch 11/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2611 - mape: 4355768.5000 - val_loss: 0.2411 - val_mape: 13410831.0000
Epoch 12/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2503 - mape: 5894977.5000 - val_loss: 0.2339 - val_mape: 17472978.0000
Epoch 13/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2890 - mape: 8178730.0000 - val_loss: 0.2335 - val_mape: 16919992.0000
Epoch 14/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2654 - mape: 7523929.0000 - val_loss: 0.2383 - val_mape: 15709601.0000
Epoch 15/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2481 - mape: 6535963.0000 - val_loss: 0.2457 - val_mape: 14543987.0000
Epoch 16/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2470 - mape: 5769889.5000 - val_loss: 0.2512 - val_mape: 13763201.0000
Epoch 17/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2487 - mape: 5285366.5000 - val_loss: 0.2537 - val_mape: 13531955.0000
Epoch 18/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2497 - mape: 5063455.5000 - val_loss: 0.2537 - val_mape: 13781404.0000
Epoch 19/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2490 - mape: 5066016.5000 - val_loss: 0.2517 - val_mape: 14423642.0000
Epoch 20/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2472 - mape: 5237166.0000 - val_loss: 0.2490 - val_mape: 15409199.0000
Epoch 21/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2447 - mape: 5537494.5000 - val_loss: 0.2467 - val_mape: 16663914.0000
Epoch 22/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2424 - mape: 5938083.0000 - val_loss: 0.2456 - val_mape: 18064758.0000
Epoch 23/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2409 - mape: 6392535.5000 - val_loss: 0.2457 - val_mape: 19433640.0000
Epoch 24/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2407 - mape: 6839811.0000 - val_loss: 0.2462 - val_mape: 20302668.0000
Epoch 25/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2412 - mape: 7117292.5000 - val_loss: 0.2456 - val_mape: 20314786.0000
Epoch 26/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2400 - mape: 7096355.5000 - val_loss: 0.2440 - val_mape: 19604424.0000
Epoch 27/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2377 - mape: 6826698.5000 - val_loss: 0.2428 - val_mape: 18598948.0000
Epoch 28/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2358 - mape: 6451777.0000 - val_loss: 0.2425 - val_mape: 17677368.0000
Epoch 29/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2349 - mape: 6097385.0000 - val_loss: 0.2425 - val_mape: 17020628.0000
Epoch 30/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2345 - mape: 5836942.5000 - val_loss: 0.2422 - val_mape: 16741088.0000
Epoch 31/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2338 - mape: 5708686.0000 - val_loss: 0.2412 - val_mape: 16845022.0000
Epoch 32/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2327 - mape: 5709476.0000 - val_loss: 0.2398 - val_mape: 17290582.0000
Epoch 33/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2316 - mape: 5812566.0000 - val_loss: 0.2391 - val_mape: 17895526.0000
Epoch 34/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2314 - mape: 5926405.5000 - val_loss: 0.2397 - val_mape: 18241716.0000
Epoch 35/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2310 - mape: 5897802.5000 - val_loss: 0.2412 - val_mape: 18052628.0000
Epoch 36/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2299 - mape: 5682940.5000 - val_loss: 0.2432 - val_mape: 17580496.0000
Epoch 37/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2296 - mape: 5414359.0000 - val_loss: 0.2449 - val_mape: 17270424.0000
Epoch 38/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2298 - mape: 5233953.5000 - val_loss: 0.2455 - val_mape: 17352784.0000
Epoch 39/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2295 - mape: 5199203.5000 - val_loss: 0.2451 - val_mape: 17779140.0000
Epoch 40/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2286 - mape: 5288000.5000 - val_loss: 0.2443 - val_mape: 18244844.0000
Epoch 41/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2280 - mape: 5429636.5000 - val_loss: 0.2441 - val_mape: 18355284.0000
Epoch 42/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2276 - mape: 5501955.0000 - val_loss: 0.2444 - val_mape: 18119074.0000
Epoch 43/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2270 - mape: 5472159.5000 - val_loss: 0.2455 - val_mape: 17793368.0000
Epoch 44/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2266 - mape: 5387743.0000 - val_loss: 0.2464 - val_mape: 17757070.0000
Epoch 45/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2263 - mape: 5366316.5000 - val_loss: 0.2467 - val_mape: 18090210.0000
Epoch 46/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2257 - mape: 5432730.5000 - val_loss: 0.2467 - val_mape: 18610042.0000
Epoch 47/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2250 - mape: 5544603.5000 - val_loss: 0.2469 - val_mape: 19042838.0000
Epoch 48/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2246 - mape: 5622662.5000 - val_loss: 0.2475 - val_mape: 19110042.0000
Epoch 49/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2241 - mape: 5590149.5000 - val_loss: 0.2483 - val_mape: 18917204.0000
Epoch 50/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2235 - mape: 5477134.5000 - val_loss: 0.2491 - val_mape: 18819866.0000
Epoch 51/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2231 - mape: 5390433.0000 - val_loss: 0.2494 - val_mape: 19065658.0000
Epoch 52/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2224 - mape: 5394942.0000 - val_loss: 0.2497 - val_mape: 19557332.0000
Epoch 53/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2218 - mape: 5464969.5000 - val_loss: 0.2507 - val_mape: 19911132.0000
Epoch 54/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2211 - mape: 5489033.0000 - val_loss: 0.2523 - val_mape: 19874124.0000
Epoch 55/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2203 - mape: 5411939.0000 - val_loss: 0.2540 - val_mape: 19769192.0000
Epoch 56/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2195 - mape: 5321966.0000 - val_loss: 0.2553 - val_mape: 19937966.0000
Epoch 57/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2185 - mape: 5309121.0000 - val_loss: 0.2567 - val_mape: 20419372.0000
Epoch 58/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2174 - mape: 5357714.0000 - val_loss: 0.2593 - val_mape: 20723254.0000
Epoch 59/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2163 - mape: 5317095.5000 - val_loss: 0.2623 - val_mape: 21543332.0000
Epoch 60/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2150 - mape: 5320809.5000 - val_loss: 0.2647 - val_mape: 22614580.0000
Epoch 61/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2138 - mape: 5320939.0000 - val_loss: 0.2666 - val_mape: 21938408.0000
Epoch 62/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2127 - mape: 4964623.5000 - val_loss: 0.2664 - val_mape: 22583098.0000
Epoch 63/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2117 - mape: 4965054.5000 - val_loss: 0.2713 - val_mape: 22316870.0000
Epoch 64/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2103 - mape: 4787768.5000 - val_loss: 0.2810 - val_mape: 23971686.0000
Epoch 65/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2091 - mape: 5005737.5000 - val_loss: 0.2935 - val_mape: 24538726.0000
Epoch 66/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2077 - mape: 4886230.5000 - val_loss: 0.3013 - val_mape: 24267288.0000
Epoch 67/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2067 - mape: 4703975.5000 - val_loss: 0.3038 - val_mape: 24622680.0000
Epoch 68/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2056 - mape: 4824952.0000 - val_loss: 0.3114 - val_mape: 23379976.0000
Epoch 69/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2055 - mape: 4381585.0000 - val_loss: 0.3455 - val_mape: 27257198.0000
Epoch 70/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2044 - mape: 4900937.5000 - val_loss: 0.3457 - val_mape: 25253872.0000
Epoch 71/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2030 - mape: 4260142.5000 - val_loss: 0.3494 - val_mape: 26011970.0000
Epoch 72/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2003 - mape: 4410410.5000 - val_loss: 0.3564 - val_mape: 27031598.0000
Epoch 73/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2009 - mape: 4581166.0000 - val_loss: 0.3710 - val_mape: 25575226.0000
Epoch 74/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2018 - mape: 3797116.7500 - val_loss: 178.4025 - val_mape: 7839699968.0000
Epoch 75/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1980 - mape: 4246536.5000 - val_loss: 0.3798 - val_mape: 28417062.0000
Epoch 76/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2004 - mape: 4560131.0000 - val_loss: 0.3760 - val_mape: 25271768.0000
Epoch 77/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2015 - mape: 3614603.2500 - val_loss: 2906.5928 - val_mape: 296911306752.0000
Epoch 78/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1965 - mape: 3956800.5000 - val_loss: 1262.2448 - val_mape: 100019732480.0000
Epoch 79/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2008 - mape: 4574497.0000 - val_loss: 0.3517 - val_mape: 24042014.0000
Epoch 80/250
1/1 [==============================] - 0s 251ms/step - loss: 0.1973 - mape: 3681411.7500 - val_loss: 0.3441 - val_mape: 23222814.0000
Epoch 81/250
1/1 [==============================] - 0s 304ms/step - loss: 0.1978 - mape: 3587007.5000 - val_loss: 81.8077 - val_mape: 2778656512.0000
Epoch 82/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1942 - mape: 4243151.5000 - val_loss: 1583.7286 - val_mape: 97789173760.0000
Epoch 83/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1947 - mape: 4317294.0000 - val_loss: 0.3478 - val_mape: 23100840.0000
Epoch 84/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1952 - mape: 3620143.7500 - val_loss: 0.3267 - val_mape: 22615016.0000
Epoch 85/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1940 - mape: 3738861.7500 - val_loss: 19.8877 - val_mape: 890469184.0000
Epoch 86/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1933 - mape: 4138415.5000 - val_loss: 49717.3438 - val_mape: 1999395225600.0000
Epoch 87/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1934 - mape: 4098626.5000 - val_loss: 60.7946 - val_mape: 5855007232.0000
Epoch 88/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1916 - mape: 3503295.5000 - val_loss: 0.3207 - val_mape: 22808220.0000
Epoch 89/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1912 - mape: 3877304.2500 - val_loss: 0.3441 - val_mape: 23850642.0000
Epoch 90/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1912 - mape: 4064608.5000 - val_loss: 839.4083 - val_mape: 74793320448.0000
Epoch 91/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1892 - mape: 3675930.0000 - val_loss: 9599.3877 - val_mape: 65620336640.0000
Epoch 92/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1903 - mape: 3862876.0000 - val_loss: 0.3336 - val_mape: 22963054.0000
Epoch 93/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1884 - mape: 3751917.0000 - val_loss: 0.3026 - val_mape: 21580032.0000
Epoch 94/250
1/1 [==============================] - 0s 296ms/step - loss: 0.1895 - mape: 3590964.7500 - val_loss: 0.3050 - val_mape: 21397206.0000
Epoch 95/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1885 - mape: 3383979.7500 - val_loss: 0.4628 - val_mape: 31589504.0000
Epoch 96/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1863 - mape: 3657379.7500 - val_loss: 1409.6516 - val_mape: 92535521280.0000
Epoch 97/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1870 - mape: 3773571.2500 - val_loss: 256.0286 - val_mape: 16917483520.0000
Epoch 98/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1862 - mape: 3472870.0000 - val_loss: 10.0931 - val_mape: 829870080.0000
Epoch 99/250
1/1 [==============================] - 0s 255ms/step - loss: 0.1867 - mape: 3871892.2500 - val_loss: 7.7615 - val_mape: 505145952.0000
Epoch 100/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1872 - mape: 3183521.2500 - val_loss: 234.2486 - val_mape: 11406796800.0000
Epoch 101/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1838 - mape: 3566292.2500 - val_loss: 3574.1477 - val_mape: 195733798912.0000
Epoch 102/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1842 - mape: 3682368.7500 - val_loss: 31.6580 - val_mape: 1540395520.0000
Epoch 103/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1912 - mape: 2940207.7500 - val_loss: 140.4695 - val_mape: 11891260416.0000
Epoch 104/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1829 - mape: 3543423.5000 - val_loss: 115.3138 - val_mape: 2813010688.0000
Epoch 105/250
1/1 [==============================] - 0s 278ms/step - loss: 0.1848 - mape: 3911291.2500 - val_loss: 2.7684 - val_mape: 44397344.0000
Epoch 106/250
1/1 [==============================] - 0s 319ms/step - loss: 0.1864 - mape: 3247164.0000 - val_loss: 3.0679 - val_mape: 158359088.0000
Epoch 107/250
1/1 [==============================] - 0s 273ms/step - loss: 0.1831 - mape: 3764619.2500 - val_loss: 361.8122 - val_mape: 29108582400.0000
Epoch 108/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1886 - mape: 4327144.5000 - val_loss: 454.3042 - val_mape: 26978848768.0000
Epoch 109/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1864 - mape: 3281009.2500 - val_loss: 258.7868 - val_mape: 129950688.0000
Epoch 109: early stopping
1/1 [==============================] - 0s 308ms/step
Epoch 1/250
5/5 [==============================] - 5s 250ms/step - loss: 0.3855 - mape: 419228.0625 - val_loss: 0.4120 - val_mape: 560118.5625
Epoch 2/250
5/5 [==============================] - 1s 160ms/step - loss: 0.3656 - mape: 766798.5000 - val_loss: 0.3944 - val_mape: 1413286.5000
Epoch 3/250
5/5 [==============================] - 1s 154ms/step - loss: 0.3477 - mape: 1165995.0000 - val_loss: 0.3777 - val_mape: 2292545.0000
Epoch 4/250
5/5 [==============================] - 1s 155ms/step - loss: 0.3306 - mape: 1597468.3750 - val_loss: 0.3613 - val_mape: 3200581.0000
Epoch 5/250
5/5 [==============================] - 1s 158ms/step - loss: 0.3141 - mape: 2069927.8750 - val_loss: 0.3446 - val_mape: 4200854.0000
Epoch 6/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2983 - mape: 2590552.7500 - val_loss: 0.3280 - val_mape: 5340254.5000
Epoch 7/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2835 - mape: 3165702.0000 - val_loss: 0.3114 - val_mape: 6590353.5000
Epoch 8/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2707 - mape: 3806847.2500 - val_loss: 0.2949 - val_mape: 7956655.5000
Epoch 9/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2608 - mape: 4501791.0000 - val_loss: 0.2798 - val_mape: 9372740.0000
Epoch 10/250
5/5 [==============================] - 1s 157ms/step - loss: 0.2546 - mape: 5209333.5000 - val_loss: 0.2679 - val_mape: 10685299.0000
Epoch 11/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2530 - mape: 5773198.5000 - val_loss: 0.2611 - val_mape: 11545169.0000
Epoch 12/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2509 - mape: 5957933.5000 - val_loss: 0.2593 - val_mape: 11740726.0000
Epoch 13/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2482 - mape: 5845392.5000 - val_loss: 0.2596 - val_mape: 11649742.0000
Epoch 14/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2470 - mape: 5674883.0000 - val_loss: 0.2596 - val_mape: 11595910.0000
Epoch 15/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2463 - mape: 5574820.0000 - val_loss: 0.2585 - val_mape: 11686428.0000
Epoch 16/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2455 - mape: 5565664.0000 - val_loss: 0.2565 - val_mape: 11915028.0000
Epoch 17/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2445 - mape: 5625398.5000 - val_loss: 0.2538 - val_mape: 12233222.0000
Epoch 18/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2434 - mape: 5710800.0000 - val_loss: 0.2512 - val_mape: 12559693.0000
Epoch 19/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2423 - mape: 5779615.0000 - val_loss: 0.2491 - val_mape: 12840083.0000
Epoch 20/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2412 - mape: 5808241.0000 - val_loss: 0.2475 - val_mape: 13043424.0000
Epoch 21/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2401 - mape: 5805021.0000 - val_loss: 0.2460 - val_mape: 13230103.0000
Epoch 22/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2392 - mape: 5799345.0000 - val_loss: 0.2444 - val_mape: 13449317.0000
Epoch 23/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2383 - mape: 5810365.0000 - val_loss: 0.2426 - val_mape: 13714194.0000
Epoch 24/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2374 - mape: 5838665.5000 - val_loss: 0.2408 - val_mape: 14003429.0000
Epoch 25/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2365 - mape: 5872036.5000 - val_loss: 0.2391 - val_mape: 14311119.0000
Epoch 26/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2356 - mape: 5902885.5000 - val_loss: 0.2376 - val_mape: 14627981.0000
Epoch 27/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2346 - mape: 5927693.5000 - val_loss: 0.2361 - val_mape: 14968717.0000
Epoch 28/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2337 - mape: 5953225.0000 - val_loss: 0.2347 - val_mape: 15335960.0000
Epoch 29/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2328 - mape: 5986278.0000 - val_loss: 0.2335 - val_mape: 15699566.0000
Epoch 30/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2319 - mape: 6011058.0000 - val_loss: 0.2325 - val_mape: 16062816.0000
Epoch 31/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2310 - mape: 6031577.5000 - val_loss: 0.2316 - val_mape: 16402426.0000
Epoch 32/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2302 - mape: 6037918.0000 - val_loss: 0.2311 - val_mape: 16653377.0000
Epoch 33/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2294 - mape: 6018480.0000 - val_loss: 0.2308 - val_mape: 16837030.0000
Epoch 34/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2288 - mape: 5986020.5000 - val_loss: 0.2308 - val_mape: 16950900.0000
Epoch 35/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2283 - mape: 5943036.0000 - val_loss: 0.2310 - val_mape: 16990068.0000
Epoch 36/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2278 - mape: 5891332.0000 - val_loss: 0.2312 - val_mape: 16957174.0000
Epoch 37/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2274 - mape: 5838631.0000 - val_loss: 0.2314 - val_mape: 16911780.0000
Epoch 38/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2270 - mape: 5798166.0000 - val_loss: 0.2317 - val_mape: 16826964.0000
Epoch 39/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2266 - mape: 5756223.5000 - val_loss: 0.2321 - val_mape: 16729491.0000
Epoch 40/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2263 - mape: 5715205.5000 - val_loss: 0.2324 - val_mape: 16630991.0000
Epoch 41/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2260 - mape: 5677640.5000 - val_loss: 0.2328 - val_mape: 16558559.0000
Epoch 42/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2256 - mape: 5646259.0000 - val_loss: 0.2332 - val_mape: 16520065.0000
Epoch 43/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2253 - mape: 5619424.0000 - val_loss: 0.2336 - val_mape: 16489615.0000
Epoch 44/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2250 - mape: 5587106.0000 - val_loss: 0.2342 - val_mape: 16436915.0000
Epoch 45/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2247 - mape: 5554374.5000 - val_loss: 0.2349 - val_mape: 16410016.0000
Epoch 46/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2243 - mape: 5533650.0000 - val_loss: 0.2355 - val_mape: 16407546.0000
Epoch 47/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2240 - mape: 5515278.0000 - val_loss: 0.2363 - val_mape: 16400901.0000
Epoch 48/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2236 - mape: 5495983.0000 - val_loss: 0.2372 - val_mape: 16399174.0000
Epoch 49/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2233 - mape: 5482006.5000 - val_loss: 0.2379 - val_mape: 16402769.0000
Epoch 50/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2229 - mape: 5468878.5000 - val_loss: 0.2386 - val_mape: 16395022.0000
Epoch 51/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2225 - mape: 5445767.0000 - val_loss: 0.2393 - val_mape: 16361951.0000
Epoch 52/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2221 - mape: 5419365.5000 - val_loss: 0.2400 - val_mape: 16329463.0000
Epoch 53/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2218 - mape: 5401763.5000 - val_loss: 0.2406 - val_mape: 16312262.0000
Epoch 54/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2214 - mape: 5375926.0000 - val_loss: 0.2413 - val_mape: 16280545.0000
Epoch 55/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2210 - mape: 5347594.5000 - val_loss: 0.2420 - val_mape: 16211913.0000
Epoch 56/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2206 - mape: 5311339.0000 - val_loss: 0.2426 - val_mape: 16192849.0000
Epoch 57/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2202 - mape: 5289799.5000 - val_loss: 0.2432 - val_mape: 16225879.0000
Epoch 58/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2198 - mape: 5271284.5000 - val_loss: 0.2439 - val_mape: 16249332.0000
Epoch 59/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2194 - mape: 5253370.5000 - val_loss: 0.2445 - val_mape: 16227781.0000
Epoch 60/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2190 - mape: 5225565.0000 - val_loss: 0.2450 - val_mape: 16196833.0000
Epoch 61/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2186 - mape: 5191474.0000 - val_loss: 0.2457 - val_mape: 16175025.0000
Epoch 62/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2182 - mape: 5162585.0000 - val_loss: 0.2463 - val_mape: 16209503.0000
Epoch 63/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2178 - mape: 5151384.5000 - val_loss: 0.2469 - val_mape: 16183478.0000
Epoch 64/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2174 - mape: 5109130.0000 - val_loss: 0.2470 - val_mape: 16280284.0000
Epoch 65/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2170 - mape: 5117982.5000 - val_loss: 0.2478 - val_mape: 16192891.0000
Epoch 66/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2166 - mape: 5042966.0000 - val_loss: 0.2479 - val_mape: 16305119.0000
Epoch 67/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2163 - mape: 5095857.5000 - val_loss: 0.2495 - val_mape: 16077327.0000
Epoch 68/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2161 - mape: 4933753.5000 - val_loss: 0.2485 - val_mape: 16489135.0000
Epoch 69/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2162 - mape: 5137469.5000 - val_loss: 0.2514 - val_mape: 15913244.0000
Epoch 70/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2168 - mape: 4755400.5000 - val_loss: 0.2506 - val_mape: 16375247.0000
Epoch 71/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2158 - mape: 5136398.5000 - val_loss: 0.2506 - val_mape: 16408008.0000
Epoch 72/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2153 - mape: 4813941.0000 - val_loss: 0.2525 - val_mape: 16298651.0000
Epoch 73/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2139 - mape: 5016778.0000 - val_loss: 0.2507 - val_mape: 16910682.0000
Epoch 74/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2131 - mape: 4970487.0000 - val_loss: 0.2531 - val_mape: 16504626.0000
Epoch 75/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2125 - mape: 4911476.0000 - val_loss: 0.2528 - val_mape: 16670093.0000
Epoch 76/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2118 - mape: 4907609.5000 - val_loss: 0.2538 - val_mape: 16636484.0000
Epoch 77/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2111 - mape: 4832133.5000 - val_loss: 0.2530 - val_mape: 17070214.0000
Epoch 78/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2105 - mape: 4898846.0000 - val_loss: 0.2547 - val_mape: 16704888.0000
Epoch 79/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2097 - mape: 4740515.0000 - val_loss: 0.2529 - val_mape: 17462298.0000
Epoch 80/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2095 - mape: 4920395.5000 - val_loss: 0.2574 - val_mape: 16399776.0000
Epoch 81/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2112 - mape: 4449326.5000 - val_loss: 0.2524 - val_mape: 18181756.0000
Epoch 82/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2119 - mape: 5154091.5000 - val_loss: 0.2564 - val_mape: 16752590.0000
Epoch 83/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2154 - mape: 4167785.2500 - val_loss: 0.2577 - val_mape: 17023988.0000
Epoch 84/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2124 - mape: 5059967.0000 - val_loss: 0.2531 - val_mape: 18905272.0000
Epoch 84: early stopping
1/1 [==============================] - 0s 378ms/step
Epoch 1/250
5/5 [==============================] - 4s 247ms/step - loss: 0.3803 - mape: 465135.9375 - val_loss: 0.3630 - val_mape: 3415053.5000
Epoch 2/250
5/5 [==============================] - 1s 152ms/step - loss: 0.3259 - mape: 1805004.5000 - val_loss: 0.3039 - val_mape: 7791065.5000
Epoch 3/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2878 - mape: 4623359.5000 - val_loss: 0.2613 - val_mape: 15795597.0000
Epoch 4/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2598 - mape: 6569475.0000 - val_loss: 0.2571 - val_mape: 15513558.0000
Epoch 5/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2537 - mape: 5938935.0000 - val_loss: 0.2554 - val_mape: 14796835.0000
Epoch 6/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2515 - mape: 5814264.5000 - val_loss: 0.2497 - val_mape: 16033795.0000
Epoch 7/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2473 - mape: 6434011.0000 - val_loss: 0.2446 - val_mape: 17653990.0000
Epoch 8/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2436 - mape: 6827551.5000 - val_loss: 0.2413 - val_mape: 17004984.0000
Epoch 9/250
5/5 [==============================] - 1s 165ms/step - loss: 0.2405 - mape: 6367583.0000 - val_loss: 0.2392 - val_mape: 16531483.0000
Epoch 10/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2381 - mape: 6247784.5000 - val_loss: 0.2369 - val_mape: 16944774.0000
Epoch 11/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2354 - mape: 6091186.5000 - val_loss: 0.2358 - val_mape: 16932614.0000
Epoch 12/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2336 - mape: 5961759.0000 - val_loss: 0.2367 - val_mape: 17588442.0000
Epoch 13/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2321 - mape: 5911276.0000 - val_loss: 0.2377 - val_mape: 19675730.0000
Epoch 14/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2290 - mape: 6198517.0000 - val_loss: 0.2405 - val_mape: 17349342.0000
Epoch 15/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2293 - mape: 5511021.0000 - val_loss: 0.2392 - val_mape: 19225858.0000
Epoch 16/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2268 - mape: 5855440.0000 - val_loss: 0.2452 - val_mape: 15461699.0000
Epoch 17/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2319 - mape: 4887909.5000 - val_loss: 0.2407 - val_mape: 18354952.0000
Epoch 18/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2280 - mape: 5940185.0000 - val_loss: 0.2432 - val_mape: 17226790.0000
Epoch 19/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2315 - mape: 4943383.5000 - val_loss: 0.2464 - val_mape: 17533528.0000
Epoch 20/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2258 - mape: 5403179.0000 - val_loss: 0.2489 - val_mape: 23197336.0000
Epoch 21/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2259 - mape: 6215146.0000 - val_loss: 0.2423 - val_mape: 15704628.0000
Epoch 22/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2250 - mape: 5056334.5000 - val_loss: 0.2395 - val_mape: 15599095.0000
Epoch 23/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2256 - mape: 5340030.5000 - val_loss: 0.2403 - val_mape: 15814021.0000
Epoch 24/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2253 - mape: 4767762.5000 - val_loss: 0.2407 - val_mape: 18050524.0000
Epoch 25/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2220 - mape: 5791720.5000 - val_loss: 0.2418 - val_mape: 20025034.0000
Epoch 26/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2192 - mape: 5444037.5000 - val_loss: 0.2441 - val_mape: 18461656.0000
Epoch 27/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2163 - mape: 5145007.0000 - val_loss: 0.2451 - val_mape: 21536942.0000
Epoch 28/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2128 - mape: 5335491.5000 - val_loss: 0.2485 - val_mape: 18235956.0000
Epoch 29/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2135 - mape: 4612407.0000 - val_loss: 0.2561 - val_mape: 22373624.0000
Epoch 30/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2073 - mape: 5262322.0000 - val_loss: 0.2533 - val_mape: 20745822.0000
Epoch 31/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2043 - mape: 4745259.5000 - val_loss: 43.8525 - val_mape: 24854170.0000
Epoch 32/250
5/5 [==============================] - 1s 147ms/step - loss: 2.6603 - mape: 8050089.5000 - val_loss: 0.2452 - val_mape: 19667996.0000
Epoch 33/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2059 - mape: 4792015.0000 - val_loss: 0.2443 - val_mape: 19188332.0000
Epoch 34/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2057 - mape: 4513157.5000 - val_loss: 0.2493 - val_mape: 22228414.0000
Epoch 35/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2060 - mape: 4954066.5000 - val_loss: 0.2519 - val_mape: 18784646.0000
Epoch 36/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2080 - mape: 4665993.5000 - val_loss: 0.2524 - val_mape: 20165210.0000
Epoch 36: early stopping
1/1 [==============================] - 0s 301ms/step
Epoch 1/250
5/5 [==============================] - 4s 235ms/step - loss: 0.3752 - mape: 627669.5625 - val_loss: 0.3217 - val_mape: 5750795.5000
Epoch 2/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2783 - mape: 3939794.7500 - val_loss: 0.2585 - val_mape: 21759908.0000
Epoch 3/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2545 - mape: 8485088.0000 - val_loss: 0.2453 - val_mape: 18255690.0000
Epoch 4/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2456 - mape: 6110892.5000 - val_loss: 0.2474 - val_mape: 14524301.0000
Epoch 5/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2473 - mape: 5237383.0000 - val_loss: 0.2420 - val_mape: 16084052.0000
Epoch 6/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2398 - mape: 6049228.0000 - val_loss: 0.2417 - val_mape: 20040310.0000
Epoch 7/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2361 - mape: 6741488.0000 - val_loss: 0.2449 - val_mape: 20313110.0000
Epoch 8/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2346 - mape: 6032905.5000 - val_loss: 0.2473 - val_mape: 20456148.0000
Epoch 9/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2325 - mape: 5858588.0000 - val_loss: 0.2465 - val_mape: 21177908.0000
Epoch 10/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2303 - mape: 6100741.5000 - val_loss: 0.2402 - val_mape: 18349806.0000
Epoch 11/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2295 - mape: 5566554.5000 - val_loss: 0.2408 - val_mape: 18648408.0000
Epoch 12/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2276 - mape: 5564489.5000 - val_loss: 0.2443 - val_mape: 21027224.0000
Epoch 13/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2272 - mape: 5593529.5000 - val_loss: 0.2442 - val_mape: 18277256.0000
Epoch 14/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2265 - mape: 5437140.5000 - val_loss: 0.2476 - val_mape: 17952606.0000
Epoch 15/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2265 - mape: 4974532.0000 - val_loss: 0.2488 - val_mape: 21054396.0000
Epoch 16/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2230 - mape: 5568711.0000 - val_loss: 0.2504 - val_mape: 18468624.0000
Epoch 17/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2203 - mape: 5069622.5000 - val_loss: 0.2605 - val_mape: 17201694.0000
Epoch 18/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2188 - mape: 4640136.5000 - val_loss: 0.2562 - val_mape: 21522202.0000
Epoch 19/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2193 - mape: 5062129.0000 - val_loss: 0.2734 - val_mape: 16903330.0000
Epoch 20/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2210 - mape: 4949573.5000 - val_loss: 0.2960 - val_mape: 15189384.0000
Epoch 21/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2327 - mape: 3690644.2500 - val_loss: 0.2758 - val_mape: 22285814.0000
Epoch 22/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2221 - mape: 5488659.5000 - val_loss: 0.2610 - val_mape: 21730550.0000
Epoch 23/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2172 - mape: 5596557.5000 - val_loss: 0.2673 - val_mape: 17049740.0000
Epoch 24/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2154 - mape: 4945464.0000 - val_loss: 0.2820 - val_mape: 16622838.0000
Epoch 25/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2122 - mape: 4648974.0000 - val_loss: 0.2861 - val_mape: 18654402.0000
Epoch 26/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2100 - mape: 4803599.5000 - val_loss: 443914129506304.0000 - val_mape: 33131701184470752165888.0000
Epoch 27/250
5/5 [==============================] - 1s 148ms/step - loss: 8013769342976.0000 - mape: 2103821216627294208.0000 - val_loss: 0.2579 - val_mape: 16625524.0000
Epoch 28/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2095 - mape: 4339811.0000 - val_loss: 0.2492 - val_mape: 17988502.0000
Epoch 29/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2092 - mape: 4692457.5000 - val_loss: 0.2510 - val_mape: 17547582.0000
Epoch 30/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2072 - mape: 4740954.0000 - val_loss: 0.2556 - val_mape: 16918866.0000
Epoch 31/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2068 - mape: 4222310.0000 - val_loss: 0.2518 - val_mape: 19938740.0000
Epoch 32/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2093 - mape: 4743966.5000 - val_loss: 0.2670 - val_mape: 14327062.0000
Epoch 33/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2157 - mape: 4165830.5000 - val_loss: 0.2624 - val_mape: 16247159.0000
Epoch 34/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2094 - mape: 4160600.0000 - val_loss: 0.2480 - val_mape: 22173640.0000
Epoch 35/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2149 - mape: 5577523.0000 - val_loss: 0.2614 - val_mape: 16112444.0000
Epoch 35: early stopping
1/1 [==============================] - 0s 298ms/step
Epoch 1/250
3/3 [==============================] - 3s 353ms/step - loss: 0.3550 - mape: 966829.4375 - val_loss: 0.3770 - val_mape: 2375585.2500
Epoch 2/250
3/3 [==============================] - 1s 191ms/step - loss: 0.3453 - mape: 1200887.5000 - val_loss: 0.3684 - val_mape: 2896464.7500
Epoch 3/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3362 - mape: 1437875.1250 - val_loss: 0.3596 - val_mape: 3478814.0000
Epoch 4/250
3/3 [==============================] - 1s 178ms/step - loss: 0.3275 - mape: 1681390.5000 - val_loss: 0.3503 - val_mape: 4144825.2500
Epoch 5/250
3/3 [==============================] - 1s 185ms/step - loss: 0.3190 - mape: 1940920.5000 - val_loss: 0.3408 - val_mape: 4845270.0000
Epoch 6/250
3/3 [==============================] - 1s 180ms/step - loss: 0.3107 - mape: 2219455.5000 - val_loss: 0.3310 - val_mape: 5586530.0000
Epoch 7/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3025 - mape: 2520074.5000 - val_loss: 0.3210 - val_mape: 6372834.5000
Epoch 8/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2942 - mape: 2854897.5000 - val_loss: 0.3113 - val_mape: 7204006.5000
Epoch 9/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2863 - mape: 3209307.0000 - val_loss: 0.3022 - val_mape: 8063196.0000
Epoch 10/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2792 - mape: 3577099.2500 - val_loss: 0.2938 - val_mape: 8927402.0000
Epoch 11/250
3/3 [==============================] - 0s 181ms/step - loss: 0.2731 - mape: 3952926.7500 - val_loss: 0.2864 - val_mape: 9782979.0000
Epoch 12/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2679 - mape: 4326468.0000 - val_loss: 0.2799 - val_mape: 10605265.0000
Epoch 13/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2638 - mape: 4687509.0000 - val_loss: 0.2744 - val_mape: 11373222.0000
Epoch 14/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2606 - mape: 5023347.5000 - val_loss: 0.2699 - val_mape: 12057048.0000
Epoch 15/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2582 - mape: 5315294.0000 - val_loss: 0.2663 - val_mape: 12635960.0000
Epoch 16/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2563 - mape: 5549351.5000 - val_loss: 0.2634 - val_mape: 13096778.0000
Epoch 17/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2547 - mape: 5721897.5000 - val_loss: 0.2612 - val_mape: 13438817.0000
Epoch 18/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2534 - mape: 5834424.0000 - val_loss: 0.2594 - val_mape: 13674184.0000
Epoch 19/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2521 - mape: 5895006.0000 - val_loss: 0.2580 - val_mape: 13829710.0000
Epoch 20/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2510 - mape: 5917215.5000 - val_loss: 0.2568 - val_mape: 13926193.0000
Epoch 21/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2500 - mape: 5915007.0000 - val_loss: 0.2557 - val_mape: 13991400.0000
Epoch 22/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2490 - mape: 5902836.5000 - val_loss: 0.2546 - val_mape: 14048416.0000
Epoch 23/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2481 - mape: 5889989.5000 - val_loss: 0.2535 - val_mape: 14114044.0000
Epoch 24/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2473 - mape: 5883042.0000 - val_loss: 0.2523 - val_mape: 14198548.0000
Epoch 25/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2464 - mape: 5886079.0000 - val_loss: 0.2510 - val_mape: 14310364.0000
Epoch 26/250
3/3 [==============================] - 1s 200ms/step - loss: 0.2455 - mape: 5901221.5000 - val_loss: 0.2496 - val_mape: 14447373.0000
Epoch 27/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2447 - mape: 5925565.0000 - val_loss: 0.2482 - val_mape: 14602816.0000
Epoch 28/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2438 - mape: 5957630.5000 - val_loss: 0.2468 - val_mape: 14772046.0000
Epoch 29/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2429 - mape: 5993505.0000 - val_loss: 0.2453 - val_mape: 14943941.0000
Epoch 30/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2420 - mape: 6028530.5000 - val_loss: 0.2439 - val_mape: 15113592.0000
Epoch 31/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2411 - mape: 6060148.0000 - val_loss: 0.2426 - val_mape: 15274292.0000
Epoch 32/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2403 - mape: 6085636.0000 - val_loss: 0.2412 - val_mape: 15422624.0000
Epoch 33/250
3/3 [==============================] - 1s 204ms/step - loss: 0.2395 - mape: 6103642.5000 - val_loss: 0.2400 - val_mape: 15556664.0000
Epoch 34/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2388 - mape: 6113275.0000 - val_loss: 0.2388 - val_mape: 15672540.0000
Epoch 35/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2381 - mape: 6112107.5000 - val_loss: 0.2377 - val_mape: 15766350.0000
Epoch 36/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2374 - mape: 6098709.0000 - val_loss: 0.2367 - val_mape: 15843825.0000
Epoch 37/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2368 - mape: 6077211.5000 - val_loss: 0.2358 - val_mape: 15917208.0000
Epoch 38/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2362 - mape: 6053210.0000 - val_loss: 0.2350 - val_mape: 15991421.0000
Epoch 39/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2357 - mape: 6027749.0000 - val_loss: 0.2343 - val_mape: 16066083.0000
Epoch 40/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2351 - mape: 6000247.5000 - val_loss: 0.2337 - val_mape: 16140383.0000
Epoch 41/250
3/3 [==============================] - 1s 198ms/step - loss: 0.2346 - mape: 5971919.5000 - val_loss: 0.2332 - val_mape: 16210095.0000
Epoch 42/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2341 - mape: 5942196.5000 - val_loss: 0.2329 - val_mape: 16296408.0000
Epoch 43/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2337 - mape: 5922315.5000 - val_loss: 0.2326 - val_mape: 16414019.0000
Epoch 44/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2332 - mape: 5915453.0000 - val_loss: 0.2325 - val_mape: 16567576.0000
Epoch 45/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2327 - mape: 5913891.0000 - val_loss: 0.2326 - val_mape: 16718522.0000
Epoch 46/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2323 - mape: 5906589.5000 - val_loss: 0.2328 - val_mape: 16843914.0000
Epoch 47/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2318 - mape: 5893357.5000 - val_loss: 0.2331 - val_mape: 16947212.0000
Epoch 48/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2314 - mape: 5875874.0000 - val_loss: 0.2333 - val_mape: 17047610.0000
Epoch 49/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2309 - mape: 5863301.5000 - val_loss: 0.2335 - val_mape: 17160866.0000
Epoch 50/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2304 - mape: 5861002.5000 - val_loss: 0.2337 - val_mape: 17292364.0000
Epoch 51/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2299 - mape: 5864947.0000 - val_loss: 0.2339 - val_mape: 17406342.0000
Epoch 52/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2294 - mape: 5859899.5000 - val_loss: 0.2344 - val_mape: 17495868.0000
Epoch 53/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2289 - mape: 5845075.5000 - val_loss: 0.2348 - val_mape: 17575848.0000
Epoch 54/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2285 - mape: 5825818.0000 - val_loss: 0.2352 - val_mape: 17643912.0000
Epoch 55/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2280 - mape: 5801892.5000 - val_loss: 0.2355 - val_mape: 17704628.0000
Epoch 56/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2276 - mape: 5777868.0000 - val_loss: 0.2357 - val_mape: 17761368.0000
Epoch 57/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2272 - mape: 5752671.0000 - val_loss: 0.2359 - val_mape: 17792578.0000
Epoch 58/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2268 - mape: 5720091.5000 - val_loss: 0.2361 - val_mape: 17773652.0000
Epoch 59/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2264 - mape: 5681273.5000 - val_loss: 0.2363 - val_mape: 17723986.0000
Epoch 60/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2261 - mape: 5639338.0000 - val_loss: 0.2366 - val_mape: 17655292.0000
Epoch 61/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2257 - mape: 5596726.5000 - val_loss: 0.2370 - val_mape: 17592902.0000
Epoch 62/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2254 - mape: 5559733.5000 - val_loss: 0.2373 - val_mape: 17542266.0000
Epoch 63/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2250 - mape: 5525074.0000 - val_loss: 0.2378 - val_mape: 17483320.0000
Epoch 64/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2247 - mape: 5488837.0000 - val_loss: 0.2382 - val_mape: 17417622.0000
Epoch 65/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2244 - mape: 5454522.0000 - val_loss: 0.2386 - val_mape: 17378530.0000
Epoch 66/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2241 - mape: 5425540.0000 - val_loss: 0.2392 - val_mape: 17329846.0000
Epoch 67/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2238 - mape: 5393192.5000 - val_loss: 0.2397 - val_mape: 17270530.0000
Epoch 68/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2235 - mape: 5358066.0000 - val_loss: 0.2402 - val_mape: 17230456.0000
Epoch 69/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2231 - mape: 5329119.5000 - val_loss: 0.2408 - val_mape: 17208296.0000
Epoch 70/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2228 - mape: 5301902.0000 - val_loss: 0.2414 - val_mape: 17160928.0000
Epoch 71/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2225 - mape: 5259542.0000 - val_loss: 0.2421 - val_mape: 17096174.0000
Epoch 72/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2221 - mape: 5214857.5000 - val_loss: 0.2427 - val_mape: 17082952.0000
Epoch 73/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2218 - mape: 5189544.5000 - val_loss: 0.2433 - val_mape: 17086294.0000
Epoch 74/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2214 - mape: 5162088.5000 - val_loss: 0.2441 - val_mape: 17039756.0000
Epoch 75/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2211 - mape: 5110845.0000 - val_loss: 0.2449 - val_mape: 17025190.0000
Epoch 76/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2207 - mape: 5072586.5000 - val_loss: 0.2455 - val_mape: 17076218.0000
Epoch 77/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2203 - mape: 5058906.5000 - val_loss: 0.2459 - val_mape: 17135626.0000
Epoch 78/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2199 - mape: 5049570.0000 - val_loss: 0.2463 - val_mape: 17116522.0000
Epoch 79/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2196 - mape: 5020819.5000 - val_loss: 0.2466 - val_mape: 17179078.0000
Epoch 80/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2192 - mape: 5019072.0000 - val_loss: 0.2469 - val_mape: 17295002.0000
Epoch 81/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2188 - mape: 5014487.5000 - val_loss: 0.2473 - val_mape: 17347596.0000
Epoch 82/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2184 - mape: 4991167.0000 - val_loss: 0.2476 - val_mape: 17394652.0000
Epoch 83/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2179 - mape: 4980894.5000 - val_loss: 0.2477 - val_mape: 17427806.0000
Epoch 84/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2175 - mape: 4949785.0000 - val_loss: 0.2478 - val_mape: 17409822.0000
Epoch 85/250
3/3 [==============================] - 1s 198ms/step - loss: 0.2171 - mape: 4923951.0000 - val_loss: 0.2476 - val_mape: 17487786.0000
Epoch 86/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2167 - mape: 4921574.0000 - val_loss: 0.2477 - val_mape: 17473762.0000
Epoch 87/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2162 - mape: 4892592.5000 - val_loss: 0.2477 - val_mape: 17564794.0000
Epoch 88/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2158 - mape: 4898282.0000 - val_loss: 0.2477 - val_mape: 17670530.0000
Epoch 89/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2154 - mape: 4868685.0000 - val_loss: 0.2480 - val_mape: 17631894.0000
Epoch 90/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2150 - mape: 4836356.0000 - val_loss: 0.2483 - val_mape: 17736474.0000
Epoch 91/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2145 - mape: 4842362.5000 - val_loss: 0.2489 - val_mape: 17799110.0000
Epoch 92/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2140 - mape: 4814832.5000 - val_loss: 0.2498 - val_mape: 17935206.0000
Epoch 93/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2134 - mape: 4801431.5000 - val_loss: 0.2501 - val_mape: 18109878.0000
Epoch 94/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2128 - mape: 4788293.0000 - val_loss: 0.2502 - val_mape: 18174966.0000
Epoch 95/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2122 - mape: 4764462.0000 - val_loss: 0.2507 - val_mape: 18121938.0000
Epoch 96/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2116 - mape: 4704587.5000 - val_loss: 0.2508 - val_mape: 18242448.0000
Epoch 97/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2109 - mape: 4675398.0000 - val_loss: 0.2514 - val_mape: 18259704.0000
Epoch 98/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2102 - mape: 4619719.5000 - val_loss: 0.2522 - val_mape: 18384488.0000
Epoch 99/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2095 - mape: 4611935.0000 - val_loss: 0.2541 - val_mape: 18445862.0000
Epoch 100/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2087 - mape: 4547197.5000 - val_loss: 0.2557 - val_mape: 18651734.0000
Epoch 101/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2079 - mape: 4556073.5000 - val_loss: 0.2579 - val_mape: 18618268.0000
Epoch 102/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2071 - mape: 4473494.0000 - val_loss: 0.2596 - val_mape: 18563640.0000
Epoch 103/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2064 - mape: 4453584.0000 - val_loss: 0.2618 - val_mape: 18428610.0000
Epoch 104/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2057 - mape: 4342773.5000 - val_loss: 0.2605 - val_mape: 19052510.0000
Epoch 105/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2051 - mape: 4432486.5000 - val_loss: 0.2661 - val_mape: 18080994.0000
Epoch 106/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2046 - mape: 4293300.0000 - val_loss: 0.2629 - val_mape: 19308046.0000
Epoch 107/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2036 - mape: 4427093.0000 - val_loss: 0.2673 - val_mape: 18439788.0000
Epoch 108/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2028 - mape: 4362457.5000 - val_loss: 0.2665 - val_mape: 19341052.0000
Epoch 109/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2020 - mape: 4448193.5000 - val_loss: 0.2707 - val_mape: 18800108.0000
Epoch 110/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2013 - mape: 4335285.0000 - val_loss: 0.2713 - val_mape: 19428676.0000
Epoch 111/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2006 - mape: 4368160.5000 - val_loss: 0.2763 - val_mape: 18953670.0000
Epoch 112/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1999 - mape: 4327836.5000 - val_loss: 0.2805 - val_mape: 18964206.0000
Epoch 113/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1992 - mape: 4234242.0000 - val_loss: 0.2769 - val_mape: 20237854.0000
Epoch 114/250
3/3 [==============================] - 0s 158ms/step - loss: 0.2005 - mape: 4225426.5000 - val_loss: 0.2909 - val_mape: 18303838.0000
Epoch 115/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2006 - mape: 4311524.0000 - val_loss: 0.2855 - val_mape: 20832396.0000
Epoch 116/250
3/3 [==============================] - 1s 184ms/step - loss: 0.1979 - mape: 4449386.0000 - val_loss: 0.2902 - val_mape: 18975704.0000
Epoch 117/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1979 - mape: 3952610.7500 - val_loss: 0.2875 - val_mape: 20300468.0000
Epoch 118/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1966 - mape: 4250830.5000 - val_loss: 0.3000 - val_mape: 19566434.0000
Epoch 119/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1977 - mape: 4096358.0000 - val_loss: 0.2947 - val_mape: 21254704.0000
Epoch 120/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1965 - mape: 4211661.0000 - val_loss: 0.3097 - val_mape: 18206472.0000
Epoch 121/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1974 - mape: 3640610.5000 - val_loss: 0.2991 - val_mape: 21524856.0000
Epoch 122/250
3/3 [==============================] - 0s 175ms/step - loss: 0.1965 - mape: 4344753.5000 - val_loss: 0.3137 - val_mape: 19466352.0000
Epoch 123/250
3/3 [==============================] - 1s 181ms/step - loss: 0.1965 - mape: 3790200.0000 - val_loss: 0.3057 - val_mape: 22042484.0000
Epoch 123: early stopping
1/1 [==============================] - 0s 299ms/step
Epoch 1/250
3/3 [==============================] - 3s 341ms/step - loss: 0.4407 - mape: 553288.5625 - val_loss: 0.4103 - val_mape: 902820.3750
Epoch 2/250
3/3 [==============================] - 1s 178ms/step - loss: 0.3913 - mape: 298409.9375 - val_loss: 0.3918 - val_mape: 2114880.7500
Epoch 3/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3671 - mape: 784553.5625 - val_loss: 0.3612 - val_mape: 4046937.0000
Epoch 4/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3282 - mape: 1693394.3750 - val_loss: 0.3213 - val_mape: 7230547.0000
Epoch 5/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2893 - mape: 2978368.7500 - val_loss: 0.2850 - val_mape: 11157044.0000
Epoch 6/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2624 - mape: 4632925.0000 - val_loss: 0.2643 - val_mape: 16017900.0000
Epoch 7/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2549 - mape: 6592440.5000 - val_loss: 0.2622 - val_mape: 19761634.0000
Epoch 8/250
3/3 [==============================] - 1s 192ms/step - loss: 0.2527 - mape: 7543589.5000 - val_loss: 0.2587 - val_mape: 19299672.0000
Epoch 9/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2457 - mape: 7040858.0000 - val_loss: 0.2548 - val_mape: 17618442.0000
Epoch 10/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2436 - mape: 6313845.0000 - val_loss: 0.2526 - val_mape: 16466616.0000
Epoch 11/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2433 - mape: 5863894.5000 - val_loss: 0.2501 - val_mape: 16109427.0000
Epoch 12/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2420 - mape: 5721400.0000 - val_loss: 0.2462 - val_mape: 16497251.0000
Epoch 13/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2391 - mape: 5852416.0000 - val_loss: 0.2416 - val_mape: 17526644.0000
Epoch 14/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2356 - mape: 6219491.0000 - val_loss: 0.2383 - val_mape: 18861178.0000
Epoch 15/250
3/3 [==============================] - 1s 195ms/step - loss: 0.2347 - mape: 6621265.0000 - val_loss: 0.2376 - val_mape: 19294418.0000
Epoch 16/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2330 - mape: 6560301.5000 - val_loss: 0.2369 - val_mape: 18636520.0000
Epoch 17/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2320 - mape: 6161533.0000 - val_loss: 0.2374 - val_mape: 18318214.0000
Epoch 18/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2316 - mape: 5938091.0000 - val_loss: 0.2376 - val_mape: 18933370.0000
Epoch 19/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2300 - mape: 6025068.0000 - val_loss: 0.2389 - val_mape: 20188734.0000
Epoch 20/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2291 - mape: 6250541.0000 - val_loss: 0.2396 - val_mape: 20534620.0000
Epoch 21/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2284 - mape: 6173026.0000 - val_loss: 0.2387 - val_mape: 19480832.0000
Epoch 22/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2276 - mape: 5853444.0000 - val_loss: 0.2388 - val_mape: 18927298.0000
Epoch 23/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2268 - mape: 5754499.0000 - val_loss: 0.2385 - val_mape: 19117492.0000
Epoch 24/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2261 - mape: 5811105.0000 - val_loss: 0.2386 - val_mape: 19050122.0000
Epoch 25/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2253 - mape: 5728716.0000 - val_loss: 0.2389 - val_mape: 18682580.0000
Epoch 26/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2246 - mape: 5626417.5000 - val_loss: 0.2387 - val_mape: 18737794.0000
Epoch 27/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2238 - mape: 5659195.0000 - val_loss: 0.2386 - val_mape: 18604514.0000
Epoch 28/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2230 - mape: 5590351.0000 - val_loss: 0.2390 - val_mape: 18246310.0000
Epoch 29/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2222 - mape: 5477691.0000 - val_loss: 0.2386 - val_mape: 18439534.0000
Epoch 30/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2213 - mape: 5493836.5000 - val_loss: 0.2387 - val_mape: 18196830.0000
Epoch 31/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2203 - mape: 5379020.5000 - val_loss: 0.2382 - val_mape: 18259160.0000
Epoch 32/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2194 - mape: 5376745.0000 - val_loss: 0.2384 - val_mape: 17902200.0000
Epoch 33/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2182 - mape: 5253675.0000 - val_loss: 0.2377 - val_mape: 18211044.0000
Epoch 34/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2171 - mape: 5221833.5000 - val_loss: 0.2387 - val_mape: 17515576.0000
Epoch 35/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2157 - mape: 5035849.0000 - val_loss: 0.2373 - val_mape: 18652564.0000
Epoch 36/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2146 - mape: 4984488.0000 - val_loss: 0.2367 - val_mape: 18120880.0000
Epoch 37/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2178 - mape: 5087305.5000 - val_loss: 0.2463 - val_mape: 15813201.0000
Epoch 38/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2210 - mape: 4129560.0000 - val_loss: 0.2420 - val_mape: 20548516.0000
Epoch 39/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2188 - mape: 5626827.0000 - val_loss: 0.2415 - val_mape: 18844892.0000
Epoch 40/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2171 - mape: 4415987.5000 - val_loss: 0.2456 - val_mape: 16863208.0000
Epoch 41/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2160 - mape: 4397044.0000 - val_loss: 0.2420 - val_mape: 21910778.0000
Epoch 41: early stopping
1/1 [==============================] - 0s 284ms/step
Epoch 1/250
3/3 [==============================] - 3s 337ms/step - loss: 0.4041 - mape: 551357.6875 - val_loss: 0.3765 - val_mape: 2862848.7500
Epoch 2/250
3/3 [==============================] - 1s 188ms/step - loss: 0.3420 - mape: 1359905.2500 - val_loss: 0.3206 - val_mape: 6405438.0000
Epoch 3/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2926 - mape: 3390421.0000 - val_loss: 0.2639 - val_mape: 12734565.0000
Epoch 4/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2857 - mape: 6436430.5000 - val_loss: 0.2530 - val_mape: 16001985.0000
Epoch 5/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2490 - mape: 6078337.0000 - val_loss: 0.2558 - val_mape: 13958780.0000
Epoch 6/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2510 - mape: 5069351.0000 - val_loss: 0.2556 - val_mape: 13568945.0000
Epoch 7/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2506 - mape: 4880776.5000 - val_loss: 0.2471 - val_mape: 14995308.0000
Epoch 8/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2436 - mape: 5398022.5000 - val_loss: 0.2390 - val_mape: 18635130.0000
Epoch 9/250
3/3 [==============================] - 1s 173ms/step - loss: 0.2377 - mape: 6586786.0000 - val_loss: 0.2424 - val_mape: 20918410.0000
Epoch 10/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2336 - mape: 6681068.5000 - val_loss: 0.2389 - val_mape: 18321402.0000
Epoch 11/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2343 - mape: 5799719.0000 - val_loss: 0.2395 - val_mape: 18306384.0000
Epoch 12/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2322 - mape: 5754242.5000 - val_loss: 0.2439 - val_mape: 21172718.0000
Epoch 13/250
3/3 [==============================] - 1s 193ms/step - loss: 0.2313 - mape: 6194965.5000 - val_loss: 0.2380 - val_mape: 17566922.0000
Epoch 14/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2304 - mape: 5501111.0000 - val_loss: 0.2386 - val_mape: 16862096.0000
Epoch 15/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2305 - mape: 5410824.0000 - val_loss: 0.2383 - val_mape: 18161804.0000
Epoch 16/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2286 - mape: 5664751.0000 - val_loss: 0.2413 - val_mape: 20014450.0000
Epoch 17/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2278 - mape: 5789804.5000 - val_loss: 0.2417 - val_mape: 19749694.0000
Epoch 18/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2270 - mape: 5702880.0000 - val_loss: 0.2394 - val_mape: 18886320.0000
Epoch 19/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2260 - mape: 5676118.0000 - val_loss: 0.2386 - val_mape: 17983642.0000
Epoch 20/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2253 - mape: 5481248.5000 - val_loss: 0.2389 - val_mape: 18152962.0000
Epoch 21/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2243 - mape: 5475460.0000 - val_loss: 0.2391 - val_mape: 19434562.0000
Epoch 22/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2236 - mape: 5600841.5000 - val_loss: 0.2382 - val_mape: 18072404.0000
Epoch 23/250
3/3 [==============================] - 1s 193ms/step - loss: 0.2224 - mape: 5363729.0000 - val_loss: 0.2369 - val_mape: 18146022.0000
Epoch 24/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2216 - mape: 5360172.5000 - val_loss: 0.2385 - val_mape: 18303946.0000
Epoch 25/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2208 - mape: 5249503.5000 - val_loss: 0.2372 - val_mape: 19364968.0000
Epoch 26/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2202 - mape: 5402076.5000 - val_loss: 0.2389 - val_mape: 15830103.0000
Epoch 27/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2210 - mape: 4824056.5000 - val_loss: 0.2344 - val_mape: 18619772.0000
Epoch 28/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2183 - mape: 5330406.0000 - val_loss: 0.2393 - val_mape: 17729072.0000
Epoch 29/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2192 - mape: 4785217.0000 - val_loss: 0.2410 - val_mape: 21691788.0000
Epoch 30/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2172 - mape: 5378501.5000 - val_loss: 0.2365 - val_mape: 15760632.0000
Epoch 31/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2163 - mape: 4671246.5000 - val_loss: 0.2337 - val_mape: 16084941.0000
Epoch 32/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2132 - mape: 4818886.5000 - val_loss: 0.2320 - val_mape: 19341576.0000
Epoch 33/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2148 - mape: 5013375.0000 - val_loss: 0.2352 - val_mape: 17395644.0000
Epoch 34/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2108 - mape: 4717236.5000 - val_loss: 0.2386 - val_mape: 19051702.0000
Epoch 35/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2086 - mape: 4802875.5000 - val_loss: 0.2393 - val_mape: 20610856.0000
Epoch 36/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2071 - mape: 4863300.0000 - val_loss: 0.2366 - val_mape: 19471620.0000
Epoch 37/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2056 - mape: 4464582.0000 - val_loss: 0.2358 - val_mape: 20051630.0000
Epoch 38/250
3/3 [==============================] - 1s 171ms/step - loss: 0.2037 - mape: 4512656.0000 - val_loss: 0.2349 - val_mape: 20172940.0000
Epoch 39/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2024 - mape: 4371284.5000 - val_loss: 0.2319 - val_mape: 21120224.0000
Epoch 40/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2033 - mape: 4458095.0000 - val_loss: 0.2587 - val_mape: 17368090.0000
Epoch 41/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2130 - mape: 4422940.0000 - val_loss: 0.2911 - val_mape: 25942918.0000
Epoch 42/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2135 - mape: 4690349.0000 - val_loss: 0.2606 - val_mape: 20473388.0000
Epoch 43/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2070 - mape: 4707839.0000 - val_loss: 0.2606 - val_mape: 24412332.0000
Epoch 44/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2058 - mape: 5014292.0000 - val_loss: 0.2479 - val_mape: 15808404.0000
Epoch 44: early stopping
1/1 [==============================] - 1s 1s/step
Epoch 1/250
2/2 [==============================] - 3s 606ms/step - loss: 0.4261 - mape: 420941.2500 - val_loss: 0.4224 - val_mape: 561328.6250
Epoch 2/250
2/2 [==============================] - 0s 224ms/step - loss: 0.4124 - mape: 281777.0625 - val_loss: 0.4120 - val_mape: 939817.9375
Epoch 3/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3997 - mape: 236538.6094 - val_loss: 0.4025 - val_mape: 1357480.7500
Epoch 4/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3884 - mape: 329702.5312 - val_loss: 0.3935 - val_mape: 1822520.5000
Epoch 5/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3786 - mape: 457899.6562 - val_loss: 0.3853 - val_mape: 2267771.7500
Epoch 6/250
2/2 [==============================] - 0s 235ms/step - loss: 0.3702 - mape: 607860.6250 - val_loss: 0.3782 - val_mape: 2654064.0000
Epoch 7/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3630 - mape: 772753.0000 - val_loss: 0.3716 - val_mape: 2974684.2500
Epoch 8/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3567 - mape: 922125.7500 - val_loss: 0.3656 - val_mape: 3286974.7500
Epoch 9/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3510 - mape: 1065477.0000 - val_loss: 0.3597 - val_mape: 3604176.0000
Epoch 10/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3456 - mape: 1204864.8750 - val_loss: 0.3540 - val_mape: 3916877.0000
Epoch 11/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3404 - mape: 1343345.3750 - val_loss: 0.3483 - val_mape: 4229324.5000
Epoch 12/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3354 - mape: 1479437.8750 - val_loss: 0.3426 - val_mape: 4549441.5000
Epoch 13/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3305 - mape: 1616379.5000 - val_loss: 0.3370 - val_mape: 4878793.0000
Epoch 14/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3255 - mape: 1756002.3750 - val_loss: 0.3314 - val_mape: 5216988.0000
Epoch 15/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3206 - mape: 1900519.7500 - val_loss: 0.3258 - val_mape: 5568171.5000
Epoch 16/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3157 - mape: 2049635.8750 - val_loss: 0.3202 - val_mape: 5931134.0000
Epoch 17/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3109 - mape: 2202336.5000 - val_loss: 0.3146 - val_mape: 6310289.5000
Epoch 18/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3061 - mape: 2359489.2500 - val_loss: 0.3091 - val_mape: 6704897.5000
Epoch 19/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3014 - mape: 2521644.2500 - val_loss: 0.3036 - val_mape: 7120024.5000
Epoch 20/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2967 - mape: 2690728.0000 - val_loss: 0.2982 - val_mape: 7543605.0000
Epoch 21/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2922 - mape: 2867465.7500 - val_loss: 0.2928 - val_mape: 7979429.0000
Epoch 22/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2877 - mape: 3054012.0000 - val_loss: 0.2874 - val_mape: 8436070.0000
Epoch 23/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2833 - mape: 3253371.2500 - val_loss: 0.2822 - val_mape: 8911267.0000
Epoch 24/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2790 - mape: 3463843.2500 - val_loss: 0.2772 - val_mape: 9405302.0000
Epoch 25/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2747 - mape: 3687210.2500 - val_loss: 0.2723 - val_mape: 9921637.0000
Epoch 26/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2707 - mape: 3922289.5000 - val_loss: 0.2675 - val_mape: 10462401.0000
Epoch 27/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2669 - mape: 4168924.2500 - val_loss: 0.2630 - val_mape: 11013710.0000
Epoch 28/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2634 - mape: 4426900.5000 - val_loss: 0.2589 - val_mape: 11573184.0000
Epoch 29/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2602 - mape: 4691621.5000 - val_loss: 0.2550 - val_mape: 12145563.0000
Epoch 30/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2572 - mape: 4960870.0000 - val_loss: 0.2517 - val_mape: 12737070.0000
Epoch 31/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2545 - mape: 5225278.0000 - val_loss: 0.2488 - val_mape: 13308687.0000
Epoch 32/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2522 - mape: 5479177.5000 - val_loss: 0.2465 - val_mape: 13846162.0000
Epoch 33/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2502 - mape: 5712334.0000 - val_loss: 0.2448 - val_mape: 14319592.0000
Epoch 34/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2486 - mape: 5910811.5000 - val_loss: 0.2434 - val_mape: 14704627.0000
Epoch 35/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2474 - mape: 6061633.5000 - val_loss: 0.2425 - val_mape: 14986743.0000
Epoch 36/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2463 - mape: 6158391.0000 - val_loss: 0.2418 - val_mape: 15165192.0000
Epoch 37/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2454 - mape: 6202768.0000 - val_loss: 0.2413 - val_mape: 15257545.0000
Epoch 38/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2445 - mape: 6205791.5000 - val_loss: 0.2409 - val_mape: 15291077.0000
Epoch 39/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2438 - mape: 6180656.0000 - val_loss: 0.2406 - val_mape: 15290528.0000
Epoch 40/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2431 - mape: 6137228.0000 - val_loss: 0.2403 - val_mape: 15279571.0000
Epoch 41/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2426 - mape: 6090640.0000 - val_loss: 0.2399 - val_mape: 15270872.0000
Epoch 42/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2421 - mape: 6051668.0000 - val_loss: 0.2395 - val_mape: 15267872.0000
Epoch 43/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2416 - mape: 6024569.5000 - val_loss: 0.2390 - val_mape: 15290720.0000
Epoch 44/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2411 - mape: 6009534.5000 - val_loss: 0.2384 - val_mape: 15340187.0000
Epoch 45/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2406 - mape: 6006703.5000 - val_loss: 0.2378 - val_mape: 15412273.0000
Epoch 46/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2402 - mape: 6012956.5000 - val_loss: 0.2372 - val_mape: 15500255.0000
Epoch 47/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2398 - mape: 6024299.0000 - val_loss: 0.2367 - val_mape: 15591816.0000
Epoch 48/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2394 - mape: 6034249.0000 - val_loss: 0.2362 - val_mape: 15678804.0000
Epoch 49/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2391 - mape: 6037626.5000 - val_loss: 0.2359 - val_mape: 15753098.0000
Epoch 50/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2387 - mape: 6031783.5000 - val_loss: 0.2356 - val_mape: 15816810.0000
Epoch 51/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2384 - mape: 6018535.0000 - val_loss: 0.2354 - val_mape: 15872742.0000
Epoch 52/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2381 - mape: 6000076.0000 - val_loss: 0.2352 - val_mape: 15932220.0000
Epoch 53/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2378 - mape: 5982865.0000 - val_loss: 0.2350 - val_mape: 16010716.0000
Epoch 54/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2374 - mape: 5973363.0000 - val_loss: 0.2348 - val_mape: 16121838.0000
Epoch 55/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2371 - mape: 5974216.5000 - val_loss: 0.2346 - val_mape: 16255612.0000
Epoch 56/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2368 - mape: 5985532.0000 - val_loss: 0.2345 - val_mape: 16408115.0000
Epoch 57/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2364 - mape: 6004519.5000 - val_loss: 0.2344 - val_mape: 16573705.0000
Epoch 58/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2361 - mape: 6028221.5000 - val_loss: 0.2343 - val_mape: 16742664.0000
Epoch 59/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2357 - mape: 6054617.0000 - val_loss: 0.2342 - val_mape: 16896438.0000
Epoch 60/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2353 - mape: 6077628.0000 - val_loss: 0.2342 - val_mape: 17038372.0000
Epoch 61/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2350 - mape: 6094756.0000 - val_loss: 0.2343 - val_mape: 17166868.0000
Epoch 62/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2346 - mape: 6105449.5000 - val_loss: 0.2343 - val_mape: 17280904.0000
Epoch 63/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2343 - mape: 6110058.5000 - val_loss: 0.2344 - val_mape: 17386186.0000
Epoch 64/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2340 - mape: 6110891.5000 - val_loss: 0.2344 - val_mape: 17493304.0000
Epoch 65/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2336 - mape: 6112036.0000 - val_loss: 0.2344 - val_mape: 17605000.0000
Epoch 66/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2333 - mape: 6115120.0000 - val_loss: 0.2345 - val_mape: 17728804.0000
Epoch 67/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2329 - mape: 6123032.5000 - val_loss: 0.2345 - val_mape: 17862330.0000
Epoch 68/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2326 - mape: 6134665.5000 - val_loss: 0.2345 - val_mape: 17995768.0000
Epoch 69/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2323 - mape: 6145946.0000 - val_loss: 0.2346 - val_mape: 18122540.0000
Epoch 70/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2319 - mape: 6153732.0000 - val_loss: 0.2347 - val_mape: 18239450.0000
Epoch 71/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2315 - mape: 6156861.0000 - val_loss: 0.2348 - val_mape: 18339502.0000
Epoch 72/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2312 - mape: 6152843.5000 - val_loss: 0.2348 - val_mape: 18422316.0000
Epoch 73/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2308 - mape: 6143821.0000 - val_loss: 0.2350 - val_mape: 18504808.0000
Epoch 74/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2304 - mape: 6135484.0000 - val_loss: 0.2351 - val_mape: 18587288.0000
Epoch 75/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2300 - mape: 6127268.0000 - val_loss: 0.2352 - val_mape: 18670188.0000
Epoch 76/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2296 - mape: 6119007.5000 - val_loss: 0.2354 - val_mape: 18757572.0000
Epoch 77/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2292 - mape: 6111666.0000 - val_loss: 0.2355 - val_mape: 18844450.0000
Epoch 78/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2288 - mape: 6103470.0000 - val_loss: 0.2356 - val_mape: 18923310.0000
Epoch 79/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2283 - mape: 6091235.0000 - val_loss: 0.2358 - val_mape: 18989562.0000
Epoch 80/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2279 - mape: 6073580.5000 - val_loss: 0.2359 - val_mape: 19047532.0000
Epoch 81/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2275 - mape: 6053136.0000 - val_loss: 0.2360 - val_mape: 19107566.0000
Epoch 82/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2271 - mape: 6033631.0000 - val_loss: 0.2361 - val_mape: 19165114.0000
Epoch 83/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2267 - mape: 6012788.5000 - val_loss: 0.2361 - val_mape: 19203384.0000
Epoch 84/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2264 - mape: 5987099.5000 - val_loss: 0.2361 - val_mape: 19218590.0000
Epoch 85/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2260 - mape: 5955808.5000 - val_loss: 0.2360 - val_mape: 19211376.0000
Epoch 86/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2257 - mape: 5920565.5000 - val_loss: 0.2359 - val_mape: 19172424.0000
Epoch 87/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2253 - mape: 5882213.5000 - val_loss: 0.2357 - val_mape: 19120088.0000
Epoch 88/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2250 - mape: 5845185.5000 - val_loss: 0.2355 - val_mape: 19047418.0000
Epoch 89/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2247 - mape: 5805756.5000 - val_loss: 0.2352 - val_mape: 18958402.0000
Epoch 90/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2244 - mape: 5763490.0000 - val_loss: 0.2349 - val_mape: 18856296.0000
Epoch 91/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2241 - mape: 5714602.0000 - val_loss: 0.2347 - val_mape: 18761754.0000
Epoch 92/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2239 - mape: 5663557.0000 - val_loss: 0.2345 - val_mape: 18697178.0000
Epoch 93/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2236 - mape: 5621803.0000 - val_loss: 0.2343 - val_mape: 18648022.0000
Epoch 94/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2233 - mape: 5586052.0000 - val_loss: 0.2343 - val_mape: 18600126.0000
Epoch 95/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2231 - mape: 5548003.5000 - val_loss: 0.2342 - val_mape: 18555574.0000
Epoch 96/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2228 - mape: 5509909.0000 - val_loss: 0.2343 - val_mape: 18522582.0000
Epoch 97/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2226 - mape: 5476173.0000 - val_loss: 0.2343 - val_mape: 18503386.0000
Epoch 98/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2224 - mape: 5447511.0000 - val_loss: 0.2344 - val_mape: 18507272.0000
Epoch 99/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2221 - mape: 5427052.5000 - val_loss: 0.2344 - val_mape: 18527828.0000
Epoch 100/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2219 - mape: 5413585.5000 - val_loss: 0.2345 - val_mape: 18546892.0000
Epoch 101/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2216 - mape: 5399418.5000 - val_loss: 0.2345 - val_mape: 18544442.0000
Epoch 102/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2214 - mape: 5376794.5000 - val_loss: 0.2346 - val_mape: 18517250.0000
Epoch 103/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2211 - mape: 5349122.5000 - val_loss: 0.2346 - val_mape: 18493690.0000
Epoch 104/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2208 - mape: 5324996.0000 - val_loss: 0.2346 - val_mape: 18481222.0000
Epoch 105/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2206 - mape: 5301960.0000 - val_loss: 0.2346 - val_mape: 18466850.0000
Epoch 106/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2203 - mape: 5278550.5000 - val_loss: 0.2347 - val_mape: 18462346.0000
Epoch 107/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2200 - mape: 5255027.5000 - val_loss: 0.2347 - val_mape: 18468372.0000
Epoch 108/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2197 - mape: 5234154.0000 - val_loss: 0.2348 - val_mape: 18496072.0000
Epoch 109/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2194 - mape: 5217030.5000 - val_loss: 0.2349 - val_mape: 18529410.0000
Epoch 110/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2191 - mape: 5201042.0000 - val_loss: 0.2350 - val_mape: 18567926.0000
Epoch 111/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2189 - mape: 5185549.5000 - val_loss: 0.2351 - val_mape: 18606520.0000
Epoch 112/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2186 - mape: 5168740.5000 - val_loss: 0.2352 - val_mape: 18645610.0000
Epoch 113/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2183 - mape: 5153781.5000 - val_loss: 0.2353 - val_mape: 18687110.0000
Epoch 114/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2180 - mape: 5140685.0000 - val_loss: 0.2353 - val_mape: 18701328.0000
Epoch 115/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2177 - mape: 5122736.0000 - val_loss: 0.2352 - val_mape: 18716250.0000
Epoch 116/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2174 - mape: 5105857.5000 - val_loss: 0.2352 - val_mape: 18734458.0000
Epoch 117/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2171 - mape: 5091564.5000 - val_loss: 0.2352 - val_mape: 18738868.0000
Epoch 118/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2168 - mape: 5071077.5000 - val_loss: 0.2351 - val_mape: 18721768.0000
Epoch 119/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2165 - mape: 5044409.5000 - val_loss: 0.2351 - val_mape: 18723718.0000
Epoch 120/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2162 - mape: 5025932.0000 - val_loss: 0.2351 - val_mape: 18766160.0000
Epoch 121/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2158 - mape: 5018659.0000 - val_loss: 0.2353 - val_mape: 18790750.0000
Epoch 122/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2155 - mape: 5001485.0000 - val_loss: 0.2355 - val_mape: 18794050.0000
Epoch 123/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2152 - mape: 4980957.0000 - val_loss: 0.2358 - val_mape: 18833486.0000
Epoch 124/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2148 - mape: 4972118.5000 - val_loss: 0.2361 - val_mape: 18911834.0000
Epoch 125/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2145 - mape: 4971183.5000 - val_loss: 0.2364 - val_mape: 18953306.0000
Epoch 126/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2142 - mape: 4954283.5000 - val_loss: 0.2366 - val_mape: 18971272.0000
Epoch 127/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2138 - mape: 4932300.0000 - val_loss: 0.2367 - val_mape: 18980944.0000
Epoch 128/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2135 - mape: 4915039.0000 - val_loss: 0.2367 - val_mape: 18964368.0000
Epoch 129/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2132 - mape: 4887979.0000 - val_loss: 0.2367 - val_mape: 18941374.0000
Epoch 130/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2128 - mape: 4858477.5000 - val_loss: 0.2370 - val_mape: 18964098.0000
Epoch 131/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2125 - mape: 4841695.0000 - val_loss: 0.2373 - val_mape: 19006640.0000
Epoch 132/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2121 - mape: 4827486.0000 - val_loss: 0.2378 - val_mape: 19062776.0000
Epoch 133/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2117 - mape: 4812715.0000 - val_loss: 0.2383 - val_mape: 19135376.0000
Epoch 134/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2114 - mape: 4805819.0000 - val_loss: 0.2387 - val_mape: 19179474.0000
Epoch 135/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2110 - mape: 4789479.5000 - val_loss: 0.2390 - val_mape: 19226430.0000
Epoch 136/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2107 - mape: 4778691.0000 - val_loss: 0.2393 - val_mape: 19307206.0000
Epoch 137/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2103 - mape: 4773561.5000 - val_loss: 0.2398 - val_mape: 19325608.0000
Epoch 138/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2099 - mape: 4741193.0000 - val_loss: 0.2403 - val_mape: 19378428.0000
Epoch 139/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2096 - mape: 4731301.0000 - val_loss: 0.2408 - val_mape: 19487888.0000
Epoch 140/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2092 - mape: 4732896.5000 - val_loss: 0.2414 - val_mape: 19553586.0000
Epoch 141/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2088 - mape: 4711440.5000 - val_loss: 0.2419 - val_mape: 19632574.0000
Epoch 142/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2085 - mape: 4706394.5000 - val_loss: 0.2424 - val_mape: 19743094.0000
Epoch 143/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2081 - mape: 4713835.5000 - val_loss: 0.2431 - val_mape: 19785318.0000
Epoch 144/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2077 - mape: 4690990.0000 - val_loss: 0.2441 - val_mape: 19821446.0000
Epoch 145/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2073 - mape: 4667896.5000 - val_loss: 0.2450 - val_mape: 19960160.0000
Epoch 146/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2070 - mape: 4672903.5000 - val_loss: 0.2460 - val_mape: 20027582.0000
Epoch 147/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2066 - mape: 4642398.0000 - val_loss: 0.2471 - val_mape: 20130974.0000
Epoch 148/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2062 - mape: 4664616.5000 - val_loss: 0.2485 - val_mape: 20200290.0000
Epoch 149/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2057 - mape: 4624852.5000 - val_loss: 0.2497 - val_mape: 20304326.0000
Epoch 150/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2053 - mape: 4622751.5000 - val_loss: 0.2506 - val_mape: 20381128.0000
Epoch 151/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2049 - mape: 4608180.0000 - val_loss: 0.2514 - val_mape: 20325044.0000
Epoch 152/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2044 - mape: 4577857.5000 - val_loss: 0.2525 - val_mape: 20394022.0000
Epoch 153/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2040 - mape: 4575775.0000 - val_loss: 0.2539 - val_mape: 20523162.0000
Epoch 154/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2035 - mape: 4569844.5000 - val_loss: 0.2553 - val_mape: 20681726.0000
Epoch 155/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2031 - mape: 4581280.5000 - val_loss: 0.2565 - val_mape: 20723654.0000
Epoch 156/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2027 - mape: 4553400.5000 - val_loss: 0.2572 - val_mape: 20828726.0000
Epoch 157/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2023 - mape: 4596894.5000 - val_loss: 0.2583 - val_mape: 20700584.0000
Epoch 158/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2020 - mape: 4484406.5000 - val_loss: 0.2594 - val_mape: 21085564.0000
Epoch 159/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2015 - mape: 4622204.5000 - val_loss: 0.2607 - val_mape: 21194288.0000
Epoch 160/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2011 - mape: 4547322.0000 - val_loss: 0.2617 - val_mape: 21134148.0000
Epoch 161/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2007 - mape: 4567269.5000 - val_loss: 0.2629 - val_mape: 21470780.0000
Epoch 162/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2004 - mape: 4586448.0000 - val_loss: 0.2637 - val_mape: 21241208.0000
Epoch 163/250
2/2 [==============================] - 0s 211ms/step - loss: 0.1999 - mape: 4525200.0000 - val_loss: 0.2648 - val_mape: 21407356.0000
Epoch 164/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1996 - mape: 4564425.0000 - val_loss: 0.2668 - val_mape: 21588464.0000
Epoch 165/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1993 - mape: 4522070.0000 - val_loss: 0.2687 - val_mape: 21824374.0000
Epoch 166/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1989 - mape: 4568033.0000 - val_loss: 0.2698 - val_mape: 21843800.0000
Epoch 167/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1986 - mape: 4513676.5000 - val_loss: 0.2708 - val_mape: 21815220.0000
Epoch 168/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1982 - mape: 4532486.5000 - val_loss: 0.2725 - val_mape: 21818768.0000
Epoch 169/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1979 - mape: 4463689.0000 - val_loss: 0.2751 - val_mape: 22200284.0000
Epoch 170/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1976 - mape: 4523604.5000 - val_loss: 0.2772 - val_mape: 22328486.0000
Epoch 171/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1972 - mape: 4460604.0000 - val_loss: 0.2778 - val_mape: 22254750.0000
Epoch 172/250
2/2 [==============================] - 0s 218ms/step - loss: 0.1969 - mape: 4499483.0000 - val_loss: 0.2799 - val_mape: 22250260.0000
Epoch 173/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1967 - mape: 4375001.5000 - val_loss: 0.2837 - val_mape: 22832904.0000
Epoch 174/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1964 - mape: 4511136.0000 - val_loss: 0.2843 - val_mape: 22579522.0000
Epoch 175/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1960 - mape: 4385458.0000 - val_loss: 0.2855 - val_mape: 22466494.0000
Epoch 176/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1957 - mape: 4400112.0000 - val_loss: 0.2906 - val_mape: 23273432.0000
Epoch 177/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1956 - mape: 4443028.0000 - val_loss: 0.2913 - val_mape: 22868984.0000
Epoch 178/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1951 - mape: 4361548.5000 - val_loss: 0.2944 - val_mape: 23307522.0000
Epoch 179/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1948 - mape: 4460458.5000 - val_loss: 0.2960 - val_mape: 23252444.0000
Epoch 180/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1945 - mape: 4316480.0000 - val_loss: 0.3004 - val_mape: 23823454.0000
Epoch 181/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1942 - mape: 4409791.0000 - val_loss: 0.3023 - val_mape: 23854616.0000
Epoch 182/250
2/2 [==============================] - 0s 214ms/step - loss: 0.1938 - mape: 4384987.0000 - val_loss: 0.3040 - val_mape: 23623554.0000
Epoch 183/250
2/2 [==============================] - 0s 219ms/step - loss: 0.1936 - mape: 4332068.0000 - val_loss: 0.3125 - val_mape: 24587120.0000
Epoch 184/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1931 - mape: 4374041.0000 - val_loss: 0.3132 - val_mape: 24430768.0000
Epoch 185/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1928 - mape: 4326292.5000 - val_loss: 0.3139 - val_mape: 24203138.0000
Epoch 186/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1925 - mape: 4295113.5000 - val_loss: 0.3212 - val_mape: 24812444.0000
Epoch 187/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1921 - mape: 4276263.5000 - val_loss: 0.3283 - val_mape: 25512972.0000
Epoch 188/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1920 - mape: 4341056.5000 - val_loss: 0.3225 - val_mape: 24604684.0000
Epoch 189/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1916 - mape: 4214787.5000 - val_loss: 0.3284 - val_mape: 25153326.0000
Epoch 190/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1912 - mape: 4273391.0000 - val_loss: 0.3370 - val_mape: 25722506.0000
Epoch 191/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1910 - mape: 4220019.5000 - val_loss: 0.3385 - val_mape: 25667152.0000
Epoch 192/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1906 - mape: 4242162.5000 - val_loss: 0.3407 - val_mape: 25684874.0000
Epoch 193/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1903 - mape: 4186716.7500 - val_loss: 0.3490 - val_mape: 26260538.0000
Epoch 194/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1901 - mape: 4240144.0000 - val_loss: 0.3472 - val_mape: 25886986.0000
Epoch 195/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1897 - mape: 4157913.0000 - val_loss: 0.3519 - val_mape: 26025576.0000
Epoch 196/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1894 - mape: 4172034.5000 - val_loss: 0.3592 - val_mape: 26297662.0000
Epoch 197/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1891 - mape: 4150049.2500 - val_loss: 0.3625 - val_mape: 26265210.0000
Epoch 198/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1888 - mape: 4146607.0000 - val_loss: 0.3651 - val_mape: 26188446.0000
Epoch 199/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1885 - mape: 4100762.7500 - val_loss: 0.3717 - val_mape: 26510454.0000
Epoch 200/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1883 - mape: 4134106.0000 - val_loss: 0.3652 - val_mape: 25673380.0000
Epoch 201/250
2/2 [==============================] - 0s 219ms/step - loss: 0.1881 - mape: 4037033.2500 - val_loss: 0.3817 - val_mape: 26833090.0000
Epoch 202/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1878 - mape: 4078895.7500 - val_loss: 0.3737 - val_mape: 26144296.0000
Epoch 203/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1874 - mape: 4101800.0000 - val_loss: 0.3766 - val_mape: 26148224.0000
Epoch 204/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1871 - mape: 3999997.2500 - val_loss: 0.3961 - val_mape: 27621350.0000
Epoch 205/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1872 - mape: 4147230.0000 - val_loss: 0.3657 - val_mape: 24864492.0000
Epoch 206/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1877 - mape: 3903716.5000 - val_loss: 0.3920 - val_mape: 27143998.0000
Epoch 207/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1862 - mape: 4051400.0000 - val_loss: 0.3881 - val_mape: 26685132.0000
Epoch 208/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1856 - mape: 4032761.0000 - val_loss: 0.3803 - val_mape: 26166080.0000
Epoch 209/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1854 - mape: 4029401.5000 - val_loss: 0.3798 - val_mape: 25675272.0000
Epoch 210/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1856 - mape: 3870340.0000 - val_loss: 0.4286 - val_mape: 29227564.0000
Epoch 211/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1881 - mape: 4266379.5000 - val_loss: 0.3580 - val_mape: 23639092.0000
Epoch 212/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1886 - mape: 3754418.2500 - val_loss: 0.3606 - val_mape: 24265006.0000
Epoch 213/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1864 - mape: 3851334.5000 - val_loss: 0.3909 - val_mape: 27016612.0000
Epoch 213: early stopping
1/1 [==============================] - 0s 342ms/step
Epoch 1/250
2/2 [==============================] - 3s 566ms/step - loss: 0.4213 - mape: 327570.8438 - val_loss: 0.4116 - val_mape: 833935.4375
Epoch 2/250
2/2 [==============================] - 0s 222ms/step - loss: 0.3849 - mape: 362347.6875 - val_loss: 0.3955 - val_mape: 1771941.7500
Epoch 3/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3696 - mape: 690906.5625 - val_loss: 0.3756 - val_mape: 2770553.5000
Epoch 4/250
2/2 [==============================] - 0s 236ms/step - loss: 0.3535 - mape: 1066714.8750 - val_loss: 0.3547 - val_mape: 3960345.2500
Epoch 5/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3366 - mape: 1499318.6250 - val_loss: 0.3325 - val_mape: 5390464.5000
Epoch 6/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3184 - mape: 2027484.3750 - val_loss: 0.3081 - val_mape: 7221127.0000
Epoch 7/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2986 - mape: 2718785.0000 - val_loss: 0.2825 - val_mape: 9660401.0000
Epoch 8/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2787 - mape: 3652359.0000 - val_loss: 0.2593 - val_mape: 12756823.0000
Epoch 9/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2627 - mape: 4880676.0000 - val_loss: 0.2491 - val_mape: 16263432.0000
Epoch 10/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2556 - mape: 6243920.0000 - val_loss: 0.2477 - val_mape: 18492812.0000
Epoch 11/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2510 - mape: 6841411.0000 - val_loss: 0.2449 - val_mape: 18339136.0000
Epoch 12/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2475 - mape: 6552531.5000 - val_loss: 0.2416 - val_mape: 17477198.0000
Epoch 13/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2465 - mape: 6071266.0000 - val_loss: 0.2386 - val_mape: 16882140.0000
Epoch 14/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2463 - mape: 5742918.5000 - val_loss: 0.2355 - val_mape: 16961806.0000
Epoch 15/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2449 - mape: 5719607.0000 - val_loss: 0.2325 - val_mape: 17844702.0000
Epoch 16/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2420 - mape: 6018961.0000 - val_loss: 0.2331 - val_mape: 19335690.0000
Epoch 17/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2392 - mape: 6522401.0000 - val_loss: 0.2381 - val_mape: 20254760.0000
Epoch 18/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2374 - mape: 6725294.5000 - val_loss: 0.2334 - val_mape: 19542574.0000
Epoch 19/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2364 - mape: 6370296.0000 - val_loss: 0.2291 - val_mape: 18675916.0000
Epoch 20/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2365 - mape: 6023487.5000 - val_loss: 0.2288 - val_mape: 18677770.0000
Epoch 21/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2355 - mape: 6001973.5000 - val_loss: 0.2336 - val_mape: 19548880.0000
Epoch 22/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2338 - mape: 6264784.0000 - val_loss: 0.2380 - val_mape: 20169570.0000
Epoch 23/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2329 - mape: 6367492.5000 - val_loss: 0.2323 - val_mape: 19546746.0000
Epoch 24/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2317 - mape: 6077183.0000 - val_loss: 0.2301 - val_mape: 19187088.0000
Epoch 25/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2308 - mape: 5909566.0000 - val_loss: 0.2313 - val_mape: 19579988.0000
Epoch 26/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2296 - mape: 5992380.5000 - val_loss: 0.2315 - val_mape: 19690196.0000
Epoch 27/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2289 - mape: 5992113.0000 - val_loss: 0.2301 - val_mape: 18913552.0000
Epoch 28/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2281 - mape: 5758090.0000 - val_loss: 0.2306 - val_mape: 18569818.0000
Epoch 29/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2274 - mape: 5664799.0000 - val_loss: 0.2316 - val_mape: 18693432.0000
Epoch 30/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2267 - mape: 5673990.5000 - val_loss: 0.2328 - val_mape: 18497600.0000
Epoch 31/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2259 - mape: 5561712.5000 - val_loss: 0.2344 - val_mape: 18129406.0000
Epoch 32/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2252 - mape: 5412018.0000 - val_loss: 0.2356 - val_mape: 18161000.0000
Epoch 33/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2244 - mape: 5401562.5000 - val_loss: 0.2365 - val_mape: 18230910.0000
Epoch 34/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2238 - mape: 5394919.5000 - val_loss: 0.2377 - val_mape: 17633464.0000
Epoch 35/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2230 - mape: 5223991.5000 - val_loss: 0.2376 - val_mape: 17749420.0000
Epoch 36/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2222 - mape: 5237447.0000 - val_loss: 0.2385 - val_mape: 17731384.0000
Epoch 37/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2212 - mape: 5146097.5000 - val_loss: 0.2396 - val_mape: 17765478.0000
Epoch 38/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2203 - mape: 5115111.0000 - val_loss: 0.2400 - val_mape: 18126944.0000
Epoch 39/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2194 - mape: 5146336.5000 - val_loss: 0.2424 - val_mape: 17636410.0000
Epoch 40/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2185 - mape: 5072210.0000 - val_loss: 0.2429 - val_mape: 18026630.0000
Epoch 41/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2174 - mape: 5108272.0000 - val_loss: 0.2439 - val_mape: 18198842.0000
Epoch 42/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2163 - mape: 5082814.5000 - val_loss: 0.2442 - val_mape: 18556932.0000
Epoch 43/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2151 - mape: 5034058.5000 - val_loss: 0.2461 - val_mape: 19186224.0000
Epoch 44/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2138 - mape: 5206751.5000 - val_loss: 0.2544 - val_mape: 17893158.0000
Epoch 45/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2136 - mape: 4897715.0000 - val_loss: 0.2546 - val_mape: 19642058.0000
Epoch 46/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2110 - mape: 5122022.0000 - val_loss: 0.2554 - val_mape: 19896194.0000
Epoch 47/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2098 - mape: 5123034.0000 - val_loss: 0.2574 - val_mape: 19063894.0000
Epoch 48/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2086 - mape: 5042893.0000 - val_loss: 0.2615 - val_mape: 18759078.0000
Epoch 49/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2080 - mape: 4726873.0000 - val_loss: 0.2590 - val_mape: 22723938.0000
Epoch 50/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2151 - mape: 5372613.5000 - val_loss: 0.2681 - val_mape: 16537167.0000
Epoch 51/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2107 - mape: 4280002.0000 - val_loss: 0.2660 - val_mape: 16869164.0000
Epoch 52/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2101 - mape: 4747791.5000 - val_loss: 0.2701 - val_mape: 16837776.0000
Epoch 53/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2081 - mape: 4382759.5000 - val_loss: 0.2725 - val_mape: 17531504.0000
Epoch 54/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2067 - mape: 4411937.5000 - val_loss: 0.2666 - val_mape: 21039988.0000
Epoch 55/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2055 - mape: 5072770.0000 - val_loss: 0.2719 - val_mape: 20273982.0000
Epoch 56/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2032 - mape: 4704806.5000 - val_loss: 0.2719 - val_mape: 20746908.0000
Epoch 57/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2031 - mape: 5071333.0000 - val_loss: 0.2767 - val_mape: 18541158.0000
Epoch 58/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2019 - mape: 4418390.5000 - val_loss: 0.2839 - val_mape: 18302498.0000
Epoch 59/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2017 - mape: 4400359.0000 - val_loss: 0.2921 - val_mape: 20860916.0000
Epoch 60/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1997 - mape: 4698766.5000 - val_loss: 0.2979 - val_mape: 19081128.0000
Epoch 61/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1981 - mape: 4234319.5000 - val_loss: 0.2967 - val_mape: 21226070.0000
Epoch 62/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1998 - mape: 4579570.5000 - val_loss: 0.3014 - val_mape: 17399464.0000
Epoch 63/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1970 - mape: 3968246.2500 - val_loss: 0.3094 - val_mape: 20259004.0000
Epoch 64/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1952 - mape: 4490689.5000 - val_loss: 0.3142 - val_mape: 17491180.0000
Epoch 65/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1947 - mape: 3783961.5000 - val_loss: 0.3264 - val_mape: 21225880.0000
Epoch 66/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1953 - mape: 4233473.0000 - val_loss: 0.3243 - val_mape: 15649635.0000
Epoch 67/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1986 - mape: 3578768.2500 - val_loss: 0.3087 - val_mape: 18062544.0000
Epoch 68/250
2/2 [==============================] - 0s 210ms/step - loss: 0.1934 - mape: 3905660.2500 - val_loss: 0.3200 - val_mape: 19674768.0000
Epoch 69/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1920 - mape: 3898444.2500 - val_loss: 0.3588 - val_mape: 25126518.0000
Epoch 70/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2010 - mape: 4888754.0000 - val_loss: 0.3195 - val_mape: 17487440.0000
Epoch 71/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1936 - mape: 3652764.7500 - val_loss: 0.3176 - val_mape: 17798934.0000
Epoch 72/250
2/2 [==============================] - 0s 213ms/step - loss: 0.1920 - mape: 4031159.0000 - val_loss: 0.3326 - val_mape: 19276420.0000
Epoch 73/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1901 - mape: 4067125.7500 - val_loss: 0.3285 - val_mape: 20626576.0000
Epoch 74/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1885 - mape: 4315284.0000 - val_loss: 0.3285 - val_mape: 19027778.0000
Epoch 75/250
2/2 [==============================] - 0s 207ms/step - loss: 0.1878 - mape: 3721811.7500 - val_loss: 0.3372 - val_mape: 19615950.0000
Epoch 76/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1867 - mape: 3851440.5000 - val_loss: 0.3532 - val_mape: 20234932.0000
Epoch 77/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1863 - mape: 3815281.5000 - val_loss: 0.3375 - val_mape: 18820798.0000
Epoch 78/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1862 - mape: 3707015.7500 - val_loss: 0.3415 - val_mape: 20580616.0000
Epoch 79/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1862 - mape: 3905566.0000 - val_loss: 0.3419 - val_mape: 19446882.0000
Epoch 80/250
2/2 [==============================] - 0s 213ms/step - loss: 0.1851 - mape: 3866642.2500 - val_loss: 0.3468 - val_mape: 20758326.0000
Epoch 81/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1860 - mape: 4254436.0000 - val_loss: 0.3420 - val_mape: 16763647.0000
Epoch 82/250
2/2 [==============================] - 0s 225ms/step - loss: 0.1920 - mape: 3235254.2500 - val_loss: 0.3233 - val_mape: 19214948.0000
Epoch 83/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1898 - mape: 3949576.0000 - val_loss: 0.3241 - val_mape: 18621064.0000
Epoch 84/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1874 - mape: 3783055.5000 - val_loss: 0.3222 - val_mape: 21310504.0000
Epoch 85/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1888 - mape: 4290158.5000 - val_loss: 0.3347 - val_mape: 18920336.0000
Epoch 85: early stopping
1/1 [==============================] - 0s 302ms/step
Epoch 1/250
2/2 [==============================] - 3s 552ms/step - loss: 0.3994 - mape: 228088.5781 - val_loss: 0.3821 - val_mape: 2458640.0000
Epoch 2/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3563 - mape: 1117203.2500 - val_loss: 0.3492 - val_mape: 4547246.0000
Epoch 3/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3242 - mape: 2009124.8750 - val_loss: 0.3101 - val_mape: 7605780.5000
Epoch 4/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2898 - mape: 3372607.0000 - val_loss: 0.2734 - val_mape: 12238371.0000
Epoch 5/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2666 - mape: 5500352.5000 - val_loss: 0.2594 - val_mape: 16376596.0000
Epoch 6/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2572 - mape: 6847474.0000 - val_loss: 0.2565 - val_mape: 16475012.0000
Epoch 7/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2520 - mape: 6528739.0000 - val_loss: 0.2555 - val_mape: 15508753.0000
Epoch 8/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2514 - mape: 5943664.0000 - val_loss: 0.2539 - val_mape: 14963707.0000
Epoch 9/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2517 - mape: 5615598.0000 - val_loss: 0.2501 - val_mape: 15144800.0000
Epoch 10/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2504 - mape: 5601504.5000 - val_loss: 0.2445 - val_mape: 16166924.0000
Epoch 11/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2469 - mape: 5921400.0000 - val_loss: 0.2392 - val_mape: 18030612.0000
Epoch 12/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2424 - mape: 6530999.0000 - val_loss: 0.2396 - val_mape: 20105702.0000
Epoch 13/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2395 - mape: 7105519.0000 - val_loss: 0.2393 - val_mape: 20363358.0000
Epoch 14/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2373 - mape: 6898420.5000 - val_loss: 0.2346 - val_mape: 19404048.0000
Epoch 15/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2363 - mape: 6310642.0000 - val_loss: 0.2339 - val_mape: 19594118.0000
Epoch 16/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2350 - mape: 6154501.5000 - val_loss: 0.2388 - val_mape: 21240698.0000
Epoch 17/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2328 - mape: 6379349.0000 - val_loss: 0.2412 - val_mape: 22185140.0000
Epoch 18/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2310 - mape: 6283987.0000 - val_loss: 0.2368 - val_mape: 20285730.0000
Epoch 19/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2299 - mape: 5699696.0000 - val_loss: 0.2393 - val_mape: 20715754.0000
Epoch 20/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2279 - mape: 5715231.5000 - val_loss: 0.2407 - val_mape: 20686630.0000
Epoch 21/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2270 - mape: 5653922.5000 - val_loss: 0.2418 - val_mape: 18637430.0000
Epoch 22/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2271 - mape: 5271849.5000 - val_loss: 0.2430 - val_mape: 19332250.0000
Epoch 23/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2255 - mape: 5308091.0000 - val_loss: 0.2460 - val_mape: 20090214.0000
Epoch 24/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2248 - mape: 5164169.5000 - val_loss: 0.2439 - val_mape: 18329434.0000
Epoch 25/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2240 - mape: 4936555.5000 - val_loss: 0.2419 - val_mape: 19715452.0000
Epoch 26/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2222 - mape: 5180764.0000 - val_loss: 0.2443 - val_mape: 19959354.0000
Epoch 27/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2209 - mape: 5135459.0000 - val_loss: 0.2447 - val_mape: 20996090.0000
Epoch 28/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2199 - mape: 5272899.0000 - val_loss: 0.2466 - val_mape: 19151432.0000
Epoch 29/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2187 - mape: 4852738.0000 - val_loss: 0.2484 - val_mape: 20488116.0000
Epoch 30/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2169 - mape: 5045518.0000 - val_loss: 0.2534 - val_mape: 21080930.0000
Epoch 31/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2153 - mape: 4868256.0000 - val_loss: 0.2554 - val_mape: 21239346.0000
Epoch 32/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2138 - mape: 4819655.0000 - val_loss: 0.2608 - val_mape: 19689624.0000
Epoch 33/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2129 - mape: 4452042.5000 - val_loss: 0.2724 - val_mape: 22540560.0000
Epoch 34/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2106 - mape: 4692749.0000 - val_loss: 0.2761 - val_mape: 23139648.0000
Epoch 35/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2097 - mape: 4875701.5000 - val_loss: 0.2809 - val_mape: 17943670.0000
Epoch 36/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2122 - mape: 3763325.2500 - val_loss: 0.3120 - val_mape: 24197890.0000
Epoch 37/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2066 - mape: 4426860.5000 - val_loss: 132952195072.0000 - val_mape: 78687503124529152.0000
Epoch 38/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2136 - mape: 4849569.0000 - val_loss: 0.2940 - val_mape: 16831736.0000
Epoch 39/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2117 - mape: 4051272.0000 - val_loss: 0.2874 - val_mape: 15666353.0000
Epoch 40/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2126 - mape: 3859078.5000 - val_loss: 0.2714 - val_mape: 17721726.0000
Epoch 41/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2100 - mape: 4550994.5000 - val_loss: 0.2610 - val_mape: 20056102.0000
Epoch 42/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2117 - mape: 4796059.0000 - val_loss: 0.2657 - val_mape: 17184720.0000
Epoch 42: early stopping
1/1 [==============================] - 0s 331ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4117 - mape: 118750.7500 - val_loss: 0.4202 - val_mape: 407174.9688
Epoch 2/250
1/1 [==============================] - 0s 290ms/step - loss: 0.4067 - mape: 102604.2578 - val_loss: 0.4163 - val_mape: 442622.7188
Epoch 3/250
1/1 [==============================] - 0s 292ms/step - loss: 0.4022 - mape: 126998.1172 - val_loss: 0.4128 - val_mape: 590020.6250
Epoch 4/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3985 - mape: 175696.0938 - val_loss: 0.4099 - val_mape: 707771.0625
Epoch 5/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3954 - mape: 220579.2656 - val_loss: 0.4071 - val_mape: 822882.5000
Epoch 6/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3927 - mape: 259536.5625 - val_loss: 0.4045 - val_mape: 937726.2500
Epoch 7/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3900 - mape: 300820.8750 - val_loss: 0.4020 - val_mape: 1052523.7500
Epoch 8/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3873 - mape: 345339.0000 - val_loss: 0.3998 - val_mape: 1166437.6250
Epoch 9/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3846 - mape: 394895.2188 - val_loss: 0.3976 - val_mape: 1279088.2500
Epoch 10/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3818 - mape: 448067.0000 - val_loss: 0.3956 - val_mape: 1390845.8750
Epoch 11/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3790 - mape: 502187.4375 - val_loss: 0.3937 - val_mape: 1501558.5000
Epoch 12/250
1/1 [==============================] - 0s 312ms/step - loss: 0.3761 - mape: 560244.9375 - val_loss: 0.3918 - val_mape: 1611711.5000
Epoch 13/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3730 - mape: 623581.8750 - val_loss: 0.3898 - val_mape: 1719047.5000
Epoch 14/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3694 - mape: 695628.0625 - val_loss: 0.3876 - val_mape: 1822419.2500
Epoch 15/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3657 - mape: 770144.5625 - val_loss: 0.3852 - val_mape: 1922706.1250
Epoch 16/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3620 - mape: 847525.5625 - val_loss: 0.3825 - val_mape: 2019960.5000
Epoch 17/250
1/1 [==============================] - 0s 357ms/step - loss: 0.3581 - mape: 930326.8750 - val_loss: 0.3794 - val_mape: 2153378.2500
Epoch 18/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3542 - mape: 1016774.5000 - val_loss: 0.3757 - val_mape: 2315987.7500
Epoch 19/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3502 - mape: 1106778.1250 - val_loss: 0.3719 - val_mape: 2563376.2500
Epoch 20/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3462 - mape: 1198267.8750 - val_loss: 0.3682 - val_mape: 2820339.7500
Epoch 21/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3423 - mape: 1291021.3750 - val_loss: 0.3644 - val_mape: 3083760.7500
Epoch 22/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3383 - mape: 1394495.0000 - val_loss: 0.3603 - val_mape: 3367975.7500
Epoch 23/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3342 - mape: 1501770.8750 - val_loss: 0.3561 - val_mape: 3668970.5000
Epoch 24/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3302 - mape: 1610734.1250 - val_loss: 0.3519 - val_mape: 3974595.2500
Epoch 25/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3262 - mape: 1720697.7500 - val_loss: 0.3475 - val_mape: 4276462.5000
Epoch 26/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3222 - mape: 1832845.0000 - val_loss: 0.3431 - val_mape: 4572851.0000
Epoch 27/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3184 - mape: 1946190.7500 - val_loss: 0.3387 - val_mape: 4872506.5000
Epoch 28/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3146 - mape: 2061266.2500 - val_loss: 0.3344 - val_mape: 5176018.0000
Epoch 29/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3109 - mape: 2178302.7500 - val_loss: 0.3302 - val_mape: 5480740.5000
Epoch 30/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3073 - mape: 2297306.5000 - val_loss: 0.3260 - val_mape: 5782689.5000
Epoch 31/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3038 - mape: 2418907.5000 - val_loss: 0.3219 - val_mape: 6087121.5000
Epoch 32/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3004 - mape: 2542153.7500 - val_loss: 0.3179 - val_mape: 6395086.5000
Epoch 33/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2971 - mape: 2666093.7500 - val_loss: 0.3139 - val_mape: 6706208.5000
Epoch 34/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2939 - mape: 2791351.0000 - val_loss: 0.3101 - val_mape: 7026033.5000
Epoch 35/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2908 - mape: 2917370.5000 - val_loss: 0.3064 - val_mape: 7348734.0000
Epoch 36/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2878 - mape: 3044984.7500 - val_loss: 0.3027 - val_mape: 7670174.0000
Epoch 37/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2850 - mape: 3173877.7500 - val_loss: 0.2991 - val_mape: 7992318.5000
Epoch 38/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2822 - mape: 3303993.0000 - val_loss: 0.2956 - val_mape: 8315100.0000
Epoch 39/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2796 - mape: 3435345.5000 - val_loss: 0.2922 - val_mape: 8638510.0000
Epoch 40/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2771 - mape: 3567815.7500 - val_loss: 0.2890 - val_mape: 8964954.0000
Epoch 41/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2748 - mape: 3701957.7500 - val_loss: 0.2859 - val_mape: 9296305.0000
Epoch 42/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2725 - mape: 3837766.5000 - val_loss: 0.2828 - val_mape: 9635597.0000
Epoch 43/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2703 - mape: 3974428.0000 - val_loss: 0.2799 - val_mape: 9976649.0000
Epoch 44/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2683 - mape: 4111895.0000 - val_loss: 0.2771 - val_mape: 10320200.0000
Epoch 45/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2664 - mape: 4250168.0000 - val_loss: 0.2744 - val_mape: 10672364.0000
Epoch 46/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2645 - mape: 4389400.5000 - val_loss: 0.2719 - val_mape: 11028241.0000
Epoch 47/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2628 - mape: 4530121.5000 - val_loss: 0.2694 - val_mape: 11383647.0000
Epoch 48/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2612 - mape: 4671905.0000 - val_loss: 0.2671 - val_mape: 11741814.0000
Epoch 49/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2597 - mape: 4814282.0000 - val_loss: 0.2650 - val_mape: 12104070.0000
Epoch 50/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2583 - mape: 4957724.5000 - val_loss: 0.2631 - val_mape: 12474184.0000
Epoch 51/250
1/1 [==============================] - 0s 329ms/step - loss: 0.2571 - mape: 5101226.0000 - val_loss: 0.2613 - val_mape: 12844489.0000
Epoch 52/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2559 - mape: 5244792.0000 - val_loss: 0.2597 - val_mape: 13214510.0000
Epoch 53/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2549 - mape: 5386960.0000 - val_loss: 0.2582 - val_mape: 13582281.0000
Epoch 54/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2540 - mape: 5527800.5000 - val_loss: 0.2569 - val_mape: 13945601.0000
Epoch 55/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2532 - mape: 5666248.5000 - val_loss: 0.2558 - val_mape: 14303174.0000
Epoch 56/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2525 - mape: 5800622.0000 - val_loss: 0.2548 - val_mape: 14652163.0000
Epoch 57/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2518 - mape: 5931080.0000 - val_loss: 0.2539 - val_mape: 14989043.0000
Epoch 58/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2513 - mape: 6055561.5000 - val_loss: 0.2530 - val_mape: 15307924.0000
Epoch 59/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2509 - mape: 6172378.5000 - val_loss: 0.2523 - val_mape: 15607137.0000
Epoch 60/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2505 - mape: 6280453.5000 - val_loss: 0.2516 - val_mape: 15882813.0000
Epoch 61/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2502 - mape: 6377211.0000 - val_loss: 0.2510 - val_mape: 16131754.0000
Epoch 62/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2499 - mape: 6461051.5000 - val_loss: 0.2504 - val_mape: 16353260.0000
Epoch 63/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2495 - mape: 6531471.0000 - val_loss: 0.2499 - val_mape: 16545806.0000
Epoch 64/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2492 - mape: 6588191.0000 - val_loss: 0.2494 - val_mape: 16708291.0000
Epoch 65/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2488 - mape: 6631079.5000 - val_loss: 0.2490 - val_mape: 16840934.0000
Epoch 66/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2484 - mape: 6660341.5000 - val_loss: 0.2485 - val_mape: 16944982.0000
Epoch 67/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2479 - mape: 6677087.5000 - val_loss: 0.2481 - val_mape: 17025866.0000
Epoch 68/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2475 - mape: 6682313.0000 - val_loss: 0.2477 - val_mape: 17084990.0000
Epoch 69/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2469 - mape: 6677523.5000 - val_loss: 0.2474 - val_mape: 17124166.0000
Epoch 70/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2464 - mape: 6664265.0000 - val_loss: 0.2470 - val_mape: 17147106.0000
Epoch 71/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2459 - mape: 6644266.0000 - val_loss: 0.2466 - val_mape: 17157004.0000
Epoch 72/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2454 - mape: 6619469.0000 - val_loss: 0.2463 - val_mape: 17158826.0000
Epoch 73/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2449 - mape: 6591583.0000 - val_loss: 0.2460 - val_mape: 17158276.0000
Epoch 74/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2444 - mape: 6562587.5000 - val_loss: 0.2456 - val_mape: 17157742.0000
Epoch 75/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2439 - mape: 6533819.0000 - val_loss: 0.2453 - val_mape: 17158170.0000
Epoch 76/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2435 - mape: 6507290.5000 - val_loss: 0.2450 - val_mape: 17162084.0000
Epoch 77/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2430 - mape: 6482838.5000 - val_loss: 0.2447 - val_mape: 17170952.0000
Epoch 78/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2426 - mape: 6461450.5000 - val_loss: 0.2444 - val_mape: 17186700.0000
Epoch 79/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2422 - mape: 6443310.5000 - val_loss: 0.2441 - val_mape: 17210472.0000
Epoch 80/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2417 - mape: 6428705.0000 - val_loss: 0.2438 - val_mape: 17243112.0000
Epoch 81/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2413 - mape: 6418111.0000 - val_loss: 0.2435 - val_mape: 17287048.0000
Epoch 82/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2409 - mape: 6411832.5000 - val_loss: 0.2432 - val_mape: 17345812.0000
Epoch 83/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2404 - mape: 6410164.5000 - val_loss: 0.2429 - val_mape: 17417420.0000
Epoch 84/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2400 - mape: 6413692.5000 - val_loss: 0.2426 - val_mape: 17499606.0000
Epoch 85/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2396 - mape: 6421860.5000 - val_loss: 0.2423 - val_mape: 17590566.0000
Epoch 86/250
1/1 [==============================] - 0s 326ms/step - loss: 0.2391 - mape: 6433970.0000 - val_loss: 0.2421 - val_mape: 17689966.0000
Epoch 87/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2387 - mape: 6449522.0000 - val_loss: 0.2418 - val_mape: 17795446.0000
Epoch 88/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2383 - mape: 6468396.0000 - val_loss: 0.2416 - val_mape: 17903124.0000
Epoch 89/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2378 - mape: 6489309.5000 - val_loss: 0.2414 - val_mape: 18011504.0000
Epoch 90/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2374 - mape: 6511343.0000 - val_loss: 0.2411 - val_mape: 18115040.0000
Epoch 91/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2370 - mape: 6533802.0000 - val_loss: 0.2409 - val_mape: 18212038.0000
Epoch 92/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2366 - mape: 6554595.0000 - val_loss: 0.2407 - val_mape: 18298280.0000
Epoch 93/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2363 - mape: 6571256.0000 - val_loss: 0.2405 - val_mape: 18371302.0000
Epoch 94/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2359 - mape: 6582899.0000 - val_loss: 0.2403 - val_mape: 18427550.0000
Epoch 95/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2356 - mape: 6588516.5000 - val_loss: 0.2401 - val_mape: 18463150.0000
Epoch 96/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2353 - mape: 6587072.5000 - val_loss: 0.2399 - val_mape: 18477548.0000
Epoch 97/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2349 - mape: 6577215.5000 - val_loss: 0.2396 - val_mape: 18471254.0000
Epoch 98/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2346 - mape: 6558719.5000 - val_loss: 0.2394 - val_mape: 18446740.0000
Epoch 99/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2342 - mape: 6532204.5000 - val_loss: 0.2392 - val_mape: 18407586.0000
Epoch 100/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2339 - mape: 6498948.0000 - val_loss: 0.2390 - val_mape: 18357528.0000
Epoch 101/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2335 - mape: 6459949.0000 - val_loss: 0.2387 - val_mape: 18299376.0000
Epoch 102/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2332 - mape: 6416783.5000 - val_loss: 0.2385 - val_mape: 18237688.0000
Epoch 103/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2328 - mape: 6371410.5000 - val_loss: 0.2383 - val_mape: 18176716.0000
Epoch 104/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2325 - mape: 6325709.5000 - val_loss: 0.2382 - val_mape: 18120484.0000
Epoch 105/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2321 - mape: 6281374.5000 - val_loss: 0.2380 - val_mape: 18073052.0000
Epoch 106/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2318 - mape: 6240232.5000 - val_loss: 0.2379 - val_mape: 18037400.0000
Epoch 107/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2315 - mape: 6202985.0000 - val_loss: 0.2377 - val_mape: 18013722.0000
Epoch 108/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2312 - mape: 6169721.0000 - val_loss: 0.2376 - val_mape: 18002344.0000
Epoch 109/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2309 - mape: 6139883.5000 - val_loss: 0.2376 - val_mape: 18003618.0000
Epoch 110/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2307 - mape: 6113885.0000 - val_loss: 0.2375 - val_mape: 18014430.0000
Epoch 111/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2304 - mape: 6090977.0000 - val_loss: 0.2374 - val_mape: 18034384.0000
Epoch 112/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2301 - mape: 6071222.0000 - val_loss: 0.2374 - val_mape: 18060828.0000
Epoch 113/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2298 - mape: 6053922.0000 - val_loss: 0.2374 - val_mape: 18087020.0000
Epoch 114/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2296 - mape: 6036935.5000 - val_loss: 0.2374 - val_mape: 18108852.0000
Epoch 115/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2294 - mape: 6018445.5000 - val_loss: 0.2375 - val_mape: 18120936.0000
Epoch 116/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2292 - mape: 5998458.5000 - val_loss: 0.2375 - val_mape: 18120738.0000
Epoch 117/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2290 - mape: 5975711.5000 - val_loss: 0.2376 - val_mape: 18107158.0000
Epoch 118/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2288 - mape: 5948281.0000 - val_loss: 0.2377 - val_mape: 18078954.0000
Epoch 119/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2286 - mape: 5916494.0000 - val_loss: 0.2378 - val_mape: 18039432.0000
Epoch 120/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2284 - mape: 5882480.0000 - val_loss: 0.2379 - val_mape: 17992802.0000
Epoch 121/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2282 - mape: 5847820.5000 - val_loss: 0.2380 - val_mape: 17939596.0000
Epoch 122/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2281 - mape: 5813252.0000 - val_loss: 0.2381 - val_mape: 17882904.0000
Epoch 123/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2279 - mape: 5780860.5000 - val_loss: 0.2382 - val_mape: 17822402.0000
Epoch 124/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2277 - mape: 5751623.5000 - val_loss: 0.2383 - val_mape: 17763150.0000
Epoch 125/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2276 - mape: 5726212.5000 - val_loss: 0.2384 - val_mape: 17708710.0000
Epoch 126/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2274 - mape: 5705055.5000 - val_loss: 0.2385 - val_mape: 17659950.0000
Epoch 127/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2272 - mape: 5687391.5000 - val_loss: 0.2386 - val_mape: 17613110.0000
Epoch 128/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2271 - mape: 5671709.0000 - val_loss: 0.2387 - val_mape: 17570046.0000
Epoch 129/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2269 - mape: 5657739.0000 - val_loss: 0.2388 - val_mape: 17535840.0000
Epoch 130/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2268 - mape: 5645998.5000 - val_loss: 0.2389 - val_mape: 17506554.0000
Epoch 131/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2266 - mape: 5635233.5000 - val_loss: 0.2389 - val_mape: 17480378.0000
Epoch 132/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2264 - mape: 5625104.0000 - val_loss: 0.2390 - val_mape: 17452784.0000
Epoch 133/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2263 - mape: 5613991.0000 - val_loss: 0.2391 - val_mape: 17425434.0000
Epoch 134/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2261 - mape: 5602242.0000 - val_loss: 0.2392 - val_mape: 17396998.0000
Epoch 135/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2260 - mape: 5590119.5000 - val_loss: 0.2394 - val_mape: 17366554.0000
Epoch 136/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2258 - mape: 5577038.0000 - val_loss: 0.2395 - val_mape: 17335938.0000
Epoch 137/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2256 - mape: 5564364.0000 - val_loss: 0.2397 - val_mape: 17302984.0000
Epoch 138/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2255 - mape: 5551157.0000 - val_loss: 0.2399 - val_mape: 17269752.0000
Epoch 139/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2253 - mape: 5537332.5000 - val_loss: 0.2400 - val_mape: 17239908.0000
Epoch 140/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2251 - mape: 5524207.5000 - val_loss: 0.2402 - val_mape: 17215956.0000
Epoch 141/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2250 - mape: 5513320.5000 - val_loss: 0.2403 - val_mape: 17195024.0000
Epoch 142/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2248 - mape: 5504345.0000 - val_loss: 0.2405 - val_mape: 17174850.0000
Epoch 143/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2246 - mape: 5496415.0000 - val_loss: 0.2407 - val_mape: 17154860.0000
Epoch 144/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2244 - mape: 5489038.0000 - val_loss: 0.2409 - val_mape: 17136140.0000
Epoch 145/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2243 - mape: 5481093.5000 - val_loss: 0.2411 - val_mape: 17115028.0000
Epoch 146/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2241 - mape: 5471734.5000 - val_loss: 0.2413 - val_mape: 17090880.0000
Epoch 147/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2239 - mape: 5460556.5000 - val_loss: 0.2415 - val_mape: 17062174.0000
Epoch 148/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2237 - mape: 5447362.0000 - val_loss: 0.2418 - val_mape: 17031020.0000
Epoch 149/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2235 - mape: 5432675.5000 - val_loss: 0.2420 - val_mape: 16999542.0000
Epoch 150/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2233 - mape: 5417372.0000 - val_loss: 0.2423 - val_mape: 16973140.0000
Epoch 151/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2231 - mape: 5403785.5000 - val_loss: 0.2426 - val_mape: 16957286.0000
Epoch 152/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2229 - mape: 5393656.0000 - val_loss: 0.2428 - val_mape: 16950384.0000
Epoch 153/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2227 - mape: 5387594.0000 - val_loss: 0.2430 - val_mape: 16947910.0000
Epoch 154/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2225 - mape: 5383981.0000 - val_loss: 0.2433 - val_mape: 16946152.0000
Epoch 155/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2223 - mape: 5380963.5000 - val_loss: 0.2435 - val_mape: 16944866.0000
Epoch 156/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2221 - mape: 5376070.5000 - val_loss: 0.2438 - val_mape: 16944084.0000
Epoch 157/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2219 - mape: 5370013.0000 - val_loss: 0.2442 - val_mape: 16935408.0000
Epoch 158/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2217 - mape: 5360808.0000 - val_loss: 0.2445 - val_mape: 16915326.0000
Epoch 159/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2214 - mape: 5348095.0000 - val_loss: 0.2449 - val_mape: 16883850.0000
Epoch 160/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2212 - mape: 5331312.5000 - val_loss: 0.2453 - val_mape: 16849884.0000
Epoch 161/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2210 - mape: 5313008.0000 - val_loss: 0.2458 - val_mape: 16817174.0000
Epoch 162/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2207 - mape: 5292891.5000 - val_loss: 0.2462 - val_mape: 16783130.0000
Epoch 163/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2205 - mape: 5272519.5000 - val_loss: 0.2466 - val_mape: 16750830.0000
Epoch 164/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2203 - mape: 5252430.5000 - val_loss: 0.2470 - val_mape: 16727916.0000
Epoch 165/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2200 - mape: 5235224.5000 - val_loss: 0.2473 - val_mape: 16721243.0000
Epoch 166/250
1/1 [==============================] - 0s 333ms/step - loss: 0.2198 - mape: 5222825.5000 - val_loss: 0.2476 - val_mape: 16726221.0000
Epoch 167/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2195 - mape: 5211445.5000 - val_loss: 0.2477 - val_mape: 16731355.0000
Epoch 168/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2192 - mape: 5197550.0000 - val_loss: 0.2479 - val_mape: 16728819.0000
Epoch 169/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2190 - mape: 5181003.5000 - val_loss: 0.2481 - val_mape: 16708986.0000
Epoch 170/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2187 - mape: 5159130.5000 - val_loss: 0.2484 - val_mape: 16676562.0000
Epoch 171/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2184 - mape: 5129326.0000 - val_loss: 0.2487 - val_mape: 16654657.0000
Epoch 172/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2181 - mape: 5099137.0000 - val_loss: 0.2490 - val_mape: 16651164.0000
Epoch 173/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2178 - mape: 5075838.0000 - val_loss: 0.2492 - val_mape: 16661902.0000
Epoch 174/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2175 - mape: 5060389.5000 - val_loss: 0.2495 - val_mape: 16678413.0000
Epoch 175/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2172 - mape: 5048259.0000 - val_loss: 0.2498 - val_mape: 16692810.0000
Epoch 176/250
1/1 [==============================] - 0s 336ms/step - loss: 0.2169 - mape: 5034158.0000 - val_loss: 0.2502 - val_mape: 16697253.0000
Epoch 177/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2166 - mape: 5016272.5000 - val_loss: 0.2507 - val_mape: 16693773.0000
Epoch 178/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2163 - mape: 4994304.5000 - val_loss: 0.2512 - val_mape: 16686548.0000
Epoch 179/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2160 - mape: 4972145.0000 - val_loss: 0.2518 - val_mape: 16674811.0000
Epoch 180/250
1/1 [==============================] - 0s 334ms/step - loss: 0.2156 - mape: 4946552.5000 - val_loss: 0.2523 - val_mape: 16679395.0000
Epoch 181/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2153 - mape: 4925754.5000 - val_loss: 0.2528 - val_mape: 16680051.0000
Epoch 182/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2150 - mape: 4908337.0000 - val_loss: 0.2533 - val_mape: 16673944.0000
Epoch 183/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2147 - mape: 4889298.5000 - val_loss: 0.2539 - val_mape: 16652915.0000
Epoch 184/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2144 - mape: 4863067.5000 - val_loss: 0.2545 - val_mape: 16615284.0000
Epoch 185/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2140 - mape: 4826212.0000 - val_loss: 0.2552 - val_mape: 16576046.0000
Epoch 186/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2137 - mape: 4784794.0000 - val_loss: 0.2558 - val_mape: 16541603.0000
Epoch 187/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2133 - mape: 4741526.5000 - val_loss: 0.2565 - val_mape: 16526883.0000
Epoch 188/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2130 - mape: 4705631.5000 - val_loss: 0.2571 - val_mape: 16534716.0000
Epoch 189/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2126 - mape: 4678822.5000 - val_loss: 0.2577 - val_mape: 16560255.0000
Epoch 190/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2123 - mape: 4657284.0000 - val_loss: 0.2585 - val_mape: 16574921.0000
Epoch 191/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2119 - mape: 4624240.0000 - val_loss: 0.2593 - val_mape: 16593577.0000
Epoch 192/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2115 - mape: 4593113.0000 - val_loss: 0.2600 - val_mape: 16631948.0000
Epoch 193/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2112 - mape: 4569207.5000 - val_loss: 0.2606 - val_mape: 16694825.0000
Epoch 194/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2109 - mape: 4562439.5000 - val_loss: 0.2614 - val_mape: 16730892.0000
Epoch 195/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2105 - mape: 4538898.0000 - val_loss: 0.2624 - val_mape: 16749833.0000
Epoch 196/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2102 - mape: 4511635.0000 - val_loss: 0.2633 - val_mape: 16763607.0000
Epoch 197/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2098 - mape: 4488312.5000 - val_loss: 0.2644 - val_mape: 16775235.0000
Epoch 198/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2095 - mape: 4469630.0000 - val_loss: 0.2656 - val_mape: 16774239.0000
Epoch 199/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2092 - mape: 4455822.0000 - val_loss: 0.2666 - val_mape: 16816742.0000
Epoch 200/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2089 - mape: 4440906.5000 - val_loss: 0.2672 - val_mape: 16906600.0000
Epoch 201/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2086 - mape: 4448649.5000 - val_loss: 0.2679 - val_mape: 17004636.0000
Epoch 202/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2084 - mape: 4463878.5000 - val_loss: 0.2690 - val_mape: 17032908.0000
Epoch 203/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2081 - mape: 4434638.5000 - val_loss: 0.2704 - val_mape: 17042804.0000
Epoch 204/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2077 - mape: 4409630.5000 - val_loss: 0.2716 - val_mape: 17060244.0000
Epoch 205/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2074 - mape: 4404125.5000 - val_loss: 0.2724 - val_mape: 17105210.0000
Epoch 206/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2071 - mape: 4405893.5000 - val_loss: 0.2742 - val_mape: 17049232.0000
Epoch 207/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2068 - mape: 4326588.5000 - val_loss: 0.2739 - val_mape: 17174440.0000
Epoch 208/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2064 - mape: 4357607.0000 - val_loss: 0.2746 - val_mape: 17205146.0000
Epoch 209/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2061 - mape: 4345174.5000 - val_loss: 0.2763 - val_mape: 17158024.0000
Epoch 210/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2059 - mape: 4282834.0000 - val_loss: 0.2761 - val_mape: 17269372.0000
Epoch 211/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2057 - mape: 4320872.5000 - val_loss: 0.2777 - val_mape: 17263682.0000
Epoch 212/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2053 - mape: 4312007.5000 - val_loss: 0.2783 - val_mape: 17334662.0000
Epoch 213/250
1/1 [==============================] - 0s 253ms/step - loss: 0.2051 - mape: 4340832.5000 - val_loss: 0.2775 - val_mape: 17488870.0000
Epoch 214/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2049 - mape: 4372308.0000 - val_loss: 0.2784 - val_mape: 17466280.0000
Epoch 215/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2046 - mape: 4302829.5000 - val_loss: 0.2788 - val_mape: 17503874.0000
Epoch 216/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2044 - mape: 4286774.5000 - val_loss: 0.2786 - val_mape: 17634514.0000
Epoch 217/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2041 - mape: 4328575.0000 - val_loss: 0.2789 - val_mape: 17681934.0000
Epoch 218/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2039 - mape: 4307725.5000 - val_loss: 0.2793 - val_mape: 17700788.0000
Epoch 219/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2035 - mape: 4219957.0000 - val_loss: 0.2788 - val_mape: 17850010.0000
Epoch 220/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2034 - mape: 4214883.0000 - val_loss: 0.2796 - val_mape: 17928926.0000
Epoch 221/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2031 - mape: 4236959.5000 - val_loss: 0.2817 - val_mape: 17917204.0000
Epoch 222/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2028 - mape: 4235286.5000 - val_loss: 0.2822 - val_mape: 17991202.0000
Epoch 223/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2026 - mape: 4239758.5000 - val_loss: 0.2807 - val_mape: 18175972.0000
Epoch 224/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2022 - mape: 4257463.5000 - val_loss: 0.2795 - val_mape: 18320984.0000
Epoch 225/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2019 - mape: 4230271.0000 - val_loss: 0.2799 - val_mape: 18358388.0000
Epoch 226/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2016 - mape: 4185295.0000 - val_loss: 0.2812 - val_mape: 18373946.0000
Epoch 227/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2013 - mape: 4189775.5000 - val_loss: 0.2820 - val_mape: 18439808.0000
Epoch 228/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2009 - mape: 4183211.2500 - val_loss: 0.2835 - val_mape: 18437830.0000
Epoch 229/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2006 - mape: 4144080.5000 - val_loss: 0.2845 - val_mape: 18469376.0000
Epoch 230/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2002 - mape: 4109051.2500 - val_loss: 0.2849 - val_mape: 18544898.0000
Epoch 231/250
1/1 [==============================] - 0s 282ms/step - loss: 0.1999 - mape: 4090087.2500 - val_loss: 0.2853 - val_mape: 18639836.0000
Epoch 232/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1994 - mape: 4076182.2500 - val_loss: 0.2859 - val_mape: 18734628.0000
Epoch 233/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1991 - mape: 4063921.7500 - val_loss: 0.2856 - val_mape: 18892878.0000
Epoch 234/250
1/1 [==============================] - 0s 288ms/step - loss: 0.1987 - mape: 4078833.5000 - val_loss: 0.2870 - val_mape: 18897632.0000
Epoch 235/250
1/1 [==============================] - 0s 346ms/step - loss: 0.1983 - mape: 4031298.5000 - val_loss: 0.2874 - val_mape: 18946766.0000
Epoch 236/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1978 - mape: 4011822.5000 - val_loss: 0.2887 - val_mape: 18986054.0000
Epoch 237/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1974 - mape: 3992659.7500 - val_loss: 0.2894 - val_mape: 19067146.0000
Epoch 238/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1969 - mape: 3993971.0000 - val_loss: 0.2903 - val_mape: 19114380.0000
Epoch 239/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1964 - mape: 3947353.0000 - val_loss: 0.2917 - val_mape: 19155084.0000
Epoch 240/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1952 - mape: 3876818.7500 - val_loss: 0.2917 - val_mape: 19344476.0000
Epoch 241/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1965 - mape: 3883726.2500 - val_loss: 0.2938 - val_mape: 19473240.0000
Epoch 242/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1966 - mape: 3879224.0000 - val_loss: 0.2978 - val_mape: 19515996.0000
Epoch 243/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1961 - mape: 3813061.2500 - val_loss: 0.3029 - val_mape: 19619770.0000
Epoch 244/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1952 - mape: 3757251.7500 - val_loss: 0.3073 - val_mape: 19895528.0000
Epoch 245/250
1/1 [==============================] - 0s 323ms/step - loss: 0.1950 - mape: 3817165.0000 - val_loss: 0.3087 - val_mape: 20312510.0000
Epoch 245: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4217 - mape: 203517.1875 - val_loss: 0.4235 - val_mape: 321292.1875
Epoch 2/250
1/1 [==============================] - 0s 290ms/step - loss: 0.4045 - mape: 64033.7344 - val_loss: 0.4194 - val_mape: 190320.6875
Epoch 3/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3996 - mape: 134433.8906 - val_loss: 0.4160 - val_mape: 364986.4375
Epoch 4/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3962 - mape: 200473.2812 - val_loss: 0.4121 - val_mape: 545694.7500
Epoch 5/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3934 - mape: 262029.9688 - val_loss: 0.4079 - val_mape: 739391.2500
Epoch 6/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3904 - mape: 330344.3750 - val_loss: 0.4032 - val_mape: 953292.5625
Epoch 7/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3871 - mape: 409561.1875 - val_loss: 0.3981 - val_mape: 1190704.3750
Epoch 8/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3836 - mape: 497271.9375 - val_loss: 0.3924 - val_mape: 1454299.5000
Epoch 9/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3797 - mape: 592709.2500 - val_loss: 0.3859 - val_mape: 1826085.2500
Epoch 10/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3754 - mape: 701104.1250 - val_loss: 0.3782 - val_mape: 2332159.2500
Epoch 11/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3703 - mape: 844119.1875 - val_loss: 0.3690 - val_mape: 2953630.0000
Epoch 12/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3639 - mape: 1023371.1250 - val_loss: 0.3571 - val_mape: 3692402.0000
Epoch 13/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3555 - mape: 1252039.1250 - val_loss: 0.3430 - val_mape: 4617198.5000
Epoch 14/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3436 - mape: 1545740.5000 - val_loss: 0.3273 - val_mape: 5762463.5000
Epoch 15/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3283 - mape: 1941392.3750 - val_loss: 0.3104 - val_mape: 7152248.5000
Epoch 16/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3105 - mape: 2469983.7500 - val_loss: 0.2928 - val_mape: 8841134.0000
Epoch 17/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2916 - mape: 3152982.7500 - val_loss: 0.2753 - val_mape: 10903708.0000
Epoch 18/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2734 - mape: 4035820.2500 - val_loss: 0.2595 - val_mape: 13518486.0000
Epoch 19/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2586 - mape: 5210173.5000 - val_loss: 0.2510 - val_mape: 16862736.0000
Epoch 20/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2547 - mape: 6856034.0000 - val_loss: 0.2559 - val_mape: 19743020.0000
Epoch 21/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2722 - mape: 8283573.5000 - val_loss: 0.2555 - val_mape: 20046242.0000
Epoch 22/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2666 - mape: 8221334.5000 - val_loss: 0.2512 - val_mape: 19248442.0000
Epoch 23/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2545 - mape: 7631450.5000 - val_loss: 0.2482 - val_mape: 18219798.0000
Epoch 24/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2481 - mape: 7003482.5000 - val_loss: 0.2468 - val_mape: 17337122.0000
Epoch 25/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2466 - mape: 6499599.5000 - val_loss: 0.2463 - val_mape: 16698296.0000
Epoch 26/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2466 - mape: 6142872.5000 - val_loss: 0.2460 - val_mape: 16294081.0000
Epoch 27/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2467 - mape: 5911461.0000 - val_loss: 0.2454 - val_mape: 16102707.0000
Epoch 28/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2465 - mape: 5781090.5000 - val_loss: 0.2443 - val_mape: 16102240.0000
Epoch 29/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2458 - mape: 5736905.5000 - val_loss: 0.2428 - val_mape: 16288952.0000
Epoch 30/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2445 - mape: 5768641.0000 - val_loss: 0.2411 - val_mape: 16638034.0000
Epoch 31/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2429 - mape: 5868903.0000 - val_loss: 0.2391 - val_mape: 17137012.0000
Epoch 32/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2410 - mape: 6031782.0000 - val_loss: 0.2373 - val_mape: 17762406.0000
Epoch 33/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2389 - mape: 6249926.5000 - val_loss: 0.2360 - val_mape: 18483076.0000
Epoch 34/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2373 - mape: 6512601.5000 - val_loss: 0.2361 - val_mape: 19227774.0000
Epoch 35/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2369 - mape: 6789752.0000 - val_loss: 0.2375 - val_mape: 19803288.0000
Epoch 36/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2380 - mape: 7000986.0000 - val_loss: 0.2380 - val_mape: 19954978.0000
Epoch 37/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2385 - mape: 7036934.5000 - val_loss: 0.2367 - val_mape: 19654224.0000
Epoch 38/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2370 - mape: 6887028.0000 - val_loss: 0.2353 - val_mape: 19107572.0000
Epoch 39/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2354 - mape: 6639237.5000 - val_loss: 0.2347 - val_mape: 18519034.0000
Epoch 40/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2345 - mape: 6376863.5000 - val_loss: 0.2350 - val_mape: 18020660.0000
Epoch 41/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2345 - mape: 6152408.0000 - val_loss: 0.2355 - val_mape: 17694950.0000
Epoch 42/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2347 - mape: 5994364.5000 - val_loss: 0.2360 - val_mape: 17563852.0000
Epoch 43/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2346 - mape: 5909330.0000 - val_loss: 0.2361 - val_mape: 17621598.0000
Epoch 44/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2341 - mape: 5892830.5000 - val_loss: 0.2361 - val_mape: 17852172.0000
Epoch 45/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2333 - mape: 5936534.5000 - val_loss: 0.2361 - val_mape: 18230092.0000
Epoch 46/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2323 - mape: 6028968.5000 - val_loss: 0.2364 - val_mape: 18715742.0000
Epoch 47/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2315 - mape: 6153347.0000 - val_loss: 0.2371 - val_mape: 19246552.0000
Epoch 48/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2311 - mape: 6287599.0000 - val_loss: 0.2381 - val_mape: 19713794.0000
Epoch 49/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2311 - mape: 6390031.5000 - val_loss: 0.2388 - val_mape: 19971002.0000
Epoch 50/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2308 - mape: 6410931.5000 - val_loss: 0.2391 - val_mape: 19974178.0000
Epoch 51/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2300 - mape: 6338334.0000 - val_loss: 0.2393 - val_mape: 19807790.0000
Epoch 52/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2291 - mape: 6207897.0000 - val_loss: 0.2396 - val_mape: 19614692.0000
Epoch 53/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2286 - mape: 6069540.0000 - val_loss: 0.2401 - val_mape: 19509676.0000
Epoch 54/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2283 - mape: 5959606.5000 - val_loss: 0.2407 - val_mape: 19567924.0000
Epoch 55/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2280 - mape: 5898034.0000 - val_loss: 0.2413 - val_mape: 19787942.0000
Epoch 56/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2275 - mape: 5883598.5000 - val_loss: 0.2420 - val_mape: 20110264.0000
Epoch 57/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2270 - mape: 5900102.5000 - val_loss: 0.2426 - val_mape: 20417560.0000
Epoch 58/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2266 - mape: 5924169.5000 - val_loss: 0.2430 - val_mape: 20497716.0000
Epoch 59/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2263 - mape: 5908244.0000 - val_loss: 0.2430 - val_mape: 20226224.0000
Epoch 60/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2258 - mape: 5824265.5000 - val_loss: 0.2432 - val_mape: 19661204.0000
Epoch 61/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2252 - mape: 5689104.0000 - val_loss: 0.2437 - val_mape: 19043866.0000
Epoch 62/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2248 - mape: 5546794.5000 - val_loss: 0.2444 - val_mape: 18590818.0000
Epoch 63/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2246 - mape: 5443761.5000 - val_loss: 0.2450 - val_mape: 18420168.0000
Epoch 64/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2242 - mape: 5398743.0000 - val_loss: 0.2453 - val_mape: 18539726.0000
Epoch 65/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2237 - mape: 5406486.5000 - val_loss: 0.2456 - val_mape: 18815704.0000
Epoch 66/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2232 - mape: 5438364.5000 - val_loss: 0.2462 - val_mape: 19023772.0000
Epoch 67/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2228 - mape: 5445770.5000 - val_loss: 0.2472 - val_mape: 18945498.0000
Epoch 68/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2223 - mape: 5389942.0000 - val_loss: 0.2488 - val_mape: 18683928.0000
Epoch 69/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2217 - mape: 5301805.0000 - val_loss: 0.2505 - val_mape: 18466924.0000
Epoch 70/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2213 - mape: 5237931.0000 - val_loss: 0.2522 - val_mape: 18478664.0000
Epoch 71/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2206 - mape: 5237196.0000 - val_loss: 0.2536 - val_mape: 18644972.0000
Epoch 72/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2200 - mape: 5278458.0000 - val_loss: 0.2555 - val_mape: 18634558.0000
Epoch 73/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2194 - mape: 5288241.0000 - val_loss: 0.2580 - val_mape: 18309224.0000
Epoch 74/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2188 - mape: 5228523.0000 - val_loss: 0.2604 - val_mape: 17983812.0000
Epoch 75/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2182 - mape: 5150374.5000 - val_loss: 0.2621 - val_mape: 18027272.0000
Epoch 76/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2174 - mape: 5115960.0000 - val_loss: 0.2633 - val_mape: 18311844.0000
Epoch 77/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2167 - mape: 5102506.0000 - val_loss: 0.2652 - val_mape: 18335640.0000
Epoch 78/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2159 - mape: 5032088.0000 - val_loss: 0.2687 - val_mape: 17931788.0000
Epoch 79/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2151 - mape: 4898455.5000 - val_loss: 0.2720 - val_mape: 17889318.0000
Epoch 80/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2142 - mape: 4846432.5000 - val_loss: 0.2746 - val_mape: 18480218.0000
Epoch 81/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2132 - mape: 4897955.5000 - val_loss: 0.2797 - val_mape: 18560606.0000
Epoch 82/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2122 - mape: 4810215.5000 - val_loss: 0.2851 - val_mape: 18617608.0000
Epoch 83/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2113 - mape: 4664880.0000 - val_loss: 0.2851 - val_mape: 20139346.0000
Epoch 84/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2113 - mape: 4728438.5000 - val_loss: 0.2967 - val_mape: 17458456.0000
Epoch 85/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2120 - mape: 4314329.5000 - val_loss: 0.2951 - val_mape: 18455800.0000
Epoch 86/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2094 - mape: 4484042.5000 - val_loss: 0.2869 - val_mape: 21203264.0000
Epoch 87/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2114 - mape: 4900929.0000 - val_loss: 0.2928 - val_mape: 19040814.0000
Epoch 88/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2076 - mape: 4485971.5000 - val_loss: 0.2987 - val_mape: 18007114.0000
Epoch 89/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2088 - mape: 4241253.5000 - val_loss: 0.2978 - val_mape: 19315330.0000
Epoch 90/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2058 - mape: 4440834.5000 - val_loss: 0.2964 - val_mape: 21758108.0000
Epoch 91/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2068 - mape: 4805661.0000 - val_loss: 0.3051 - val_mape: 20776904.0000
Epoch 92/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2033 - mape: 4425419.0000 - val_loss: 0.3124 - val_mape: 20153226.0000
Epoch 93/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2037 - mape: 4091240.0000 - val_loss: 0.3047 - val_mape: 21912634.0000
Epoch 94/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2018 - mape: 4378597.0000 - val_loss: 0.3029 - val_mape: 22622650.0000
Epoch 95/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2011 - mape: 4529870.5000 - val_loss: 0.3109 - val_mape: 20780260.0000
Epoch 96/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2002 - mape: 4200266.5000 - val_loss: 0.3042 - val_mape: 20783902.0000
Epoch 97/250
1/1 [==============================] - 0s 254ms/step - loss: 0.1990 - mape: 4255079.5000 - val_loss: 0.2947 - val_mape: 21665840.0000
Epoch 98/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1985 - mape: 4381750.5000 - val_loss: 0.3028 - val_mape: 21220674.0000
Epoch 99/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1968 - mape: 4007063.0000 - val_loss: 0.2994 - val_mape: 22287770.0000
Epoch 100/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1958 - mape: 4013603.2500 - val_loss: 0.3340 - val_mape: 21966494.0000
Epoch 101/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1947 - mape: 3926634.5000 - val_loss: 0.2834 - val_mape: 22003802.0000
Epoch 102/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1946 - mape: 4054109.5000 - val_loss: 0.4846 - val_mape: 19285718.0000
Epoch 103/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1975 - mape: 3686146.5000 - val_loss: 0.2692 - val_mape: 22469634.0000
Epoch 104/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1963 - mape: 4420535.5000 - val_loss: 0.2756 - val_mape: 21745748.0000
Epoch 105/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1919 - mape: 4152788.2500 - val_loss: 23.2404 - val_mape: 992896128.0000
Epoch 106/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1977 - mape: 3813452.2500 - val_loss: 0.2758 - val_mape: 21099720.0000
Epoch 107/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1943 - mape: 4141596.2500 - val_loss: 0.2714 - val_mape: 22887078.0000
Epoch 108/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1952 - mape: 4729623.0000 - val_loss: 0.2853 - val_mape: 22035508.0000
Epoch 109/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1916 - mape: 4244050.5000 - val_loss: 0.2903 - val_mape: 21558480.0000
Epoch 110/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1920 - mape: 4076154.2500 - val_loss: 0.2732 - val_mape: 23358582.0000
Epoch 110: early stopping
1/1 [==============================] - 0s 317ms/step
Epoch 1/250
1/1 [==============================] - 4s 4s/step - loss: 0.3482 - mape: 1275517.5000 - val_loss: 0.3231 - val_mape: 6413858.0000
Epoch 2/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3180 - mape: 2109009.0000 - val_loss: 0.2953 - val_mape: 9216512.0000
Epoch 3/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2905 - mape: 3107548.0000 - val_loss: 0.2739 - val_mape: 12722985.0000
Epoch 4/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2676 - mape: 4348802.0000 - val_loss: 0.2659 - val_mape: 17360532.0000
Epoch 5/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2538 - mape: 6045868.5000 - val_loss: 0.2794 - val_mape: 23019410.0000
Epoch 6/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2608 - mape: 8240419.5000 - val_loss: 0.2816 - val_mape: 24132056.0000
Epoch 7/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2627 - mape: 8615519.0000 - val_loss: 0.2698 - val_mape: 22291934.0000
Epoch 8/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2513 - mape: 7912034.0000 - val_loss: 0.2588 - val_mape: 19994770.0000
Epoch 9/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2448 - mape: 7005652.5000 - val_loss: 0.2530 - val_mape: 18105560.0000
Epoch 10/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2434 - mape: 6288579.0000 - val_loss: 0.2503 - val_mape: 16931380.0000
Epoch 11/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2431 - mape: 5870784.0000 - val_loss: 0.2482 - val_mape: 16449595.0000
Epoch 12/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2419 - mape: 5730832.5000 - val_loss: 0.2458 - val_mape: 16585636.0000
Epoch 13/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2394 - mape: 5833245.5000 - val_loss: 0.2430 - val_mape: 17328032.0000
Epoch 14/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2363 - mape: 6142773.0000 - val_loss: 0.2413 - val_mape: 18541108.0000
Epoch 15/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2353 - mape: 6591081.5000 - val_loss: 0.2415 - val_mape: 19452488.0000
Epoch 16/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2365 - mape: 6839336.5000 - val_loss: 0.2410 - val_mape: 19374882.0000
Epoch 17/250
1/1 [==============================] - 0s 368ms/step - loss: 0.2338 - mape: 6618640.0000 - val_loss: 0.2405 - val_mape: 18831476.0000
Epoch 18/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2314 - mape: 6200070.5000 - val_loss: 0.2409 - val_mape: 18506076.0000
Epoch 19/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2311 - mape: 5856509.0000 - val_loss: 0.2417 - val_mape: 18751746.0000
Epoch 20/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2307 - mape: 5696824.0000 - val_loss: 0.2430 - val_mape: 19676328.0000
Epoch 21/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2297 - mape: 5738218.0000 - val_loss: 0.2454 - val_mape: 21015318.0000
Epoch 22/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2292 - mape: 5905978.0000 - val_loss: 0.2465 - val_mape: 21536510.0000
Epoch 23/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2293 - mape: 5953681.0000 - val_loss: 0.2442 - val_mape: 20597688.0000
Epoch 24/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2281 - mape: 5739572.5000 - val_loss: 0.2419 - val_mape: 19132552.0000
Epoch 25/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2272 - mape: 5444008.0000 - val_loss: 0.2410 - val_mape: 17993288.0000
Epoch 26/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2270 - mape: 5246660.5000 - val_loss: 0.2409 - val_mape: 17454854.0000
Epoch 27/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2267 - mape: 5207051.5000 - val_loss: 0.2410 - val_mape: 17426996.0000
Epoch 28/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2262 - mape: 5284982.0000 - val_loss: 0.2415 - val_mape: 17603016.0000
Epoch 29/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2258 - mape: 5376898.5000 - val_loss: 0.2427 - val_mape: 17712826.0000
Epoch 30/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2249 - mape: 5397110.5000 - val_loss: 0.2447 - val_mape: 17707768.0000
Epoch 31/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2241 - mape: 5352243.5000 - val_loss: 0.2472 - val_mape: 17704688.0000
Epoch 32/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2236 - mape: 5295741.0000 - val_loss: 0.2493 - val_mape: 17841876.0000
Epoch 33/250
1/1 [==============================] - 0s 363ms/step - loss: 0.2234 - mape: 5287595.0000 - val_loss: 0.2509 - val_mape: 18084454.0000
Epoch 34/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2231 - mape: 5328358.0000 - val_loss: 0.2519 - val_mape: 18300166.0000
Epoch 35/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2226 - mape: 5383158.0000 - val_loss: 0.2528 - val_mape: 18175406.0000
Epoch 36/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2220 - mape: 5371303.5000 - val_loss: 0.2541 - val_mape: 17671744.0000
Epoch 37/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2213 - mape: 5265567.0000 - val_loss: 0.2561 - val_mape: 17026396.0000
Epoch 38/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2208 - mape: 5113262.0000 - val_loss: 0.2580 - val_mape: 16606903.0000
Epoch 39/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2202 - mape: 4993417.0000 - val_loss: 0.2587 - val_mape: 16618159.0000
Epoch 40/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2195 - mape: 4942009.5000 - val_loss: 0.2595 - val_mape: 16779476.0000
Epoch 41/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2188 - mape: 4885176.5000 - val_loss: 0.2617 - val_mape: 16790112.0000
Epoch 42/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2180 - mape: 4762426.5000 - val_loss: 0.2652 - val_mape: 16694248.0000
Epoch 43/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2174 - mape: 4617157.5000 - val_loss: 0.2672 - val_mape: 16794036.0000
Epoch 44/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2166 - mape: 4587505.5000 - val_loss: 0.2680 - val_mape: 16952560.0000
Epoch 45/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2158 - mape: 4634933.5000 - val_loss: 0.2696 - val_mape: 16845806.0000
Epoch 46/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2150 - mape: 4630590.5000 - val_loss: 0.2714 - val_mape: 16867404.0000
Epoch 47/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2141 - mape: 4620722.0000 - val_loss: 0.2730 - val_mape: 17256376.0000
Epoch 48/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2133 - mape: 4654179.5000 - val_loss: 0.2769 - val_mape: 17584550.0000
Epoch 49/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2124 - mape: 4624795.5000 - val_loss: 0.2805 - val_mape: 17940358.0000
Epoch 50/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2114 - mape: 4627909.5000 - val_loss: 0.2850 - val_mape: 17777794.0000
Epoch 51/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2106 - mape: 4523143.5000 - val_loss: 0.2848 - val_mape: 18642758.0000
Epoch 52/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2100 - mape: 4624113.5000 - val_loss: 0.2938 - val_mape: 17131756.0000
Epoch 53/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2113 - mape: 4126554.2500 - val_loss: 0.2878 - val_mape: 19947866.0000
Epoch 54/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2103 - mape: 4747930.0000 - val_loss: 0.2942 - val_mape: 18249468.0000
Epoch 55/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2082 - mape: 4273587.5000 - val_loss: 0.2977 - val_mape: 18758638.0000
Epoch 56/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2070 - mape: 4348721.0000 - val_loss: 0.3000 - val_mape: 20880490.0000
Epoch 57/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2076 - mape: 4806302.0000 - val_loss: 0.3097 - val_mape: 18993438.0000
Epoch 58/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2070 - mape: 4114921.2500 - val_loss: 0.3109 - val_mape: 20510080.0000
Epoch 59/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2039 - mape: 4382401.0000 - val_loss: 0.3138 - val_mape: 22896194.0000
Epoch 60/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2058 - mape: 4854605.5000 - val_loss: 0.3254 - val_mape: 19306832.0000
Epoch 61/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2068 - mape: 3823018.2500 - val_loss: 0.3237 - val_mape: 20763030.0000
Epoch 62/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2023 - mape: 4088808.5000 - val_loss: 0.3196 - val_mape: 25197538.0000
Epoch 63/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2073 - mape: 5060262.5000 - val_loss: 0.3198 - val_mape: 22364520.0000
Epoch 64/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2008 - mape: 4114022.0000 - val_loss: 0.3239 - val_mape: 21059484.0000
Epoch 65/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2031 - mape: 3748740.0000 - val_loss: 0.3267 - val_mape: 23247422.0000
Epoch 66/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1977 - mape: 4341670.5000 - val_loss: 0.3353 - val_mape: 25265566.0000
Epoch 67/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2026 - mape: 4779940.0000 - val_loss: 0.3540 - val_mape: 21832692.0000
Epoch 68/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2003 - mape: 3607239.7500 - val_loss: 0.3416 - val_mape: 23799670.0000
Epoch 69/250
1/1 [==============================] - 0s 287ms/step - loss: 0.1961 - mape: 3846270.0000 - val_loss: 0.3445 - val_mape: 27160868.0000
Epoch 70/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1998 - mape: 4636038.5000 - val_loss: 0.3448 - val_mape: 23889448.0000
Epoch 71/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1939 - mape: 4034876.0000 - val_loss: 0.3577 - val_mape: 21123898.0000
Epoch 72/250
1/1 [==============================] - 0s 273ms/step - loss: 0.1966 - mape: 3487610.2500 - val_loss: 0.3565 - val_mape: 23405292.0000
Epoch 73/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1935 - mape: 4154560.0000 - val_loss: 0.3624 - val_mape: 25237888.0000
Epoch 74/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1926 - mape: 4407770.5000 - val_loss: 0.3696 - val_mape: 24172754.0000
Epoch 75/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1912 - mape: 3845109.7500 - val_loss: 0.3813 - val_mape: 24323384.0000
Epoch 76/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1915 - mape: 3595614.7500 - val_loss: 0.3924 - val_mape: 27469748.0000
Epoch 77/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1909 - mape: 4351362.0000 - val_loss: 0.4008 - val_mape: 24364532.0000
Epoch 78/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1907 - mape: 3519812.7500 - val_loss: 0.3847 - val_mape: 26135832.0000
Epoch 79/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1883 - mape: 4421750.0000 - val_loss: 0.3726 - val_mape: 23270690.0000
Epoch 80/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1875 - mape: 3780809.0000 - val_loss: 0.3700 - val_mape: 23072564.0000
Epoch 81/250
1/1 [==============================] - 0s 298ms/step - loss: 0.1852 - mape: 3778184.5000 - val_loss: 0.3713 - val_mape: 24843276.0000
Epoch 82/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1856 - mape: 4160497.7500 - val_loss: 0.3846 - val_mape: 23359698.0000
Epoch 83/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1858 - mape: 3361966.5000 - val_loss: 0.3757 - val_mape: 26143094.0000
Epoch 84/250
1/1 [==============================] - 0s 281ms/step - loss: 0.1900 - mape: 4587954.5000 - val_loss: 0.3757 - val_mape: 22189120.0000
Epoch 85/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1866 - mape: 3142528.0000 - val_loss: 0.3719 - val_mape: 23652056.0000
Epoch 86/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1807 - mape: 3794142.7500 - val_loss: 0.3725 - val_mape: 24868934.0000
Epoch 87/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1841 - mape: 4293722.0000 - val_loss: 0.3786 - val_mape: 21480044.0000
Epoch 88/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1845 - mape: 3279876.7500 - val_loss: 0.3685 - val_mape: 24661624.0000
Epoch 89/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1816 - mape: 4141393.0000 - val_loss: 0.3674 - val_mape: 25572790.0000
Epoch 90/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1825 - mape: 4339091.0000 - val_loss: 0.3673 - val_mape: 23282148.0000
Epoch 91/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1806 - mape: 3397805.0000 - val_loss: 0.3636 - val_mape: 25006976.0000
Epoch 91: early stopping
1/1 [==============================] - 0s 349ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4085 - mape: 121505.6484 - val_loss: 0.4184 - val_mape: 184249.6562
Epoch 2/250
1/1 [==============================] - 0s 292ms/step - loss: 0.4051 - mape: 104608.5000 - val_loss: 0.4157 - val_mape: 244483.6406
Epoch 3/250
1/1 [==============================] - 0s 292ms/step - loss: 0.4018 - mape: 97113.8359 - val_loss: 0.4130 - val_mape: 403316.0000
Epoch 4/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3982 - mape: 112415.7109 - val_loss: 0.4101 - val_mape: 546279.7500
Epoch 5/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3945 - mape: 157515.8750 - val_loss: 0.4072 - val_mape: 683217.8125
Epoch 6/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3909 - mape: 220589.8281 - val_loss: 0.4042 - val_mape: 828764.5000
Epoch 7/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3873 - mape: 287285.5312 - val_loss: 0.4012 - val_mape: 976266.5625
Epoch 8/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3837 - mape: 358248.5938 - val_loss: 0.3982 - val_mape: 1122873.0000
Epoch 9/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3800 - mape: 433224.4688 - val_loss: 0.3951 - val_mape: 1273587.5000
Epoch 10/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3762 - mape: 511525.5625 - val_loss: 0.3919 - val_mape: 1428678.3750
Epoch 11/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3724 - mape: 591855.0000 - val_loss: 0.3885 - val_mape: 1600568.3750
Epoch 12/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3684 - mape: 675972.4375 - val_loss: 0.3848 - val_mape: 1799017.0000
Epoch 13/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3641 - mape: 764439.3750 - val_loss: 0.3809 - val_mape: 2007253.0000
Epoch 14/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3595 - mape: 863765.4375 - val_loss: 0.3767 - val_mape: 2227263.7500
Epoch 15/250
1/1 [==============================] - 0s 319ms/step - loss: 0.3547 - mape: 970166.5000 - val_loss: 0.3720 - val_mape: 2464045.0000
Epoch 16/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3498 - mape: 1087521.8750 - val_loss: 0.3671 - val_mape: 2741173.0000
Epoch 17/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3447 - mape: 1214233.3750 - val_loss: 0.3621 - val_mape: 3028338.0000
Epoch 18/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3396 - mape: 1345312.5000 - val_loss: 0.3568 - val_mape: 3328490.0000
Epoch 19/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3344 - mape: 1481838.3750 - val_loss: 0.3514 - val_mape: 3702802.2500
Epoch 20/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3292 - mape: 1622560.6250 - val_loss: 0.3459 - val_mape: 4099991.0000
Epoch 21/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3239 - mape: 1766394.5000 - val_loss: 0.3402 - val_mape: 4509945.5000
Epoch 22/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3187 - mape: 1913395.2500 - val_loss: 0.3344 - val_mape: 4933875.0000
Epoch 23/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3135 - mape: 2063193.3750 - val_loss: 0.3286 - val_mape: 5375005.5000
Epoch 24/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3086 - mape: 2216599.2500 - val_loss: 0.3228 - val_mape: 5824167.0000
Epoch 25/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3037 - mape: 2377950.0000 - val_loss: 0.3172 - val_mape: 6276487.5000
Epoch 26/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2990 - mape: 2544923.5000 - val_loss: 0.3118 - val_mape: 6733185.5000
Epoch 27/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2945 - mape: 2713726.7500 - val_loss: 0.3065 - val_mape: 7180679.0000
Epoch 28/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2902 - mape: 2883659.5000 - val_loss: 0.3015 - val_mape: 7629472.5000
Epoch 29/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2862 - mape: 3055050.2500 - val_loss: 0.2967 - val_mape: 8079685.0000
Epoch 30/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2824 - mape: 3227241.7500 - val_loss: 0.2920 - val_mape: 8532236.0000
Epoch 31/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2789 - mape: 3399806.0000 - val_loss: 0.2876 - val_mape: 8973964.0000
Epoch 32/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2755 - mape: 3572873.7500 - val_loss: 0.2833 - val_mape: 9414932.0000
Epoch 33/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2724 - mape: 3746991.5000 - val_loss: 0.2793 - val_mape: 9855569.0000
Epoch 34/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2696 - mape: 3920671.2500 - val_loss: 0.2756 - val_mape: 10295862.0000
Epoch 35/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2670 - mape: 4093658.7500 - val_loss: 0.2722 - val_mape: 10732769.0000
Epoch 36/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2646 - mape: 4267146.5000 - val_loss: 0.2690 - val_mape: 11165254.0000
Epoch 37/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2625 - mape: 4441225.5000 - val_loss: 0.2661 - val_mape: 11594011.0000
Epoch 38/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2606 - mape: 4613553.5000 - val_loss: 0.2634 - val_mape: 12020285.0000
Epoch 39/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2590 - mape: 4783975.0000 - val_loss: 0.2609 - val_mape: 12440372.0000
Epoch 40/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2575 - mape: 4952410.0000 - val_loss: 0.2587 - val_mape: 12851092.0000
Epoch 41/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2563 - mape: 5118446.0000 - val_loss: 0.2568 - val_mape: 13252436.0000
Epoch 42/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2553 - mape: 5280080.0000 - val_loss: 0.2551 - val_mape: 13638893.0000
Epoch 43/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2544 - mape: 5436382.0000 - val_loss: 0.2536 - val_mape: 14005019.0000
Epoch 44/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2537 - mape: 5585162.5000 - val_loss: 0.2523 - val_mape: 14349673.0000
Epoch 45/250
1/1 [==============================] - 0s 320ms/step - loss: 0.2532 - mape: 5725344.5000 - val_loss: 0.2512 - val_mape: 14672178.0000
Epoch 46/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2527 - mape: 5855813.0000 - val_loss: 0.2502 - val_mape: 14969112.0000
Epoch 47/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2523 - mape: 5974124.5000 - val_loss: 0.2494 - val_mape: 15236959.0000
Epoch 48/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2520 - mape: 6078019.5000 - val_loss: 0.2487 - val_mape: 15472275.0000
Epoch 49/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2518 - mape: 6166166.5000 - val_loss: 0.2481 - val_mape: 15672010.0000
Epoch 50/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2515 - mape: 6237203.5000 - val_loss: 0.2476 - val_mape: 15836576.0000
Epoch 51/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2512 - mape: 6290647.5000 - val_loss: 0.2472 - val_mape: 15966397.0000
Epoch 52/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2508 - mape: 6326870.5000 - val_loss: 0.2468 - val_mape: 16067799.0000
Epoch 53/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2504 - mape: 6346612.5000 - val_loss: 0.2465 - val_mape: 16138414.0000
Epoch 54/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2498 - mape: 6350485.0000 - val_loss: 0.2462 - val_mape: 16181175.0000
Epoch 55/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2492 - mape: 6340168.0000 - val_loss: 0.2460 - val_mape: 16200613.0000
Epoch 56/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2485 - mape: 6318279.5000 - val_loss: 0.2458 - val_mape: 16201336.0000
Epoch 57/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2478 - mape: 6287458.0000 - val_loss: 0.2456 - val_mape: 16188466.0000
Epoch 58/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2471 - mape: 6249943.5000 - val_loss: 0.2454 - val_mape: 16166652.0000
Epoch 59/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2465 - mape: 6208414.5000 - val_loss: 0.2452 - val_mape: 16138484.0000
Epoch 60/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2458 - mape: 6164815.0000 - val_loss: 0.2450 - val_mape: 16107809.0000
Epoch 61/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2453 - mape: 6120236.5000 - val_loss: 0.2448 - val_mape: 16076091.0000
Epoch 62/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2447 - mape: 6077375.5000 - val_loss: 0.2446 - val_mape: 16043219.0000
Epoch 63/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2442 - mape: 6037639.0000 - val_loss: 0.2444 - val_mape: 16017272.0000
Epoch 64/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2437 - mape: 6002008.5000 - val_loss: 0.2441 - val_mape: 15999717.0000
Epoch 65/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2432 - mape: 5971380.0000 - val_loss: 0.2438 - val_mape: 15992138.0000
Epoch 66/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2428 - mape: 5946479.0000 - val_loss: 0.2435 - val_mape: 15995466.0000
Epoch 67/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2423 - mape: 5927828.5000 - val_loss: 0.2432 - val_mape: 16009654.0000
Epoch 68/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2418 - mape: 5915258.5000 - val_loss: 0.2428 - val_mape: 16034391.0000
Epoch 69/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2413 - mape: 5908601.5000 - val_loss: 0.2424 - val_mape: 16069551.0000
Epoch 70/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2408 - mape: 5907497.5000 - val_loss: 0.2420 - val_mape: 16115118.0000
Epoch 71/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2403 - mape: 5911683.5000 - val_loss: 0.2415 - val_mape: 16170801.0000
Epoch 72/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2398 - mape: 5920782.0000 - val_loss: 0.2411 - val_mape: 16234394.0000
Epoch 73/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2393 - mape: 5934417.0000 - val_loss: 0.2406 - val_mape: 16305006.0000
Epoch 74/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2388 - mape: 5952242.5000 - val_loss: 0.2402 - val_mape: 16381364.0000
Epoch 75/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2384 - mape: 5972945.0000 - val_loss: 0.2398 - val_mape: 16461975.0000
Epoch 76/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2379 - mape: 5995482.0000 - val_loss: 0.2393 - val_mape: 16543520.0000
Epoch 77/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2374 - mape: 6017676.0000 - val_loss: 0.2390 - val_mape: 16624827.0000
Epoch 78/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2370 - mape: 6038134.0000 - val_loss: 0.2386 - val_mape: 16705876.0000
Epoch 79/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2366 - mape: 6054728.5000 - val_loss: 0.2383 - val_mape: 16782824.0000
Epoch 80/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2363 - mape: 6067080.0000 - val_loss: 0.2380 - val_mape: 16854296.0000
Epoch 81/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2359 - mape: 6073380.5000 - val_loss: 0.2378 - val_mape: 16916122.0000
Epoch 82/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2355 - mape: 6072653.5000 - val_loss: 0.2376 - val_mape: 16968948.0000
Epoch 83/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2351 - mape: 6065407.0000 - val_loss: 0.2375 - val_mape: 17013286.0000
Epoch 84/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2347 - mape: 6052217.5000 - val_loss: 0.2374 - val_mape: 17050178.0000
Epoch 85/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2343 - mape: 6033749.5000 - val_loss: 0.2373 - val_mape: 17081286.0000
Epoch 86/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2339 - mape: 6011436.5000 - val_loss: 0.2372 - val_mape: 17108364.0000
Epoch 87/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2336 - mape: 5986733.5000 - val_loss: 0.2372 - val_mape: 17133186.0000
Epoch 88/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2332 - mape: 5960871.0000 - val_loss: 0.2371 - val_mape: 17156960.0000
Epoch 89/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2328 - mape: 5934682.0000 - val_loss: 0.2371 - val_mape: 17181946.0000
Epoch 90/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2325 - mape: 5909436.5000 - val_loss: 0.2371 - val_mape: 17212208.0000
Epoch 91/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2322 - mape: 5886629.5000 - val_loss: 0.2371 - val_mape: 17249844.0000
Epoch 92/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2319 - mape: 5867268.0000 - val_loss: 0.2370 - val_mape: 17294512.0000
Epoch 93/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2315 - mape: 5851596.0000 - val_loss: 0.2370 - val_mape: 17346502.0000
Epoch 94/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2312 - mape: 5839668.5000 - val_loss: 0.2370 - val_mape: 17405836.0000
Epoch 95/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2309 - mape: 5831350.5000 - val_loss: 0.2370 - val_mape: 17472196.0000
Epoch 96/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2306 - mape: 5826586.5000 - val_loss: 0.2370 - val_mape: 17543366.0000
Epoch 97/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2304 - mape: 5825161.5000 - val_loss: 0.2370 - val_mape: 17616034.0000
Epoch 98/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2301 - mape: 5825792.0000 - val_loss: 0.2370 - val_mape: 17687804.0000
Epoch 99/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2298 - mape: 5826738.5000 - val_loss: 0.2371 - val_mape: 17754488.0000
Epoch 100/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2296 - mape: 5826136.5000 - val_loss: 0.2372 - val_mape: 17812976.0000
Epoch 101/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2293 - mape: 5822497.0000 - val_loss: 0.2372 - val_mape: 17859646.0000
Epoch 102/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2291 - mape: 5814058.0000 - val_loss: 0.2373 - val_mape: 17893410.0000
Epoch 103/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2288 - mape: 5800791.5000 - val_loss: 0.2374 - val_mape: 17914220.0000
Epoch 104/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2286 - mape: 5782903.0000 - val_loss: 0.2375 - val_mape: 17925474.0000
Epoch 105/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2284 - mape: 5762242.0000 - val_loss: 0.2376 - val_mape: 17928042.0000
Epoch 106/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2282 - mape: 5739722.5000 - val_loss: 0.2378 - val_mape: 17922398.0000
Epoch 107/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2279 - mape: 5715727.0000 - val_loss: 0.2379 - val_mape: 17913396.0000
Epoch 108/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2277 - mape: 5692244.0000 - val_loss: 0.2380 - val_mape: 17904144.0000
Epoch 109/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2275 - mape: 5670024.5000 - val_loss: 0.2382 - val_mape: 17895154.0000
Epoch 110/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2273 - mape: 5649990.0000 - val_loss: 0.2384 - val_mape: 17887060.0000
Epoch 111/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2272 - mape: 5632582.0000 - val_loss: 0.2385 - val_mape: 17881712.0000
Epoch 112/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2270 - mape: 5618415.5000 - val_loss: 0.2387 - val_mape: 17877492.0000
Epoch 113/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2268 - mape: 5606808.0000 - val_loss: 0.2388 - val_mape: 17873858.0000
Epoch 114/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2266 - mape: 5597203.5000 - val_loss: 0.2390 - val_mape: 17869288.0000
Epoch 115/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2264 - mape: 5588182.0000 - val_loss: 0.2391 - val_mape: 17861348.0000
Epoch 116/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2263 - mape: 5578703.5000 - val_loss: 0.2393 - val_mape: 17845710.0000
Epoch 117/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2261 - mape: 5567048.5000 - val_loss: 0.2395 - val_mape: 17822714.0000
Epoch 118/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2260 - mape: 5552490.0000 - val_loss: 0.2397 - val_mape: 17795226.0000
Epoch 119/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2258 - mape: 5535597.5000 - val_loss: 0.2399 - val_mape: 17763752.0000
Epoch 120/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2257 - mape: 5516987.5000 - val_loss: 0.2401 - val_mape: 17730266.0000
Epoch 121/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2255 - mape: 5497881.0000 - val_loss: 0.2403 - val_mape: 17696262.0000
Epoch 122/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2253 - mape: 5478956.5000 - val_loss: 0.2405 - val_mape: 17665904.0000
Epoch 123/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2252 - mape: 5461867.0000 - val_loss: 0.2407 - val_mape: 17641446.0000
Epoch 124/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2250 - mape: 5447447.5000 - val_loss: 0.2409 - val_mape: 17621784.0000
Epoch 125/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2249 - mape: 5435423.5000 - val_loss: 0.2411 - val_mape: 17603344.0000
Epoch 126/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2247 - mape: 5423367.5000 - val_loss: 0.2414 - val_mape: 17584700.0000
Epoch 127/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2246 - mape: 5411037.0000 - val_loss: 0.2416 - val_mape: 17565154.0000
Epoch 128/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2244 - mape: 5398271.0000 - val_loss: 0.2418 - val_mape: 17543070.0000
Epoch 129/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2242 - mape: 5384169.5000 - val_loss: 0.2420 - val_mape: 17519618.0000
Epoch 130/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2241 - mape: 5369123.0000 - val_loss: 0.2422 - val_mape: 17494238.0000
Epoch 131/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2239 - mape: 5352977.0000 - val_loss: 0.2424 - val_mape: 17470396.0000
Epoch 132/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2238 - mape: 5337893.5000 - val_loss: 0.2426 - val_mape: 17451554.0000
Epoch 133/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2236 - mape: 5325386.5000 - val_loss: 0.2428 - val_mape: 17437826.0000
Epoch 134/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2234 - mape: 5315441.5000 - val_loss: 0.2430 - val_mape: 17427704.0000
Epoch 135/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2233 - mape: 5306655.0000 - val_loss: 0.2432 - val_mape: 17422890.0000
Epoch 136/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2231 - mape: 5298153.5000 - val_loss: 0.2434 - val_mape: 17417324.0000
Epoch 137/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2229 - mape: 5288843.5000 - val_loss: 0.2437 - val_mape: 17408354.0000
Epoch 138/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2228 - mape: 5277322.5000 - val_loss: 0.2439 - val_mape: 17397554.0000
Epoch 139/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2226 - mape: 5263828.5000 - val_loss: 0.2442 - val_mape: 17388098.0000
Epoch 140/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2224 - mape: 5249975.0000 - val_loss: 0.2445 - val_mape: 17380698.0000
Epoch 141/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2223 - mape: 5237465.5000 - val_loss: 0.2448 - val_mape: 17375622.0000
Epoch 142/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2221 - mape: 5226279.5000 - val_loss: 0.2452 - val_mape: 17372108.0000
Epoch 143/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2219 - mape: 5216155.5000 - val_loss: 0.2455 - val_mape: 17365734.0000
Epoch 144/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2217 - mape: 5206333.0000 - val_loss: 0.2458 - val_mape: 17360038.0000
Epoch 145/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2216 - mape: 5198161.5000 - val_loss: 0.2460 - val_mape: 17358020.0000
Epoch 146/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2214 - mape: 5192818.5000 - val_loss: 0.2463 - val_mape: 17357928.0000
Epoch 147/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2212 - mape: 5189209.5000 - val_loss: 0.2465 - val_mape: 17355514.0000
Epoch 148/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2210 - mape: 5184451.0000 - val_loss: 0.2468 - val_mape: 17351484.0000
Epoch 149/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2209 - mape: 5178435.5000 - val_loss: 0.2471 - val_mape: 17346874.0000
Epoch 150/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2207 - mape: 5170441.0000 - val_loss: 0.2474 - val_mape: 17342056.0000
Epoch 151/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2205 - mape: 5160105.5000 - val_loss: 0.2477 - val_mape: 17341182.0000
Epoch 152/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2203 - mape: 5148767.5000 - val_loss: 0.2480 - val_mape: 17347032.0000
Epoch 153/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2201 - mape: 5137993.5000 - val_loss: 0.2483 - val_mape: 17360104.0000
Epoch 154/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2199 - mape: 5127719.5000 - val_loss: 0.2486 - val_mape: 17381296.0000
Epoch 155/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2197 - mape: 5119824.0000 - val_loss: 0.2489 - val_mape: 17407832.0000
Epoch 156/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2195 - mape: 5113493.0000 - val_loss: 0.2493 - val_mape: 17437238.0000
Epoch 157/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2194 - mape: 5107316.5000 - val_loss: 0.2497 - val_mape: 17462416.0000
Epoch 158/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2192 - mape: 5098662.0000 - val_loss: 0.2501 - val_mape: 17482440.0000
Epoch 159/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2190 - mape: 5087050.5000 - val_loss: 0.2506 - val_mape: 17499230.0000
Epoch 160/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2187 - mape: 5074098.0000 - val_loss: 0.2512 - val_mape: 17513530.0000
Epoch 161/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2185 - mape: 5061245.0000 - val_loss: 0.2518 - val_mape: 17529470.0000
Epoch 162/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2183 - mape: 5050189.5000 - val_loss: 0.2524 - val_mape: 17544614.0000
Epoch 163/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2181 - mape: 5041414.0000 - val_loss: 0.2532 - val_mape: 17562278.0000
Epoch 164/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2179 - mape: 5036221.5000 - val_loss: 0.2538 - val_mape: 17584218.0000
Epoch 165/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2177 - mape: 5034848.5000 - val_loss: 0.2546 - val_mape: 17607160.0000
Epoch 166/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2175 - mape: 5034206.5000 - val_loss: 0.2553 - val_mape: 17621850.0000
Epoch 167/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2173 - mape: 5030847.5000 - val_loss: 0.2562 - val_mape: 17621032.0000
Epoch 168/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2171 - mape: 5021473.0000 - val_loss: 0.2571 - val_mape: 17604716.0000
Epoch 169/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2169 - mape: 5007679.5000 - val_loss: 0.2580 - val_mape: 17576220.0000
Epoch 170/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2167 - mape: 4989229.0000 - val_loss: 0.2589 - val_mape: 17548194.0000
Epoch 171/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2164 - mape: 4972563.0000 - val_loss: 0.2597 - val_mape: 17534630.0000
Epoch 172/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2162 - mape: 4960690.0000 - val_loss: 0.2605 - val_mape: 17519130.0000
Epoch 173/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2160 - mape: 4948676.0000 - val_loss: 0.2613 - val_mape: 17496002.0000
Epoch 174/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2158 - mape: 4932296.5000 - val_loss: 0.2622 - val_mape: 17475240.0000
Epoch 175/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2155 - mape: 4914574.0000 - val_loss: 0.2630 - val_mape: 17459904.0000
Epoch 176/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2153 - mape: 4896392.0000 - val_loss: 0.2637 - val_mape: 17455294.0000
Epoch 177/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2151 - mape: 4882089.5000 - val_loss: 0.2644 - val_mape: 17456104.0000
Epoch 178/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2149 - mape: 4871585.0000 - val_loss: 0.2651 - val_mape: 17456744.0000
Epoch 179/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2147 - mape: 4861528.0000 - val_loss: 0.2658 - val_mape: 17453080.0000
Epoch 180/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2144 - mape: 4847851.5000 - val_loss: 0.2667 - val_mape: 17447834.0000
Epoch 181/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2142 - mape: 4832937.0000 - val_loss: 0.2676 - val_mape: 17442992.0000
Epoch 182/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2140 - mape: 4818240.0000 - val_loss: 0.2686 - val_mape: 17436342.0000
Epoch 183/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2138 - mape: 4803024.0000 - val_loss: 0.2696 - val_mape: 17427444.0000
Epoch 184/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2135 - mape: 4785763.5000 - val_loss: 0.2706 - val_mape: 17415740.0000
Epoch 185/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2133 - mape: 4766322.0000 - val_loss: 0.2716 - val_mape: 17409084.0000
Epoch 186/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2131 - mape: 4748736.5000 - val_loss: 0.2725 - val_mape: 17422264.0000
Epoch 187/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2129 - mape: 4739697.0000 - val_loss: 0.2734 - val_mape: 17439334.0000
Epoch 188/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2127 - mape: 4731571.5000 - val_loss: 0.2743 - val_mape: 17437794.0000
Epoch 189/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2125 - mape: 4714394.5000 - val_loss: 0.2753 - val_mape: 17432698.0000
Epoch 190/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2123 - mape: 4694996.5000 - val_loss: 0.2761 - val_mape: 17441932.0000
Epoch 191/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2121 - mape: 4686578.0000 - val_loss: 0.2768 - val_mape: 17461992.0000
Epoch 192/250
1/1 [==============================] - 0s 350ms/step - loss: 0.2119 - mape: 4686034.5000 - val_loss: 0.2776 - val_mape: 17474170.0000
Epoch 193/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2117 - mape: 4682720.5000 - val_loss: 0.2784 - val_mape: 17477176.0000
Epoch 194/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2115 - mape: 4670763.0000 - val_loss: 0.2792 - val_mape: 17472532.0000
Epoch 195/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2113 - mape: 4654653.5000 - val_loss: 0.2801 - val_mape: 17467572.0000
Epoch 196/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2111 - mape: 4642071.0000 - val_loss: 0.2810 - val_mape: 17477436.0000
Epoch 197/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2109 - mape: 4639056.5000 - val_loss: 0.2819 - val_mape: 17495834.0000
Epoch 198/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2107 - mape: 4633648.0000 - val_loss: 0.2828 - val_mape: 17512276.0000
Epoch 199/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2105 - mape: 4618862.0000 - val_loss: 0.2837 - val_mape: 17538528.0000
Epoch 200/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2103 - mape: 4607466.5000 - val_loss: 0.2844 - val_mape: 17587234.0000
Epoch 201/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2101 - mape: 4611788.5000 - val_loss: 0.2851 - val_mape: 17622270.0000
Epoch 202/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2099 - mape: 4608879.5000 - val_loss: 0.2859 - val_mape: 17634406.0000
Epoch 203/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2098 - mape: 4591463.5000 - val_loss: 0.2866 - val_mape: 17660130.0000
Epoch 204/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2096 - mape: 4586996.0000 - val_loss: 0.2873 - val_mape: 17691692.0000
Epoch 205/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2094 - mape: 4587620.5000 - val_loss: 0.2880 - val_mape: 17708142.0000
Epoch 206/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2092 - mape: 4575698.5000 - val_loss: 0.2887 - val_mape: 17738056.0000
Epoch 207/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2090 - mape: 4567348.0000 - val_loss: 0.2894 - val_mape: 17798318.0000
Epoch 208/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2088 - mape: 4574439.0000 - val_loss: 0.2901 - val_mape: 17845274.0000
Epoch 209/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2086 - mape: 4572313.5000 - val_loss: 0.2909 - val_mape: 17874790.0000
Epoch 210/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2084 - mape: 4565727.0000 - val_loss: 0.2916 - val_mape: 17894500.0000
Epoch 211/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2083 - mape: 4562526.5000 - val_loss: 0.2922 - val_mape: 17925238.0000
Epoch 212/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2081 - mape: 4565451.5000 - val_loss: 0.2929 - val_mape: 17958456.0000
Epoch 213/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2079 - mape: 4557583.0000 - val_loss: 0.2934 - val_mape: 18002984.0000
Epoch 214/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2077 - mape: 4554254.0000 - val_loss: 0.2941 - val_mape: 18041634.0000
Epoch 215/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2075 - mape: 4551312.0000 - val_loss: 0.2947 - val_mape: 18065070.0000
Epoch 216/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2073 - mape: 4547235.0000 - val_loss: 0.2954 - val_mape: 18072418.0000
Epoch 217/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2072 - mape: 4540339.5000 - val_loss: 0.2961 - val_mape: 18084330.0000
Epoch 218/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2070 - mape: 4533623.5000 - val_loss: 0.2968 - val_mape: 18102696.0000
Epoch 219/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2068 - mape: 4521022.5000 - val_loss: 0.2974 - val_mape: 18139286.0000
Epoch 220/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2066 - mape: 4520627.5000 - val_loss: 0.2980 - val_mape: 18182038.0000
Epoch 221/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2065 - mape: 4514642.0000 - val_loss: 0.2986 - val_mape: 18201496.0000
Epoch 222/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2063 - mape: 4494115.0000 - val_loss: 0.2992 - val_mape: 18251466.0000
Epoch 223/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2061 - mape: 4503735.5000 - val_loss: 0.2997 - val_mape: 18295848.0000
Epoch 224/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2059 - mape: 4511903.0000 - val_loss: 0.3004 - val_mape: 18304400.0000
Epoch 225/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2058 - mape: 4494269.5000 - val_loss: 0.3010 - val_mape: 18338014.0000
Epoch 226/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2056 - mape: 4488292.5000 - val_loss: 0.3015 - val_mape: 18397788.0000
Epoch 227/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2054 - mape: 4497347.0000 - val_loss: 0.3021 - val_mape: 18418824.0000
Epoch 228/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2052 - mape: 4484608.5000 - val_loss: 0.3027 - val_mape: 18421538.0000
Epoch 229/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2051 - mape: 4458957.0000 - val_loss: 0.3032 - val_mape: 18467936.0000
Epoch 230/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2049 - mape: 4468339.5000 - val_loss: 0.3038 - val_mape: 18521870.0000
Epoch 231/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2047 - mape: 4477334.5000 - val_loss: 0.3045 - val_mape: 18552718.0000
Epoch 232/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2046 - mape: 4453566.0000 - val_loss: 0.3051 - val_mape: 18623298.0000
Epoch 233/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2044 - mape: 4454716.0000 - val_loss: 0.3055 - val_mape: 18701936.0000
Epoch 234/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2042 - mape: 4470377.5000 - val_loss: 0.3059 - val_mape: 18718096.0000
Epoch 235/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2040 - mape: 4451944.0000 - val_loss: 0.3063 - val_mape: 18728652.0000
Epoch 236/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2039 - mape: 4434948.0000 - val_loss: 0.3067 - val_mape: 18781718.0000
Epoch 237/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2037 - mape: 4445115.5000 - val_loss: 0.3071 - val_mape: 18840780.0000
Epoch 238/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2035 - mape: 4449323.0000 - val_loss: 0.3076 - val_mape: 18875336.0000
Epoch 239/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2033 - mape: 4435787.0000 - val_loss: 0.3081 - val_mape: 18902408.0000
Epoch 240/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2031 - mape: 4424149.0000 - val_loss: 0.3085 - val_mape: 18948286.0000
Epoch 241/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2030 - mape: 4441325.0000 - val_loss: 0.3088 - val_mape: 18957420.0000
Epoch 242/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2028 - mape: 4430951.5000 - val_loss: 0.3092 - val_mape: 18967680.0000
Epoch 243/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2026 - mape: 4409855.5000 - val_loss: 0.3095 - val_mape: 19020976.0000
Epoch 244/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2024 - mape: 4413940.5000 - val_loss: 0.3099 - val_mape: 19100636.0000
Epoch 245/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2022 - mape: 4428444.0000 - val_loss: 0.3103 - val_mape: 19113410.0000
Epoch 246/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2020 - mape: 4402618.5000 - val_loss: 0.3108 - val_mape: 19169694.0000
Epoch 247/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2018 - mape: 4410358.0000 - val_loss: 0.3113 - val_mape: 19262776.0000
Epoch 248/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2016 - mape: 4437886.0000 - val_loss: 0.3119 - val_mape: 19260570.0000
Epoch 249/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2013 - mape: 4392458.0000 - val_loss: 0.3124 - val_mape: 19335878.0000
Epoch 250/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2011 - mape: 4400572.5000 - val_loss: 0.3130 - val_mape: 19472776.0000
1/1 [==============================] - 0s 315ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3701 - mape: 822822.5625 - val_loss: 0.3569 - val_mape: 3787337.0000
Epoch 2/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3498 - mape: 1313862.5000 - val_loss: 0.3354 - val_mape: 5271079.5000
Epoch 3/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3294 - mape: 1858031.3750 - val_loss: 0.3148 - val_mape: 6940461.5000
Epoch 4/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3099 - mape: 2458136.0000 - val_loss: 0.2958 - val_mape: 8792440.0000
Epoch 5/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2923 - mape: 3118394.2500 - val_loss: 0.2792 - val_mape: 10771455.0000
Epoch 6/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2771 - mape: 3854018.5000 - val_loss: 0.2669 - val_mape: 12967144.0000
Epoch 7/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2651 - mape: 4664893.0000 - val_loss: 0.2597 - val_mape: 15424205.0000
Epoch 8/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2566 - mape: 5555833.5000 - val_loss: 0.2586 - val_mape: 18107914.0000
Epoch 9/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2522 - mape: 6529620.5000 - val_loss: 0.2638 - val_mape: 20869478.0000
Epoch 10/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2531 - mape: 7542626.0000 - val_loss: 0.2722 - val_mape: 23060856.0000
Epoch 11/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2588 - mape: 8350438.0000 - val_loss: 0.2763 - val_mape: 23975390.0000
Epoch 12/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2621 - mape: 8666448.0000 - val_loss: 0.2734 - val_mape: 23748580.0000
Epoch 13/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2595 - mape: 8547351.0000 - val_loss: 0.2671 - val_mape: 22873512.0000
Epoch 14/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2543 - mape: 8187800.5000 - val_loss: 0.2607 - val_mape: 21742854.0000
Epoch 14: early stopping
1/1 [==============================] - 0s 295ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4649 - mape: 854900.0625 - val_loss: 0.4106 - val_mape: 629479.1250
Epoch 2/250
1/1 [==============================] - 0s 324ms/step - loss: 0.4077 - mape: 163868.2656 - val_loss: 0.3968 - val_mape: 1371431.2500
Epoch 3/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3898 - mape: 344044.4062 - val_loss: 0.3810 - val_mape: 2276368.2500
Epoch 4/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3752 - mape: 658213.0625 - val_loss: 0.3622 - val_mape: 3369761.2500
Epoch 5/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3584 - mape: 1036957.4375 - val_loss: 0.3418 - val_mape: 4663405.5000
Epoch 6/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3405 - mape: 1478780.5000 - val_loss: 0.3196 - val_mape: 6197326.5000
Epoch 7/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3216 - mape: 2026136.5000 - val_loss: 0.2964 - val_mape: 8086774.0000
Epoch 8/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3020 - mape: 2712036.0000 - val_loss: 0.2732 - val_mape: 10540671.0000
Epoch 9/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2827 - mape: 3596899.7500 - val_loss: 0.2530 - val_mape: 13917174.0000
Epoch 10/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2655 - mape: 4855670.0000 - val_loss: 0.2525 - val_mape: 19102218.0000
Epoch 11/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2580 - mape: 6891224.5000 - val_loss: 0.5020 - val_mape: 38251516.0000
Epoch 12/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2864 - mape: 9765406.0000 - val_loss: 0.2836 - val_mape: 23421146.0000
Epoch 13/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2672 - mape: 8614057.0000 - val_loss: 0.2557 - val_mape: 20680090.0000
Epoch 14/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2560 - mape: 7463645.0000 - val_loss: 0.2470 - val_mape: 18652264.0000
Epoch 15/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2531 - mape: 6650396.0000 - val_loss: 0.2448 - val_mape: 17236020.0000
Epoch 16/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2529 - mape: 6108879.5000 - val_loss: 0.2446 - val_mape: 16291442.0000
Epoch 17/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2533 - mape: 5753371.5000 - val_loss: 0.2448 - val_mape: 15711095.0000
Epoch 18/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2535 - mape: 5535871.5000 - val_loss: 0.2448 - val_mape: 15412529.0000
Epoch 19/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2532 - mape: 5426734.0000 - val_loss: 0.2443 - val_mape: 15359899.0000
Epoch 20/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2523 - mape: 5407424.0000 - val_loss: 0.2432 - val_mape: 15519688.0000
Epoch 21/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2508 - mape: 5469893.5000 - val_loss: 0.2417 - val_mape: 15875781.0000
Epoch 22/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2488 - mape: 5610468.0000 - val_loss: 0.2397 - val_mape: 16399708.0000
Epoch 23/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2464 - mape: 5819137.0000 - val_loss: 0.2378 - val_mape: 17114128.0000
Epoch 24/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2440 - mape: 6105917.0000 - val_loss: 0.2362 - val_mape: 18006686.0000
Epoch 25/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2419 - mape: 6476547.0000 - val_loss: 0.2359 - val_mape: 19031242.0000
Epoch 26/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2413 - mape: 6907512.0000 - val_loss: 0.2377 - val_mape: 19870352.0000
Epoch 27/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2431 - mape: 7249871.5000 - val_loss: 0.2377 - val_mape: 19908186.0000
Epoch 28/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2423 - mape: 7209942.0000 - val_loss: 0.2358 - val_mape: 19381902.0000
Epoch 29/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2394 - mape: 6916006.0000 - val_loss: 0.2342 - val_mape: 18698106.0000
Epoch 30/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2376 - mape: 6561686.5000 - val_loss: 0.2337 - val_mape: 18133730.0000
Epoch 31/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2372 - mape: 6263730.0000 - val_loss: 0.2337 - val_mape: 17776600.0000
Epoch 32/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2371 - mape: 6056061.5000 - val_loss: 0.2337 - val_mape: 17648386.0000
Epoch 33/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2367 - mape: 5935417.5000 - val_loss: 0.2336 - val_mape: 17757880.0000
Epoch 34/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2359 - mape: 5896811.0000 - val_loss: 0.2335 - val_mape: 18116272.0000
Epoch 35/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2345 - mape: 5936970.0000 - val_loss: 0.2342 - val_mape: 18750316.0000
Epoch 36/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2328 - mape: 6055335.5000 - val_loss: 0.2366 - val_mape: 19631494.0000
Epoch 37/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2318 - mape: 6237104.0000 - val_loss: 0.2407 - val_mape: 20484190.0000
Epoch 38/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2324 - mape: 6396130.0000 - val_loss: 0.2409 - val_mape: 20535042.0000
Epoch 39/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2320 - mape: 6340174.0000 - val_loss: 0.2376 - val_mape: 19796480.0000
Epoch 40/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2303 - mape: 6086653.0000 - val_loss: 0.2359 - val_mape: 18881920.0000
Epoch 41/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2298 - mape: 5803420.0000 - val_loss: 0.2361 - val_mape: 18206386.0000
Epoch 42/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2300 - mape: 5592812.5000 - val_loss: 0.2368 - val_mape: 17910670.0000
Epoch 43/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2298 - mape: 5487491.0000 - val_loss: 0.2374 - val_mape: 17989560.0000
Epoch 44/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2289 - mape: 5486672.0000 - val_loss: 0.2380 - val_mape: 18410410.0000
Epoch 45/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2279 - mape: 5580560.5000 - val_loss: 0.2389 - val_mape: 18904290.0000
Epoch 46/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2279 - mape: 5703113.0000 - val_loss: 0.2397 - val_mape: 18966306.0000
Epoch 47/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2278 - mape: 5722318.5000 - val_loss: 0.2407 - val_mape: 18445172.0000
Epoch 48/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2268 - mape: 5594413.5000 - val_loss: 0.2427 - val_mape: 17804474.0000
Epoch 49/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2265 - mape: 5432735.0000 - val_loss: 0.2445 - val_mape: 17449118.0000
Epoch 50/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2266 - mape: 5333326.5000 - val_loss: 0.2454 - val_mape: 17531934.0000
Epoch 51/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2261 - mape: 5334806.5000 - val_loss: 0.2455 - val_mape: 17981612.0000
Epoch 52/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2254 - mape: 5425946.5000 - val_loss: 0.2457 - val_mape: 18551316.0000
Epoch 53/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2252 - mape: 5544750.0000 - val_loss: 0.2465 - val_mape: 18739088.0000
Epoch 54/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2251 - mape: 5570830.5000 - val_loss: 0.2478 - val_mape: 18391368.0000
Epoch 55/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2243 - mape: 5462821.5000 - val_loss: 0.2495 - val_mape: 17958316.0000
Epoch 56/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2240 - mape: 5329742.0000 - val_loss: 0.2509 - val_mape: 17833712.0000
Epoch 57/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2237 - mape: 5270263.5000 - val_loss: 0.2516 - val_mape: 18110328.0000
Epoch 58/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2231 - mape: 5302924.0000 - val_loss: 0.2519 - val_mape: 18665070.0000
Epoch 59/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2226 - mape: 5401188.5000 - val_loss: 0.2528 - val_mape: 19095508.0000
Epoch 60/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2223 - mape: 5462771.0000 - val_loss: 0.2545 - val_mape: 19051496.0000
Epoch 61/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2217 - mape: 5393573.5000 - val_loss: 0.2565 - val_mape: 18784766.0000
Epoch 62/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2212 - mape: 5276356.5000 - val_loss: 0.2578 - val_mape: 18744984.0000
Epoch 63/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2207 - mape: 5223333.5000 - val_loss: 0.2587 - val_mape: 18994242.0000
Epoch 64/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2200 - mape: 5253185.0000 - val_loss: 0.2603 - val_mape: 19318586.0000
Epoch 65/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2195 - mape: 5294939.5000 - val_loss: 0.2630 - val_mape: 19459906.0000
Epoch 66/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2188 - mape: 5284609.0000 - val_loss: 0.2662 - val_mape: 19471220.0000
Epoch 67/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2180 - mape: 5227214.0000 - val_loss: 0.2700 - val_mape: 19700550.0000
Epoch 68/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2173 - mape: 5203393.0000 - val_loss: 0.2744 - val_mape: 20285308.0000
Epoch 69/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2164 - mape: 5247905.0000 - val_loss: 0.2798 - val_mape: 20916958.0000
Epoch 70/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2155 - mape: 5281730.5000 - val_loss: 0.2851 - val_mape: 20720664.0000
Epoch 71/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2144 - mape: 5139289.5000 - val_loss: 0.2882 - val_mape: 20522790.0000
Epoch 72/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2132 - mape: 5005620.5000 - val_loss: 0.2924 - val_mape: 20735982.0000
Epoch 73/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2121 - mape: 4962661.5000 - val_loss: 0.2997 - val_mape: 21079120.0000
Epoch 74/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2107 - mape: 4885852.0000 - val_loss: 0.3083 - val_mape: 21251246.0000
Epoch 75/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2097 - mape: 4784376.0000 - val_loss: 0.3061 - val_mape: 20381680.0000
Epoch 76/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2085 - mape: 4595208.0000 - val_loss: 0.3103 - val_mape: 20784168.0000
Epoch 77/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2074 - mape: 4598934.0000 - val_loss: 0.3289 - val_mape: 20869246.0000
Epoch 78/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2061 - mape: 4401475.5000 - val_loss: 87207.4766 - val_mape: 27487539036160.0000
Epoch 79/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2052 - mape: 4498253.0000 - val_loss: 0.3284 - val_mape: 21151056.0000
Epoch 80/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2040 - mape: 4293996.5000 - val_loss: 0.3326 - val_mape: 22760128.0000
Epoch 81/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2042 - mape: 4458250.0000 - val_loss: 0.3596 - val_mape: 23003628.0000
Epoch 82/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2045 - mape: 3823783.7500 - val_loss: 11202.0684 - val_mape: 2193848532992.0000
Epoch 83/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2025 - mape: 4210422.5000 - val_loss: 0.3553 - val_mape: 24369674.0000
Epoch 84/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2005 - mape: 4133001.0000 - val_loss: 0.3273 - val_mape: 19766720.0000
Epoch 85/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2011 - mape: 3919808.5000 - val_loss: 0.3274 - val_mape: 19135120.0000
Epoch 86/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2005 - mape: 3875726.2500 - val_loss: 0.3368 - val_mape: 20201330.0000
Epoch 87/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1992 - mape: 3976312.2500 - val_loss: 0.3590 - val_mape: 21069344.0000
Epoch 88/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1985 - mape: 3698067.5000 - val_loss: 0.3950 - val_mape: 27110966.0000
Epoch 89/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1990 - mape: 4360739.0000 - val_loss: 0.3775 - val_mape: 22506816.0000
Epoch 90/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1974 - mape: 3983474.7500 - val_loss: 0.3586 - val_mape: 20574014.0000
Epoch 91/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1957 - mape: 4251393.0000 - val_loss: 0.3500 - val_mape: 20259410.0000
Epoch 92/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1968 - mape: 4485774.0000 - val_loss: 0.3546 - val_mape: 18347232.0000
Epoch 93/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1962 - mape: 3805589.5000 - val_loss: 0.3600 - val_mape: 19427338.0000
Epoch 94/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1937 - mape: 3937984.7500 - val_loss: 0.3740 - val_mape: 21821940.0000
Epoch 95/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1956 - mape: 4310690.5000 - val_loss: 0.3912 - val_mape: 19641256.0000
Epoch 96/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1947 - mape: 3638509.0000 - val_loss: 0.3994 - val_mape: 20579280.0000
Epoch 97/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1919 - mape: 3871540.7500 - val_loss: 0.4017 - val_mape: 21885768.0000
Epoch 98/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1945 - mape: 4366217.5000 - val_loss: 46239348.0000 - val_mape: 17162761255518208.0000
Epoch 99/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1923 - mape: 3521660.2500 - val_loss: 82220376.0000 - val_mape: 28402008843091968.0000
Epoch 100/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1903 - mape: 3586700.2500 - val_loss: 4828230144.0000 - val_mape: 1351861915856404480.0000
Epoch 101/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1919 - mape: 4069060.0000 - val_loss: 161003257856.0000 - val_mape: 31539383290615037952.0000
Epoch 102/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1887 - mape: 3584805.2500 - val_loss: 152787807633408.0000 - val_mape: 54371156660510326259712.0000
Epoch 103/250
1/1 [==============================] - 0s 264ms/step - loss: 2.6179 - mape: 51664528.0000 - val_loss: 124649305368690688.0000 - val_mape: 66408080506970781515776.0000
Epoch 104/250
1/1 [==============================] - 0s 266ms/step - loss: 1244471471636480.0000 - mape: 28965400181712355328.0000 - val_loss: 95600225342717952.0000 - val_mape: 17309995751969329489379328.0000
Epoch 105/250
1/1 [==============================] - 0s 279ms/step - loss: 1205174936797184.0000 - mape: 8610579620457447686144.0000 - val_loss: 2892006948864.0000 - val_mape: 556952917936258940928.0000
Epoch 106/250
1/1 [==============================] - 0s 273ms/step - loss: 2501923569664.0000 - mape: 48036831786742841344.0000 - val_loss: 989867.1250 - val_mape: 269215730761728.0000
Epoch 107/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2214 - mape: 2675456.5000 - val_loss: 0.3566 - val_mape: 19447074.0000
Epoch 107: early stopping
1/1 [==============================] - 0s 295ms/step
Epoch 1/250
5/5 [==============================] - 3s 233ms/step - loss: 0.4231 - mape: 321038.2500 - val_loss: 0.4310 - val_mape: 586204.1875
Epoch 2/250
5/5 [==============================] - 1s 149ms/step - loss: 0.4022 - mape: 167225.0469 - val_loss: 0.4102 - val_mape: 624018.3125
Epoch 3/250
5/5 [==============================] - 1s 148ms/step - loss: 0.3810 - mape: 439075.0312 - val_loss: 0.3897 - val_mape: 1821394.5000
Epoch 4/250
5/5 [==============================] - 1s 150ms/step - loss: 0.3631 - mape: 811732.1250 - val_loss: 0.3722 - val_mape: 2902693.7500
Epoch 5/250
5/5 [==============================] - 1s 153ms/step - loss: 0.3472 - mape: 1171926.2500 - val_loss: 0.3562 - val_mape: 3917539.2500
Epoch 6/250
5/5 [==============================] - 1s 158ms/step - loss: 0.3322 - mape: 1546041.8750 - val_loss: 0.3402 - val_mape: 5018141.0000
Epoch 7/250
5/5 [==============================] - 1s 150ms/step - loss: 0.3175 - mape: 1949373.0000 - val_loss: 0.3239 - val_mape: 6256413.5000
Epoch 8/250
5/5 [==============================] - 1s 150ms/step - loss: 0.3030 - mape: 2407287.5000 - val_loss: 0.3073 - val_mape: 7655157.0000
Epoch 9/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2887 - mape: 2933485.5000 - val_loss: 0.2908 - val_mape: 9263425.0000
Epoch 10/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2752 - mape: 3545120.7500 - val_loss: 0.2749 - val_mape: 11088079.0000
Epoch 11/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2636 - mape: 4244476.0000 - val_loss: 0.2617 - val_mape: 13131601.0000
Epoch 12/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2548 - mape: 5022526.0000 - val_loss: 0.2530 - val_mape: 15315817.0000
Epoch 13/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2490 - mape: 5837712.5000 - val_loss: 0.2491 - val_mape: 17425876.0000
Epoch 14/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2464 - mape: 6578429.5000 - val_loss: 0.2484 - val_mape: 18967034.0000
Epoch 15/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2452 - mape: 7028676.0000 - val_loss: 0.2475 - val_mape: 19458126.0000
Epoch 16/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2433 - mape: 7076980.0000 - val_loss: 0.2455 - val_mape: 19095350.0000
Epoch 17/250
5/5 [==============================] - 1s 159ms/step - loss: 0.2413 - mape: 6874232.0000 - val_loss: 0.2436 - val_mape: 18505608.0000
Epoch 18/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2398 - mape: 6643250.0000 - val_loss: 0.2420 - val_mape: 18088160.0000
Epoch 19/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2385 - mape: 6497905.5000 - val_loss: 0.2405 - val_mape: 17952454.0000
Epoch 20/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2371 - mape: 6454155.5000 - val_loss: 0.2389 - val_mape: 18039668.0000
Epoch 21/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2358 - mape: 6471883.0000 - val_loss: 0.2376 - val_mape: 18218580.0000
Epoch 22/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2347 - mape: 6494290.5000 - val_loss: 0.2364 - val_mape: 18319616.0000
Epoch 23/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2337 - mape: 6469803.5000 - val_loss: 0.2356 - val_mape: 18265136.0000
Epoch 24/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2328 - mape: 6379477.0000 - val_loss: 0.2352 - val_mape: 18104850.0000
Epoch 25/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2320 - mape: 6256984.5000 - val_loss: 0.2350 - val_mape: 17965916.0000
Epoch 26/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2314 - mape: 6153511.5000 - val_loss: 0.2349 - val_mape: 17918110.0000
Epoch 27/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2307 - mape: 6085547.5000 - val_loss: 0.2348 - val_mape: 17919550.0000
Epoch 28/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2302 - mape: 6035375.5000 - val_loss: 0.2348 - val_mape: 17910802.0000
Epoch 29/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2296 - mape: 5982404.0000 - val_loss: 0.2349 - val_mape: 17835084.0000
Epoch 30/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2291 - mape: 5911455.5000 - val_loss: 0.2349 - val_mape: 17683352.0000
Epoch 31/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2286 - mape: 5833719.0000 - val_loss: 0.2350 - val_mape: 17580816.0000
Epoch 32/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2281 - mape: 5777520.0000 - val_loss: 0.2351 - val_mape: 17526984.0000
Epoch 33/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2277 - mape: 5730488.0000 - val_loss: 0.2351 - val_mape: 17448390.0000
Epoch 34/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2273 - mape: 5678890.0000 - val_loss: 0.2352 - val_mape: 17340752.0000
Epoch 35/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2269 - mape: 5628457.5000 - val_loss: 0.2353 - val_mape: 17282942.0000
Epoch 36/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2265 - mape: 5596690.0000 - val_loss: 0.2355 - val_mape: 17262046.0000
Epoch 37/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2261 - mape: 5572614.5000 - val_loss: 0.2357 - val_mape: 17231540.0000
Epoch 38/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2257 - mape: 5548742.5000 - val_loss: 0.2357 - val_mape: 17233920.0000
Epoch 39/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2254 - mape: 5534665.5000 - val_loss: 0.2357 - val_mape: 17256720.0000
Epoch 40/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2250 - mape: 5521122.5000 - val_loss: 0.2356 - val_mape: 17243762.0000
Epoch 41/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2246 - mape: 5500976.0000 - val_loss: 0.2355 - val_mape: 17209020.0000
Epoch 42/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2242 - mape: 5476916.5000 - val_loss: 0.2355 - val_mape: 17166094.0000
Epoch 43/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2238 - mape: 5450490.5000 - val_loss: 0.2355 - val_mape: 17152780.0000
Epoch 44/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2234 - mape: 5430649.5000 - val_loss: 0.2355 - val_mape: 17180198.0000
Epoch 45/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2230 - mape: 5415488.0000 - val_loss: 0.2356 - val_mape: 17190686.0000
Epoch 46/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2226 - mape: 5396559.5000 - val_loss: 0.2357 - val_mape: 17192336.0000
Epoch 47/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2222 - mape: 5378522.5000 - val_loss: 0.2358 - val_mape: 17177368.0000
Epoch 48/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2218 - mape: 5357001.0000 - val_loss: 0.2358 - val_mape: 17168208.0000
Epoch 49/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2214 - mape: 5338420.5000 - val_loss: 0.2358 - val_mape: 17170726.0000
Epoch 50/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2210 - mape: 5314542.0000 - val_loss: 0.2359 - val_mape: 17134592.0000
Epoch 51/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2206 - mape: 5283109.0000 - val_loss: 0.2359 - val_mape: 17165254.0000
Epoch 52/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2201 - mape: 5255937.0000 - val_loss: 0.2361 - val_mape: 17151564.0000
Epoch 53/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2196 - mape: 5222789.0000 - val_loss: 0.2362 - val_mape: 17155962.0000
Epoch 54/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2192 - mape: 5197978.5000 - val_loss: 0.2364 - val_mape: 17146252.0000
Epoch 55/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2187 - mape: 5169242.5000 - val_loss: 0.2367 - val_mape: 17136710.0000
Epoch 56/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2183 - mape: 5141242.5000 - val_loss: 0.2371 - val_mape: 17156490.0000
Epoch 57/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2178 - mape: 5104498.0000 - val_loss: 0.2375 - val_mape: 17184472.0000
Epoch 58/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2173 - mape: 5072457.0000 - val_loss: 0.2379 - val_mape: 17175724.0000
Epoch 59/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2168 - mape: 5036337.5000 - val_loss: 0.2382 - val_mape: 17215134.0000
Epoch 60/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2162 - mape: 5003579.5000 - val_loss: 0.2387 - val_mape: 17236300.0000
Epoch 61/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2156 - mape: 4963453.0000 - val_loss: 0.2389 - val_mape: 17279134.0000
Epoch 62/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2151 - mape: 4921572.5000 - val_loss: 0.2388 - val_mape: 17346198.0000
Epoch 63/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2145 - mape: 4898928.0000 - val_loss: 0.2389 - val_mape: 17368530.0000
Epoch 64/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2139 - mape: 4836183.5000 - val_loss: 0.2384 - val_mape: 17502590.0000
Epoch 65/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2133 - mape: 4826275.5000 - val_loss: 0.2389 - val_mape: 17443446.0000
Epoch 66/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2127 - mape: 4736718.0000 - val_loss: 0.2383 - val_mape: 17807006.0000
Epoch 67/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2121 - mape: 4803479.5000 - val_loss: 0.2403 - val_mape: 17303464.0000
Epoch 68/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2118 - mape: 4594337.0000 - val_loss: 0.2383 - val_mape: 18201716.0000
Epoch 69/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2110 - mape: 4792791.0000 - val_loss: 0.2417 - val_mape: 17158856.0000
Epoch 70/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2112 - mape: 4361873.0000 - val_loss: 0.2389 - val_mape: 18486248.0000
Epoch 71/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2104 - mape: 4743553.0000 - val_loss: 0.2423 - val_mape: 17510976.0000
Epoch 72/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2107 - mape: 4252694.5000 - val_loss: 0.2406 - val_mape: 18972764.0000
Epoch 73/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2094 - mape: 4764621.5000 - val_loss: 0.2421 - val_mape: 18035270.0000
Epoch 74/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2088 - mape: 4215657.0000 - val_loss: 0.2414 - val_mape: 18737484.0000
Epoch 75/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2074 - mape: 4544371.5000 - val_loss: 0.2428 - val_mape: 18811100.0000
Epoch 76/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2079 - mape: 4255164.0000 - val_loss: 0.2419 - val_mape: 19523852.0000
Epoch 77/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2073 - mape: 4591480.0000 - val_loss: 0.2443 - val_mape: 18235724.0000
Epoch 78/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2068 - mape: 4008007.2500 - val_loss: 0.2444 - val_mape: 19613186.0000
Epoch 79/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2051 - mape: 4393753.5000 - val_loss: 0.2447 - val_mape: 19910572.0000
Epoch 80/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2039 - mape: 4164853.5000 - val_loss: 0.2452 - val_mape: 19452264.0000
Epoch 81/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2034 - mape: 4269409.0000 - val_loss: 0.2471 - val_mape: 19183290.0000
Epoch 82/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2028 - mape: 3966915.2500 - val_loss: 0.2490 - val_mape: 21725350.0000
Epoch 83/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2020 - mape: 4480685.0000 - val_loss: 0.2487 - val_mape: 18966124.0000
Epoch 84/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2011 - mape: 3834385.7500 - val_loss: 0.2494 - val_mape: 20992876.0000
Epoch 85/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1996 - mape: 4158788.7500 - val_loss: 0.2510 - val_mape: 20932198.0000
Epoch 86/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1985 - mape: 3960359.2500 - val_loss: 0.2555 - val_mape: 20508766.0000
Epoch 87/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1984 - mape: 3734943.2500 - val_loss: 0.2689 - val_mape: 23292734.0000
Epoch 88/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2037 - mape: 5185749.0000 - val_loss: 0.2549 - val_mape: 20630168.0000
Epoch 89/250
5/5 [==============================] - 1s 138ms/step - loss: 0.1981 - mape: 4028153.0000 - val_loss: 0.2534 - val_mape: 21402434.0000
Epoch 90/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1974 - mape: 3697722.0000 - val_loss: 0.2567 - val_mape: 20594934.0000
Epoch 91/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1981 - mape: 3966641.0000 - val_loss: 0.2628 - val_mape: 23035658.0000
Epoch 92/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1956 - mape: 4385346.0000 - val_loss: 0.2617 - val_mape: 19668230.0000
Epoch 93/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2005 - mape: 3453501.5000 - val_loss: 0.2570 - val_mape: 21063574.0000
Epoch 94/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1940 - mape: 4020623.5000 - val_loss: 0.2642 - val_mape: 22418792.0000
Epoch 95/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1937 - mape: 3788874.5000 - val_loss: 0.2735 - val_mape: 23390138.0000
Epoch 96/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1932 - mape: 4365612.0000 - val_loss: 0.2624 - val_mape: 20230672.0000
Epoch 97/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1967 - mape: 3497200.5000 - val_loss: 0.2631 - val_mape: 21747938.0000
Epoch 98/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1912 - mape: 3939657.0000 - val_loss: 0.2718 - val_mape: 23371874.0000
Epoch 99/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1908 - mape: 3969581.2500 - val_loss: 0.2611 - val_mape: 21195596.0000
Epoch 100/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1925 - mape: 3624455.7500 - val_loss: 0.2705 - val_mape: 21948680.0000
Epoch 101/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1924 - mape: 3944945.5000 - val_loss: 0.2746 - val_mape: 23697538.0000
Epoch 102/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1899 - mape: 3929993.0000 - val_loss: 0.2602 - val_mape: 20135110.0000
Epoch 103/250
5/5 [==============================] - 1s 161ms/step - loss: 0.1920 - mape: 3355788.0000 - val_loss: 0.2755 - val_mape: 22585548.0000
Epoch 104/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1911 - mape: 4292070.5000 - val_loss: 0.2667 - val_mape: 22237064.0000
Epoch 105/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1896 - mape: 3698978.7500 - val_loss: 0.2740 - val_mape: 22750034.0000
Epoch 106/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1898 - mape: 4034030.2500 - val_loss: 0.2659 - val_mape: 21939776.0000
Epoch 107/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1880 - mape: 3906899.0000 - val_loss: 0.2749 - val_mape: 23100812.0000
Epoch 108/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1874 - mape: 3424579.2500 - val_loss: 0.2769 - val_mape: 22636140.0000
Epoch 109/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1887 - mape: 4267538.0000 - val_loss: 0.2680 - val_mape: 21570576.0000
Epoch 110/250
5/5 [==============================] - 1s 154ms/step - loss: 0.1900 - mape: 3605939.7500 - val_loss: 0.2725 - val_mape: 23339722.0000
Epoch 111/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1874 - mape: 3877987.2500 - val_loss: 0.2652 - val_mape: 21423642.0000
Epoch 112/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1861 - mape: 3819539.5000 - val_loss: 0.2766 - val_mape: 23661864.0000
Epoch 113/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1853 - mape: 3514837.0000 - val_loss: 0.2652 - val_mape: 21609798.0000
Epoch 114/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1846 - mape: 3776607.2500 - val_loss: 0.2718 - val_mape: 23032540.0000
Epoch 115/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1835 - mape: 3505089.5000 - val_loss: 0.2727 - val_mape: 23233894.0000
Epoch 116/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1837 - mape: 3828329.7500 - val_loss: 0.2689 - val_mape: 21835520.0000
Epoch 117/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1857 - mape: 3601115.5000 - val_loss: 0.2714 - val_mape: 23053136.0000
Epoch 118/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1851 - mape: 3693802.5000 - val_loss: 0.2692 - val_mape: 22669412.0000
Epoch 119/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1828 - mape: 3775436.2500 - val_loss: 0.2659 - val_mape: 22099660.0000
Epoch 120/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1823 - mape: 3470158.2500 - val_loss: 0.2828 - val_mape: 24038126.0000
Epoch 121/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1848 - mape: 3987499.7500 - val_loss: 0.2731 - val_mape: 22504264.0000
Epoch 122/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1859 - mape: 3643319.5000 - val_loss: 0.2752 - val_mape: 23336156.0000
Epoch 123/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1837 - mape: 3956391.0000 - val_loss: 0.2682 - val_mape: 21865080.0000
Epoch 124/250
5/5 [==============================] - 1s 141ms/step - loss: 0.1836 - mape: 3674108.2500 - val_loss: 0.2861 - val_mape: 25020432.0000
Epoch 124: early stopping
1/1 [==============================] - 0s 312ms/step
Epoch 1/250
5/5 [==============================] - 3s 229ms/step - loss: 0.3693 - mape: 677120.1875 - val_loss: 0.3592 - val_mape: 3774865.2500
Epoch 2/250
5/5 [==============================] - 1s 145ms/step - loss: 0.3144 - mape: 2151984.5000 - val_loss: 0.3078 - val_mape: 7734131.0000
Epoch 3/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2677 - mape: 4576622.0000 - val_loss: 0.2591 - val_mape: 14867971.0000
Epoch 4/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2766 - mape: 7385027.0000 - val_loss: 0.2538 - val_mape: 17210002.0000
Epoch 5/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2453 - mape: 6682628.5000 - val_loss: 0.2578 - val_mape: 14370735.0000
Epoch 6/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2484 - mape: 5534119.5000 - val_loss: 0.2587 - val_mape: 14031690.0000
Epoch 7/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2486 - mape: 5351903.0000 - val_loss: 0.2539 - val_mape: 15584680.0000
Epoch 8/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2445 - mape: 5760585.0000 - val_loss: 0.2506 - val_mape: 18373680.0000
Epoch 9/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2403 - mape: 6472741.5000 - val_loss: 0.2525 - val_mape: 21193928.0000
Epoch 10/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2384 - mape: 6958954.0000 - val_loss: 0.2482 - val_mape: 21008466.0000
Epoch 11/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2357 - mape: 6594557.5000 - val_loss: 0.2434 - val_mape: 19534350.0000
Epoch 12/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2341 - mape: 6119553.0000 - val_loss: 0.2431 - val_mape: 20061002.0000
Epoch 13/250
5/5 [==============================] - 1s 135ms/step - loss: 0.2319 - mape: 6126143.0000 - val_loss: 0.2457 - val_mape: 21405260.0000
Epoch 14/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2298 - mape: 6127387.5000 - val_loss: 0.2420 - val_mape: 19598946.0000
Epoch 15/250
5/5 [==============================] - 1s 137ms/step - loss: 0.2284 - mape: 5659608.5000 - val_loss: 0.2432 - val_mape: 20350888.0000
Epoch 16/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2268 - mape: 5654155.0000 - val_loss: 0.2405 - val_mape: 18140016.0000
Epoch 17/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2261 - mape: 5277163.5000 - val_loss: 0.2427 - val_mape: 20332780.0000
Epoch 18/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2243 - mape: 5458688.5000 - val_loss: 0.2415 - val_mape: 18688884.0000
Epoch 19/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2229 - mape: 5258868.0000 - val_loss: 0.2415 - val_mape: 19746174.0000
Epoch 20/250
5/5 [==============================] - 1s 140ms/step - loss: 0.2207 - mape: 5139374.5000 - val_loss: 0.2418 - val_mape: 19493156.0000
Epoch 21/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2190 - mape: 5089750.5000 - val_loss: 0.2481 - val_mape: 17500170.0000
Epoch 22/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2210 - mape: 4581142.5000 - val_loss: 0.2812 - val_mape: 28583778.0000
Epoch 23/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2248 - mape: 5883598.0000 - val_loss: 0.2540 - val_mape: 13650892.0000
Epoch 24/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2329 - mape: 4173997.7500 - val_loss: 0.2489 - val_mape: 13922757.0000
Epoch 25/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2257 - mape: 4225530.5000 - val_loss: 0.2422 - val_mape: 17667426.0000
Epoch 26/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2195 - mape: 5227685.5000 - val_loss: 0.2471 - val_mape: 21322424.0000
Epoch 26: early stopping
1/1 [==============================] - 0s 309ms/step
Epoch 1/250
5/5 [==============================] - 5s 254ms/step - loss: 0.3955 - mape: 845789.7500 - val_loss: 0.3273 - val_mape: 5494767.5000
Epoch 2/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2886 - mape: 3255381.2500 - val_loss: 0.2412 - val_mape: 17600688.0000
Epoch 3/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2579 - mape: 7645542.0000 - val_loss: 0.2413 - val_mape: 16713402.0000
Epoch 4/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2499 - mape: 5361872.5000 - val_loss: 0.2556 - val_mape: 12578214.0000
Epoch 5/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2576 - mape: 4395475.0000 - val_loss: 0.2491 - val_mape: 13771747.0000
Epoch 6/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2477 - mape: 5051953.5000 - val_loss: 0.2387 - val_mape: 18214676.0000
Epoch 7/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2403 - mape: 6734215.5000 - val_loss: 0.2504 - val_mape: 21990744.0000
Epoch 8/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2357 - mape: 6901343.5000 - val_loss: 0.2411 - val_mape: 18739142.0000
Epoch 9/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2354 - mape: 6010894.0000 - val_loss: 0.2413 - val_mape: 18689570.0000
Epoch 10/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2323 - mape: 6162096.0000 - val_loss: 0.2430 - val_mape: 20256372.0000
Epoch 11/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2301 - mape: 6324521.5000 - val_loss: 0.2420 - val_mape: 18136634.0000
Epoch 12/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2296 - mape: 5615373.0000 - val_loss: 0.2439 - val_mape: 18425652.0000
Epoch 13/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2277 - mape: 5704613.5000 - val_loss: 0.2458 - val_mape: 18630470.0000
Epoch 14/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2266 - mape: 5485026.0000 - val_loss: 0.2494 - val_mape: 17443084.0000
Epoch 15/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2254 - mape: 5405538.5000 - val_loss: 0.2529 - val_mape: 17900126.0000
Epoch 16/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2244 - mape: 5239122.0000 - val_loss: 0.2563 - val_mape: 17847632.0000
Epoch 17/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2225 - mape: 5293001.0000 - val_loss: 0.2654 - val_mape: 15383735.0000
Epoch 18/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2234 - mape: 4922257.0000 - val_loss: 0.2619 - val_mape: 18815140.0000
Epoch 19/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2238 - mape: 5047916.5000 - val_loss: 0.2707 - val_mape: 16332220.0000
Epoch 20/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2204 - mape: 5088195.0000 - val_loss: 0.2696 - val_mape: 19109888.0000
Epoch 21/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2212 - mape: 4993167.5000 - val_loss: 0.2847 - val_mape: 14299624.0000
Epoch 22/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2235 - mape: 4727881.0000 - val_loss: 0.2772 - val_mape: 20114038.0000
Epoch 23/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2204 - mape: 5057238.0000 - val_loss: 0.2931 - val_mape: 16031259.0000
Epoch 24/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2173 - mape: 4830726.5000 - val_loss: 0.2875 - val_mape: 21037734.0000
Epoch 25/250
5/5 [==============================] - 1s 156ms/step - loss: 0.2229 - mape: 4963438.5000 - val_loss: 0.3082 - val_mape: 11940705.0000
Epoch 26/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2309 - mape: 4105546.5000 - val_loss: 1003089.6250 - val_mape: 502996605599744.0000
Epoch 27/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2278 - mape: 5497550.5000 - val_loss: 213563.7188 - val_mape: 879702900736.0000
Epoch 28/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2267 - mape: 4586486.5000 - val_loss: 45067845632.0000 - val_mape: 10616964542153883648.0000
Epoch 29/250
5/5 [==============================] - 1s 144ms/step - loss: 385318.5625 - mape: 57473155072.0000 - val_loss: 16521317376.0000 - val_mape: 1729250178075983872.0000
Epoch 29: early stopping
1/1 [==============================] - 0s 301ms/step
Epoch 1/250
3/3 [==============================] - 3s 359ms/step - loss: 0.3760 - mape: 571616.8125 - val_loss: 0.3998 - val_mape: 1512461.5000
Epoch 2/250
3/3 [==============================] - 1s 178ms/step - loss: 0.3611 - mape: 879992.6875 - val_loss: 0.3867 - val_mape: 2169812.5000
Epoch 3/250
3/3 [==============================] - 0s 173ms/step - loss: 0.3493 - mape: 1143684.5000 - val_loss: 0.3743 - val_mape: 2774887.0000
Epoch 4/250
3/3 [==============================] - 1s 180ms/step - loss: 0.3391 - mape: 1371692.2500 - val_loss: 0.3626 - val_mape: 3414025.0000
Epoch 5/250
3/3 [==============================] - 0s 174ms/step - loss: 0.3300 - mape: 1606618.5000 - val_loss: 0.3513 - val_mape: 4076678.5000
Epoch 6/250
3/3 [==============================] - 0s 177ms/step - loss: 0.3211 - mape: 1856514.2500 - val_loss: 0.3400 - val_mape: 4772301.0000
Epoch 7/250
3/3 [==============================] - 1s 180ms/step - loss: 0.3124 - mape: 2123115.2500 - val_loss: 0.3289 - val_mape: 5501641.5000
Epoch 8/250
3/3 [==============================] - 1s 196ms/step - loss: 0.3039 - mape: 2405621.2500 - val_loss: 0.3181 - val_mape: 6274740.0000
Epoch 9/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2957 - mape: 2705134.2500 - val_loss: 0.3078 - val_mape: 7090820.0000
Epoch 10/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2880 - mape: 3021465.2500 - val_loss: 0.2980 - val_mape: 7935262.0000
Epoch 11/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2809 - mape: 3350532.7500 - val_loss: 0.2888 - val_mape: 8804342.0000
Epoch 12/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2745 - mape: 3691707.2500 - val_loss: 0.2805 - val_mape: 9703105.0000
Epoch 13/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2689 - mape: 4041748.2500 - val_loss: 0.2730 - val_mape: 10608695.0000
Epoch 14/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2641 - mape: 4395725.0000 - val_loss: 0.2666 - val_mape: 11510825.0000
Epoch 15/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2602 - mape: 4747320.0000 - val_loss: 0.2613 - val_mape: 12391639.0000
Epoch 16/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2570 - mape: 5086175.0000 - val_loss: 0.2569 - val_mape: 13230263.0000
Epoch 17/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2543 - mape: 5404592.0000 - val_loss: 0.2533 - val_mape: 13997084.0000
Epoch 18/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2524 - mape: 5689622.5000 - val_loss: 0.2505 - val_mape: 14644056.0000
Epoch 19/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2510 - mape: 5917648.0000 - val_loss: 0.2486 - val_mape: 15112918.0000
Epoch 20/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2498 - mape: 6063421.5000 - val_loss: 0.2472 - val_mape: 15388183.0000
Epoch 21/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2488 - mape: 6124735.0000 - val_loss: 0.2461 - val_mape: 15501811.0000
Epoch 22/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2478 - mape: 6118833.5000 - val_loss: 0.2451 - val_mape: 15506936.0000
Epoch 23/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2470 - mape: 6071379.5000 - val_loss: 0.2443 - val_mape: 15462551.0000
Epoch 24/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2462 - mape: 6008916.5000 - val_loss: 0.2435 - val_mape: 15418566.0000
Epoch 25/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2455 - mape: 5950321.5000 - val_loss: 0.2427 - val_mape: 15416454.0000
Epoch 26/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2449 - mape: 5907305.5000 - val_loss: 0.2418 - val_mape: 15459644.0000
Epoch 27/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2442 - mape: 5884282.0000 - val_loss: 0.2409 - val_mape: 15548538.0000
Epoch 28/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2435 - mape: 5882376.5000 - val_loss: 0.2399 - val_mape: 15672863.0000
Epoch 29/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2428 - mape: 5894923.0000 - val_loss: 0.2390 - val_mape: 15824032.0000
Epoch 30/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2420 - mape: 5913901.5000 - val_loss: 0.2382 - val_mape: 15980667.0000
Epoch 31/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2413 - mape: 5932145.0000 - val_loss: 0.2375 - val_mape: 16126621.0000
Epoch 32/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2407 - mape: 5943961.0000 - val_loss: 0.2368 - val_mape: 16253832.0000
Epoch 33/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2401 - mape: 5945835.5000 - val_loss: 0.2363 - val_mape: 16354696.0000
Epoch 34/250
3/3 [==============================] - 1s 197ms/step - loss: 0.2396 - mape: 5937142.5000 - val_loss: 0.2359 - val_mape: 16433247.0000
Epoch 35/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2390 - mape: 5918699.5000 - val_loss: 0.2355 - val_mape: 16498216.0000
Epoch 36/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2386 - mape: 5895801.0000 - val_loss: 0.2352 - val_mape: 16568070.0000
Epoch 37/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2381 - mape: 5876437.5000 - val_loss: 0.2349 - val_mape: 16666136.0000
Epoch 38/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2377 - mape: 5868806.5000 - val_loss: 0.2345 - val_mape: 16793066.0000
Epoch 39/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2372 - mape: 5872872.5000 - val_loss: 0.2342 - val_mape: 16950014.0000
Epoch 40/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2368 - mape: 5886789.5000 - val_loss: 0.2340 - val_mape: 17122258.0000
Epoch 41/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2363 - mape: 5903225.5000 - val_loss: 0.2338 - val_mape: 17295696.0000
Epoch 42/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2359 - mape: 5915824.0000 - val_loss: 0.2338 - val_mape: 17460052.0000
Epoch 43/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2354 - mape: 5923681.0000 - val_loss: 0.2338 - val_mape: 17611400.0000
Epoch 44/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2350 - mape: 5926465.0000 - val_loss: 0.2338 - val_mape: 17759490.0000
Epoch 45/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2346 - mape: 5928045.0000 - val_loss: 0.2338 - val_mape: 17908988.0000
Epoch 46/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2342 - mape: 5929303.5000 - val_loss: 0.2339 - val_mape: 18056902.0000
Epoch 47/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2337 - mape: 5928398.5000 - val_loss: 0.2340 - val_mape: 18203840.0000
Epoch 48/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2333 - mape: 5926872.5000 - val_loss: 0.2341 - val_mape: 18351146.0000
Epoch 49/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2328 - mape: 5925443.0000 - val_loss: 0.2342 - val_mape: 18497066.0000
Epoch 50/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2323 - mape: 5923696.0000 - val_loss: 0.2343 - val_mape: 18647084.0000
Epoch 51/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2318 - mape: 5923244.0000 - val_loss: 0.2345 - val_mape: 18810944.0000
Epoch 52/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2313 - mape: 5925123.0000 - val_loss: 0.2346 - val_mape: 18975962.0000
Epoch 53/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2307 - mape: 5923416.5000 - val_loss: 0.2348 - val_mape: 19128180.0000
Epoch 54/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2302 - mape: 5914982.0000 - val_loss: 0.2351 - val_mape: 19277304.0000
Epoch 55/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2296 - mape: 5905793.0000 - val_loss: 0.2353 - val_mape: 19435576.0000
Epoch 56/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2291 - mape: 5898156.5000 - val_loss: 0.2355 - val_mape: 19582160.0000
Epoch 57/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2285 - mape: 5886330.0000 - val_loss: 0.2356 - val_mape: 19707538.0000
Epoch 58/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2280 - mape: 5871044.0000 - val_loss: 0.2357 - val_mape: 19801456.0000
Epoch 59/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2275 - mape: 5845973.5000 - val_loss: 0.2356 - val_mape: 19807870.0000
Epoch 60/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2271 - mape: 5799657.5000 - val_loss: 0.2355 - val_mape: 19750966.0000
Epoch 61/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2266 - mape: 5742973.0000 - val_loss: 0.2354 - val_mape: 19675828.0000
Epoch 62/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2262 - mape: 5691542.5000 - val_loss: 0.2352 - val_mape: 19611938.0000
Epoch 63/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2258 - mape: 5650354.0000 - val_loss: 0.2350 - val_mape: 19575638.0000
Epoch 64/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2254 - mape: 5617665.5000 - val_loss: 0.2349 - val_mape: 19539808.0000
Epoch 65/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2251 - mape: 5587679.5000 - val_loss: 0.2348 - val_mape: 19482748.0000
Epoch 66/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2247 - mape: 5553681.0000 - val_loss: 0.2349 - val_mape: 19383200.0000
Epoch 67/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2243 - mape: 5511885.0000 - val_loss: 0.2350 - val_mape: 19260148.0000
Epoch 68/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2239 - mape: 5470533.5000 - val_loss: 0.2351 - val_mape: 19156872.0000
Epoch 69/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2235 - mape: 5437256.5000 - val_loss: 0.2353 - val_mape: 19069288.0000
Epoch 70/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2232 - mape: 5408708.5000 - val_loss: 0.2354 - val_mape: 19011242.0000
Epoch 71/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2228 - mape: 5380903.5000 - val_loss: 0.2356 - val_mape: 18955510.0000
Epoch 72/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2224 - mape: 5347572.5000 - val_loss: 0.2357 - val_mape: 18905656.0000
Epoch 73/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2220 - mape: 5317661.0000 - val_loss: 0.2358 - val_mape: 18883732.0000
Epoch 74/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2216 - mape: 5293447.5000 - val_loss: 0.2358 - val_mape: 18856138.0000
Epoch 75/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2212 - mape: 5266310.0000 - val_loss: 0.2360 - val_mape: 18804454.0000
Epoch 76/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2208 - mape: 5229552.5000 - val_loss: 0.2363 - val_mape: 18746852.0000
Epoch 77/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2204 - mape: 5188774.0000 - val_loss: 0.2366 - val_mape: 18734172.0000
Epoch 78/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2200 - mape: 5157969.0000 - val_loss: 0.2369 - val_mape: 18741304.0000
Epoch 79/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2195 - mape: 5126866.0000 - val_loss: 0.2374 - val_mape: 18727700.0000
Epoch 80/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2191 - mape: 5089777.0000 - val_loss: 0.2380 - val_mape: 18688212.0000
Epoch 81/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2186 - mape: 5050256.0000 - val_loss: 0.2386 - val_mape: 18642732.0000
Epoch 82/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2182 - mape: 5014634.5000 - val_loss: 0.2391 - val_mape: 18629438.0000
Epoch 83/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2177 - mape: 4994231.0000 - val_loss: 0.2397 - val_mape: 18583200.0000
Epoch 84/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2173 - mape: 4962804.5000 - val_loss: 0.2407 - val_mape: 18497876.0000
Epoch 85/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2168 - mape: 4917799.5000 - val_loss: 0.2416 - val_mape: 18469482.0000
Epoch 86/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2163 - mape: 4887307.5000 - val_loss: 0.2422 - val_mape: 18522270.0000
Epoch 87/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2157 - mape: 4865543.0000 - val_loss: 0.2431 - val_mape: 18512230.0000
Epoch 88/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2152 - mape: 4822429.5000 - val_loss: 0.2443 - val_mape: 18471018.0000
Epoch 89/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2146 - mape: 4775168.5000 - val_loss: 0.2456 - val_mape: 18463690.0000
Epoch 90/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2140 - mape: 4746876.0000 - val_loss: 0.2469 - val_mape: 18584454.0000
Epoch 91/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2134 - mape: 4739305.5000 - val_loss: 0.2483 - val_mape: 18660488.0000
Epoch 92/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2128 - mape: 4718290.0000 - val_loss: 0.2495 - val_mape: 18712218.0000
Epoch 93/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2121 - mape: 4695722.0000 - val_loss: 0.2506 - val_mape: 18687320.0000
Epoch 94/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2114 - mape: 4655022.5000 - val_loss: 0.2513 - val_mape: 18709932.0000
Epoch 95/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2107 - mape: 4626766.0000 - val_loss: 0.2525 - val_mape: 18641384.0000
Epoch 96/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2098 - mape: 4561001.0000 - val_loss: 0.2531 - val_mape: 18713080.0000
Epoch 97/250
3/3 [==============================] - 0s 161ms/step - loss: 0.2089 - mape: 4508071.5000 - val_loss: 0.2540 - val_mape: 18908352.0000
Epoch 98/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2080 - mape: 4471147.5000 - val_loss: 0.2547 - val_mape: 19266312.0000
Epoch 99/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2071 - mape: 4486684.0000 - val_loss: 0.2562 - val_mape: 19350612.0000
Epoch 100/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2060 - mape: 4455758.0000 - val_loss: 0.2580 - val_mape: 19406086.0000
Epoch 101/250
3/3 [==============================] - 1s 189ms/step - loss: 0.2048 - mape: 4360118.5000 - val_loss: 0.2600 - val_mape: 19752824.0000
Epoch 102/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2036 - mape: 4353622.0000 - val_loss: 0.2639 - val_mape: 19640554.0000
Epoch 103/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2025 - mape: 4277234.0000 - val_loss: 0.2659 - val_mape: 20586632.0000
Epoch 104/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2013 - mape: 4305357.0000 - val_loss: 0.2681 - val_mape: 20793748.0000
Epoch 105/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2007 - mape: 4342911.5000 - val_loss: 0.2765 - val_mape: 19010416.0000
Epoch 106/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2006 - mape: 4008572.2500 - val_loss: 0.2765 - val_mape: 21847132.0000
Epoch 107/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1993 - mape: 4285006.0000 - val_loss: 0.2821 - val_mape: 20892852.0000
Epoch 108/250
3/3 [==============================] - 1s 180ms/step - loss: 0.1976 - mape: 4258642.5000 - val_loss: 0.2879 - val_mape: 21361458.0000
Epoch 109/250
3/3 [==============================] - 1s 179ms/step - loss: 0.1965 - mape: 4210840.0000 - val_loss: 0.2924 - val_mape: 21374616.0000
Epoch 110/250
3/3 [==============================] - 1s 178ms/step - loss: 0.1957 - mape: 4077201.7500 - val_loss: 0.2975 - val_mape: 22139002.0000
Epoch 111/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1948 - mape: 4207805.5000 - val_loss: 0.3016 - val_mape: 20254858.0000
Epoch 112/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1946 - mape: 3938827.7500 - val_loss: 0.3044 - val_mape: 23037484.0000
Epoch 113/250
3/3 [==============================] - 1s 176ms/step - loss: 0.1940 - mape: 4222726.5000 - val_loss: 0.2992 - val_mape: 21388158.0000
Epoch 114/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1930 - mape: 4277202.5000 - val_loss: 0.3045 - val_mape: 20154124.0000
Epoch 115/250
3/3 [==============================] - 1s 170ms/step - loss: 0.1933 - mape: 3759908.5000 - val_loss: 0.3088 - val_mape: 24007030.0000
Epoch 116/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1929 - mape: 4478560.0000 - val_loss: 0.3011 - val_mape: 20785988.0000
Epoch 117/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1903 - mape: 4012134.0000 - val_loss: 0.3065 - val_mape: 21225474.0000
Epoch 118/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1894 - mape: 4004210.2500 - val_loss: 0.3083 - val_mape: 21916870.0000
Epoch 119/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1888 - mape: 3976145.7500 - val_loss: 0.3121 - val_mape: 23008344.0000
Epoch 120/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1887 - mape: 4373811.0000 - val_loss: 0.3217 - val_mape: 19894242.0000
Epoch 121/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1915 - mape: 3482574.2500 - val_loss: 0.3061 - val_mape: 22823800.0000
Epoch 122/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1890 - mape: 4582616.0000 - val_loss: 0.3105 - val_mape: 21048258.0000
Epoch 123/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1875 - mape: 3891998.7500 - val_loss: 0.3202 - val_mape: 22669704.0000
Epoch 124/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1873 - mape: 4279459.5000 - val_loss: 0.3218 - val_mape: 21581804.0000
Epoch 125/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1873 - mape: 3648879.5000 - val_loss: 0.3187 - val_mape: 23196930.0000
Epoch 126/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1865 - mape: 4439359.5000 - val_loss: 0.3291 - val_mape: 21781074.0000
Epoch 127/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1857 - mape: 3737310.7500 - val_loss: 0.3229 - val_mape: 22665344.0000
Epoch 128/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1844 - mape: 4288001.5000 - val_loss: 0.3320 - val_mape: 22609992.0000
Epoch 129/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1834 - mape: 3939509.5000 - val_loss: 7.5043 - val_mape: 22642102.0000
Epoch 130/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1830 - mape: 3967181.2500 - val_loss: 0.3399 - val_mape: 23009752.0000
Epoch 131/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1823 - mape: 3976549.2500 - val_loss: 0.6278 - val_mape: 22600262.0000
Epoch 132/250
3/3 [==============================] - 0s 174ms/step - loss: 0.1818 - mape: 4080784.5000 - val_loss: 0.3627 - val_mape: 22518430.0000
Epoch 133/250
3/3 [==============================] - 1s 186ms/step - loss: 0.1809 - mape: 3891236.5000 - val_loss: 0.3421 - val_mape: 23148200.0000
Epoch 134/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1800 - mape: 4236306.0000 - val_loss: 18747.5566 - val_mape: 25115628.0000
Epoch 135/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1809 - mape: 3657105.7500 - val_loss: 0.3368 - val_mape: 23618956.0000
Epoch 136/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1798 - mape: 4345600.0000 - val_loss: 56.0271 - val_mape: 21854366.0000
Epoch 137/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1799 - mape: 3987027.0000 - val_loss: 0.4994 - val_mape: 22284378.0000
Epoch 138/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1780 - mape: 3733180.0000 - val_loss: 0.5952 - val_mape: 24478838.0000
Epoch 139/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1790 - mape: 4516705.0000 - val_loss: 3194409.2500 - val_mape: 529343168.0000
Epoch 140/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1867 - mape: 3231261.2500 - val_loss: 0.3309 - val_mape: 21274784.0000
Epoch 141/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1807 - mape: 4353547.0000 - val_loss: 0.3252 - val_mape: 22863770.0000
Epoch 142/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1771 - mape: 4533541.0000 - val_loss: 0.3372 - val_mape: 19909224.0000
Epoch 143/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1811 - mape: 3448176.2500 - val_loss: 0.3392 - val_mape: 23777338.0000
Epoch 144/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1753 - mape: 4257176.5000 - val_loss: 0.3348 - val_mape: 22660166.0000
Epoch 145/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1732 - mape: 3635808.0000 - val_loss: 0.3368 - val_mape: 23320870.0000
Epoch 146/250
3/3 [==============================] - 1s 184ms/step - loss: 0.1702 - mape: 4052693.7500 - val_loss: 0.3402 - val_mape: 21530972.0000
Epoch 147/250
3/3 [==============================] - 1s 168ms/step - loss: 0.1672 - mape: 3702575.0000 - val_loss: 0.3422 - val_mape: 21621278.0000
Epoch 148/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1662 - mape: 3702574.2500 - val_loss: 0.3422 - val_mape: 23587806.0000
Epoch 149/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1731 - mape: 4499971.0000 - val_loss: 133.5269 - val_mape: 20298984.0000
Epoch 150/250
3/3 [==============================] - 1s 182ms/step - loss: 0.1728 - mape: 3228922.0000 - val_loss: 65.6219 - val_mape: 22046778.0000
Epoch 151/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1712 - mape: 3851556.0000 - val_loss: 0.3468 - val_mape: 24121920.0000
Epoch 152/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1698 - mape: 4031016.5000 - val_loss: 7152.4771 - val_mape: 22578946.0000
Epoch 153/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1674 - mape: 3471826.2500 - val_loss: 217.0640 - val_mape: 25795856.0000
Epoch 153: early stopping
1/1 [==============================] - 0s 369ms/step
Epoch 1/250
3/3 [==============================] - 3s 367ms/step - loss: 0.3932 - mape: 390778.3125 - val_loss: 0.3945 - val_mape: 2085972.7500
Epoch 2/250
3/3 [==============================] - 1s 183ms/step - loss: 0.3574 - mape: 1057424.7500 - val_loss: 0.3583 - val_mape: 4195918.0000
Epoch 3/250
3/3 [==============================] - 1s 179ms/step - loss: 0.3278 - mape: 1853877.2500 - val_loss: 0.3241 - val_mape: 6706685.0000
Epoch 4/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2982 - mape: 2906208.7500 - val_loss: 0.2902 - val_mape: 10149466.0000
Epoch 5/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2723 - mape: 4485789.0000 - val_loss: 0.2667 - val_mape: 15086038.0000
Epoch 6/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2646 - mape: 6699714.5000 - val_loss: 0.2635 - val_mape: 18815694.0000
Epoch 7/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2567 - mape: 7488961.0000 - val_loss: 0.2583 - val_mape: 17369060.0000
Epoch 8/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2509 - mape: 6602589.0000 - val_loss: 0.2559 - val_mape: 15838834.0000
Epoch 9/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2506 - mape: 5911987.5000 - val_loss: 0.2537 - val_mape: 15267360.0000
Epoch 10/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2497 - mape: 5642209.0000 - val_loss: 0.2494 - val_mape: 15615713.0000
Epoch 11/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2465 - mape: 5732867.0000 - val_loss: 0.2437 - val_mape: 16840796.0000
Epoch 12/250
3/3 [==============================] - 1s 196ms/step - loss: 0.2416 - mape: 6142928.5000 - val_loss: 0.2392 - val_mape: 18768424.0000
Epoch 13/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2390 - mape: 6731261.0000 - val_loss: 0.2389 - val_mape: 19797086.0000
Epoch 14/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2362 - mape: 6758021.5000 - val_loss: 0.2373 - val_mape: 19054230.0000
Epoch 15/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2359 - mape: 6329772.0000 - val_loss: 0.2368 - val_mape: 18762402.0000
Epoch 16/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2356 - mape: 6147946.5000 - val_loss: 0.2368 - val_mape: 19572514.0000
Epoch 17/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2337 - mape: 6321532.0000 - val_loss: 0.2423 - val_mape: 21058400.0000
Epoch 18/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2326 - mape: 6611092.0000 - val_loss: 0.2380 - val_mape: 20223048.0000
Epoch 19/250
3/3 [==============================] - 1s 174ms/step - loss: 0.2312 - mape: 6293681.5000 - val_loss: 0.2349 - val_mape: 18927920.0000
Epoch 20/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2309 - mape: 5934091.5000 - val_loss: 0.2350 - val_mape: 18904496.0000
Epoch 21/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2299 - mape: 5915708.5000 - val_loss: 0.2363 - val_mape: 19687568.0000
Epoch 22/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2289 - mape: 6004088.5000 - val_loss: 0.2364 - val_mape: 19460142.0000
Epoch 23/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2283 - mape: 5842964.5000 - val_loss: 0.2372 - val_mape: 18830206.0000
Epoch 24/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2277 - mape: 5673065.5000 - val_loss: 0.2380 - val_mape: 18991128.0000
Epoch 25/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2269 - mape: 5686723.5000 - val_loss: 0.2386 - val_mape: 18912150.0000
Epoch 26/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2261 - mape: 5620366.0000 - val_loss: 0.2396 - val_mape: 18333400.0000
Epoch 27/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2254 - mape: 5467971.0000 - val_loss: 0.2401 - val_mape: 18395544.0000
Epoch 28/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2247 - mape: 5467292.0000 - val_loss: 0.2403 - val_mape: 18620088.0000
Epoch 29/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2238 - mape: 5447120.0000 - val_loss: 0.2414 - val_mape: 18317720.0000
Epoch 30/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2230 - mape: 5331768.0000 - val_loss: 0.2412 - val_mape: 18387968.0000
Epoch 31/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2220 - mape: 5307627.0000 - val_loss: 0.2417 - val_mape: 18429822.0000
Epoch 32/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2210 - mape: 5225598.0000 - val_loss: 0.2420 - val_mape: 18368762.0000
Epoch 33/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2200 - mape: 5178821.5000 - val_loss: 0.2427 - val_mape: 18396296.0000
Epoch 34/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2190 - mape: 5054815.0000 - val_loss: 0.2426 - val_mape: 18647376.0000
Epoch 35/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2180 - mape: 5148735.0000 - val_loss: 0.2442 - val_mape: 18047174.0000
Epoch 36/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2173 - mape: 4809661.5000 - val_loss: 0.2424 - val_mape: 19352622.0000
Epoch 37/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2162 - mape: 4991973.0000 - val_loss: 0.2476 - val_mape: 17754394.0000
Epoch 38/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2152 - mape: 4636843.5000 - val_loss: 0.2455 - val_mape: 19781026.0000
Epoch 39/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2134 - mape: 4925309.0000 - val_loss: 0.2511 - val_mape: 18238848.0000
Epoch 40/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2116 - mape: 4579427.0000 - val_loss: 0.2526 - val_mape: 19341348.0000
Epoch 41/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2094 - mape: 4611482.5000 - val_loss: 0.2563 - val_mape: 19763686.0000
Epoch 42/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2071 - mape: 4620280.5000 - val_loss: 0.2577 - val_mape: 19729900.0000
Epoch 43/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2054 - mape: 4421862.0000 - val_loss: 0.2528 - val_mape: 22096012.0000
Epoch 44/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2052 - mape: 4281135.0000 - val_loss: 0.2628 - val_mape: 18022992.0000
Epoch 45/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2118 - mape: 4325010.0000 - val_loss: 0.2555 - val_mape: 22268270.0000
Epoch 46/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2091 - mape: 4473594.0000 - val_loss: 0.2574 - val_mape: 21016996.0000
Epoch 47/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2047 - mape: 4700086.5000 - val_loss: 0.2642 - val_mape: 24815476.0000
Epoch 48/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2034 - mape: 4894806.5000 - val_loss: 0.2800 - val_mape: 20060794.0000
Epoch 49/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2035 - mape: 3918734.5000 - val_loss: 0.2732 - val_mape: 25653096.0000
Epoch 50/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2018 - mape: 4799770.5000 - val_loss: 0.2806 - val_mape: 19573370.0000
Epoch 51/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2023 - mape: 3988203.7500 - val_loss: 0.2785 - val_mape: 22630842.0000
Epoch 52/250
3/3 [==============================] - 0s 176ms/step - loss: 0.1988 - mape: 4510608.0000 - val_loss: 0.2776 - val_mape: 24571502.0000
Epoch 53/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1958 - mape: 4044980.7500 - val_loss: 0.2797 - val_mape: 24642588.0000
Epoch 54/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1928 - mape: 4066620.7500 - val_loss: 0.2812 - val_mape: 27300782.0000
Epoch 55/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1969 - mape: 4551797.5000 - val_loss: 0.3075 - val_mape: 17845188.0000
Epoch 56/250
3/3 [==============================] - 1s 193ms/step - loss: 0.2139 - mape: 2913582.2500 - val_loss: 0.2609 - val_mape: 22102604.0000
Epoch 57/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1970 - mape: 4575273.5000 - val_loss: 0.2579 - val_mape: 23384118.0000
Epoch 58/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1979 - mape: 4541763.0000 - val_loss: 0.2765 - val_mape: 19030034.0000
Epoch 59/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2001 - mape: 3604835.2500 - val_loss: 0.2820 - val_mape: 23792680.0000
Epoch 59: early stopping
1/1 [==============================] - 0s 289ms/step
Epoch 1/250
3/3 [==============================] - 3s 343ms/step - loss: 0.3993 - mape: 496520.0000 - val_loss: 0.3639 - val_mape: 3178783.2500
Epoch 2/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3391 - mape: 1488431.7500 - val_loss: 0.3059 - val_mape: 6856848.5000
Epoch 3/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2877 - mape: 3405454.2500 - val_loss: 0.2345 - val_mape: 16484788.0000
Epoch 4/250
3/3 [==============================] - 1s 181ms/step - loss: 362.8082 - mape: 4592165888.0000 - val_loss: 0.2336 - val_mape: 16270842.0000
Epoch 5/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2489 - mape: 5893442.5000 - val_loss: 0.2494 - val_mape: 12378497.0000
Epoch 6/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2583 - mape: 4519327.5000 - val_loss: 0.2500 - val_mape: 12198350.0000
Epoch 7/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2566 - mape: 4513316.5000 - val_loss: 0.2368 - val_mape: 14382422.0000
Epoch 8/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2452 - mape: 5395077.5000 - val_loss: 0.2370 - val_mape: 19611994.0000
Epoch 9/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2403 - mape: 7073987.0000 - val_loss: 0.2354 - val_mape: 19446056.0000
Epoch 10/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2362 - mape: 6457141.5000 - val_loss: 0.2310 - val_mape: 16266307.0000
Epoch 11/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2400 - mape: 5498484.0000 - val_loss: 0.2319 - val_mape: 16217347.0000
Epoch 12/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2381 - mape: 5542310.5000 - val_loss: 0.2329 - val_mape: 18679134.0000
Epoch 13/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2331 - mape: 6287296.5000 - val_loss: 0.2481 - val_mape: 21636944.0000
Epoch 14/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2349 - mape: 6741469.0000 - val_loss: 0.2325 - val_mape: 17243366.0000
Epoch 15/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2329 - mape: 5710782.5000 - val_loss: 0.2341 - val_mape: 16169947.0000
Epoch 16/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2327 - mape: 5604220.5000 - val_loss: 0.2333 - val_mape: 17151372.0000
Epoch 17/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2306 - mape: 6036980.5000 - val_loss: 0.2343 - val_mape: 17921562.0000
Epoch 18/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2284 - mape: 6074183.5000 - val_loss: 0.2356 - val_mape: 17285186.0000
Epoch 19/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2284 - mape: 5715056.0000 - val_loss: 0.2371 - val_mape: 17585798.0000
Epoch 20/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2271 - mape: 5731650.0000 - val_loss: 0.2386 - val_mape: 19094418.0000
Epoch 21/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2258 - mape: 5996594.5000 - val_loss: 0.2435 - val_mape: 18379936.0000
Epoch 22/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2247 - mape: 5721059.5000 - val_loss: 0.2449 - val_mape: 18967930.0000
Epoch 23/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2230 - mape: 5742119.5000 - val_loss: 0.2495 - val_mape: 18676632.0000
Epoch 24/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2215 - mape: 5525383.0000 - val_loss: 0.2536 - val_mape: 19103048.0000
Epoch 25/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2200 - mape: 5428314.0000 - val_loss: 0.2586 - val_mape: 19907650.0000
Epoch 26/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2185 - mape: 5366119.5000 - val_loss: 0.2657 - val_mape: 19985068.0000
Epoch 27/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2168 - mape: 5197291.5000 - val_loss: 0.2695 - val_mape: 20914220.0000
Epoch 28/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2159 - mape: 5281605.0000 - val_loss: 0.2967 - val_mape: 18878674.0000
Epoch 29/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2156 - mape: 4595007.0000 - val_loss: 0.2711 - val_mape: 22894456.0000
Epoch 30/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2186 - mape: 5618334.5000 - val_loss: 0.2928 - val_mape: 17827768.0000
Epoch 31/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2137 - mape: 4624283.5000 - val_loss: 0.2880 - val_mape: 18265838.0000
Epoch 32/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2122 - mape: 4478950.5000 - val_loss: 0.2724 - val_mape: 21221236.0000
Epoch 33/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2117 - mape: 4937966.5000 - val_loss: 0.3319 - val_mape: 21361878.0000
Epoch 34/250
3/3 [==============================] - 0s 161ms/step - loss: 13.4671 - mape: 133679128.0000 - val_loss: 8336195440345088.0000 - val_mape: 37572525136635330822144.0000
Epoch 35/250
3/3 [==============================] - 0s 165ms/step - loss: 8093394496651264.0000 - mape: 43428206703134065557504.0000 - val_loss: 9980.1963 - val_mape: 178008293376.0000
Epoch 36/250
3/3 [==============================] - 0s 164ms/step - loss: 1341752.2500 - mape: 1402366984192.0000 - val_loss: 504487965884416.0000 - val_mape: 15657337187606112239616.0000
Epoch 37/250
3/3 [==============================] - 0s 166ms/step - loss: 560106852843520.0000 - mape: 3176885620518305136640.0000 - val_loss: 99196883435520.0000 - val_mape: 529759057486289043456.0000
Epoch 37: early stopping
1/1 [==============================] - 0s 287ms/step
Epoch 1/250
2/2 [==============================] - 3s 545ms/step - loss: 0.4045 - mape: 46455.2305 - val_loss: 0.4109 - val_mape: 289523.2500
Epoch 2/250
2/2 [==============================] - 0s 220ms/step - loss: 0.4013 - mape: 92384.7344 - val_loss: 0.4034 - val_mape: 611065.4375
Epoch 3/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3968 - mape: 158677.4688 - val_loss: 0.3954 - val_mape: 966771.2500
Epoch 4/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3909 - mape: 252247.1094 - val_loss: 0.3867 - val_mape: 1362694.3750
Epoch 5/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3834 - mape: 387265.5938 - val_loss: 0.3773 - val_mape: 1827856.6250
Epoch 6/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3755 - mape: 545587.2500 - val_loss: 0.3676 - val_mape: 2357814.7500
Epoch 7/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3675 - mape: 713095.8750 - val_loss: 0.3575 - val_mape: 2913860.5000
Epoch 8/250
2/2 [==============================] - 0s 219ms/step - loss: 0.3593 - mape: 892672.8125 - val_loss: 0.3472 - val_mape: 3499739.5000
Epoch 9/250
2/2 [==============================] - 0s 209ms/step - loss: 0.3505 - mape: 1096987.2500 - val_loss: 0.3366 - val_mape: 4141702.0000
Epoch 10/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3412 - mape: 1331570.1250 - val_loss: 0.3259 - val_mape: 4841854.0000
Epoch 11/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3314 - mape: 1586432.5000 - val_loss: 0.3153 - val_mape: 5598832.5000
Epoch 12/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3215 - mape: 1859282.6250 - val_loss: 0.3048 - val_mape: 6383138.5000
Epoch 13/250
2/2 [==============================] - 0s 229ms/step - loss: 0.3118 - mape: 2146352.5000 - val_loss: 0.2948 - val_mape: 7183488.0000
Epoch 14/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3026 - mape: 2445129.0000 - val_loss: 0.2854 - val_mape: 8008247.5000
Epoch 15/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2939 - mape: 2755577.5000 - val_loss: 0.2765 - val_mape: 8859931.0000
Epoch 16/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2859 - mape: 3076529.7500 - val_loss: 0.2683 - val_mape: 9730083.0000
Epoch 17/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2787 - mape: 3403404.5000 - val_loss: 0.2608 - val_mape: 10594658.0000
Epoch 18/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2724 - mape: 3734837.7500 - val_loss: 0.2544 - val_mape: 11472004.0000
Epoch 19/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2669 - mape: 4064457.0000 - val_loss: 0.2491 - val_mape: 12364211.0000
Epoch 20/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2622 - mape: 4391762.0000 - val_loss: 0.2448 - val_mape: 13240315.0000
Epoch 21/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2583 - mape: 4712316.5000 - val_loss: 0.2416 - val_mape: 14085234.0000
Epoch 22/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2553 - mape: 5018944.0000 - val_loss: 0.2391 - val_mape: 14877389.0000
Epoch 23/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2528 - mape: 5303155.0000 - val_loss: 0.2374 - val_mape: 15591967.0000
Epoch 24/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2509 - mape: 5556577.0000 - val_loss: 0.2363 - val_mape: 16210808.0000
Epoch 25/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2494 - mape: 5772110.0000 - val_loss: 0.2355 - val_mape: 16723548.0000
Epoch 26/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2482 - mape: 5945306.0000 - val_loss: 0.2348 - val_mape: 17121730.0000
Epoch 27/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2473 - mape: 6071737.0000 - val_loss: 0.2342 - val_mape: 17398382.0000
Epoch 28/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2464 - mape: 6150563.5000 - val_loss: 0.2335 - val_mape: 17563704.0000
Epoch 29/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2457 - mape: 6185705.0000 - val_loss: 0.2328 - val_mape: 17633056.0000
Epoch 30/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2450 - mape: 6183416.5000 - val_loss: 0.2321 - val_mape: 17628462.0000
Epoch 31/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2444 - mape: 6153367.5000 - val_loss: 0.2315 - val_mape: 17576348.0000
Epoch 32/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2439 - mape: 6105934.0000 - val_loss: 0.2308 - val_mape: 17501022.0000
Epoch 33/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2434 - mape: 6050862.0000 - val_loss: 0.2301 - val_mape: 17419974.0000
Epoch 34/250
2/2 [==============================] - 0s 228ms/step - loss: 0.2430 - mape: 5994352.0000 - val_loss: 0.2295 - val_mape: 17345602.0000
Epoch 35/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2426 - mape: 5941814.5000 - val_loss: 0.2289 - val_mape: 17288284.0000
Epoch 36/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2421 - mape: 5897245.0000 - val_loss: 0.2284 - val_mape: 17259042.0000
Epoch 37/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2417 - mape: 5863875.0000 - val_loss: 0.2279 - val_mape: 17260296.0000
Epoch 38/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2412 - mape: 5843275.5000 - val_loss: 0.2275 - val_mape: 17294110.0000
Epoch 39/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2407 - mape: 5836394.5000 - val_loss: 0.2272 - val_mape: 17376008.0000
Epoch 40/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2402 - mape: 5843870.0000 - val_loss: 0.2270 - val_mape: 17487828.0000
Epoch 41/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2396 - mape: 5863176.5000 - val_loss: 0.2270 - val_mape: 17625946.0000
Epoch 42/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2389 - mape: 5892419.0000 - val_loss: 0.2271 - val_mape: 17784674.0000
Epoch 43/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2383 - mape: 5929071.0000 - val_loss: 0.2275 - val_mape: 17954980.0000
Epoch 44/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2376 - mape: 5968774.5000 - val_loss: 0.2280 - val_mape: 18125288.0000
Epoch 45/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2370 - mape: 6007741.5000 - val_loss: 0.2286 - val_mape: 18284234.0000
Epoch 46/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2364 - mape: 6042200.5000 - val_loss: 0.2293 - val_mape: 18424414.0000
Epoch 47/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2358 - mape: 6067989.0000 - val_loss: 0.2298 - val_mape: 18532246.0000
Epoch 48/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2353 - mape: 6082851.0000 - val_loss: 0.2303 - val_mape: 18613508.0000
Epoch 49/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2348 - mape: 6087729.5000 - val_loss: 0.2305 - val_mape: 18663402.0000
Epoch 50/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2343 - mape: 6081153.5000 - val_loss: 0.2305 - val_mape: 18682716.0000
Epoch 51/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2339 - mape: 6065097.5000 - val_loss: 0.2304 - val_mape: 18686586.0000
Epoch 52/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2335 - mape: 6044511.5000 - val_loss: 0.2302 - val_mape: 18684086.0000
Epoch 53/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2331 - mape: 6024133.5000 - val_loss: 0.2301 - val_mape: 18691034.0000
Epoch 54/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2327 - mape: 6007402.0000 - val_loss: 0.2301 - val_mape: 18715256.0000
Epoch 55/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2323 - mape: 5996842.0000 - val_loss: 0.2301 - val_mape: 18758096.0000
Epoch 56/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2319 - mape: 5994445.5000 - val_loss: 0.2302 - val_mape: 18819076.0000
Epoch 57/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2314 - mape: 5996459.0000 - val_loss: 0.2303 - val_mape: 18881164.0000
Epoch 58/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2310 - mape: 5998076.0000 - val_loss: 0.2303 - val_mape: 18932980.0000
Epoch 59/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2306 - mape: 5994323.0000 - val_loss: 0.2302 - val_mape: 18962696.0000
Epoch 60/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2301 - mape: 5981466.0000 - val_loss: 0.2300 - val_mape: 18977016.0000
Epoch 61/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2297 - mape: 5963069.0000 - val_loss: 0.2299 - val_mape: 18997150.0000
Epoch 62/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2293 - mape: 5946100.5000 - val_loss: 0.2298 - val_mape: 19030736.0000
Epoch 63/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2289 - mape: 5932544.0000 - val_loss: 0.2298 - val_mape: 19069416.0000
Epoch 64/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2285 - mape: 5921866.0000 - val_loss: 0.2298 - val_mape: 19103012.0000
Epoch 65/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2281 - mape: 5911899.0000 - val_loss: 0.2298 - val_mape: 19131976.0000
Epoch 66/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2277 - mape: 5902626.5000 - val_loss: 0.2298 - val_mape: 19150058.0000
Epoch 67/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2274 - mape: 5892878.5000 - val_loss: 0.2297 - val_mape: 19155532.0000
Epoch 68/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2270 - mape: 5881513.5000 - val_loss: 0.2297 - val_mape: 19144198.0000
Epoch 69/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2266 - mape: 5865127.0000 - val_loss: 0.2296 - val_mape: 19098874.0000
Epoch 70/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2263 - mape: 5837074.5000 - val_loss: 0.2294 - val_mape: 19010916.0000
Epoch 71/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2260 - mape: 5795072.0000 - val_loss: 0.2293 - val_mape: 18895112.0000
Epoch 72/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2257 - mape: 5745384.0000 - val_loss: 0.2293 - val_mape: 18783982.0000
Epoch 73/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2254 - mape: 5699392.0000 - val_loss: 0.2292 - val_mape: 18699896.0000
Epoch 74/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2251 - mape: 5663189.5000 - val_loss: 0.2292 - val_mape: 18652040.0000
Epoch 75/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2247 - mape: 5637509.0000 - val_loss: 0.2293 - val_mape: 18631628.0000
Epoch 76/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2244 - mape: 5617690.0000 - val_loss: 0.2294 - val_mape: 18607362.0000
Epoch 77/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2241 - mape: 5592635.0000 - val_loss: 0.2295 - val_mape: 18558750.0000
Epoch 78/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2238 - mape: 5555568.5000 - val_loss: 0.2297 - val_mape: 18485284.0000
Epoch 79/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2235 - mape: 5512551.5000 - val_loss: 0.2298 - val_mape: 18407230.0000
Epoch 80/250
2/2 [==============================] - 0s 181ms/step - loss: 0.2233 - mape: 5471498.0000 - val_loss: 0.2300 - val_mape: 18327660.0000
Epoch 81/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2230 - mape: 5433522.5000 - val_loss: 0.2301 - val_mape: 18254438.0000
Epoch 82/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2227 - mape: 5401874.5000 - val_loss: 0.2303 - val_mape: 18187124.0000
Epoch 83/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2225 - mape: 5372579.0000 - val_loss: 0.2305 - val_mape: 18100808.0000
Epoch 84/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2222 - mape: 5336025.5000 - val_loss: 0.2308 - val_mape: 17991438.0000
Epoch 85/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2219 - mape: 5290897.5000 - val_loss: 0.2311 - val_mape: 17883376.0000
Epoch 86/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2216 - mape: 5248242.5000 - val_loss: 0.2315 - val_mape: 17833748.0000
Epoch 87/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2214 - mape: 5228128.0000 - val_loss: 0.2318 - val_mape: 17816912.0000
Epoch 88/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2211 - mape: 5216605.0000 - val_loss: 0.2321 - val_mape: 17761628.0000
Epoch 89/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2208 - mape: 5190951.5000 - val_loss: 0.2325 - val_mape: 17672552.0000
Epoch 90/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2205 - mape: 5153874.0000 - val_loss: 0.2329 - val_mape: 17573480.0000
Epoch 91/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2202 - mape: 5115224.5000 - val_loss: 0.2332 - val_mape: 17529766.0000
Epoch 92/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2199 - mape: 5091003.5000 - val_loss: 0.2334 - val_mape: 17539142.0000
Epoch 93/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2196 - mape: 5081642.0000 - val_loss: 0.2337 - val_mape: 17558114.0000
Epoch 94/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2193 - mape: 5071301.5000 - val_loss: 0.2340 - val_mape: 17540692.0000
Epoch 95/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2189 - mape: 5042370.5000 - val_loss: 0.2344 - val_mape: 17499622.0000
Epoch 96/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2186 - mape: 5004164.0000 - val_loss: 0.2344 - val_mape: 17493478.0000
Epoch 97/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2183 - mape: 4980568.5000 - val_loss: 0.2345 - val_mape: 17502170.0000
Epoch 98/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2180 - mape: 4957274.5000 - val_loss: 0.2348 - val_mape: 17497966.0000
Epoch 99/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2177 - mape: 4931361.5000 - val_loss: 0.2351 - val_mape: 17521728.0000
Epoch 100/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2174 - mape: 4919393.5000 - val_loss: 0.2354 - val_mape: 17544232.0000
Epoch 101/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2171 - mape: 4908011.0000 - val_loss: 0.2359 - val_mape: 17528172.0000
Epoch 102/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2167 - mape: 4879166.5000 - val_loss: 0.2366 - val_mape: 17521086.0000
Epoch 103/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2164 - mape: 4857859.0000 - val_loss: 0.2371 - val_mape: 17575576.0000
Epoch 104/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2161 - mape: 4855583.0000 - val_loss: 0.2376 - val_mape: 17609846.0000
Epoch 105/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2157 - mape: 4838027.5000 - val_loss: 0.2383 - val_mape: 17601096.0000
Epoch 106/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2154 - mape: 4812446.5000 - val_loss: 0.2388 - val_mape: 17626172.0000
Epoch 107/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2150 - mape: 4797834.5000 - val_loss: 0.2393 - val_mape: 17636954.0000
Epoch 108/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2147 - mape: 4775729.0000 - val_loss: 0.2398 - val_mape: 17649968.0000
Epoch 109/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2143 - mape: 4764398.0000 - val_loss: 0.2402 - val_mape: 17663792.0000
Epoch 110/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2140 - mape: 4750692.5000 - val_loss: 0.2408 - val_mape: 17637840.0000
Epoch 111/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2136 - mape: 4726712.5000 - val_loss: 0.2413 - val_mape: 17660122.0000
Epoch 112/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2133 - mape: 4721528.5000 - val_loss: 0.2418 - val_mape: 17669288.0000
Epoch 113/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2129 - mape: 4709203.5000 - val_loss: 0.2424 - val_mape: 17642196.0000
Epoch 114/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2126 - mape: 4690378.0000 - val_loss: 0.2429 - val_mape: 17662700.0000
Epoch 115/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2122 - mape: 4682267.0000 - val_loss: 0.2435 - val_mape: 17677854.0000
Epoch 116/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2118 - mape: 4661970.0000 - val_loss: 0.2440 - val_mape: 17727752.0000
Epoch 117/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2114 - mape: 4649812.5000 - val_loss: 0.2447 - val_mape: 17732236.0000
Epoch 118/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2111 - mape: 4623641.0000 - val_loss: 0.2452 - val_mape: 17760916.0000
Epoch 119/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2107 - mape: 4614873.0000 - val_loss: 0.2456 - val_mape: 17808094.0000
Epoch 120/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2103 - mape: 4614972.0000 - val_loss: 0.2462 - val_mape: 17831644.0000
Epoch 121/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2099 - mape: 4606540.0000 - val_loss: 0.2467 - val_mape: 17817930.0000
Epoch 122/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2094 - mape: 4591003.5000 - val_loss: 0.2471 - val_mape: 17811628.0000
Epoch 123/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2090 - mape: 4573817.5000 - val_loss: 0.2476 - val_mape: 17791116.0000
Epoch 124/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2086 - mape: 4549717.0000 - val_loss: 0.2480 - val_mape: 17812228.0000
Epoch 125/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2082 - mape: 4526536.0000 - val_loss: 0.2485 - val_mape: 17857252.0000
Epoch 126/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2077 - mape: 4515304.0000 - val_loss: 0.2491 - val_mape: 17869528.0000
Epoch 127/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2073 - mape: 4492803.0000 - val_loss: 0.2493 - val_mape: 17857722.0000
Epoch 128/250
2/2 [==============================] - 0s 182ms/step - loss: 0.2068 - mape: 4494544.0000 - val_loss: 0.2499 - val_mape: 17705996.0000
Epoch 129/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2064 - mape: 4427165.0000 - val_loss: 0.2501 - val_mape: 17687280.0000
Epoch 130/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2060 - mape: 4431898.0000 - val_loss: 0.2507 - val_mape: 17696792.0000
Epoch 131/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2056 - mape: 4385366.0000 - val_loss: 0.2513 - val_mape: 17775800.0000
Epoch 132/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2052 - mape: 4398196.0000 - val_loss: 0.2520 - val_mape: 17859128.0000
Epoch 133/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2048 - mape: 4367986.0000 - val_loss: 0.2527 - val_mape: 17913868.0000
Epoch 134/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2044 - mape: 4373561.5000 - val_loss: 0.2534 - val_mape: 17970160.0000
Epoch 135/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2040 - mape: 4348138.0000 - val_loss: 0.2538 - val_mape: 18130170.0000
Epoch 136/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2036 - mape: 4401919.0000 - val_loss: 0.2550 - val_mape: 18117668.0000
Epoch 137/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2032 - mape: 4347610.5000 - val_loss: 0.2554 - val_mape: 18184050.0000
Epoch 138/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2028 - mape: 4382047.0000 - val_loss: 0.2559 - val_mape: 18195162.0000
Epoch 139/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2024 - mape: 4339747.0000 - val_loss: 0.2564 - val_mape: 18230896.0000
Epoch 140/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2020 - mape: 4371722.5000 - val_loss: 0.2572 - val_mape: 18203528.0000
Epoch 141/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2017 - mape: 4338057.0000 - val_loss: 0.2578 - val_mape: 18157530.0000
Epoch 142/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2013 - mape: 4345634.0000 - val_loss: 0.2585 - val_mape: 18182604.0000
Epoch 143/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2009 - mape: 4315797.0000 - val_loss: 0.2595 - val_mape: 18249338.0000
Epoch 144/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2006 - mape: 4339930.0000 - val_loss: 0.2604 - val_mape: 18157312.0000
Epoch 145/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2002 - mape: 4293528.5000 - val_loss: 0.2612 - val_mape: 18132500.0000
Epoch 146/250
2/2 [==============================] - 0s 203ms/step - loss: 0.1999 - mape: 4308519.5000 - val_loss: 0.2624 - val_mape: 18102266.0000
Epoch 147/250
2/2 [==============================] - 0s 223ms/step - loss: 0.1995 - mape: 4272574.0000 - val_loss: 0.2630 - val_mape: 18190992.0000
Epoch 148/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1992 - mape: 4320627.0000 - val_loss: 0.2645 - val_mape: 17843832.0000
Epoch 149/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1988 - mape: 4232475.5000 - val_loss: 0.2643 - val_mape: 17992738.0000
Epoch 150/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1986 - mape: 4286397.0000 - val_loss: 0.2666 - val_mape: 17827534.0000
Epoch 151/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1981 - mape: 4214958.0000 - val_loss: 0.2665 - val_mape: 18009082.0000
Epoch 152/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1979 - mape: 4298428.0000 - val_loss: 0.2697 - val_mape: 17386748.0000
Epoch 153/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1977 - mape: 4118843.2500 - val_loss: 0.2687 - val_mape: 18004318.0000
Epoch 154/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1974 - mape: 4288521.5000 - val_loss: 0.2730 - val_mape: 17619720.0000
Epoch 155/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1971 - mape: 4117188.0000 - val_loss: 0.2718 - val_mape: 18075978.0000
Epoch 156/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1969 - mape: 4331190.5000 - val_loss: 0.2750 - val_mape: 17205214.0000
Epoch 157/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1966 - mape: 4034227.0000 - val_loss: 0.2742 - val_mape: 17641928.0000
Epoch 158/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1960 - mape: 4250546.0000 - val_loss: 0.2756 - val_mape: 17718772.0000
Epoch 159/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1957 - mape: 4182845.2500 - val_loss: 0.2778 - val_mape: 17336200.0000
Epoch 160/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1953 - mape: 4161050.7500 - val_loss: 0.2768 - val_mape: 17719600.0000
Epoch 161/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1953 - mape: 4244246.5000 - val_loss: 0.2806 - val_mape: 16973236.0000
Epoch 162/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1948 - mape: 4055660.2500 - val_loss: 0.2809 - val_mape: 17766278.0000
Epoch 163/250
2/2 [==============================] - 0s 181ms/step - loss: 0.1945 - mape: 4257477.0000 - val_loss: 0.2833 - val_mape: 17224654.0000
Epoch 164/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1941 - mape: 4071494.0000 - val_loss: 0.2834 - val_mape: 17361428.0000
Epoch 165/250
2/2 [==============================] - 0s 188ms/step - loss: 0.1937 - mape: 4157412.0000 - val_loss: 0.2843 - val_mape: 17363272.0000
Epoch 166/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1934 - mape: 4130323.7500 - val_loss: 0.2858 - val_mape: 16855392.0000
Epoch 167/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1930 - mape: 4061346.7500 - val_loss: 0.2838 - val_mape: 17304568.0000
Epoch 168/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1931 - mape: 4128670.0000 - val_loss: 0.2888 - val_mape: 16278557.0000
Epoch 169/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1934 - mape: 3919684.0000 - val_loss: 0.2874 - val_mape: 17446830.0000
Epoch 170/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1923 - mape: 4144837.2500 - val_loss: 25923694.0000 - val_mape: 778278340132864.0000
Epoch 171/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1923 - mape: 4063406.2500 - val_loss: 0.3300 - val_mape: 17795906.0000
Epoch 172/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1917 - mape: 3988669.5000 - val_loss: 38647488512.0000 - val_mape: 4117016836602593280.0000
Epoch 173/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1914 - mape: 3996064.0000 - val_loss: 2126592512.0000 - val_mape: 135669925162254336.0000
Epoch 174/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1912 - mape: 3969593.0000 - val_loss: 242209520.0000 - val_mape: 20810033524637696.0000
Epoch 175/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1908 - mape: 4014987.7500 - val_loss: 1481052928.0000 - val_mape: 106646554810515456.0000
Epoch 176/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1907 - mape: 3881233.7500 - val_loss: 171914976.0000 - val_mape: 6380154053984256.0000
Epoch 177/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1902 - mape: 4048569.5000 - val_loss: 3342560.7500 - val_mape: 233221891555328.0000
Epoch 178/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1898 - mape: 3942115.2500 - val_loss: 798600.8125 - val_mape: 84607064080384.0000
Epoch 179/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1896 - mape: 3900664.2500 - val_loss: 155540256.0000 - val_mape: 5568816478158848.0000
Epoch 180/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1893 - mape: 3893618.7500 - val_loss: 78477648.0000 - val_mape: 12366973929259008.0000
Epoch 181/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1892 - mape: 3874503.7500 - val_loss: 69912032.0000 - val_mape: 9988065632190464.0000
Epoch 182/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1894 - mape: 3955968.5000 - val_loss: 0.2950 - val_mape: 16661984.0000
Epoch 183/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1897 - mape: 3704760.0000 - val_loss: 3960568320.0000 - val_mape: 572878096743530496.0000
Epoch 184/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1892 - mape: 4012059.2500 - val_loss: 6588063.5000 - val_mape: 118773721858048.0000
Epoch 184: early stopping
1/1 [==============================] - 0s 328ms/step
Epoch 1/250
2/2 [==============================] - 4s 2s/step - loss: 0.3868 - mape: 372318.8438 - val_loss: 0.3813 - val_mape: 2516123.7500
Epoch 2/250
2/2 [==============================] - 0s 221ms/step - loss: 0.3563 - mape: 998374.0625 - val_loss: 0.3514 - val_mape: 4210929.5000
Epoch 3/250
2/2 [==============================] - 0s 227ms/step - loss: 0.3281 - mape: 1699904.7500 - val_loss: 0.3202 - val_mape: 6226445.5000
Epoch 4/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3007 - mape: 2559963.7500 - val_loss: 0.2893 - val_mape: 8801489.0000
Epoch 5/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2759 - mape: 3652200.5000 - val_loss: 0.2626 - val_mape: 12018003.0000
Epoch 6/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2588 - mape: 4968746.0000 - val_loss: 0.2481 - val_mape: 15499355.0000
Epoch 7/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2523 - mape: 6338663.5000 - val_loss: 0.2456 - val_mape: 17714596.0000
Epoch 8/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2497 - mape: 6983525.5000 - val_loss: 0.2450 - val_mape: 17748390.0000
Epoch 9/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2458 - mape: 6791539.0000 - val_loss: 0.2445 - val_mape: 16902974.0000
Epoch 10/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2438 - mape: 6312356.5000 - val_loss: 0.2447 - val_mape: 16128243.0000
Epoch 11/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2436 - mape: 5888135.5000 - val_loss: 0.2448 - val_mape: 15695396.0000
Epoch 12/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2436 - mape: 5610341.5000 - val_loss: 0.2438 - val_mape: 15673985.0000
Epoch 13/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2428 - mape: 5519778.5000 - val_loss: 0.2415 - val_mape: 16167896.0000
Epoch 14/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2407 - mape: 5619126.5000 - val_loss: 0.2384 - val_mape: 17172610.0000
Epoch 15/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2376 - mape: 5910561.5000 - val_loss: 0.2362 - val_mape: 18544602.0000
Epoch 16/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2352 - mape: 6321426.0000 - val_loss: 0.2364 - val_mape: 19702406.0000
Epoch 17/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2345 - mape: 6596477.5000 - val_loss: 0.2363 - val_mape: 19774394.0000
Epoch 18/250
2/2 [==============================] - 0s 257ms/step - loss: 0.2333 - mape: 6450062.0000 - val_loss: 0.2356 - val_mape: 19119942.0000
Epoch 19/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2326 - mape: 6078332.0000 - val_loss: 0.2359 - val_mape: 18771810.0000
Epoch 20/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2324 - mape: 5841072.0000 - val_loss: 0.2365 - val_mape: 19186194.0000
Epoch 21/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2314 - mape: 5861593.0000 - val_loss: 0.2383 - val_mape: 20261682.0000
Epoch 22/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2300 - mape: 6074014.5000 - val_loss: 0.2404 - val_mape: 21155706.0000
Epoch 23/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2295 - mape: 6216228.5000 - val_loss: 0.2406 - val_mape: 20672238.0000
Epoch 24/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2284 - mape: 6027165.0000 - val_loss: 0.2410 - val_mape: 19518778.0000
Epoch 25/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2278 - mape: 5696663.5000 - val_loss: 0.2416 - val_mape: 18930504.0000
Epoch 26/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2275 - mape: 5512036.5000 - val_loss: 0.2418 - val_mape: 19263346.0000
Epoch 27/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2266 - mape: 5542565.5000 - val_loss: 0.2420 - val_mape: 19930906.0000
Epoch 28/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2260 - mape: 5635919.0000 - val_loss: 0.2420 - val_mape: 19922276.0000
Epoch 29/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2255 - mape: 5572485.0000 - val_loss: 0.2425 - val_mape: 19285746.0000
Epoch 30/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2249 - mape: 5406111.5000 - val_loss: 0.2432 - val_mape: 19033446.0000
Epoch 31/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2243 - mape: 5360941.5000 - val_loss: 0.2440 - val_mape: 19294390.0000
Epoch 32/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2236 - mape: 5402455.5000 - val_loss: 0.2447 - val_mape: 19488186.0000
Epoch 33/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2228 - mape: 5350646.5000 - val_loss: 0.2451 - val_mape: 19595870.0000
Epoch 34/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2220 - mape: 5280554.0000 - val_loss: 0.2456 - val_mape: 19829146.0000
Epoch 35/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2210 - mape: 5281748.5000 - val_loss: 0.2469 - val_mape: 19537518.0000
Epoch 36/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2201 - mape: 5153896.5000 - val_loss: 0.2481 - val_mape: 19798616.0000
Epoch 37/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2190 - mape: 5035025.5000 - val_loss: 0.2500 - val_mape: 20550918.0000
Epoch 38/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2178 - mape: 5048809.5000 - val_loss: 0.2543 - val_mape: 20122366.0000
Epoch 39/250
2/2 [==============================] - 0s 226ms/step - loss: 0.2168 - mape: 4781014.5000 - val_loss: 0.2573 - val_mape: 22112474.0000
Epoch 40/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2155 - mape: 4998693.5000 - val_loss: 0.2606 - val_mape: 21554040.0000
Epoch 41/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2148 - mape: 4613387.5000 - val_loss: 0.2615 - val_mape: 23234380.0000
Epoch 42/250
2/2 [==============================] - 0s 243ms/step - loss: 0.2138 - mape: 5026463.0000 - val_loss: 0.2638 - val_mape: 20638018.0000
Epoch 43/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2127 - mape: 4387670.0000 - val_loss: 0.2612 - val_mape: 22723672.0000
Epoch 44/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2111 - mape: 4701932.0000 - val_loss: 0.2652 - val_mape: 22635020.0000
Epoch 45/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2094 - mape: 4700453.5000 - val_loss: 0.2754 - val_mape: 20869656.0000
Epoch 46/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2091 - mape: 4071144.0000 - val_loss: 0.2744 - val_mape: 25935052.0000
Epoch 47/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2103 - mape: 4982521.5000 - val_loss: 0.2737 - val_mape: 19694014.0000
Epoch 48/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2080 - mape: 4001455.0000 - val_loss: 0.2687 - val_mape: 20119230.0000
Epoch 49/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2058 - mape: 4175310.2500 - val_loss: 0.2659 - val_mape: 23417804.0000
Epoch 50/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2053 - mape: 4658031.0000 - val_loss: 0.2774 - val_mape: 22017774.0000
Epoch 51/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2024 - mape: 4347316.0000 - val_loss: 0.2875 - val_mape: 20679610.0000
Epoch 52/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2021 - mape: 3947328.7500 - val_loss: 0.2631 - val_mape: 23017600.0000
Epoch 53/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2038 - mape: 4938103.5000 - val_loss: 0.2603 - val_mape: 20437332.0000
Epoch 54/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2011 - mape: 4671336.5000 - val_loss: 0.2816 - val_mape: 17987784.0000
Epoch 55/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2014 - mape: 3781551.5000 - val_loss: 0.2645 - val_mape: 22523608.0000
Epoch 56/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2004 - mape: 4591774.0000 - val_loss: 0.2946 - val_mape: 20178356.0000
Epoch 57/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1983 - mape: 3841242.0000 - val_loss: 0.2678 - val_mape: 23050888.0000
Epoch 58/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2001 - mape: 4891267.0000 - val_loss: 0.2681 - val_mape: 20718206.0000
Epoch 59/250
2/2 [==============================] - 0s 205ms/step - loss: 0.1996 - mape: 4677431.0000 - val_loss: 0.2681 - val_mape: 20127192.0000
Epoch 60/250
2/2 [==============================] - 0s 222ms/step - loss: 0.1968 - mape: 4428954.5000 - val_loss: 0.2849 - val_mape: 19049218.0000
Epoch 61/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1957 - mape: 3645875.5000 - val_loss: 0.2895 - val_mape: 24020434.0000
Epoch 62/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1972 - mape: 4260512.0000 - val_loss: 0.3407 - val_mape: 21414780.0000
Epoch 63/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2022 - mape: 3686179.7500 - val_loss: 0.2799 - val_mape: 24295006.0000
Epoch 64/250
2/2 [==============================] - 0s 208ms/step - loss: 0.1996 - mape: 5140432.5000 - val_loss: 0.2771 - val_mape: 20282200.0000
Epoch 65/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2002 - mape: 4540511.0000 - val_loss: 0.2711 - val_mape: 19234562.0000
Epoch 66/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1996 - mape: 4557275.5000 - val_loss: 0.2691 - val_mape: 18914850.0000
Epoch 66: early stopping
1/1 [==============================] - 0s 380ms/step
Epoch 1/250
2/2 [==============================] - 3s 554ms/step - loss: 0.4090 - mape: 575088.5000 - val_loss: 0.3370 - val_mape: 3715617.0000
Epoch 2/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3133 - mape: 2387351.7500 - val_loss: 0.2620 - val_mape: 9639250.0000
Epoch 3/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2689 - mape: 5095709.5000 - val_loss: 0.2383 - val_mape: 13516246.0000
Epoch 4/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2520 - mape: 6116720.0000 - val_loss: 0.2407 - val_mape: 13473974.0000
Epoch 5/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2485 - mape: 5671213.5000 - val_loss: 0.2440 - val_mape: 12970506.0000
Epoch 6/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2493 - mape: 5206017.0000 - val_loss: 0.2447 - val_mape: 12893372.0000
Epoch 7/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2495 - mape: 5005742.0000 - val_loss: 0.2423 - val_mape: 13391986.0000
Epoch 8/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2473 - mape: 5072357.5000 - val_loss: 0.2379 - val_mape: 14586216.0000
Epoch 9/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2427 - mape: 5417950.0000 - val_loss: 0.2333 - val_mape: 16277555.0000
Epoch 10/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2378 - mape: 5993804.5000 - val_loss: 0.2322 - val_mape: 17957308.0000
Epoch 11/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2349 - mape: 6450786.0000 - val_loss: 0.2325 - val_mape: 18440904.0000
Epoch 12/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2329 - mape: 6314156.5000 - val_loss: 0.2319 - val_mape: 17804006.0000
Epoch 13/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2330 - mape: 5853966.0000 - val_loss: 0.2327 - val_mape: 18156614.0000
Epoch 14/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2322 - mape: 5832020.5000 - val_loss: 0.2368 - val_mape: 20003082.0000
Epoch 15/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2303 - mape: 6300641.0000 - val_loss: 0.2411 - val_mape: 21262606.0000
Epoch 16/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2296 - mape: 6518801.0000 - val_loss: 0.2353 - val_mape: 19934400.0000
Epoch 17/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2276 - mape: 6061047.0000 - val_loss: 0.2331 - val_mape: 18860254.0000
Epoch 18/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2271 - mape: 5781528.5000 - val_loss: 0.2333 - val_mape: 18992394.0000
Epoch 19/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2259 - mape: 5869138.5000 - val_loss: 0.2337 - val_mape: 19326274.0000
Epoch 20/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2245 - mape: 5878199.0000 - val_loss: 0.2340 - val_mape: 18696904.0000
Epoch 21/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2235 - mape: 5548235.0000 - val_loss: 0.2344 - val_mape: 18314876.0000
Epoch 22/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2225 - mape: 5419825.5000 - val_loss: 0.2339 - val_mape: 18330804.0000
Epoch 23/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2215 - mape: 5400304.0000 - val_loss: 0.2351 - val_mape: 17376242.0000
Epoch 24/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2205 - mape: 5161557.5000 - val_loss: 0.2353 - val_mape: 17672656.0000
Epoch 25/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2196 - mape: 5210014.0000 - val_loss: 0.2364 - val_mape: 18073450.0000
Epoch 26/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2190 - mape: 5175645.0000 - val_loss: 0.2368 - val_mape: 17692992.0000
Epoch 27/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2179 - mape: 5104780.0000 - val_loss: 0.2391 - val_mape: 17087832.0000
Epoch 28/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2168 - mape: 4796474.5000 - val_loss: 0.2391 - val_mape: 18801820.0000
Epoch 29/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2158 - mape: 5089277.0000 - val_loss: 0.2415 - val_mape: 17369626.0000
Epoch 30/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2145 - mape: 4683518.5000 - val_loss: 0.2420 - val_mape: 19288660.0000
Epoch 31/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2136 - mape: 5085981.0000 - val_loss: 0.2474 - val_mape: 18589918.0000
Epoch 32/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2136 - mape: 4421051.0000 - val_loss: 0.2525 - val_mape: 22730566.0000
Epoch 33/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2169 - mape: 5538798.0000 - val_loss: 0.2497 - val_mape: 16605053.0000
Epoch 34/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2163 - mape: 4048478.0000 - val_loss: 0.2520 - val_mape: 16562149.0000
Epoch 35/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2161 - mape: 4336072.5000 - val_loss: 0.2547 - val_mape: 21271236.0000
Epoch 36/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2120 - mape: 5298074.5000 - val_loss: 0.2681 - val_mape: 22687808.0000
Epoch 37/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2099 - mape: 4724012.5000 - val_loss: 0.2797 - val_mape: 22848368.0000
Epoch 38/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2101 - mape: 4420417.0000 - val_loss: 0.2962 - val_mape: 26592622.0000
Epoch 39/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2098 - mape: 5224884.5000 - val_loss: 0.2851 - val_mape: 21990192.0000
Epoch 40/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2068 - mape: 4447383.5000 - val_loss: 0.2985 - val_mape: 21898520.0000
Epoch 41/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2075 - mape: 4349251.5000 - val_loss: 19542.8652 - val_mape: 2263256662016.0000
Epoch 42/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2051 - mape: 4789499.0000 - val_loss: 0.3241 - val_mape: 25792684.0000
Epoch 43/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2037 - mape: 4378371.0000 - val_loss: 0.3264 - val_mape: 26914194.0000
Epoch 44/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2029 - mape: 4520945.0000 - val_loss: 0.3530 - val_mape: 29930688.0000
Epoch 45/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2032 - mape: 4604263.0000 - val_loss: 0.3731 - val_mape: 28498918.0000
Epoch 46/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2011 - mape: 4189529.5000 - val_loss: 932146816.0000 - val_mape: 200407348739571712.0000
Epoch 47/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2008 - mape: 4383548.0000 - val_loss: 0.3620 - val_mape: 26017460.0000
Epoch 48/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2002 - mape: 4046327.0000 - val_loss: 0.3634 - val_mape: 27991816.0000
Epoch 49/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1986 - mape: 4296709.5000 - val_loss: 0.4165 - val_mape: 32194450.0000
Epoch 50/250
2/2 [==============================] - 0s 205ms/step - loss: 0.1991 - mape: 4294139.0000 - val_loss: 0.3937 - val_mape: 26649042.0000
Epoch 51/250
2/2 [==============================] - 0s 195ms/step - loss: 0.1977 - mape: 4105656.2500 - val_loss: 0.4925 - val_mape: 33365356.0000
Epoch 52/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1965 - mape: 3953786.2500 - val_loss: 1176781312.0000 - val_mape: 350318973138501632.0000
Epoch 53/250
2/2 [==============================] - 0s 199ms/step - loss: 0.1972 - mape: 4215609.5000 - val_loss: 0.3582 - val_mape: 22450158.0000
Epoch 54/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1983 - mape: 4067466.5000 - val_loss: 0.3367 - val_mape: 19833972.0000
Epoch 55/250
2/2 [==============================] - 0s 184ms/step - loss: 0.1997 - mape: 3922154.2500 - val_loss: 0.3474 - val_mape: 19346170.0000
Epoch 56/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1996 - mape: 3974190.5000 - val_loss: 0.3248 - val_mape: 20824908.0000
Epoch 57/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1983 - mape: 3890289.7500 - val_loss: 0.3220 - val_mape: 23158110.0000
Epoch 57: early stopping
1/1 [==============================] - 0s 324ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3839 - mape: 365766.5938 - val_loss: 0.4077 - val_mape: 1088682.3750
Epoch 2/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3797 - mape: 447118.6250 - val_loss: 0.4034 - val_mape: 1331592.2500
Epoch 3/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3756 - mape: 532504.5625 - val_loss: 0.3991 - val_mape: 1571929.8750
Epoch 4/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3716 - mape: 619598.6875 - val_loss: 0.3950 - val_mape: 1806403.8750
Epoch 5/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3677 - mape: 706864.8125 - val_loss: 0.3911 - val_mape: 2043241.1250
Epoch 6/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3639 - mape: 793567.0625 - val_loss: 0.3871 - val_mape: 2286551.7500
Epoch 7/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3602 - mape: 880639.1875 - val_loss: 0.3832 - val_mape: 2529968.7500
Epoch 8/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3566 - mape: 968210.4375 - val_loss: 0.3794 - val_mape: 2773387.5000
Epoch 9/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3530 - mape: 1056307.5000 - val_loss: 0.3757 - val_mape: 3016996.7500
Epoch 10/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3494 - mape: 1144496.7500 - val_loss: 0.3720 - val_mape: 3261779.0000
Epoch 11/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3459 - mape: 1233001.3750 - val_loss: 0.3684 - val_mape: 3509242.0000
Epoch 12/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3425 - mape: 1322229.7500 - val_loss: 0.3648 - val_mape: 3757576.0000
Epoch 13/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3391 - mape: 1412402.7500 - val_loss: 0.3613 - val_mape: 4011285.7500
Epoch 14/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3357 - mape: 1503017.5000 - val_loss: 0.3578 - val_mape: 4270184.0000
Epoch 15/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3324 - mape: 1594303.5000 - val_loss: 0.3545 - val_mape: 4528250.5000
Epoch 16/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3291 - mape: 1686423.2500 - val_loss: 0.3512 - val_mape: 4785331.0000
Epoch 17/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3259 - mape: 1777358.6250 - val_loss: 0.3480 - val_mape: 5042551.0000
Epoch 18/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3227 - mape: 1867600.3750 - val_loss: 0.3448 - val_mape: 5299336.0000
Epoch 19/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3196 - mape: 1958460.3750 - val_loss: 0.3417 - val_mape: 5555982.0000
Epoch 20/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3164 - mape: 2052470.2500 - val_loss: 0.3386 - val_mape: 5814214.0000
Epoch 21/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3133 - mape: 2149092.0000 - val_loss: 0.3355 - val_mape: 6078329.0000
Epoch 22/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3103 - mape: 2248802.0000 - val_loss: 0.3324 - val_mape: 6351011.0000
Epoch 23/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3072 - mape: 2352035.2500 - val_loss: 0.3292 - val_mape: 6627613.5000
Epoch 24/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3041 - mape: 2457894.5000 - val_loss: 0.3262 - val_mape: 6910695.5000
Epoch 25/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3011 - mape: 2566440.5000 - val_loss: 0.3231 - val_mape: 7199047.0000
Epoch 26/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2981 - mape: 2677745.5000 - val_loss: 0.3201 - val_mape: 7493639.0000
Epoch 27/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2951 - mape: 2791260.5000 - val_loss: 0.3170 - val_mape: 7794416.5000
Epoch 28/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2922 - mape: 2906951.2500 - val_loss: 0.3140 - val_mape: 8100774.0000
Epoch 29/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2893 - mape: 3026380.2500 - val_loss: 0.3111 - val_mape: 8412847.0000
Epoch 30/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2865 - mape: 3150063.0000 - val_loss: 0.3081 - val_mape: 8732621.0000
Epoch 31/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2837 - mape: 3277084.7500 - val_loss: 0.3051 - val_mape: 9061388.0000
Epoch 32/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2809 - mape: 3407824.2500 - val_loss: 0.3023 - val_mape: 9408291.0000
Epoch 33/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2783 - mape: 3542741.7500 - val_loss: 0.2995 - val_mape: 9765971.0000
Epoch 34/250
1/1 [==============================] - 0s 331ms/step - loss: 0.2757 - mape: 3681855.2500 - val_loss: 0.2967 - val_mape: 10133809.0000
Epoch 35/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2732 - mape: 3825092.0000 - val_loss: 0.2939 - val_mape: 10512440.0000
Epoch 36/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2709 - mape: 3972666.2500 - val_loss: 0.2912 - val_mape: 10902734.0000
Epoch 37/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2686 - mape: 4123780.5000 - val_loss: 0.2887 - val_mape: 11302458.0000
Epoch 38/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2665 - mape: 4279897.0000 - val_loss: 0.2863 - val_mape: 11711118.0000
Epoch 39/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2644 - mape: 4439816.0000 - val_loss: 0.2840 - val_mape: 12127763.0000
Epoch 40/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2624 - mape: 4603278.0000 - val_loss: 0.2818 - val_mape: 12552413.0000
Epoch 41/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2606 - mape: 4769905.5000 - val_loss: 0.2797 - val_mape: 12984669.0000
Epoch 42/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2589 - mape: 4939473.0000 - val_loss: 0.2778 - val_mape: 13424470.0000
Epoch 43/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2573 - mape: 5112090.5000 - val_loss: 0.2761 - val_mape: 13867789.0000
Epoch 44/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2558 - mape: 5288021.0000 - val_loss: 0.2745 - val_mape: 14310917.0000
Epoch 45/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2546 - mape: 5465503.0000 - val_loss: 0.2731 - val_mape: 14753846.0000
Epoch 46/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2535 - mape: 5643157.0000 - val_loss: 0.2717 - val_mape: 15191021.0000
Epoch 47/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2526 - mape: 5818992.0000 - val_loss: 0.2705 - val_mape: 15616611.0000
Epoch 48/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2518 - mape: 5991959.5000 - val_loss: 0.2695 - val_mape: 16028893.0000
Epoch 49/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2512 - mape: 6160263.5000 - val_loss: 0.2686 - val_mape: 16422591.0000
Epoch 50/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2508 - mape: 6321530.5000 - val_loss: 0.2678 - val_mape: 16788854.0000
Epoch 51/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2506 - mape: 6471422.5000 - val_loss: 0.2671 - val_mape: 17123798.0000
Epoch 52/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2504 - mape: 6607178.0000 - val_loss: 0.2666 - val_mape: 17418306.0000
Epoch 53/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2503 - mape: 6725268.5000 - val_loss: 0.2661 - val_mape: 17667350.0000
Epoch 54/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2502 - mape: 6822492.5000 - val_loss: 0.2656 - val_mape: 17865104.0000
Epoch 55/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2501 - mape: 6896308.5000 - val_loss: 0.2651 - val_mape: 18008404.0000
Epoch 56/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2499 - mape: 6944835.0000 - val_loss: 0.2647 - val_mape: 18096338.0000
Epoch 57/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2495 - mape: 6967614.5000 - val_loss: 0.2642 - val_mape: 18132934.0000
Epoch 58/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2491 - mape: 6966721.5000 - val_loss: 0.2637 - val_mape: 18123794.0000
Epoch 59/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2485 - mape: 6945105.0000 - val_loss: 0.2632 - val_mape: 18077838.0000
Epoch 60/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2479 - mape: 6907318.5000 - val_loss: 0.2627 - val_mape: 18002148.0000
Epoch 61/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2472 - mape: 6856303.0000 - val_loss: 0.2621 - val_mape: 17904972.0000
Epoch 62/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2465 - mape: 6795651.0000 - val_loss: 0.2615 - val_mape: 17793134.0000
Epoch 63/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2459 - mape: 6728829.0000 - val_loss: 0.2609 - val_mape: 17673028.0000
Epoch 64/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2453 - mape: 6659492.5000 - val_loss: 0.2603 - val_mape: 17551784.0000
Epoch 65/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2447 - mape: 6590739.0000 - val_loss: 0.2598 - val_mape: 17434926.0000
Epoch 66/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2443 - mape: 6525223.5000 - val_loss: 0.2593 - val_mape: 17326462.0000
Epoch 67/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2438 - mape: 6465118.0000 - val_loss: 0.2588 - val_mape: 17230232.0000
Epoch 68/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2434 - mape: 6411135.0000 - val_loss: 0.2583 - val_mape: 17148878.0000
Epoch 69/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2431 - mape: 6364392.0000 - val_loss: 0.2577 - val_mape: 17084272.0000
Epoch 70/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2427 - mape: 6325654.5000 - val_loss: 0.2572 - val_mape: 17038654.0000
Epoch 71/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2423 - mape: 6295243.5000 - val_loss: 0.2566 - val_mape: 17011976.0000
Epoch 72/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2420 - mape: 6273294.0000 - val_loss: 0.2561 - val_mape: 17003874.0000
Epoch 73/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2416 - mape: 6259224.5000 - val_loss: 0.2555 - val_mape: 17012762.0000
Epoch 74/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2412 - mape: 6252227.0000 - val_loss: 0.2549 - val_mape: 17036412.0000
Epoch 75/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2408 - mape: 6251308.0000 - val_loss: 0.2542 - val_mape: 17073088.0000
Epoch 76/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2404 - mape: 6255649.0000 - val_loss: 0.2536 - val_mape: 17119326.0000
Epoch 77/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2400 - mape: 6264182.5000 - val_loss: 0.2530 - val_mape: 17174124.0000
Epoch 78/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2397 - mape: 6275286.0000 - val_loss: 0.2523 - val_mape: 17236780.0000
Epoch 79/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2393 - mape: 6287689.5000 - val_loss: 0.2516 - val_mape: 17304542.0000
Epoch 80/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2390 - mape: 6300227.0000 - val_loss: 0.2510 - val_mape: 17373992.0000
Epoch 81/250
1/1 [==============================] - 0s 348ms/step - loss: 0.2387 - mape: 6311580.5000 - val_loss: 0.2503 - val_mape: 17441836.0000
Epoch 82/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2384 - mape: 6320003.0000 - val_loss: 0.2497 - val_mape: 17505944.0000
Epoch 83/250
1/1 [==============================] - 0s 392ms/step - loss: 0.2381 - mape: 6324111.0000 - val_loss: 0.2491 - val_mape: 17563234.0000
Epoch 84/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2378 - mape: 6323515.0000 - val_loss: 0.2486 - val_mape: 17612712.0000
Epoch 85/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2374 - mape: 6317823.0000 - val_loss: 0.2480 - val_mape: 17655866.0000
Epoch 86/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2371 - mape: 6306974.0000 - val_loss: 0.2475 - val_mape: 17693484.0000
Epoch 87/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2368 - mape: 6291502.0000 - val_loss: 0.2470 - val_mape: 17727640.0000
Epoch 88/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2365 - mape: 6272958.0000 - val_loss: 0.2465 - val_mape: 17758814.0000
Epoch 89/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2362 - mape: 6252182.5000 - val_loss: 0.2459 - val_mape: 17788488.0000
Epoch 90/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2359 - mape: 6230011.0000 - val_loss: 0.2454 - val_mape: 17819882.0000
Epoch 91/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2356 - mape: 6207790.5000 - val_loss: 0.2449 - val_mape: 17853384.0000
Epoch 92/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2353 - mape: 6186283.0000 - val_loss: 0.2444 - val_mape: 17889906.0000
Epoch 93/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2351 - mape: 6165833.0000 - val_loss: 0.2439 - val_mape: 17931246.0000
Epoch 94/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2348 - mape: 6147333.0000 - val_loss: 0.2433 - val_mape: 17977414.0000
Epoch 95/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2345 - mape: 6130964.0000 - val_loss: 0.2428 - val_mape: 18029990.0000
Epoch 96/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2343 - mape: 6117091.5000 - val_loss: 0.2423 - val_mape: 18090504.0000
Epoch 97/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2340 - mape: 6106199.5000 - val_loss: 0.2417 - val_mape: 18157970.0000
Epoch 98/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2337 - mape: 6097753.5000 - val_loss: 0.2412 - val_mape: 18231426.0000
Epoch 99/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2334 - mape: 6092166.5000 - val_loss: 0.2407 - val_mape: 18310810.0000
Epoch 100/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2332 - mape: 6088946.0000 - val_loss: 0.2402 - val_mape: 18396184.0000
Epoch 101/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2329 - mape: 6087783.5000 - val_loss: 0.2397 - val_mape: 18486708.0000
Epoch 102/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2326 - mape: 6088417.0000 - val_loss: 0.2393 - val_mape: 18580058.0000
Epoch 103/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2323 - mape: 6089097.5000 - val_loss: 0.2388 - val_mape: 18674658.0000
Epoch 104/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2321 - mape: 6089101.5000 - val_loss: 0.2384 - val_mape: 18769616.0000
Epoch 105/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2318 - mape: 6087713.0000 - val_loss: 0.2380 - val_mape: 18863250.0000
Epoch 106/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2315 - mape: 6084602.0000 - val_loss: 0.2376 - val_mape: 18952240.0000
Epoch 107/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2313 - mape: 6080333.5000 - val_loss: 0.2373 - val_mape: 19039248.0000
Epoch 108/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2310 - mape: 6073628.5000 - val_loss: 0.2370 - val_mape: 19125862.0000
Epoch 109/250
1/1 [==============================] - 0s 334ms/step - loss: 0.2307 - mape: 6065097.5000 - val_loss: 0.2367 - val_mape: 19208780.0000
Epoch 110/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2305 - mape: 6054771.5000 - val_loss: 0.2365 - val_mape: 19287810.0000
Epoch 111/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2302 - mape: 6043339.5000 - val_loss: 0.2362 - val_mape: 19368246.0000
Epoch 112/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2299 - mape: 6031170.5000 - val_loss: 0.2360 - val_mape: 19452006.0000
Epoch 113/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2297 - mape: 6019034.5000 - val_loss: 0.2358 - val_mape: 19542022.0000
Epoch 114/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2294 - mape: 6007922.0000 - val_loss: 0.2356 - val_mape: 19637360.0000
Epoch 115/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2291 - mape: 5998202.5000 - val_loss: 0.2354 - val_mape: 19737666.0000
Epoch 116/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2289 - mape: 5989910.5000 - val_loss: 0.2353 - val_mape: 19838154.0000
Epoch 117/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2286 - mape: 5981999.0000 - val_loss: 0.2352 - val_mape: 19936170.0000
Epoch 118/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2284 - mape: 5973373.0000 - val_loss: 0.2351 - val_mape: 20027586.0000
Epoch 119/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2281 - mape: 5963427.5000 - val_loss: 0.2350 - val_mape: 20110916.0000
Epoch 120/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2279 - mape: 5952178.0000 - val_loss: 0.2350 - val_mape: 20187108.0000
Epoch 121/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2276 - mape: 5940148.5000 - val_loss: 0.2349 - val_mape: 20252232.0000
Epoch 122/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2274 - mape: 5925999.0000 - val_loss: 0.2348 - val_mape: 20304760.0000
Epoch 123/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2272 - mape: 5908946.0000 - val_loss: 0.2347 - val_mape: 20338602.0000
Epoch 124/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2270 - mape: 5887862.0000 - val_loss: 0.2346 - val_mape: 20355816.0000
Epoch 125/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2267 - mape: 5862699.5000 - val_loss: 0.2345 - val_mape: 20355038.0000
Epoch 126/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2265 - mape: 5832691.0000 - val_loss: 0.2344 - val_mape: 20341748.0000
Epoch 127/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2263 - mape: 5800129.0000 - val_loss: 0.2343 - val_mape: 20318114.0000
Epoch 128/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2260 - mape: 5765453.0000 - val_loss: 0.2343 - val_mape: 20289992.0000
Epoch 129/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2258 - mape: 5730584.0000 - val_loss: 0.2343 - val_mape: 20263374.0000
Epoch 130/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2256 - mape: 5697317.0000 - val_loss: 0.2342 - val_mape: 20237026.0000
Epoch 131/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2253 - mape: 5666331.0000 - val_loss: 0.2342 - val_mape: 20216240.0000
Epoch 132/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2251 - mape: 5638838.5000 - val_loss: 0.2341 - val_mape: 20199938.0000
Epoch 133/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2249 - mape: 5614506.5000 - val_loss: 0.2340 - val_mape: 20186050.0000
Epoch 134/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2247 - mape: 5592736.5000 - val_loss: 0.2339 - val_mape: 20166020.0000
Epoch 135/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2245 - mape: 5570983.5000 - val_loss: 0.2339 - val_mape: 20140456.0000
Epoch 136/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2243 - mape: 5547909.5000 - val_loss: 0.2339 - val_mape: 20105544.0000
Epoch 137/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2241 - mape: 5522256.0000 - val_loss: 0.2339 - val_mape: 20064476.0000
Epoch 138/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2238 - mape: 5495365.5000 - val_loss: 0.2339 - val_mape: 20019750.0000
Epoch 139/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2236 - mape: 5468881.5000 - val_loss: 0.2339 - val_mape: 19977782.0000
Epoch 140/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2234 - mape: 5443582.5000 - val_loss: 0.2340 - val_mape: 19939278.0000
Epoch 141/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2232 - mape: 5419173.0000 - val_loss: 0.2341 - val_mape: 19900538.0000
Epoch 142/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2230 - mape: 5394089.5000 - val_loss: 0.2342 - val_mape: 19867060.0000
Epoch 143/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2228 - mape: 5370216.0000 - val_loss: 0.2343 - val_mape: 19841494.0000
Epoch 144/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2226 - mape: 5349152.0000 - val_loss: 0.2344 - val_mape: 19828150.0000
Epoch 145/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2224 - mape: 5331677.0000 - val_loss: 0.2346 - val_mape: 19825982.0000
Epoch 146/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2222 - mape: 5317503.5000 - val_loss: 0.2347 - val_mape: 19832738.0000
Epoch 147/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2220 - mape: 5307522.5000 - val_loss: 0.2348 - val_mape: 19846376.0000
Epoch 148/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2217 - mape: 5301626.5000 - val_loss: 0.2349 - val_mape: 19860488.0000
Epoch 149/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2215 - mape: 5296691.0000 - val_loss: 0.2350 - val_mape: 19873104.0000
Epoch 150/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2213 - mape: 5290951.5000 - val_loss: 0.2351 - val_mape: 19881544.0000
Epoch 151/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2211 - mape: 5283327.0000 - val_loss: 0.2353 - val_mape: 19874410.0000
Epoch 152/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2209 - mape: 5272193.0000 - val_loss: 0.2354 - val_mape: 19853768.0000
Epoch 153/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2207 - mape: 5257630.0000 - val_loss: 0.2355 - val_mape: 19827188.0000
Epoch 154/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2204 - mape: 5241163.5000 - val_loss: 0.2355 - val_mape: 19808044.0000
Epoch 155/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2202 - mape: 5227203.0000 - val_loss: 0.2356 - val_mape: 19796046.0000
Epoch 156/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2200 - mape: 5215013.5000 - val_loss: 0.2356 - val_mape: 19795022.0000
Epoch 157/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2198 - mape: 5206123.5000 - val_loss: 0.2357 - val_mape: 19800904.0000
Epoch 158/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2196 - mape: 5198751.0000 - val_loss: 0.2357 - val_mape: 19796388.0000
Epoch 159/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2194 - mape: 5188722.0000 - val_loss: 0.2357 - val_mape: 19786110.0000
Epoch 160/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2191 - mape: 5177351.5000 - val_loss: 0.2357 - val_mape: 19778476.0000
Epoch 161/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2189 - mape: 5166544.5000 - val_loss: 0.2356 - val_mape: 19776296.0000
Epoch 162/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2187 - mape: 5155659.5000 - val_loss: 0.2356 - val_mape: 19774668.0000
Epoch 163/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2184 - mape: 5143261.5000 - val_loss: 0.2356 - val_mape: 19774800.0000
Epoch 164/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2182 - mape: 5129405.0000 - val_loss: 0.2356 - val_mape: 19774868.0000
Epoch 165/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2179 - mape: 5115003.0000 - val_loss: 0.2356 - val_mape: 19785024.0000
Epoch 166/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2177 - mape: 5102094.0000 - val_loss: 0.2355 - val_mape: 19796250.0000
Epoch 167/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2174 - mape: 5089261.5000 - val_loss: 0.2355 - val_mape: 19809228.0000
Epoch 168/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2172 - mape: 5074781.0000 - val_loss: 0.2355 - val_mape: 19834524.0000
Epoch 169/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2169 - mape: 5061645.0000 - val_loss: 0.2355 - val_mape: 19870334.0000
Epoch 170/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2166 - mape: 5048598.0000 - val_loss: 0.2356 - val_mape: 19912552.0000
Epoch 171/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2163 - mape: 5034897.0000 - val_loss: 0.2356 - val_mape: 19926928.0000
Epoch 172/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2160 - mape: 5016048.0000 - val_loss: 0.2356 - val_mape: 19957304.0000
Epoch 173/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2157 - mape: 5002186.5000 - val_loss: 0.2355 - val_mape: 20000054.0000
Epoch 174/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2154 - mape: 4992045.5000 - val_loss: 0.2355 - val_mape: 20053782.0000
Epoch 175/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2151 - mape: 4984780.0000 - val_loss: 0.2355 - val_mape: 20102096.0000
Epoch 176/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2148 - mape: 4975143.5000 - val_loss: 0.2354 - val_mape: 20127878.0000
Epoch 177/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2145 - mape: 4957820.0000 - val_loss: 0.2353 - val_mape: 20136492.0000
Epoch 178/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2141 - mape: 4933449.5000 - val_loss: 0.2351 - val_mape: 20125880.0000
Epoch 179/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2138 - mape: 4905337.0000 - val_loss: 0.2348 - val_mape: 20118088.0000
Epoch 180/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2134 - mape: 4880991.5000 - val_loss: 0.2344 - val_mape: 20134822.0000
Epoch 181/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2130 - mape: 4865628.5000 - val_loss: 0.2342 - val_mape: 20163334.0000
Epoch 182/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2127 - mape: 4852488.5000 - val_loss: 0.2341 - val_mape: 20192678.0000
Epoch 183/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2122 - mape: 4836061.0000 - val_loss: 0.2340 - val_mape: 20243768.0000
Epoch 184/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2118 - mape: 4820475.0000 - val_loss: 0.2340 - val_mape: 20298880.0000
Epoch 185/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2113 - mape: 4802292.5000 - val_loss: 0.2340 - val_mape: 20347366.0000
Epoch 186/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2108 - mape: 4777912.5000 - val_loss: 0.2341 - val_mape: 20397672.0000
Epoch 187/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2103 - mape: 4746198.5000 - val_loss: 0.2342 - val_mape: 20485128.0000
Epoch 188/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2097 - mape: 4720228.5000 - val_loss: 0.2343 - val_mape: 20652254.0000
Epoch 189/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2091 - mape: 4713643.5000 - val_loss: 0.2344 - val_mape: 20834548.0000
Epoch 190/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2086 - mape: 4706531.5000 - val_loss: 0.2346 - val_mape: 20956870.0000
Epoch 191/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2080 - mape: 4674807.0000 - val_loss: 0.2349 - val_mape: 21044968.0000
Epoch 192/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2074 - mape: 4629158.0000 - val_loss: 0.2351 - val_mape: 21189634.0000
Epoch 193/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2068 - mape: 4596656.0000 - val_loss: 0.2352 - val_mape: 21428058.0000
Epoch 194/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2062 - mape: 4590657.5000 - val_loss: 0.2351 - val_mape: 21750580.0000
Epoch 195/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2056 - mape: 4603965.0000 - val_loss: 0.2348 - val_mape: 21899116.0000
Epoch 196/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2050 - mape: 4575414.5000 - val_loss: 0.2345 - val_mape: 21982690.0000
Epoch 197/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2044 - mape: 4539218.0000 - val_loss: 0.2347 - val_mape: 22168696.0000
Epoch 198/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2038 - mape: 4532320.5000 - val_loss: 0.2350 - val_mape: 22349172.0000
Epoch 199/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2031 - mape: 4519506.0000 - val_loss: 0.2355 - val_mape: 22400808.0000
Epoch 200/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2025 - mape: 4466632.0000 - val_loss: 0.2361 - val_mape: 22457768.0000
Epoch 201/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2019 - mape: 4411394.5000 - val_loss: 0.2368 - val_mape: 22682758.0000
Epoch 202/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2012 - mape: 4400671.5000 - val_loss: 0.2371 - val_mape: 23023188.0000
Epoch 203/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2005 - mape: 4435884.0000 - val_loss: 0.2371 - val_mape: 23140326.0000
Epoch 204/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1998 - mape: 4426977.0000 - val_loss: 0.2371 - val_mape: 23130060.0000
Epoch 205/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1990 - mape: 4389547.0000 - val_loss: 0.2376 - val_mape: 23209662.0000
Epoch 206/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1982 - mape: 4372733.0000 - val_loss: 0.2385 - val_mape: 23459602.0000
Epoch 207/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1973 - mape: 4398194.0000 - val_loss: 0.2393 - val_mape: 23467668.0000
Epoch 208/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1965 - mape: 4354563.0000 - val_loss: 0.2403 - val_mape: 23454144.0000
Epoch 209/250
1/1 [==============================] - 0s 282ms/step - loss: 0.1957 - mape: 4302708.0000 - val_loss: 0.2424 - val_mape: 23793740.0000
Epoch 210/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1950 - mape: 4351985.0000 - val_loss: 0.2440 - val_mape: 23782300.0000
Epoch 211/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1944 - mape: 4301062.0000 - val_loss: 0.2453 - val_mape: 23562624.0000
Epoch 212/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1939 - mape: 4183179.7500 - val_loss: 0.2467 - val_mape: 23882874.0000
Epoch 213/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1933 - mape: 4252869.0000 - val_loss: 0.2466 - val_mape: 24056408.0000
Epoch 214/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1927 - mape: 4288735.0000 - val_loss: 0.2450 - val_mape: 23636776.0000
Epoch 215/250
1/1 [==============================] - 0s 332ms/step - loss: 0.1920 - mape: 4115260.0000 - val_loss: 0.2472 - val_mape: 24418038.0000
Epoch 216/250
1/1 [==============================] - 0s 292ms/step - loss: 0.1913 - mape: 4299324.5000 - val_loss: 0.2463 - val_mape: 24151430.0000
Epoch 217/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1907 - mape: 4159791.0000 - val_loss: 0.2469 - val_mape: 24713054.0000
Epoch 218/250
1/1 [==============================] - 0s 275ms/step - loss: 0.1904 - mape: 4406666.0000 - val_loss: 0.2435 - val_mape: 23611678.0000
Epoch 219/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1902 - mape: 3933119.5000 - val_loss: 0.2470 - val_mape: 25019910.0000
Epoch 220/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1897 - mape: 4480092.5000 - val_loss: 0.2421 - val_mape: 24191248.0000
Epoch 221/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1884 - mape: 4140418.7500 - val_loss: 0.2413 - val_mape: 23540936.0000
Epoch 222/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1885 - mape: 3870155.2500 - val_loss: 0.2431 - val_mape: 24562322.0000
Epoch 223/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1876 - mape: 4251802.0000 - val_loss: 0.2428 - val_mape: 24601332.0000
Epoch 224/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1872 - mape: 4262267.5000 - val_loss: 0.2405 - val_mape: 23864838.0000
Epoch 225/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1867 - mape: 3952134.5000 - val_loss: 0.2434 - val_mape: 24393264.0000
Epoch 226/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1860 - mape: 4025866.2500 - val_loss: 0.2460 - val_mape: 25115840.0000
Epoch 227/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1857 - mape: 4257823.0000 - val_loss: 0.2409 - val_mape: 24047824.0000
Epoch 228/250
1/1 [==============================] - 0s 289ms/step - loss: 0.1851 - mape: 3913471.2500 - val_loss: 0.2422 - val_mape: 24317698.0000
Epoch 229/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1842 - mape: 3940717.2500 - val_loss: 0.2485 - val_mape: 25441882.0000
Epoch 230/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1842 - mape: 4266121.5000 - val_loss: 0.2413 - val_mape: 24142868.0000
Epoch 231/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1835 - mape: 3836130.5000 - val_loss: 0.2438 - val_mape: 24661184.0000
Epoch 232/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1824 - mape: 3976364.2500 - val_loss: 0.2563 - val_mape: 26089402.0000
Epoch 233/250
1/1 [==============================] - 0s 278ms/step - loss: 0.1830 - mape: 4354987.5000 - val_loss: 0.2431 - val_mape: 24203940.0000
Epoch 234/250
1/1 [==============================] - 0s 281ms/step - loss: 0.1820 - mape: 3691110.0000 - val_loss: 0.2486 - val_mape: 24902348.0000
Epoch 235/250
1/1 [==============================] - 0s 256ms/step - loss: 0.1805 - mape: 3835239.0000 - val_loss: 0.2639 - val_mape: 26511046.0000
Epoch 236/250
1/1 [==============================] - 0s 254ms/step - loss: 0.1814 - mape: 4292702.5000 - val_loss: 0.2464 - val_mape: 24459432.0000
Epoch 237/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1800 - mape: 3676310.2500 - val_loss: 0.2499 - val_mape: 24767954.0000
Epoch 238/250
1/1 [==============================] - 0s 292ms/step - loss: 0.1787 - mape: 3695224.2500 - val_loss: 0.2676 - val_mape: 26536216.0000
Epoch 239/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1795 - mape: 4100639.2500 - val_loss: 0.2499 - val_mape: 24805668.0000
Epoch 240/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1777 - mape: 3708071.7500 - val_loss: 0.2503 - val_mape: 24799442.0000
Epoch 241/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1771 - mape: 3647263.2500 - val_loss: 0.2734 - val_mape: 26900432.0000
Epoch 242/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1778 - mape: 4010844.0000 - val_loss: 0.2550 - val_mape: 25202204.0000
Epoch 243/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1755 - mape: 3599043.2500 - val_loss: 0.2555 - val_mape: 25278278.0000
Epoch 244/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1748 - mape: 3600603.5000 - val_loss: 0.2876 - val_mape: 28167368.0000
Epoch 245/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1760 - mape: 4039975.7500 - val_loss: 0.2608 - val_mape: 25764392.0000
Epoch 246/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1754 - mape: 3745363.7500 - val_loss: 0.2669 - val_mape: 26162074.0000
Epoch 247/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1743 - mape: 3697720.0000 - val_loss: 15.5921 - val_mape: 2748015616.0000
Epoch 248/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1763 - mape: 3926868.2500 - val_loss: 0.2697 - val_mape: 25947344.0000
Epoch 249/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1744 - mape: 3418036.7500 - val_loss: 0.3511 - val_mape: 38034456.0000
Epoch 249: early stopping
1/1 [==============================] - 0s 338ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3779 - mape: 593688.4375 - val_loss: 0.3810 - val_mape: 2644483.2500
Epoch 2/250
1/1 [==============================] - 0s 322ms/step - loss: 0.3600 - mape: 977306.9375 - val_loss: 0.3635 - val_mape: 3772896.0000
Epoch 3/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3406 - mape: 1442112.6250 - val_loss: 0.3437 - val_mape: 5000335.5000
Epoch 4/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3220 - mape: 1939248.6250 - val_loss: 0.3242 - val_mape: 6252510.0000
Epoch 5/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3052 - mape: 2465953.0000 - val_loss: 0.3059 - val_mape: 7634204.0000
Epoch 6/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2900 - mape: 3031552.2500 - val_loss: 0.2894 - val_mape: 9155570.0000
Epoch 7/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2761 - mape: 3644931.2500 - val_loss: 0.2746 - val_mape: 10816077.0000
Epoch 8/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2642 - mape: 4336765.5000 - val_loss: 0.2621 - val_mape: 12673160.0000
Epoch 9/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2548 - mape: 5132583.5000 - val_loss: 0.2530 - val_mape: 14753827.0000
Epoch 10/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2489 - mape: 6040720.0000 - val_loss: 0.2484 - val_mape: 16973718.0000
Epoch 11/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2501 - mape: 7022016.0000 - val_loss: 0.2483 - val_mape: 18811014.0000
Epoch 12/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2583 - mape: 7777422.5000 - val_loss: 0.2493 - val_mape: 19658630.0000
Epoch 13/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2608 - mape: 8010848.5000 - val_loss: 0.2490 - val_mape: 19700490.0000
Epoch 14/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2564 - mape: 7872372.5000 - val_loss: 0.2480 - val_mape: 19265572.0000
Epoch 15/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2503 - mape: 7542055.0000 - val_loss: 0.2468 - val_mape: 18622932.0000
Epoch 15: early stopping
1/1 [==============================] - 0s 311ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4262 - mape: 326680.9688 - val_loss: 0.4241 - val_mape: 60770.8984
Epoch 2/250
1/1 [==============================] - 0s 312ms/step - loss: 0.4067 - mape: 12823.9561 - val_loss: 0.4222 - val_mape: 105361.5312
Epoch 3/250
1/1 [==============================] - 0s 298ms/step - loss: 0.4048 - mape: 27827.6016 - val_loss: 0.4188 - val_mape: 221875.2656
Epoch 4/250
1/1 [==============================] - 0s 305ms/step - loss: 0.4028 - mape: 44154.1172 - val_loss: 0.4118 - val_mape: 719348.2500
Epoch 5/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3987 - mape: 90650.2031 - val_loss: 0.3944 - val_mape: 1595964.1250
Epoch 6/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3867 - mape: 296390.8750 - val_loss: 0.3712 - val_mape: 2820214.7500
Epoch 7/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3664 - mape: 721055.1875 - val_loss: 0.3458 - val_mape: 4255345.5000
Epoch 8/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3423 - mape: 1273724.5000 - val_loss: 0.3186 - val_mape: 5933821.0000
Epoch 9/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3180 - mape: 1924243.2500 - val_loss: 0.2905 - val_mape: 7951316.5000
Epoch 10/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2945 - mape: 2703658.5000 - val_loss: 0.2631 - val_mape: 10518406.0000
Epoch 11/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2734 - mape: 3694235.5000 - val_loss: 0.2414 - val_mape: 13924805.0000
Epoch 12/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2573 - mape: 5059990.5000 - val_loss: 0.2385 - val_mape: 18731820.0000
Epoch 13/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2591 - mape: 7076684.0000 - val_loss: 0.2530 - val_mape: 21487854.0000
Epoch 14/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2724 - mape: 8168735.5000 - val_loss: 0.2452 - val_mape: 20626416.0000
Epoch 15/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2612 - mape: 7722128.0000 - val_loss: 0.2395 - val_mape: 19008444.0000
Epoch 16/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2518 - mape: 6988878.5000 - val_loss: 0.2378 - val_mape: 17554852.0000
Epoch 17/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2488 - mape: 6380351.5000 - val_loss: 0.2380 - val_mape: 16513164.0000
Epoch 18/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2484 - mape: 5957330.5000 - val_loss: 0.2386 - val_mape: 15843924.0000
Epoch 19/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2485 - mape: 5697181.0000 - val_loss: 0.2389 - val_mape: 15477189.0000
Epoch 20/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2483 - mape: 5565546.0000 - val_loss: 0.2387 - val_mape: 15400664.0000
Epoch 21/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2478 - mape: 5540583.0000 - val_loss: 0.2380 - val_mape: 15535256.0000
Epoch 22/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2468 - mape: 5604983.0000 - val_loss: 0.2370 - val_mape: 15866746.0000
Epoch 23/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2453 - mape: 5751566.5000 - val_loss: 0.2357 - val_mape: 16405997.0000
Epoch 24/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2436 - mape: 5979838.5000 - val_loss: 0.2347 - val_mape: 17143240.0000
Epoch 25/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2418 - mape: 6286217.5000 - val_loss: 0.2343 - val_mape: 18023774.0000
Epoch 26/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2405 - mape: 6657665.0000 - val_loss: 0.2352 - val_mape: 18932940.0000
Epoch 27/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2404 - mape: 7045180.0000 - val_loss: 0.2367 - val_mape: 19511260.0000
Epoch 28/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2409 - mape: 7269525.0000 - val_loss: 0.2361 - val_mape: 19427896.0000
Epoch 29/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2396 - mape: 7172412.0000 - val_loss: 0.2343 - val_mape: 18903088.0000
Epoch 30/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2376 - mape: 6873178.5000 - val_loss: 0.2330 - val_mape: 18328922.0000
Epoch 31/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2363 - mape: 6549761.5000 - val_loss: 0.2325 - val_mape: 17907344.0000
Epoch 32/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2357 - mape: 6289110.5000 - val_loss: 0.2325 - val_mape: 17727204.0000
Epoch 33/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2351 - mape: 6122966.0000 - val_loss: 0.2326 - val_mape: 17828942.0000
Epoch 34/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2342 - mape: 6058755.0000 - val_loss: 0.2330 - val_mape: 18227378.0000
Epoch 35/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2329 - mape: 6095819.5000 - val_loss: 0.2342 - val_mape: 18894256.0000
Epoch 36/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2315 - mape: 6217173.0000 - val_loss: 0.2361 - val_mape: 19646818.0000
Epoch 37/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2311 - mape: 6366045.0000 - val_loss: 0.2369 - val_mape: 19855866.0000
Epoch 38/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2310 - mape: 6345907.0000 - val_loss: 0.2363 - val_mape: 19235544.0000
Epoch 39/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2297 - mape: 6084682.0000 - val_loss: 0.2368 - val_mape: 18302810.0000
Epoch 40/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2291 - mape: 5754046.5000 - val_loss: 0.2386 - val_mape: 17643460.0000
Epoch 41/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2290 - mape: 5517906.0000 - val_loss: 0.2399 - val_mape: 17499800.0000
Epoch 42/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2285 - mape: 5432544.5000 - val_loss: 0.2407 - val_mape: 17780398.0000
Epoch 43/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2276 - mape: 5477126.5000 - val_loss: 0.2416 - val_mape: 18188840.0000
Epoch 44/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2273 - mape: 5567032.5000 - val_loss: 0.2428 - val_mape: 18197128.0000
Epoch 45/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2271 - mape: 5556109.5000 - val_loss: 0.2447 - val_mape: 17689772.0000
Epoch 46/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2262 - mape: 5393838.0000 - val_loss: 0.2469 - val_mape: 17156238.0000
Epoch 47/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2259 - mape: 5222030.0000 - val_loss: 0.2486 - val_mape: 16998636.0000
Epoch 48/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2256 - mape: 5163734.5000 - val_loss: 0.2495 - val_mape: 17273462.0000
Epoch 49/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2249 - mape: 5246015.0000 - val_loss: 0.2503 - val_mape: 17716596.0000
Epoch 50/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2244 - mape: 5383570.5000 - val_loss: 0.2515 - val_mape: 17893828.0000
Epoch 51/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2241 - mape: 5435437.5000 - val_loss: 0.2534 - val_mape: 17621146.0000
Epoch 52/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2234 - mape: 5342451.5000 - val_loss: 0.2556 - val_mape: 17259230.0000
Epoch 53/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2229 - mape: 5210984.5000 - val_loss: 0.2571 - val_mape: 17194678.0000
Epoch 54/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2225 - mape: 5175545.0000 - val_loss: 0.2572 - val_mape: 17529804.0000
Epoch 55/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2217 - mape: 5277231.0000 - val_loss: 0.2574 - val_mape: 17874534.0000
Epoch 56/250
1/1 [==============================] - 0s 329ms/step - loss: 0.2214 - mape: 5375907.0000 - val_loss: 0.2590 - val_mape: 17765958.0000
Epoch 57/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2208 - mape: 5322576.5000 - val_loss: 0.2621 - val_mape: 17347378.0000
Epoch 58/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2202 - mape: 5168133.0000 - val_loss: 0.2650 - val_mape: 17161150.0000
Epoch 59/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2196 - mape: 5080171.0000 - val_loss: 0.2670 - val_mape: 17353966.0000
Epoch 60/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2189 - mape: 5104373.5000 - val_loss: 0.2696 - val_mape: 17559280.0000
Epoch 61/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2183 - mape: 5130420.0000 - val_loss: 0.2742 - val_mape: 17267380.0000
Epoch 62/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2175 - mape: 5010186.0000 - val_loss: 0.2793 - val_mape: 16970734.0000
Epoch 63/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2169 - mape: 4883857.0000 - val_loss: 0.2828 - val_mape: 17099528.0000
Epoch 64/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2160 - mape: 4877496.5000 - val_loss: 0.2856 - val_mape: 17451544.0000
Epoch 65/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2153 - mape: 4930643.0000 - val_loss: 0.2901 - val_mape: 17230480.0000
Epoch 66/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2145 - mape: 4852407.0000 - val_loss: 0.2946 - val_mape: 16858108.0000
Epoch 67/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2138 - mape: 4756501.0000 - val_loss: 0.2964 - val_mape: 17025350.0000
Epoch 68/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2130 - mape: 4798060.5000 - val_loss: 0.2987 - val_mape: 17225648.0000
Epoch 69/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2122 - mape: 4809600.0000 - val_loss: 0.3026 - val_mape: 17039458.0000
Epoch 70/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2113 - mape: 4680351.0000 - val_loss: 0.3039 - val_mape: 17245918.0000
Epoch 71/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2104 - mape: 4653834.5000 - val_loss: 0.3043 - val_mape: 17536426.0000
Epoch 72/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2096 - mape: 4670546.0000 - val_loss: 0.3081 - val_mape: 17221822.0000
Epoch 73/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2087 - mape: 4573366.0000 - val_loss: 0.3094 - val_mape: 17529482.0000
Epoch 74/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2077 - mape: 4658393.5000 - val_loss: 0.3129 - val_mape: 17621652.0000
Epoch 75/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2067 - mape: 4605727.0000 - val_loss: 0.3152 - val_mape: 17834178.0000
Epoch 76/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2058 - mape: 4506955.5000 - val_loss: 2622191104.0000 - val_mape: 745773723230928896.0000
Epoch 77/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2050 - mape: 4579540.5000 - val_loss: 1184993247232.0000 - val_mape: 343489860238896529408.0000
Epoch 78/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2052 - mape: 4257842.0000 - val_loss: 4815987408896.0000 - val_mape: 1330053988925839507456.0000
Epoch 79/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2038 - mape: 4634934.5000 - val_loss: 145891834986496.0000 - val_mape: 33280428058565035425792.0000
Epoch 80/250
1/1 [==============================] - 0s 267ms/step - loss: 1671736.5000 - mape: 3982290944.0000 - val_loss: 7023653552128.0000 - val_mape: 2197285429045788409856.0000
Epoch 81/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2041 - mape: 4334314.5000 - val_loss: 633558912.0000 - val_mape: 209522059615666176.0000
Epoch 82/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2051 - mape: 4770576.0000 - val_loss: 0.2892 - val_mape: 19020550.0000
Epoch 83/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2046 - mape: 4705424.5000 - val_loss: 0.2874 - val_mape: 16866286.0000
Epoch 84/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2063 - mape: 4304171.5000 - val_loss: 0.2858 - val_mape: 17610068.0000
Epoch 84: early stopping
1/1 [==============================] - 0s 292ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4289 - mape: 316070.9062 - val_loss: 0.4394 - val_mape: 763025.6250
Epoch 2/250
1/1 [==============================] - 0s 310ms/step - loss: 0.4238 - mape: 238420.9062 - val_loss: 0.4350 - val_mape: 550483.4375
Epoch 3/250
1/1 [==============================] - 0s 283ms/step - loss: 0.4187 - mape: 162923.7500 - val_loss: 0.4307 - val_mape: 333517.7812
Epoch 4/250
1/1 [==============================] - 0s 279ms/step - loss: 0.4136 - mape: 93204.7812 - val_loss: 0.4271 - val_mape: 190140.8750
Epoch 5/250
1/1 [==============================] - 0s 279ms/step - loss: 0.4087 - mape: 58490.2422 - val_loss: 0.4240 - val_mape: 225600.5938
Epoch 6/250
1/1 [==============================] - 0s 272ms/step - loss: 0.4043 - mape: 95225.0234 - val_loss: 0.4218 - val_mape: 291008.6875
Epoch 7/250
1/1 [==============================] - 0s 277ms/step - loss: 0.4009 - mape: 141333.2656 - val_loss: 0.4203 - val_mape: 357686.5625
Epoch 8/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3984 - mape: 173084.7031 - val_loss: 0.4188 - val_mape: 426936.5312
Epoch 9/250
1/1 [==============================] - 0s 273ms/step - loss: 0.3962 - mape: 204562.9844 - val_loss: 0.4170 - val_mape: 518958.5312
Epoch 10/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3939 - mape: 244124.1250 - val_loss: 0.4151 - val_mape: 634713.3750
Epoch 11/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3916 - mape: 289103.8438 - val_loss: 0.4131 - val_mape: 759988.8125
Epoch 12/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3892 - mape: 337209.0000 - val_loss: 0.4110 - val_mape: 891256.8750
Epoch 13/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3867 - mape: 388837.0938 - val_loss: 0.4090 - val_mape: 1031450.7500
Epoch 14/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3840 - mape: 443662.3750 - val_loss: 0.4068 - val_mape: 1178251.7500
Epoch 15/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3811 - mape: 501066.1875 - val_loss: 0.4045 - val_mape: 1329974.2500
Epoch 16/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3783 - mape: 560907.3125 - val_loss: 0.4022 - val_mape: 1484700.5000
Epoch 17/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3754 - mape: 622624.8125 - val_loss: 0.3998 - val_mape: 1642677.2500
Epoch 18/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3724 - mape: 686480.3125 - val_loss: 0.3973 - val_mape: 1804215.2500
Epoch 19/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3695 - mape: 752186.8125 - val_loss: 0.3949 - val_mape: 1969953.6250
Epoch 20/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3665 - mape: 819703.0000 - val_loss: 0.3924 - val_mape: 2140437.0000
Epoch 21/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3635 - mape: 888840.0000 - val_loss: 0.3897 - val_mape: 2317960.7500
Epoch 22/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3605 - mape: 959642.7500 - val_loss: 0.3870 - val_mape: 2499773.0000
Epoch 23/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3575 - mape: 1032500.5625 - val_loss: 0.3843 - val_mape: 2685620.7500
Epoch 24/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3545 - mape: 1107803.3750 - val_loss: 0.3816 - val_mape: 2875143.0000
Epoch 25/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3515 - mape: 1185596.3750 - val_loss: 0.3789 - val_mape: 3073460.7500
Epoch 26/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3485 - mape: 1265749.2500 - val_loss: 0.3762 - val_mape: 3275720.0000
Epoch 27/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3454 - mape: 1348196.8750 - val_loss: 0.3735 - val_mape: 3482261.0000
Epoch 28/250
1/1 [==============================] - 0s 322ms/step - loss: 0.3423 - mape: 1433102.7500 - val_loss: 0.3708 - val_mape: 3693326.5000
Epoch 29/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3391 - mape: 1521766.3750 - val_loss: 0.3681 - val_mape: 3910065.0000
Epoch 30/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3360 - mape: 1613836.7500 - val_loss: 0.3653 - val_mape: 4135814.0000
Epoch 31/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3328 - mape: 1708242.3750 - val_loss: 0.3624 - val_mape: 4373051.0000
Epoch 32/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3297 - mape: 1805549.1250 - val_loss: 0.3596 - val_mape: 4632174.0000
Epoch 33/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3265 - mape: 1905742.3750 - val_loss: 0.3567 - val_mape: 4904555.5000
Epoch 34/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3233 - mape: 2009533.7500 - val_loss: 0.3539 - val_mape: 5185358.5000
Epoch 35/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3201 - mape: 2117372.2500 - val_loss: 0.3510 - val_mape: 5474850.5000
Epoch 36/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3168 - mape: 2229507.7500 - val_loss: 0.3482 - val_mape: 5772646.5000
Epoch 37/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3135 - mape: 2346139.5000 - val_loss: 0.3453 - val_mape: 6079279.5000
Epoch 38/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3102 - mape: 2468546.7500 - val_loss: 0.3424 - val_mape: 6395863.5000
Epoch 39/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3069 - mape: 2595845.5000 - val_loss: 0.3395 - val_mape: 6722263.0000
Epoch 40/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3037 - mape: 2728543.2500 - val_loss: 0.3366 - val_mape: 7061312.0000
Epoch 41/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3004 - mape: 2868863.5000 - val_loss: 0.3337 - val_mape: 7416637.0000
Epoch 42/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2973 - mape: 3014843.2500 - val_loss: 0.3308 - val_mape: 7783152.0000
Epoch 43/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2942 - mape: 3165926.0000 - val_loss: 0.3280 - val_mape: 8156805.0000
Epoch 44/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2912 - mape: 3322965.0000 - val_loss: 0.3253 - val_mape: 8545000.0000
Epoch 45/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2883 - mape: 3487332.7500 - val_loss: 0.3226 - val_mape: 8948048.0000
Epoch 46/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2855 - mape: 3657263.0000 - val_loss: 0.3200 - val_mape: 9363093.0000
Epoch 47/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2830 - mape: 3831899.5000 - val_loss: 0.3175 - val_mape: 9787737.0000
Epoch 48/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2805 - mape: 4012129.5000 - val_loss: 0.3150 - val_mape: 10221971.0000
Epoch 49/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2782 - mape: 4197432.0000 - val_loss: 0.3126 - val_mape: 10663396.0000
Epoch 50/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2760 - mape: 4386719.5000 - val_loss: 0.3104 - val_mape: 11110322.0000
Epoch 51/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2741 - mape: 4578864.5000 - val_loss: 0.3082 - val_mape: 11563670.0000
Epoch 52/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2723 - mape: 4773830.5000 - val_loss: 0.3061 - val_mape: 12020664.0000
Epoch 53/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2708 - mape: 4970492.0000 - val_loss: 0.3042 - val_mape: 12477743.0000
Epoch 54/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2694 - mape: 5167720.5000 - val_loss: 0.3024 - val_mape: 12931909.0000
Epoch 55/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2682 - mape: 5363899.0000 - val_loss: 0.3006 - val_mape: 13379049.0000
Epoch 56/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2673 - mape: 5556348.0000 - val_loss: 0.2992 - val_mape: 13813450.0000
Epoch 57/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2666 - mape: 5742085.5000 - val_loss: 0.2979 - val_mape: 14228680.0000
Epoch 58/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2661 - mape: 5917470.0000 - val_loss: 0.2967 - val_mape: 14616690.0000
Epoch 59/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2658 - mape: 6078134.5000 - val_loss: 0.2957 - val_mape: 14970766.0000
Epoch 60/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2656 - mape: 6219505.5000 - val_loss: 0.2946 - val_mape: 15281900.0000
Epoch 61/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2655 - mape: 6337938.0000 - val_loss: 0.2937 - val_mape: 15542954.0000
Epoch 62/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2652 - mape: 6429899.5000 - val_loss: 0.2928 - val_mape: 15749023.0000
Epoch 63/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2649 - mape: 6493942.5000 - val_loss: 0.2920 - val_mape: 15900490.0000
Epoch 64/250
1/1 [==============================] - 0s 315ms/step - loss: 0.2644 - mape: 6530907.5000 - val_loss: 0.2912 - val_mape: 16004151.0000
Epoch 65/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2637 - mape: 6543400.5000 - val_loss: 0.2904 - val_mape: 16065188.0000
Epoch 66/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2630 - mape: 6535221.5000 - val_loss: 0.2896 - val_mape: 16091972.0000
Epoch 67/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2622 - mape: 6510789.5000 - val_loss: 0.2888 - val_mape: 16093220.0000
Epoch 68/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2614 - mape: 6474288.0000 - val_loss: 0.2880 - val_mape: 16076835.0000
Epoch 69/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2606 - mape: 6430106.0000 - val_loss: 0.2873 - val_mape: 16051046.0000
Epoch 70/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2599 - mape: 6381787.0000 - val_loss: 0.2865 - val_mape: 16022126.0000
Epoch 71/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2592 - mape: 6332741.5000 - val_loss: 0.2858 - val_mape: 15996073.0000
Epoch 72/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2586 - mape: 6286002.0000 - val_loss: 0.2850 - val_mape: 15977289.0000
Epoch 73/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2581 - mape: 6243492.5000 - val_loss: 0.2843 - val_mape: 15968054.0000
Epoch 74/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2575 - mape: 6206189.0000 - val_loss: 0.2835 - val_mape: 15970246.0000
Epoch 75/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2570 - mape: 6174777.0000 - val_loss: 0.2828 - val_mape: 15985787.0000
Epoch 76/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2565 - mape: 6150207.0000 - val_loss: 0.2820 - val_mape: 16015580.0000
Epoch 77/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2560 - mape: 6132227.0000 - val_loss: 0.2812 - val_mape: 16059516.0000
Epoch 78/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2556 - mape: 6121129.0000 - val_loss: 0.2804 - val_mape: 16118176.0000
Epoch 79/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2551 - mape: 6116680.0000 - val_loss: 0.2797 - val_mape: 16192253.0000
Epoch 80/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2546 - mape: 6119007.0000 - val_loss: 0.2789 - val_mape: 16281275.0000
Epoch 81/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2541 - mape: 6127655.0000 - val_loss: 0.2781 - val_mape: 16383594.0000
Epoch 82/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2536 - mape: 6142132.5000 - val_loss: 0.2772 - val_mape: 16498250.0000
Epoch 83/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2531 - mape: 6161972.5000 - val_loss: 0.2764 - val_mape: 16623886.0000
Epoch 84/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2526 - mape: 6186740.0000 - val_loss: 0.2756 - val_mape: 16759808.0000
Epoch 85/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2521 - mape: 6216113.5000 - val_loss: 0.2748 - val_mape: 16908434.0000
Epoch 86/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2515 - mape: 6249680.5000 - val_loss: 0.2740 - val_mape: 17066352.0000
Epoch 87/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2510 - mape: 6286990.5000 - val_loss: 0.2732 - val_mape: 17230880.0000
Epoch 88/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2505 - mape: 6327338.0000 - val_loss: 0.2724 - val_mape: 17400966.0000
Epoch 89/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2500 - mape: 6369679.5000 - val_loss: 0.2716 - val_mape: 17574314.0000
Epoch 90/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2495 - mape: 6413128.0000 - val_loss: 0.2709 - val_mape: 17747248.0000
Epoch 91/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2490 - mape: 6456777.5000 - val_loss: 0.2701 - val_mape: 17917612.0000
Epoch 92/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2485 - mape: 6499789.0000 - val_loss: 0.2694 - val_mape: 18084222.0000
Epoch 93/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2481 - mape: 6540914.0000 - val_loss: 0.2687 - val_mape: 18244478.0000
Epoch 94/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2476 - mape: 6579566.0000 - val_loss: 0.2680 - val_mape: 18398476.0000
Epoch 95/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2471 - mape: 6614938.5000 - val_loss: 0.2673 - val_mape: 18542226.0000
Epoch 96/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2467 - mape: 6646142.5000 - val_loss: 0.2666 - val_mape: 18675126.0000
Epoch 97/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2462 - mape: 6672939.5000 - val_loss: 0.2659 - val_mape: 18796340.0000
Epoch 98/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2457 - mape: 6694886.5000 - val_loss: 0.2652 - val_mape: 18905320.0000
Epoch 99/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2452 - mape: 6711747.5000 - val_loss: 0.2645 - val_mape: 19003494.0000
Epoch 100/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2447 - mape: 6723922.0000 - val_loss: 0.2638 - val_mape: 19092002.0000
Epoch 101/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2442 - mape: 6732065.0000 - val_loss: 0.2630 - val_mape: 19171572.0000
Epoch 102/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2437 - mape: 6736539.5000 - val_loss: 0.2623 - val_mape: 19242000.0000
Epoch 103/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2432 - mape: 6737588.0000 - val_loss: 0.2615 - val_mape: 19304624.0000
Epoch 104/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2427 - mape: 6735667.0000 - val_loss: 0.2607 - val_mape: 19360062.0000
Epoch 105/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2421 - mape: 6731097.0000 - val_loss: 0.2599 - val_mape: 19409448.0000
Epoch 106/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2416 - mape: 6724275.0000 - val_loss: 0.2591 - val_mape: 19453380.0000
Epoch 107/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2410 - mape: 6715585.0000 - val_loss: 0.2583 - val_mape: 19494474.0000
Epoch 108/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2405 - mape: 6705857.0000 - val_loss: 0.2575 - val_mape: 19534170.0000
Epoch 109/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2399 - mape: 6695577.0000 - val_loss: 0.2566 - val_mape: 19571744.0000
Epoch 110/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2394 - mape: 6684744.5000 - val_loss: 0.2558 - val_mape: 19610242.0000
Epoch 111/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2389 - mape: 6674510.0000 - val_loss: 0.2549 - val_mape: 19650862.0000
Epoch 112/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2383 - mape: 6665115.5000 - val_loss: 0.2541 - val_mape: 19694618.0000
Epoch 113/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2378 - mape: 6656714.5000 - val_loss: 0.2532 - val_mape: 19738586.0000
Epoch 114/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2372 - mape: 6648537.0000 - val_loss: 0.2524 - val_mape: 19782978.0000
Epoch 115/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2367 - mape: 6640593.0000 - val_loss: 0.2515 - val_mape: 19827672.0000
Epoch 116/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2361 - mape: 6632728.5000 - val_loss: 0.2506 - val_mape: 19872472.0000
Epoch 117/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2356 - mape: 6624933.5000 - val_loss: 0.2498 - val_mape: 19916844.0000
Epoch 118/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2351 - mape: 6616760.5000 - val_loss: 0.2489 - val_mape: 19959136.0000
Epoch 119/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2345 - mape: 6607532.5000 - val_loss: 0.2481 - val_mape: 20000244.0000
Epoch 120/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2340 - mape: 6597174.0000 - val_loss: 0.2473 - val_mape: 20033952.0000
Epoch 121/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2335 - mape: 6582992.0000 - val_loss: 0.2465 - val_mape: 20056380.0000
Epoch 122/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2331 - mape: 6563381.5000 - val_loss: 0.2457 - val_mape: 20061032.0000
Epoch 123/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2326 - mape: 6536447.0000 - val_loss: 0.2450 - val_mape: 20045128.0000
Epoch 124/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2322 - mape: 6500573.0000 - val_loss: 0.2443 - val_mape: 20007178.0000
Epoch 125/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2318 - mape: 6455213.5000 - val_loss: 0.2437 - val_mape: 19948606.0000
Epoch 126/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2314 - mape: 6400949.5000 - val_loss: 0.2431 - val_mape: 19875290.0000
Epoch 127/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2310 - mape: 6340605.5000 - val_loss: 0.2426 - val_mape: 19797036.0000
Epoch 128/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2306 - mape: 6278309.0000 - val_loss: 0.2422 - val_mape: 19722104.0000
Epoch 129/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2303 - mape: 6217727.0000 - val_loss: 0.2418 - val_mape: 19654144.0000
Epoch 130/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2300 - mape: 6160760.0000 - val_loss: 0.2414 - val_mape: 19595486.0000
Epoch 131/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2297 - mape: 6108530.0000 - val_loss: 0.2411 - val_mape: 19550138.0000
Epoch 132/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2295 - mape: 6062301.0000 - val_loss: 0.2408 - val_mape: 19519234.0000
Epoch 133/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2292 - mape: 6022521.0000 - val_loss: 0.2405 - val_mape: 19499512.0000
Epoch 134/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2290 - mape: 5987938.0000 - val_loss: 0.2403 - val_mape: 19485576.0000
Epoch 135/250
1/1 [==============================] - 0s 321ms/step - loss: 0.2287 - mape: 5956631.0000 - val_loss: 0.2401 - val_mape: 19470604.0000
Epoch 136/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2285 - mape: 5926462.5000 - val_loss: 0.2400 - val_mape: 19448742.0000
Epoch 137/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2283 - mape: 5895458.0000 - val_loss: 0.2399 - val_mape: 19410918.0000
Epoch 138/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2282 - mape: 5861191.5000 - val_loss: 0.2399 - val_mape: 19356948.0000
Epoch 139/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2280 - mape: 5824013.5000 - val_loss: 0.2400 - val_mape: 19286018.0000
Epoch 140/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2278 - mape: 5784116.5000 - val_loss: 0.2401 - val_mape: 19203244.0000
Epoch 141/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2276 - mape: 5743270.0000 - val_loss: 0.2403 - val_mape: 19118016.0000
Epoch 142/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2274 - mape: 5703565.0000 - val_loss: 0.2405 - val_mape: 19038520.0000
Epoch 143/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2273 - mape: 5667439.5000 - val_loss: 0.2407 - val_mape: 18968244.0000
Epoch 144/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2271 - mape: 5636231.5000 - val_loss: 0.2409 - val_mape: 18910998.0000
Epoch 145/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2269 - mape: 5611053.0000 - val_loss: 0.2412 - val_mape: 18862958.0000
Epoch 146/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2268 - mape: 5590957.5000 - val_loss: 0.2414 - val_mape: 18823064.0000
Epoch 147/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2266 - mape: 5575156.0000 - val_loss: 0.2416 - val_mape: 18789826.0000
Epoch 148/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2265 - mape: 5562524.5000 - val_loss: 0.2419 - val_mape: 18759962.0000
Epoch 149/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2263 - mape: 5551550.0000 - val_loss: 0.2421 - val_mape: 18729922.0000
Epoch 150/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2262 - mape: 5540683.5000 - val_loss: 0.2424 - val_mape: 18694202.0000
Epoch 151/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2260 - mape: 5527763.0000 - val_loss: 0.2427 - val_mape: 18652504.0000
Epoch 152/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2259 - mape: 5512299.5000 - val_loss: 0.2431 - val_mape: 18607834.0000
Epoch 153/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2257 - mape: 5494915.0000 - val_loss: 0.2434 - val_mape: 18564454.0000
Epoch 154/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2256 - mape: 5476922.5000 - val_loss: 0.2437 - val_mape: 18527848.0000
Epoch 155/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2254 - mape: 5460119.5000 - val_loss: 0.2439 - val_mape: 18500890.0000
Epoch 156/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2253 - mape: 5445667.5000 - val_loss: 0.2441 - val_mape: 18485744.0000
Epoch 157/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2252 - mape: 5434523.0000 - val_loss: 0.2443 - val_mape: 18483694.0000
Epoch 158/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2250 - mape: 5427268.0000 - val_loss: 0.2444 - val_mape: 18491938.0000
Epoch 159/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2249 - mape: 5423363.0000 - val_loss: 0.2445 - val_mape: 18502556.0000
Epoch 160/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2247 - mape: 5421070.5000 - val_loss: 0.2446 - val_mape: 18510574.0000
Epoch 161/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2246 - mape: 5418732.5000 - val_loss: 0.2446 - val_mape: 18515326.0000
Epoch 162/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2245 - mape: 5415908.0000 - val_loss: 0.2447 - val_mape: 18513254.0000
Epoch 163/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2243 - mape: 5411197.5000 - val_loss: 0.2448 - val_mape: 18504424.0000
Epoch 164/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2242 - mape: 5404308.0000 - val_loss: 0.2449 - val_mape: 18489200.0000
Epoch 165/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2241 - mape: 5394840.5000 - val_loss: 0.2450 - val_mape: 18468322.0000
Epoch 166/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2239 - mape: 5383388.0000 - val_loss: 0.2451 - val_mape: 18444652.0000
Epoch 167/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2238 - mape: 5370885.5000 - val_loss: 0.2453 - val_mape: 18422032.0000
Epoch 168/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2237 - mape: 5358635.5000 - val_loss: 0.2455 - val_mape: 18401922.0000
Epoch 169/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2235 - mape: 5347209.5000 - val_loss: 0.2456 - val_mape: 18386292.0000
Epoch 170/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2234 - mape: 5337147.5000 - val_loss: 0.2458 - val_mape: 18376336.0000
Epoch 171/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2232 - mape: 5329243.0000 - val_loss: 0.2460 - val_mape: 18371910.0000
Epoch 172/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2231 - mape: 5323035.5000 - val_loss: 0.2461 - val_mape: 18367002.0000
Epoch 173/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2230 - mape: 5316801.0000 - val_loss: 0.2464 - val_mape: 18358710.0000
Epoch 174/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2228 - mape: 5309375.0000 - val_loss: 0.2466 - val_mape: 18348226.0000
Epoch 175/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2227 - mape: 5300827.0000 - val_loss: 0.2468 - val_mape: 18335444.0000
Epoch 176/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2225 - mape: 5291346.0000 - val_loss: 0.2471 - val_mape: 18323390.0000
Epoch 177/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2224 - mape: 5281645.0000 - val_loss: 0.2474 - val_mape: 18315066.0000
Epoch 178/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2222 - mape: 5272707.0000 - val_loss: 0.2476 - val_mape: 18312148.0000
Epoch 179/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2221 - mape: 5265276.5000 - val_loss: 0.2479 - val_mape: 18316004.0000
Epoch 180/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2219 - mape: 5259593.5000 - val_loss: 0.2481 - val_mape: 18327058.0000
Epoch 181/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2218 - mape: 5255506.5000 - val_loss: 0.2483 - val_mape: 18342466.0000
Epoch 182/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2217 - mape: 5252128.5000 - val_loss: 0.2485 - val_mape: 18362532.0000
Epoch 183/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2215 - mape: 5249494.5000 - val_loss: 0.2488 - val_mape: 18385422.0000
Epoch 184/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2214 - mape: 5246800.0000 - val_loss: 0.2490 - val_mape: 18407244.0000
Epoch 185/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2212 - mape: 5242757.5000 - val_loss: 0.2493 - val_mape: 18422274.0000
Epoch 186/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2211 - mape: 5236286.5000 - val_loss: 0.2496 - val_mape: 18428880.0000
Epoch 187/250
1/1 [==============================] - 0s 252ms/step - loss: 0.2209 - mape: 5227325.5000 - val_loss: 0.2499 - val_mape: 18428674.0000
Epoch 188/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2208 - mape: 5216806.5000 - val_loss: 0.2502 - val_mape: 18426388.0000
Epoch 189/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2206 - mape: 5206396.0000 - val_loss: 0.2505 - val_mape: 18433908.0000
Epoch 190/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2205 - mape: 5198072.5000 - val_loss: 0.2508 - val_mape: 18446808.0000
Epoch 191/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2203 - mape: 5191075.0000 - val_loss: 0.2511 - val_mape: 18461410.0000
Epoch 192/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2202 - mape: 5185566.0000 - val_loss: 0.2514 - val_mape: 18471704.0000
Epoch 193/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2200 - mape: 5180273.5000 - val_loss: 0.2516 - val_mape: 18469338.0000
Epoch 194/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2199 - mape: 5172523.5000 - val_loss: 0.2518 - val_mape: 18453464.0000
Epoch 195/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2198 - mape: 5162117.5000 - val_loss: 0.2521 - val_mape: 18430738.0000
Epoch 196/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2196 - mape: 5149477.0000 - val_loss: 0.2523 - val_mape: 18409328.0000
Epoch 197/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2195 - mape: 5136341.0000 - val_loss: 0.2525 - val_mape: 18392062.0000
Epoch 198/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2194 - mape: 5123771.0000 - val_loss: 0.2527 - val_mape: 18379402.0000
Epoch 199/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2192 - mape: 5111958.5000 - val_loss: 0.2529 - val_mape: 18374306.0000
Epoch 200/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2191 - mape: 5101232.0000 - val_loss: 0.2531 - val_mape: 18375970.0000
Epoch 201/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2189 - mape: 5090469.5000 - val_loss: 0.2535 - val_mape: 18376368.0000
Epoch 202/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2188 - mape: 5077024.5000 - val_loss: 0.2538 - val_mape: 18375852.0000
Epoch 203/250
1/1 [==============================] - 0s 337ms/step - loss: 0.2186 - mape: 5061912.5000 - val_loss: 0.2542 - val_mape: 18367030.0000
Epoch 204/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2185 - mape: 5045629.5000 - val_loss: 0.2546 - val_mape: 18360100.0000
Epoch 205/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2184 - mape: 5030882.0000 - val_loss: 0.2550 - val_mape: 18361928.0000
Epoch 206/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2182 - mape: 5018791.5000 - val_loss: 0.2555 - val_mape: 18365880.0000
Epoch 207/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2181 - mape: 5007781.5000 - val_loss: 0.2559 - val_mape: 18373072.0000
Epoch 208/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2179 - mape: 4998939.0000 - val_loss: 0.2563 - val_mape: 18380960.0000
Epoch 209/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2178 - mape: 4991692.5000 - val_loss: 0.2567 - val_mape: 18393500.0000
Epoch 210/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2176 - mape: 4985351.0000 - val_loss: 0.2572 - val_mape: 18396192.0000
Epoch 211/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2175 - mape: 4976716.5000 - val_loss: 0.2576 - val_mape: 18395994.0000
Epoch 212/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2173 - mape: 4967468.5000 - val_loss: 0.2581 - val_mape: 18401580.0000
Epoch 213/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2172 - mape: 4958311.5000 - val_loss: 0.2585 - val_mape: 18413302.0000
Epoch 214/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2170 - mape: 4950281.5000 - val_loss: 0.2589 - val_mape: 18429210.0000
Epoch 215/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2169 - mape: 4942881.0000 - val_loss: 0.2593 - val_mape: 18451694.0000
Epoch 216/250
1/1 [==============================] - 0s 408ms/step - loss: 0.2167 - mape: 4936369.0000 - val_loss: 0.2598 - val_mape: 18480808.0000
Epoch 217/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2166 - mape: 4929017.5000 - val_loss: 0.2602 - val_mape: 18513666.0000
Epoch 218/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2164 - mape: 4921622.0000 - val_loss: 0.2607 - val_mape: 18529586.0000
Epoch 219/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2163 - mape: 4912186.5000 - val_loss: 0.2611 - val_mape: 18532616.0000
Epoch 220/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2161 - mape: 4901609.5000 - val_loss: 0.2616 - val_mape: 18534416.0000
Epoch 221/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2159 - mape: 4891677.0000 - val_loss: 0.2621 - val_mape: 18546296.0000
Epoch 222/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2158 - mape: 4884843.0000 - val_loss: 0.2625 - val_mape: 18562996.0000
Epoch 223/250
1/1 [==============================] - 0s 327ms/step - loss: 0.2156 - mape: 4880469.0000 - val_loss: 0.2630 - val_mape: 18579480.0000
Epoch 224/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2155 - mape: 4876890.5000 - val_loss: 0.2635 - val_mape: 18592806.0000
Epoch 225/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2153 - mape: 4871696.0000 - val_loss: 0.2641 - val_mape: 18589666.0000
Epoch 226/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2152 - mape: 4863243.0000 - val_loss: 0.2646 - val_mape: 18578894.0000
Epoch 227/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2150 - mape: 4853929.5000 - val_loss: 0.2652 - val_mape: 18576838.0000
Epoch 228/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2149 - mape: 4845515.0000 - val_loss: 0.2657 - val_mape: 18589878.0000
Epoch 229/250
1/1 [==============================] - 0s 383ms/step - loss: 0.2147 - mape: 4839378.0000 - val_loss: 0.2662 - val_mape: 18625752.0000
Epoch 230/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2146 - mape: 4837588.5000 - val_loss: 0.2667 - val_mape: 18675738.0000
Epoch 231/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2144 - mape: 4837499.5000 - val_loss: 0.2673 - val_mape: 18707098.0000
Epoch 232/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2142 - mape: 4830233.0000 - val_loss: 0.2680 - val_mape: 18723140.0000
Epoch 233/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2141 - mape: 4818220.0000 - val_loss: 0.2687 - val_mape: 18730008.0000
Epoch 234/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2139 - mape: 4804828.0000 - val_loss: 0.2692 - val_mape: 18744148.0000
Epoch 235/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2138 - mape: 4797163.5000 - val_loss: 0.2697 - val_mape: 18773816.0000
Epoch 236/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2136 - mape: 4794544.5000 - val_loss: 0.2702 - val_mape: 18805064.0000
Epoch 237/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2135 - mape: 4792836.0000 - val_loss: 0.2706 - val_mape: 18828306.0000
Epoch 238/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2133 - mape: 4789114.0000 - val_loss: 0.2711 - val_mape: 18830154.0000
Epoch 239/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2132 - mape: 4778996.5000 - val_loss: 0.2717 - val_mape: 18821560.0000
Epoch 240/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2130 - mape: 4765174.5000 - val_loss: 0.2722 - val_mape: 18824758.0000
Epoch 241/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2128 - mape: 4754454.5000 - val_loss: 0.2726 - val_mape: 18855328.0000
Epoch 242/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2127 - mape: 4751088.0000 - val_loss: 0.2730 - val_mape: 18905656.0000
Epoch 243/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2125 - mape: 4754198.0000 - val_loss: 0.2733 - val_mape: 18953954.0000
Epoch 244/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2124 - mape: 4757816.5000 - val_loss: 0.2736 - val_mape: 18980338.0000
Epoch 245/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2122 - mape: 4756805.5000 - val_loss: 0.2740 - val_mape: 18978718.0000
Epoch 246/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2120 - mape: 4748220.0000 - val_loss: 0.2745 - val_mape: 18961064.0000
Epoch 247/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2119 - mape: 4735325.0000 - val_loss: 0.2749 - val_mape: 18964764.0000
Epoch 248/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2117 - mape: 4725808.0000 - val_loss: 0.2754 - val_mape: 19003180.0000
Epoch 249/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2116 - mape: 4723457.0000 - val_loss: 0.2760 - val_mape: 19060180.0000
Epoch 250/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2114 - mape: 4724335.5000 - val_loss: 0.2764 - val_mape: 19099020.0000
1/1 [==============================] - 0s 291ms/step
Epoch 1/250
1/1 [==============================] - 5s 5s/step - loss: 0.3949 - mape: 241724.0312 - val_loss: 0.3943 - val_mape: 1531717.2500
Epoch 2/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3779 - mape: 568030.8125 - val_loss: 0.3783 - val_mape: 2542263.0000
Epoch 3/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3600 - mape: 977369.6250 - val_loss: 0.3614 - val_mape: 3779360.0000
Epoch 4/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3412 - mape: 1464734.8750 - val_loss: 0.3431 - val_mape: 5085502.0000
Epoch 5/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3223 - mape: 2008753.3750 - val_loss: 0.3235 - val_mape: 6539621.0000
Epoch 6/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3037 - mape: 2616472.2500 - val_loss: 0.3050 - val_mape: 8142414.0000
Epoch 7/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2869 - mape: 3290082.0000 - val_loss: 0.2882 - val_mape: 9886200.0000
Epoch 8/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2733 - mape: 4051558.0000 - val_loss: 0.2738 - val_mape: 11826446.0000
Epoch 9/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2630 - mape: 4898166.5000 - val_loss: 0.2636 - val_mape: 13946363.0000
Epoch 10/250
1/1 [==============================] - 0s 319ms/step - loss: 0.2567 - mape: 5824497.0000 - val_loss: 0.2585 - val_mape: 16192239.0000
Epoch 11/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2563 - mape: 6796553.5000 - val_loss: 0.2577 - val_mape: 18245968.0000
Epoch 12/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2618 - mape: 7614110.0000 - val_loss: 0.2581 - val_mape: 19415462.0000
Epoch 13/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2655 - mape: 8021807.0000 - val_loss: 0.2572 - val_mape: 19715220.0000
Epoch 14/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2636 - mape: 8043054.0000 - val_loss: 0.2552 - val_mape: 19462298.0000
Epoch 15/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2580 - mape: 7811922.0000 - val_loss: 0.2528 - val_mape: 18969570.0000
Epoch 15: early stopping
1/1 [==============================] - 0s 333ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4090 - mape: 82088.0156 - val_loss: 0.3846 - val_mape: 1889238.1250
Epoch 2/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3782 - mape: 590765.7500 - val_loss: 0.3555 - val_mape: 3650195.7500
Epoch 3/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3501 - mape: 1241234.6250 - val_loss: 0.3262 - val_mape: 5563399.5000
Epoch 4/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3195 - mape: 2065388.1250 - val_loss: 0.2982 - val_mape: 7814742.0000
Epoch 5/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2924 - mape: 3030608.5000 - val_loss: 0.2727 - val_mape: 10556623.0000
Epoch 6/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2712 - mape: 4213817.5000 - val_loss: 0.2557 - val_mape: 14006084.0000
Epoch 7/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2597 - mape: 5736809.5000 - val_loss: 0.2530 - val_mape: 17902146.0000
Epoch 8/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2679 - mape: 7459120.0000 - val_loss: 0.2550 - val_mape: 19454862.0000
Epoch 9/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2723 - mape: 7991232.0000 - val_loss: 0.2536 - val_mape: 19069924.0000
Epoch 10/250
1/1 [==============================] - 0s 318ms/step - loss: 0.2625 - mape: 7638857.5000 - val_loss: 0.2516 - val_mape: 18013468.0000
Epoch 11/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2538 - mape: 7038364.5000 - val_loss: 0.2506 - val_mape: 16947848.0000
Epoch 12/250
1/1 [==============================] - 0s 306ms/step - loss: 0.2500 - mape: 6483631.5000 - val_loss: 0.2502 - val_mape: 16137317.0000
Epoch 13/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2490 - mape: 6067251.0000 - val_loss: 0.2500 - val_mape: 15612319.0000
Epoch 14/250
1/1 [==============================] - 0s 333ms/step - loss: 0.2486 - mape: 5797981.0000 - val_loss: 0.2492 - val_mape: 15384571.0000
Epoch 15/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2479 - mape: 5664267.0000 - val_loss: 0.2480 - val_mape: 15463095.0000
Epoch 16/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2467 - mape: 5653502.5000 - val_loss: 0.2462 - val_mape: 15808036.0000
Epoch 17/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2447 - mape: 5753054.0000 - val_loss: 0.2440 - val_mape: 16411119.0000
Epoch 18/250
1/1 [==============================] - 0s 323ms/step - loss: 0.2422 - mape: 5959734.5000 - val_loss: 0.2420 - val_mape: 17242604.0000
Epoch 19/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2400 - mape: 6263956.0000 - val_loss: 0.2407 - val_mape: 18218212.0000
Epoch 20/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2399 - mape: 6619351.5000 - val_loss: 0.2405 - val_mape: 18909266.0000
Epoch 21/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2413 - mape: 6832701.0000 - val_loss: 0.2408 - val_mape: 18902640.0000
Epoch 22/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2396 - mape: 6721679.5000 - val_loss: 0.2413 - val_mape: 18501808.0000
Epoch 23/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2372 - mape: 6434727.5000 - val_loss: 0.2421 - val_mape: 18047548.0000
Epoch 24/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2363 - mape: 6129207.5000 - val_loss: 0.2430 - val_mape: 17801762.0000
Epoch 25/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2364 - mape: 5901189.5000 - val_loss: 0.2436 - val_mape: 17826890.0000
Epoch 26/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2363 - mape: 5790542.5000 - val_loss: 0.2440 - val_mape: 18188420.0000
Epoch 27/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2356 - mape: 5798442.5000 - val_loss: 0.2447 - val_mape: 18841012.0000
Epoch 28/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2343 - mape: 5913247.5000 - val_loss: 0.2459 - val_mape: 19774050.0000
Epoch 29/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2328 - mape: 6127471.5000 - val_loss: 0.2477 - val_mape: 20862580.0000
Epoch 30/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2320 - mape: 6389044.0000 - val_loss: 0.2495 - val_mape: 21763144.0000
Epoch 31/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2318 - mape: 6559584.0000 - val_loss: 0.2502 - val_mape: 22031360.0000
Epoch 32/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2309 - mape: 6502196.0000 - val_loss: 0.2495 - val_mape: 21613924.0000
Epoch 33/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2293 - mape: 6228007.5000 - val_loss: 0.2482 - val_mape: 20754818.0000
Epoch 34/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2280 - mape: 5853134.0000 - val_loss: 0.2477 - val_mape: 19981420.0000
Epoch 35/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2276 - mape: 5517653.0000 - val_loss: 0.2483 - val_mape: 19670416.0000
Epoch 36/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2270 - mape: 5313715.0000 - val_loss: 0.2495 - val_mape: 19911066.0000
Epoch 37/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2261 - mape: 5261841.0000 - val_loss: 0.2506 - val_mape: 20255460.0000
Epoch 38/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2254 - mape: 5287397.5000 - val_loss: 0.2502 - val_mape: 19816422.0000
Epoch 39/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2248 - mape: 5240015.5000 - val_loss: 0.2498 - val_mape: 18762064.0000
Epoch 40/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2242 - mape: 5097021.5000 - val_loss: 0.2504 - val_mape: 17844500.0000
Epoch 41/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2238 - mape: 4952280.0000 - val_loss: 0.2516 - val_mape: 17564430.0000
Epoch 42/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2231 - mape: 4898173.0000 - val_loss: 0.2528 - val_mape: 17910804.0000
Epoch 43/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2222 - mape: 4938740.5000 - val_loss: 0.2540 - val_mape: 18635688.0000
Epoch 44/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2216 - mape: 5043641.0000 - val_loss: 0.2554 - val_mape: 18951454.0000
Epoch 45/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2212 - mape: 5051254.5000 - val_loss: 0.2562 - val_mape: 18576556.0000
Epoch 46/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2204 - mape: 4922881.5000 - val_loss: 0.2562 - val_mape: 18311812.0000
Epoch 47/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2195 - mape: 4838760.0000 - val_loss: 0.2556 - val_mape: 18395794.0000
Epoch 48/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2187 - mape: 4839595.5000 - val_loss: 0.2559 - val_mape: 18545858.0000
Epoch 49/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2181 - mape: 4821369.0000 - val_loss: 0.2584 - val_mape: 18491992.0000
Epoch 50/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2172 - mape: 4692243.0000 - val_loss: 0.2622 - val_mape: 18894172.0000
Epoch 51/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2164 - mape: 4630879.5000 - val_loss: 0.2669 - val_mape: 19928324.0000
Epoch 52/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2156 - mape: 4702381.5000 - val_loss: 0.2708 - val_mape: 20210106.0000
Epoch 53/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2147 - mape: 4667034.0000 - val_loss: 0.2736 - val_mape: 19667594.0000
Epoch 54/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2136 - mape: 4519931.5000 - val_loss: 0.2775 - val_mape: 19937688.0000
Epoch 55/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2128 - mape: 4550681.0000 - val_loss: 0.2848 - val_mape: 20152080.0000
Epoch 56/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2119 - mape: 4463963.5000 - val_loss: 0.2960 - val_mape: 20697776.0000
Epoch 57/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2110 - mape: 4343346.0000 - val_loss: 0.3129 - val_mape: 22501762.0000
Epoch 58/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2106 - mape: 4522744.5000 - val_loss: 0.3165 - val_mape: 21044966.0000
Epoch 59/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2104 - mape: 4121223.2500 - val_loss: 0.3269 - val_mape: 22722778.0000
Epoch 60/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2102 - mape: 4704499.5000 - val_loss: 0.3235 - val_mape: 20179828.0000
Epoch 61/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2086 - mape: 4163874.5000 - val_loss: 0.3279 - val_mape: 20063976.0000
Epoch 62/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2079 - mape: 4208822.5000 - val_loss: 0.3369 - val_mape: 21735250.0000
Epoch 63/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2082 - mape: 4733923.0000 - val_loss: 0.3410 - val_mape: 20542502.0000
Epoch 64/250
1/1 [==============================] - 0s 255ms/step - loss: 0.2061 - mape: 4185029.2500 - val_loss: 0.3494 - val_mape: 20462442.0000
Epoch 65/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2058 - mape: 3898880.0000 - val_loss: 0.3741 - val_mape: 23120054.0000
Epoch 66/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2054 - mape: 4347380.0000 - val_loss: 0.3775 - val_mape: 22282652.0000
Epoch 67/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2033 - mape: 4008430.2500 - val_loss: 0.3803 - val_mape: 21653040.0000
Epoch 68/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2030 - mape: 3874507.2500 - val_loss: 0.3988 - val_mape: 23751436.0000
Epoch 69/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2029 - mape: 4419064.5000 - val_loss: 0.3840 - val_mape: 21085964.0000
Epoch 70/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2023 - mape: 3718456.7500 - val_loss: 0.3954 - val_mape: 22260328.0000
Epoch 71/250
1/1 [==============================] - 0s 327ms/step - loss: 0.1994 - mape: 4048958.0000 - val_loss: 0.4214 - val_mape: 24168908.0000
Epoch 72/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2004 - mape: 4356395.0000 - val_loss: 0.4041 - val_mape: 21263312.0000
Epoch 73/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2032 - mape: 3188174.0000 - val_loss: 0.4440 - val_mape: 24498088.0000
Epoch 74/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1967 - mape: 4076332.5000 - val_loss: 0.4600 - val_mape: 25884386.0000
Epoch 75/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1976 - mape: 4375096.5000 - val_loss: 0.4220 - val_mape: 22371412.0000
Epoch 76/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1987 - mape: 3488164.5000 - val_loss: 0.4303 - val_mape: 23305530.0000
Epoch 77/250
1/1 [==============================] - 0s 279ms/step - loss: 0.1952 - mape: 3818837.7500 - val_loss: 0.4582 - val_mape: 26326402.0000
Epoch 78/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1977 - mape: 4498446.5000 - val_loss: 0.4379 - val_mape: 23280272.0000
Epoch 79/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1932 - mape: 3518992.2500 - val_loss: 6636344320.0000 - val_mape: 498473973093236736.0000
Epoch 80/250
1/1 [==============================] - 0s 285ms/step - loss: 0.1943 - mape: 3223470.2500 - val_loss: 681866176.0000 - val_mape: 85237603128836096.0000
Epoch 81/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1930 - mape: 4323754.0000 - val_loss: 2690263810048.0000 - val_mape: 878866841600981467136.0000
Epoch 82/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1905 - mape: 3925725.5000 - val_loss: 2324381002891264.0000 - val_mape: 39850294957571810787328.0000
Epoch 83/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1918 - mape: 3106463.5000 - val_loss: 9847656415232.0000 - val_mape: 3513124087222809657344.0000
Epoch 84/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1894 - mape: 3583473.5000 - val_loss: 208827904.0000 - val_mape: 27464582838616064.0000
Epoch 85/250
1/1 [==============================] - 0s 265ms/step - loss: 0.1898 - mape: 3978751.2500 - val_loss: 60974645248.0000 - val_mape: 25483666869987573760.0000
Epoch 86/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1886 - mape: 3110407.0000 - val_loss: 377904594944.0000 - val_mape: 68901494288908550144.0000
Epoch 87/250
1/1 [==============================] - 0s 286ms/step - loss: 0.1861 - mape: 3458677.5000 - val_loss: 32977637605376.0000 - val_mape: 4164757517131417911296.0000
Epoch 88/250
1/1 [==============================] - 0s 304ms/step - loss: 0.1867 - mape: 3881028.5000 - val_loss: 224329128214528.0000 - val_mape: 41114667042157195427840.0000
Epoch 89/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1864 - mape: 3046034.7500 - val_loss: 2022212894720.0000 - val_mape: 612255432510508367872.0000
Epoch 90/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1858 - mape: 3877413.7500 - val_loss: 1070254080.0000 - val_mape: 242119950859239424.0000
Epoch 91/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1835 - mape: 3234374.5000 - val_loss: 47193067094016.0000 - val_mape: 15231052342577078468608.0000
Epoch 92/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1832 - mape: 3071556.7500 - val_loss: 774455558144.0000 - val_mape: 130033672290184462336.0000
Epoch 93/250
1/1 [==============================] - 0s 266ms/step - loss: 0.1863 - mape: 4156122.0000 - val_loss: 160162048376832.0000 - val_mape: 56714248942242001584128.0000
Epoch 94/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3294 - mape: 2867033.7500 - val_loss: 10872123555840.0000 - val_mape: 2612122968246976512000.0000
Epoch 95/250
1/1 [==============================] - 0s 262ms/step - loss: 0.1932 - mape: 3080077.5000 - val_loss: 593267064832.0000 - val_mape: 119726032254761172992.0000
Epoch 96/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1909 - mape: 4760807.5000 - val_loss: 11926832128.0000 - val_mape: 4530510174460313600.0000
Epoch 96: early stopping
1/1 [==============================] - 0s 345ms/step
Epoch 1/250
5/5 [==============================] - 3s 245ms/step - loss: 0.4465 - mape: 744890.2500 - val_loss: 0.4596 - val_mape: 1667309.0000
Epoch 2/250
5/5 [==============================] - 1s 154ms/step - loss: 0.4326 - mape: 492662.2812 - val_loss: 0.4478 - val_mape: 1136831.2500
Epoch 3/250
5/5 [==============================] - 1s 154ms/step - loss: 0.4226 - mape: 318843.9688 - val_loss: 0.4378 - val_mape: 669372.1250
Epoch 4/250
5/5 [==============================] - 1s 150ms/step - loss: 0.4146 - mape: 190522.8125 - val_loss: 0.4308 - val_mape: 306595.1562
Epoch 5/250
5/5 [==============================] - 1s 147ms/step - loss: 0.4085 - mape: 112312.5703 - val_loss: 0.4276 - val_mape: 160061.2031
Epoch 6/250
5/5 [==============================] - 1s 149ms/step - loss: 0.4047 - mape: 75717.6953 - val_loss: 0.4258 - val_mape: 92337.5078
Epoch 7/250
5/5 [==============================] - 1s 152ms/step - loss: 0.4021 - mape: 73265.0391 - val_loss: 0.4234 - val_mape: 72864.6562
Epoch 8/250
5/5 [==============================] - 1s 146ms/step - loss: 0.3992 - mape: 105471.5469 - val_loss: 0.4193 - val_mape: 189828.4531
Epoch 9/250
5/5 [==============================] - 1s 152ms/step - loss: 0.3947 - mape: 157679.0312 - val_loss: 0.4133 - val_mape: 522547.1250
Epoch 10/250
5/5 [==============================] - 1s 147ms/step - loss: 0.3885 - mape: 275899.9062 - val_loss: 0.4064 - val_mape: 914458.6250
Epoch 11/250
5/5 [==============================] - 1s 156ms/step - loss: 0.3816 - mape: 420028.6562 - val_loss: 0.3990 - val_mape: 1333150.7500
Epoch 12/250
5/5 [==============================] - 1s 149ms/step - loss: 0.3743 - mape: 580824.3125 - val_loss: 0.3912 - val_mape: 1776487.3750
Epoch 13/250
5/5 [==============================] - 1s 155ms/step - loss: 0.3665 - mape: 753572.7500 - val_loss: 0.3829 - val_mape: 2271404.2500
Epoch 14/250
5/5 [==============================] - 1s 151ms/step - loss: 0.3581 - mape: 944021.2500 - val_loss: 0.3737 - val_mape: 2837470.0000
Epoch 15/250
5/5 [==============================] - 1s 151ms/step - loss: 0.3489 - mape: 1164143.7500 - val_loss: 0.3630 - val_mape: 3518764.5000
Epoch 16/250
5/5 [==============================] - 1s 152ms/step - loss: 0.3384 - mape: 1430189.0000 - val_loss: 0.3501 - val_mape: 4340172.0000
Epoch 17/250
5/5 [==============================] - 1s 158ms/step - loss: 0.3263 - mape: 1769835.5000 - val_loss: 0.3349 - val_mape: 5359591.5000
Epoch 18/250
5/5 [==============================] - 1s 162ms/step - loss: 0.3124 - mape: 2202316.2500 - val_loss: 0.3170 - val_mape: 6653255.0000
Epoch 19/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2964 - mape: 2778280.5000 - val_loss: 0.2965 - val_mape: 8370979.0000
Epoch 20/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2790 - mape: 3594721.5000 - val_loss: 0.2735 - val_mape: 10723036.0000
Epoch 21/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2629 - mape: 4818697.5000 - val_loss: 0.2528 - val_mape: 13935242.0000
Epoch 22/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2579 - mape: 6461801.5000 - val_loss: 0.2453 - val_mape: 16622244.0000
Epoch 23/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2512 - mape: 7017534.5000 - val_loss: 0.2434 - val_mape: 15733783.0000
Epoch 24/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2488 - mape: 6237446.5000 - val_loss: 0.2424 - val_mape: 15140751.0000
Epoch 25/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2472 - mape: 6007691.5000 - val_loss: 0.2391 - val_mape: 15736988.0000
Epoch 26/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2443 - mape: 6323557.0000 - val_loss: 0.2360 - val_mape: 16709037.0000
Epoch 27/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2424 - mape: 6621334.0000 - val_loss: 0.2351 - val_mape: 16817680.0000
Epoch 28/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2404 - mape: 6426502.5000 - val_loss: 0.2357 - val_mape: 16392138.0000
Epoch 29/250
5/5 [==============================] - 1s 161ms/step - loss: 0.2395 - mape: 6160963.0000 - val_loss: 0.2348 - val_mape: 16503578.0000
Epoch 30/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2383 - mape: 6167070.0000 - val_loss: 0.2336 - val_mape: 17016452.0000
Epoch 31/250
5/5 [==============================] - 1s 160ms/step - loss: 0.2371 - mape: 6237780.5000 - val_loss: 0.2335 - val_mape: 17299994.0000
Epoch 32/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2359 - mape: 6176503.0000 - val_loss: 0.2339 - val_mape: 17494580.0000
Epoch 33/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2349 - mape: 6119651.5000 - val_loss: 0.2345 - val_mape: 17894592.0000
Epoch 34/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2339 - mape: 6148571.5000 - val_loss: 0.2353 - val_mape: 18302772.0000
Epoch 35/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2329 - mape: 6141109.0000 - val_loss: 0.2354 - val_mape: 18321988.0000
Epoch 36/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2322 - mape: 6036449.0000 - val_loss: 0.2351 - val_mape: 18192596.0000
Epoch 37/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2314 - mape: 5952551.0000 - val_loss: 0.2350 - val_mape: 18194096.0000
Epoch 38/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2306 - mape: 5897963.0000 - val_loss: 0.2349 - val_mape: 18133924.0000
Epoch 39/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2299 - mape: 5822978.0000 - val_loss: 0.2351 - val_mape: 18245036.0000
Epoch 40/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2290 - mape: 5786805.5000 - val_loss: 0.2354 - val_mape: 18582876.0000
Epoch 41/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2280 - mape: 5793605.5000 - val_loss: 0.2361 - val_mape: 19003130.0000
Epoch 42/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2271 - mape: 5800240.5000 - val_loss: 0.2375 - val_mape: 19704074.0000
Epoch 43/250
5/5 [==============================] - 1s 143ms/step - loss: 8.2528 - mape: 28016724.0000 - val_loss: 0.2371 - val_mape: 19241612.0000
Epoch 44/250
5/5 [==============================] - 1s 144ms/step - loss: 1.5114 - mape: 33612008.0000 - val_loss: 0.2373 - val_mape: 19226288.0000
Epoch 45/250
5/5 [==============================] - 1s 142ms/step - loss: 34.2437 - mape: 584082176.0000 - val_loss: 0.2373 - val_mape: 19096710.0000
Epoch 46/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2267 - mape: 5737610.5000 - val_loss: 0.2364 - val_mape: 18984482.0000
Epoch 47/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2258 - mape: 5770969.0000 - val_loss: 0.2354 - val_mape: 18674536.0000
Epoch 48/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2245 - mape: 5613767.0000 - val_loss: 0.2351 - val_mape: 18118510.0000
Epoch 49/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2241 - mape: 5533127.5000 - val_loss: 0.2347 - val_mape: 18406358.0000
Epoch 50/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2231 - mape: 5630794.0000 - val_loss: 0.2357 - val_mape: 18886580.0000
Epoch 51/250
5/5 [==============================] - 1s 151ms/step - loss: 0.4689 - mape: 5525740.0000 - val_loss: 0.2349 - val_mape: 18117504.0000
Epoch 52/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2222 - mape: 5372225.0000 - val_loss: 0.2341 - val_mape: 18408920.0000
Epoch 53/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2218 - mape: 5560653.0000 - val_loss: 0.2341 - val_mape: 19012144.0000
Epoch 54/250
5/5 [==============================] - 1s 141ms/step - loss: 0.3599 - mape: 7644821.0000 - val_loss: 0.2411 - val_mape: 18735430.0000
Epoch 55/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2182 - mape: 4971878.0000 - val_loss: 0.2339 - val_mape: 18605798.0000
Epoch 56/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2198 - mape: 5285291.5000 - val_loss: 0.2353 - val_mape: 18745908.0000
Epoch 57/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2183 - mape: 5319791.5000 - val_loss: 0.2503 - val_mape: 18901030.0000
Epoch 58/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2203 - mape: 5101902.0000 - val_loss: 0.2419 - val_mape: 18872292.0000
Epoch 59/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2157 - mape: 5053025.5000 - val_loss: 0.2412 - val_mape: 18815068.0000
Epoch 60/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2150 - mape: 5030539.0000 - val_loss: 0.6888 - val_mape: 97776800.0000
Epoch 61/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2136 - mape: 4830203.0000 - val_loss: 0.2428 - val_mape: 19306974.0000
Epoch 62/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2133 - mape: 5084657.5000 - val_loss: 0.7896 - val_mape: 85045000.0000
Epoch 63/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2125 - mape: 4678730.5000 - val_loss: 0.2526 - val_mape: 19445540.0000
Epoch 64/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2111 - mape: 4921834.0000 - val_loss: 4.9975 - val_mape: 521860736.0000
Epoch 65/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2087 - mape: 4465771.5000 - val_loss: 1.3833 - val_mape: 191013648.0000
Epoch 66/250
5/5 [==============================] - 1s 139ms/step - loss: 0.2084 - mape: 4778991.0000 - val_loss: 27.0541 - val_mape: 3057621504.0000
Epoch 67/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2261 - mape: 5234786.5000 - val_loss: 1.6051 - val_mape: 135042896.0000
Epoch 68/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2073 - mape: 4587299.0000 - val_loss: 13.1884 - val_mape: 762893056.0000
Epoch 69/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2115 - mape: 4499527.5000 - val_loss: 1.9373 - val_mape: 303902528.0000
Epoch 70/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2068 - mape: 4506595.0000 - val_loss: 39.4203 - val_mape: 4416500736.0000
Epoch 71/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2343 - mape: 4952043.0000 - val_loss: 0.2448 - val_mape: 18585614.0000
Epoch 72/250
5/5 [==============================] - 1s 154ms/step - loss: 0.2091 - mape: 4662796.5000 - val_loss: 0.4476 - val_mape: 46329092.0000
Epoch 73/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2053 - mape: 4291151.5000 - val_loss: 7.6961 - val_mape: 971667712.0000
Epoch 74/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2053 - mape: 4267623.5000 - val_loss: 0.2932 - val_mape: 23412940.0000
Epoch 75/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2036 - mape: 4613929.5000 - val_loss: 23.7562 - val_mape: 2928847360.0000
Epoch 76/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2050 - mape: 4072446.0000 - val_loss: 0.2894 - val_mape: 23225762.0000
Epoch 77/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2026 - mape: 4599880.5000 - val_loss: 9.5979 - val_mape: 1553233536.0000
Epoch 78/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2037 - mape: 4008081.7500 - val_loss: 0.2905 - val_mape: 23160136.0000
Epoch 79/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2009 - mape: 4431672.0000 - val_loss: 5.9028 - val_mape: 296866304.0000
Epoch 80/250
5/5 [==============================] - 1s 141ms/step - loss: 0.2023 - mape: 4055320.7500 - val_loss: 0.3990 - val_mape: 39836836.0000
Epoch 81/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1985 - mape: 4331733.0000 - val_loss: 53.9534 - val_mape: 4304786432.0000
Epoch 82/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2041 - mape: 4125857.2500 - val_loss: 0.2899 - val_mape: 23644328.0000
Epoch 83/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1973 - mape: 4305540.0000 - val_loss: 1.7622 - val_mape: 201096176.0000
Epoch 84/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1982 - mape: 3878844.2500 - val_loss: 0.3321 - val_mape: 27605632.0000
Epoch 85/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1939 - mape: 4173240.0000 - val_loss: 2.6314 - val_mape: 68308456.0000
Epoch 86/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1979 - mape: 3963293.2500 - val_loss: 0.2532 - val_mape: 20809162.0000
Epoch 87/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1948 - mape: 4280551.5000 - val_loss: 1.8144 - val_mape: 162540672.0000
Epoch 88/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1945 - mape: 3770574.5000 - val_loss: 0.2649 - val_mape: 20662202.0000
Epoch 89/250
5/5 [==============================] - 1s 156ms/step - loss: 0.1899 - mape: 4046942.7500 - val_loss: 1.0421 - val_mape: 205501952.0000
Epoch 90/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1914 - mape: 3806230.7500 - val_loss: 0.2726 - val_mape: 20777920.0000
Epoch 91/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1880 - mape: 3877939.0000 - val_loss: 0.2709 - val_mape: 21906280.0000
Epoch 92/250
5/5 [==============================] - 1s 156ms/step - loss: 0.1872 - mape: 4140690.7500 - val_loss: 4.9949 - val_mape: 555966208.0000
Epoch 93/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2057 - mape: 3883925.0000 - val_loss: 0.2377 - val_mape: 19785684.0000
Epoch 94/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1865 - mape: 4295484.5000 - val_loss: 0.3206 - val_mape: 20206362.0000
Epoch 95/250
5/5 [==============================] - 1s 154ms/step - loss: 0.1988 - mape: 3561225.0000 - val_loss: 0.2310 - val_mape: 20548734.0000
Epoch 96/250
5/5 [==============================] - 1s 160ms/step - loss: 0.1968 - mape: 4915298.5000 - val_loss: 0.2378 - val_mape: 17958062.0000
Epoch 97/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1936 - mape: 3705658.0000 - val_loss: 0.2430 - val_mape: 19948976.0000
Epoch 98/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1880 - mape: 4444834.0000 - val_loss: 0.2807 - val_mape: 21949926.0000
Epoch 99/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1827 - mape: 3885237.0000 - val_loss: 0.2464 - val_mape: 20867312.0000
Epoch 100/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1832 - mape: 3926372.5000 - val_loss: 0.2572 - val_mape: 21365918.0000
Epoch 101/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1833 - mape: 4023231.5000 - val_loss: 0.3159 - val_mape: 20077452.0000
Epoch 102/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1972 - mape: 3553593.5000 - val_loss: 0.2371 - val_mape: 19548608.0000
Epoch 103/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1907 - mape: 4678853.5000 - val_loss: 0.2505 - val_mape: 19931538.0000
Epoch 104/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1801 - mape: 4058067.7500 - val_loss: 0.2771 - val_mape: 20463556.0000
Epoch 105/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1807 - mape: 3693387.2500 - val_loss: 0.2450 - val_mape: 21092124.0000
Epoch 106/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1841 - mape: 4006695.2500 - val_loss: 0.2489 - val_mape: 21105256.0000
Epoch 107/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1779 - mape: 4282858.0000 - val_loss: 0.3026 - val_mape: 20486566.0000
Epoch 108/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1923 - mape: 3882434.7500 - val_loss: 0.2435 - val_mape: 20283462.0000
Epoch 109/250
5/5 [==============================] - 1s 144ms/step - loss: 0.1771 - mape: 4245541.0000 - val_loss: 0.2586 - val_mape: 19678782.0000
Epoch 110/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1749 - mape: 3549602.0000 - val_loss: 0.2428 - val_mape: 21788862.0000
Epoch 111/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1796 - mape: 4420104.5000 - val_loss: 0.2518 - val_mape: 20682058.0000
Epoch 112/250
5/5 [==============================] - 1s 145ms/step - loss: 0.1736 - mape: 3860189.5000 - val_loss: 0.2722 - val_mape: 20963978.0000
Epoch 113/250
5/5 [==============================] - 1s 142ms/step - loss: 0.1727 - mape: 3661668.7500 - val_loss: 0.2527 - val_mape: 21284158.0000
Epoch 114/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1757 - mape: 3788840.0000 - val_loss: 0.2479 - val_mape: 21995100.0000
Epoch 115/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1776 - mape: 4508199.5000 - val_loss: 0.2639 - val_mape: 20839134.0000
Epoch 116/250
5/5 [==============================] - 1s 154ms/step - loss: 0.1711 - mape: 3738420.7500 - val_loss: 0.2588 - val_mape: 21313816.0000
Epoch 117/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1689 - mape: 3646942.0000 - val_loss: 0.2595 - val_mape: 22452104.0000
Epoch 118/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1768 - mape: 4163899.2500 - val_loss: 0.2782 - val_mape: 20510688.0000
Epoch 119/250
5/5 [==============================] - 1s 149ms/step - loss: 0.1766 - mape: 3212308.7500 - val_loss: 0.2421 - val_mape: 20886156.0000
Epoch 120/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1720 - mape: 4204673.5000 - val_loss: 0.2764 - val_mape: 21044856.0000
Epoch 121/250
5/5 [==============================] - 1s 151ms/step - loss: 0.1717 - mape: 3597292.5000 - val_loss: 0.2565 - val_mape: 21674438.0000
Epoch 122/250
5/5 [==============================] - 1s 147ms/step - loss: 0.1648 - mape: 3800551.2500 - val_loss: 0.2552 - val_mape: 22025556.0000
Epoch 123/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1728 - mape: 4167489.5000 - val_loss: 0.2814 - val_mape: 20166502.0000
Epoch 124/250
5/5 [==============================] - 1s 153ms/step - loss: 0.1703 - mape: 3154699.5000 - val_loss: 0.2497 - val_mape: 21077972.0000
Epoch 125/250
5/5 [==============================] - 1s 152ms/step - loss: 0.1670 - mape: 4064760.2500 - val_loss: 0.2978 - val_mape: 20646454.0000
Epoch 126/250
5/5 [==============================] - 1s 155ms/step - loss: 0.1718 - mape: 3251783.7500 - val_loss: 0.2545 - val_mape: 21746648.0000
Epoch 127/250
5/5 [==============================] - 1s 143ms/step - loss: 0.1612 - mape: 3861851.5000 - val_loss: 0.2572 - val_mape: 22310776.0000
Epoch 128/250
5/5 [==============================] - 1s 140ms/step - loss: 0.1729 - mape: 4188995.2500 - val_loss: 0.3099 - val_mape: 20035352.0000
Epoch 129/250
5/5 [==============================] - 1s 138ms/step - loss: 0.2051 - mape: 3254676.2500 - val_loss: 0.2552 - val_mape: 20183606.0000
Epoch 130/250
5/5 [==============================] - 1s 150ms/step - loss: 0.1703 - mape: 3907629.2500 - val_loss: 0.2542 - val_mape: 21338514.0000
Epoch 131/250
5/5 [==============================] - 1s 146ms/step - loss: 0.1716 - mape: 3923947.0000 - val_loss: 0.2748 - val_mape: 22537290.0000
Epoch 132/250
5/5 [==============================] - 1s 148ms/step - loss: 0.1704 - mape: 3951073.2500 - val_loss: 0.2829 - val_mape: 22098458.0000
Epoch 132: early stopping
1/1 [==============================] - 0s 307ms/step
Epoch 1/250
5/5 [==============================] - 3s 235ms/step - loss: 0.3881 - mape: 363872.1875 - val_loss: 0.3758 - val_mape: 2598513.2500
Epoch 2/250
5/5 [==============================] - 1s 158ms/step - loss: 0.3474 - mape: 1221736.8750 - val_loss: 0.3269 - val_mape: 5554283.0000
Epoch 3/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2967 - mape: 2926004.2500 - val_loss: 0.2504 - val_mape: 12539195.0000
Epoch 4/250
5/5 [==============================] - 1s 148ms/step - loss: 0.3007 - mape: 7039188.5000 - val_loss: 0.2407 - val_mape: 18102828.0000
Epoch 5/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2486 - mape: 6975564.0000 - val_loss: 0.2429 - val_mape: 14542410.0000
Epoch 6/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2506 - mape: 5431296.0000 - val_loss: 0.2463 - val_mape: 13673759.0000
Epoch 7/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2499 - mape: 5204467.0000 - val_loss: 0.2401 - val_mape: 14992398.0000
Epoch 8/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2438 - mape: 5861823.0000 - val_loss: 0.2347 - val_mape: 17698416.0000
Epoch 9/250
5/5 [==============================] - 1s 158ms/step - loss: 0.2421 - mape: 6754215.5000 - val_loss: 0.2347 - val_mape: 18421638.0000
Epoch 10/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2374 - mape: 6340558.0000 - val_loss: 0.2351 - val_mape: 17122604.0000
Epoch 11/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2373 - mape: 5889432.0000 - val_loss: 0.2349 - val_mape: 18193502.0000
Epoch 12/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2348 - mape: 6258960.0000 - val_loss: 0.2376 - val_mape: 19898578.0000
Epoch 13/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2321 - mape: 6331320.5000 - val_loss: 0.2381 - val_mape: 19877480.0000
Epoch 14/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2305 - mape: 6045597.0000 - val_loss: 0.2402 - val_mape: 20768440.0000
Epoch 15/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2282 - mape: 6111271.5000 - val_loss: 0.2396 - val_mape: 20687128.0000
Epoch 16/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2264 - mape: 5844819.0000 - val_loss: 0.2375 - val_mape: 19844166.0000
Epoch 17/250
5/5 [==============================] - 1s 143ms/step - loss: 0.2252 - mape: 5690426.5000 - val_loss: 0.2383 - val_mape: 18628476.0000
Epoch 18/250
5/5 [==============================] - 1s 148ms/step - loss: 0.2265 - mape: 5234818.5000 - val_loss: 0.2448 - val_mape: 22965534.0000
Epoch 19/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2267 - mape: 6074293.5000 - val_loss: 0.2387 - val_mape: 15104471.0000
Epoch 20/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2312 - mape: 4597011.5000 - val_loss: 0.2380 - val_mape: 15090067.0000
Epoch 21/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2297 - mape: 5215334.0000 - val_loss: 0.2354 - val_mape: 17658712.0000
Epoch 22/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2249 - mape: 5263286.0000 - val_loss: 0.2388 - val_mape: 19811948.0000
Epoch 22: early stopping
1/1 [==============================] - 0s 313ms/step
Epoch 1/250
5/5 [==============================] - 3s 245ms/step - loss: 0.3010 - mape: 3935352.2500 - val_loss: 0.2586 - val_mape: 19821898.0000
Epoch 2/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2507 - mape: 7170911.5000 - val_loss: 0.2479 - val_mape: 18656592.0000
Epoch 3/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2435 - mape: 6324704.5000 - val_loss: 0.2372 - val_mape: 17754052.0000
Epoch 4/250
5/5 [==============================] - 1s 166ms/step - loss: 0.2388 - mape: 6363587.0000 - val_loss: 0.2308 - val_mape: 17989382.0000
Epoch 5/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2362 - mape: 5734175.0000 - val_loss: 0.2295 - val_mape: 18161564.0000
Epoch 6/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2345 - mape: 5983610.5000 - val_loss: 0.2319 - val_mape: 18834778.0000
Epoch 7/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2334 - mape: 5577234.0000 - val_loss: 0.2375 - val_mape: 20579322.0000
Epoch 8/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2303 - mape: 6377429.5000 - val_loss: 0.2389 - val_mape: 20817430.0000
Epoch 9/250
5/5 [==============================] - 1s 153ms/step - loss: 0.2302 - mape: 5529188.0000 - val_loss: 0.2384 - val_mape: 20679872.0000
Epoch 10/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2260 - mape: 5938608.0000 - val_loss: 0.2361 - val_mape: 19833454.0000
Epoch 11/250
5/5 [==============================] - 1s 147ms/step - loss: 0.2254 - mape: 5223798.5000 - val_loss: 0.2368 - val_mape: 20668394.0000
Epoch 12/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2239 - mape: 5737959.0000 - val_loss: 0.2410 - val_mape: 16724745.0000
Epoch 13/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2272 - mape: 4661832.5000 - val_loss: 0.2387 - val_mape: 19783796.0000
Epoch 14/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2234 - mape: 5818173.5000 - val_loss: 0.2449 - val_mape: 17097238.0000
Epoch 15/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2308 - mape: 4370831.0000 - val_loss: 0.2437 - val_mape: 19781582.0000
Epoch 16/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2230 - mape: 5869474.5000 - val_loss: 0.2444 - val_mape: 19964336.0000
Epoch 17/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2250 - mape: 4800345.0000 - val_loss: 0.2446 - val_mape: 20056098.0000
Epoch 18/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2186 - mape: 5588131.5000 - val_loss: 0.2440 - val_mape: 20243632.0000
Epoch 19/250
5/5 [==============================] - 1s 155ms/step - loss: 0.2175 - mape: 4945229.0000 - val_loss: 0.2435 - val_mape: 20130290.0000
Epoch 20/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2158 - mape: 5375293.0000 - val_loss: 0.2561 - val_mape: 16956754.0000
Epoch 21/250
5/5 [==============================] - 1s 152ms/step - loss: 0.2181 - mape: 4467428.5000 - val_loss: 0.2516 - val_mape: 22449124.0000
Epoch 22/250
5/5 [==============================] - 1s 150ms/step - loss: 0.2143 - mape: 5412589.5000 - val_loss: 0.2661 - val_mape: 15058637.0000
Epoch 23/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2181 - mape: 4524363.5000 - val_loss: 0.2508 - val_mape: 17075598.0000
Epoch 24/250
5/5 [==============================] - 1s 144ms/step - loss: 0.2120 - mape: 4605061.0000 - val_loss: 0.2460 - val_mape: 22555810.0000
Epoch 25/250
5/5 [==============================] - 1s 149ms/step - loss: 0.2180 - mape: 5751327.0000 - val_loss: 0.2812 - val_mape: 15074154.0000
Epoch 26/250
5/5 [==============================] - 1s 151ms/step - loss: 0.2288 - mape: 4393804.0000 - val_loss: 7452.7798 - val_mape: 121303269376.0000
Epoch 27/250
5/5 [==============================] - 1s 145ms/step - loss: 0.2251 - mape: 5666573.0000 - val_loss: 0.2708 - val_mape: 20645688.0000
Epoch 28/250
5/5 [==============================] - 1s 146ms/step - loss: 0.2347 - mape: 4056152.0000 - val_loss: 0.2674 - val_mape: 22694584.0000
Epoch 29/250
5/5 [==============================] - 1s 142ms/step - loss: 0.2249 - mape: 6212340.5000 - val_loss: 0.2568 - val_mape: 22837954.0000
Epoch 29: early stopping
1/1 [==============================] - 0s 294ms/step
Epoch 1/250
3/3 [==============================] - 3s 334ms/step - loss: 0.4843 - mape: 1170098.0000 - val_loss: 0.4574 - val_mape: 1693051.3750
Epoch 2/250
3/3 [==============================] - 1s 178ms/step - loss: 0.4612 - mape: 809143.8125 - val_loss: 0.4424 - val_mape: 866882.0000
Epoch 3/250
3/3 [==============================] - 1s 189ms/step - loss: 0.4406 - mape: 477145.8750 - val_loss: 0.4314 - val_mape: 290623.6250
Epoch 4/250
3/3 [==============================] - 1s 175ms/step - loss: 0.4240 - mape: 210224.9062 - val_loss: 0.4219 - val_mape: 188485.2969
Epoch 5/250
3/3 [==============================] - 0s 172ms/step - loss: 0.4111 - mape: 65267.4297 - val_loss: 0.4149 - val_mape: 511826.2500
Epoch 6/250
3/3 [==============================] - 0s 177ms/step - loss: 0.4010 - mape: 174914.1250 - val_loss: 0.4109 - val_mape: 790098.5000
Epoch 7/250
3/3 [==============================] - 0s 175ms/step - loss: 0.3927 - mape: 307617.5000 - val_loss: 0.4093 - val_mape: 898512.8125
Epoch 8/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3878 - mape: 377327.6562 - val_loss: 0.4075 - val_mape: 989904.0625
Epoch 9/250
3/3 [==============================] - 1s 190ms/step - loss: 0.3854 - mape: 419317.8438 - val_loss: 0.4053 - val_mape: 1104647.2500
Epoch 10/250
3/3 [==============================] - 1s 176ms/step - loss: 0.3829 - mape: 468458.4688 - val_loss: 0.4027 - val_mape: 1236469.8750
Epoch 11/250
3/3 [==============================] - 0s 177ms/step - loss: 0.3801 - mape: 524570.1875 - val_loss: 0.3999 - val_mape: 1382696.7500
Epoch 12/250
3/3 [==============================] - 0s 179ms/step - loss: 0.3771 - mape: 586509.1250 - val_loss: 0.3968 - val_mape: 1541361.7500
Epoch 13/250
3/3 [==============================] - 0s 174ms/step - loss: 0.3739 - mape: 653028.0625 - val_loss: 0.3936 - val_mape: 1709947.6250
Epoch 14/250
3/3 [==============================] - 0s 178ms/step - loss: 0.3706 - mape: 723768.6250 - val_loss: 0.3902 - val_mape: 1888705.0000
Epoch 15/250
3/3 [==============================] - 0s 171ms/step - loss: 0.3672 - mape: 799429.4375 - val_loss: 0.3866 - val_mape: 2078334.3750
Epoch 16/250
3/3 [==============================] - 1s 186ms/step - loss: 0.3635 - mape: 881118.6875 - val_loss: 0.3828 - val_mape: 2279962.7500
Epoch 17/250
3/3 [==============================] - 1s 181ms/step - loss: 0.3597 - mape: 969749.3750 - val_loss: 0.3787 - val_mape: 2503641.0000
Epoch 18/250
3/3 [==============================] - 0s 176ms/step - loss: 0.3557 - mape: 1065997.1250 - val_loss: 0.3744 - val_mape: 2748803.2500
Epoch 19/250
3/3 [==============================] - 1s 181ms/step - loss: 0.3513 - mape: 1171352.0000 - val_loss: 0.3697 - val_mape: 3022777.5000
Epoch 20/250
3/3 [==============================] - 1s 189ms/step - loss: 0.3467 - mape: 1287251.2500 - val_loss: 0.3646 - val_mape: 3321781.7500
Epoch 21/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3416 - mape: 1415686.5000 - val_loss: 0.3590 - val_mape: 3647795.5000
Epoch 22/250
3/3 [==============================] - 1s 181ms/step - loss: 0.3363 - mape: 1559280.7500 - val_loss: 0.3530 - val_mape: 4011481.2500
Epoch 23/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3304 - mape: 1721855.6250 - val_loss: 0.3462 - val_mape: 4419660.0000
Epoch 24/250
3/3 [==============================] - 1s 184ms/step - loss: 0.3241 - mape: 1907522.6250 - val_loss: 0.3386 - val_mape: 4879269.0000
Epoch 25/250
3/3 [==============================] - 1s 180ms/step - loss: 0.3172 - mape: 2121924.5000 - val_loss: 0.3302 - val_mape: 5405854.0000
Epoch 26/250
3/3 [==============================] - 1s 180ms/step - loss: 0.3097 - mape: 2373468.7500 - val_loss: 0.3206 - val_mape: 6017593.0000
Epoch 27/250
3/3 [==============================] - 1s 181ms/step - loss: 0.3015 - mape: 2674293.2500 - val_loss: 0.3099 - val_mape: 6736200.5000
Epoch 28/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2926 - mape: 3043653.2500 - val_loss: 0.2976 - val_mape: 7594606.5000
Epoch 29/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2833 - mape: 3512621.2500 - val_loss: 0.2833 - val_mape: 8636483.0000
Epoch 30/250
3/3 [==============================] - 1s 191ms/step - loss: 0.2741 - mape: 4134073.5000 - val_loss: 0.2675 - val_mape: 9909885.0000
Epoch 31/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2697 - mape: 4996003.5000 - val_loss: 0.2562 - val_mape: 11031244.0000
Epoch 32/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2662 - mape: 5465761.0000 - val_loss: 0.2543 - val_mape: 11200559.0000
Epoch 33/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2624 - mape: 5371462.5000 - val_loss: 0.2557 - val_mape: 10968829.0000
Epoch 34/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2610 - mape: 5145441.0000 - val_loss: 0.2568 - val_mape: 10775569.0000
Epoch 35/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2606 - mape: 5003314.0000 - val_loss: 0.2559 - val_mape: 10768908.0000
Epoch 36/250
3/3 [==============================] - 1s 194ms/step - loss: 0.2596 - mape: 4987160.5000 - val_loss: 0.2529 - val_mape: 10946884.0000
Epoch 37/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2578 - mape: 5081042.0000 - val_loss: 0.2481 - val_mape: 11274986.0000
Epoch 38/250
3/3 [==============================] - 1s 183ms/step - loss: 0.2556 - mape: 5256481.0000 - val_loss: 0.2424 - val_mape: 11683914.0000
Epoch 39/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2538 - mape: 5458045.0000 - val_loss: 0.2370 - val_mape: 12060517.0000
Epoch 40/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2525 - mape: 5595966.5000 - val_loss: 0.2335 - val_mape: 12251137.0000
Epoch 41/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2512 - mape: 5604042.5000 - val_loss: 0.2320 - val_mape: 12255122.0000
Epoch 42/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2503 - mape: 5524725.5000 - val_loss: 0.2312 - val_mape: 12211941.0000
Epoch 43/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2497 - mape: 5443278.5000 - val_loss: 0.2301 - val_mape: 12241600.0000
Epoch 44/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2490 - mape: 5412546.0000 - val_loss: 0.2282 - val_mape: 12368381.0000
Epoch 45/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2483 - mape: 5436375.5000 - val_loss: 0.2263 - val_mape: 12569430.0000
Epoch 46/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2475 - mape: 5491426.0000 - val_loss: 0.2250 - val_mape: 12782967.0000
Epoch 47/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2467 - mape: 5542372.0000 - val_loss: 0.2247 - val_mape: 12929796.0000
Epoch 48/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2460 - mape: 5559942.5000 - val_loss: 0.2248 - val_mape: 13053038.0000
Epoch 49/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2452 - mape: 5556033.0000 - val_loss: 0.2247 - val_mape: 13201249.0000
Epoch 50/250
3/3 [==============================] - 1s 190ms/step - loss: 0.2445 - mape: 5562682.5000 - val_loss: 0.2242 - val_mape: 13380966.0000
Epoch 51/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2437 - mape: 5587522.0000 - val_loss: 0.2238 - val_mape: 13588808.0000
Epoch 52/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2430 - mape: 5621958.5000 - val_loss: 0.2236 - val_mape: 13805375.0000
Epoch 53/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2422 - mape: 5650433.0000 - val_loss: 0.2237 - val_mape: 14018801.0000
Epoch 54/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2414 - mape: 5674263.5000 - val_loss: 0.2239 - val_mape: 14230011.0000
Epoch 55/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2407 - mape: 5706883.0000 - val_loss: 0.2238 - val_mape: 14481435.0000
Epoch 56/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2400 - mape: 5757918.0000 - val_loss: 0.2234 - val_mape: 14770217.0000
Epoch 57/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2392 - mape: 5816845.0000 - val_loss: 0.2233 - val_mape: 15021385.0000
Epoch 58/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2384 - mape: 5854323.0000 - val_loss: 0.2234 - val_mape: 15236406.0000
Epoch 59/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2377 - mape: 5872177.0000 - val_loss: 0.2234 - val_mape: 15453539.0000
Epoch 60/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2370 - mape: 5891099.5000 - val_loss: 0.2235 - val_mape: 15678839.0000
Epoch 61/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2363 - mape: 5919495.5000 - val_loss: 0.2237 - val_mape: 15931834.0000
Epoch 62/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2355 - mape: 5957756.0000 - val_loss: 0.2239 - val_mape: 16199466.0000
Epoch 63/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2348 - mape: 5995514.0000 - val_loss: 0.2241 - val_mape: 16485132.0000
Epoch 64/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2340 - mape: 6031630.5000 - val_loss: 0.2246 - val_mape: 16786370.0000
Epoch 65/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2332 - mape: 6068014.0000 - val_loss: 0.2252 - val_mape: 17117422.0000
Epoch 66/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2324 - mape: 6111645.0000 - val_loss: 0.2260 - val_mape: 17430716.0000
Epoch 67/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2315 - mape: 6152976.0000 - val_loss: 0.2267 - val_mape: 17686156.0000
Epoch 68/250
3/3 [==============================] - 1s 167ms/step - loss: 0.2307 - mape: 6173140.5000 - val_loss: 0.2273 - val_mape: 17881482.0000
Epoch 69/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2298 - mape: 6168898.5000 - val_loss: 0.2278 - val_mape: 18077914.0000
Epoch 70/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2290 - mape: 6160343.0000 - val_loss: 0.2282 - val_mape: 18262200.0000
Epoch 71/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2282 - mape: 6146977.0000 - val_loss: 0.2285 - val_mape: 18349464.0000
Epoch 72/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2274 - mape: 6106126.0000 - val_loss: 0.2285 - val_mape: 18290248.0000
Epoch 73/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2267 - mape: 6036740.5000 - val_loss: 0.2281 - val_mape: 18194904.0000
Epoch 74/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2260 - mape: 5972942.5000 - val_loss: 0.2279 - val_mape: 18147388.0000
Epoch 75/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2253 - mape: 5933291.0000 - val_loss: 0.2283 - val_mape: 18116660.0000
Epoch 76/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2246 - mape: 5892143.0000 - val_loss: 0.2290 - val_mape: 18056090.0000
Epoch 77/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2239 - mape: 5840219.0000 - val_loss: 0.2289 - val_mape: 18067334.0000
Epoch 78/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2232 - mape: 5819918.0000 - val_loss: 0.2281 - val_mape: 18153540.0000
Epoch 79/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2225 - mape: 5814571.5000 - val_loss: 0.2277 - val_mape: 18052890.0000
Epoch 80/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2218 - mape: 5768024.5000 - val_loss: 0.2277 - val_mape: 18018538.0000
Epoch 81/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2211 - mape: 5750941.5000 - val_loss: 0.2288 - val_mape: 18042632.0000
Epoch 82/250
3/3 [==============================] - 1s 184ms/step - loss: 0.2205 - mape: 5734972.0000 - val_loss: 0.2289 - val_mape: 18038522.0000
Epoch 83/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2195 - mape: 5696748.5000 - val_loss: 0.2289 - val_mape: 18041146.0000
Epoch 84/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2187 - mape: 5667766.5000 - val_loss: 0.2305 - val_mape: 18131586.0000
Epoch 85/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2182 - mape: 5628361.5000 - val_loss: 0.2278 - val_mape: 17911770.0000
Epoch 86/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2182 - mape: 5485347.0000 - val_loss: 0.2294 - val_mape: 18067900.0000
Epoch 87/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2170 - mape: 5492927.5000 - val_loss: 0.2365 - val_mape: 18790282.0000
Epoch 88/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2162 - mape: 5550522.5000 - val_loss: 0.2419 - val_mape: 19204496.0000
Epoch 89/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2152 - mape: 5465569.0000 - val_loss: 0.2359 - val_mape: 19021884.0000
Epoch 90/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2136 - mape: 5407060.5000 - val_loss: 0.2353 - val_mape: 18814308.0000
Epoch 91/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2127 - mape: 5314618.5000 - val_loss: 0.2469 - val_mape: 18817862.0000
Epoch 92/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2117 - mape: 5050488.5000 - val_loss: 0.2502 - val_mape: 19151330.0000
Epoch 93/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2107 - mape: 4874636.0000 - val_loss: 0.2321 - val_mape: 18306736.0000
Epoch 94/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2109 - mape: 4959536.5000 - val_loss: 0.2473 - val_mape: 17875602.0000
Epoch 95/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2099 - mape: 4623530.0000 - val_loss: 0.2411 - val_mape: 18866856.0000
Epoch 96/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2083 - mape: 4831480.0000 - val_loss: 0.2370 - val_mape: 18902490.0000
Epoch 97/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2071 - mape: 4776856.5000 - val_loss: 0.2531 - val_mape: 18782614.0000
Epoch 98/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2070 - mape: 4520270.5000 - val_loss: 0.2316 - val_mape: 19291348.0000
Epoch 99/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2070 - mape: 4904776.0000 - val_loss: 0.2614 - val_mape: 19780112.0000
Epoch 100/250
3/3 [==============================] - 0s 164ms/step - loss: 0.2060 - mape: 4554677.5000 - val_loss: 0.2309 - val_mape: 19032126.0000
Epoch 101/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2061 - mape: 4805257.5000 - val_loss: 0.2357 - val_mape: 18950662.0000
Epoch 102/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2035 - mape: 4678947.5000 - val_loss: 57.8664 - val_mape: 25058698.0000
Epoch 103/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2067 - mape: 4308337.5000 - val_loss: 0.2272 - val_mape: 19462496.0000
Epoch 104/250
3/3 [==============================] - 0s 162ms/step - loss: 0.2065 - mape: 4793740.0000 - val_loss: 0.2309 - val_mape: 18593514.0000
Epoch 105/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2046 - mape: 4597801.5000 - val_loss: 0.2867 - val_mape: 19718478.0000
Epoch 106/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2032 - mape: 4287493.5000 - val_loss: 0.2553 - val_mape: 21124372.0000
Epoch 107/250
3/3 [==============================] - 0s 160ms/step - loss: 0.2012 - mape: 4630203.0000 - val_loss: 0.2740 - val_mape: 19936056.0000
Epoch 108/250
3/3 [==============================] - 0s 160ms/step - loss: 0.1998 - mape: 4431822.0000 - val_loss: 41.1987 - val_mape: 21918416.0000
Epoch 109/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1989 - mape: 4271655.0000 - val_loss: 0.2323 - val_mape: 20034488.0000
Epoch 110/250
3/3 [==============================] - 0s 159ms/step - loss: 0.2010 - mape: 4825224.0000 - val_loss: 789.9402 - val_mape: 83915792.0000
Epoch 111/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2691 - mape: 4307452.0000 - val_loss: 0.2304 - val_mape: 17990292.0000
Epoch 112/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2003 - mape: 4373564.5000 - val_loss: 0.2282 - val_mape: 18914336.0000
Epoch 113/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1979 - mape: 4614863.5000 - val_loss: 0.2418 - val_mape: 20233414.0000
Epoch 114/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2022 - mape: 4215668.5000 - val_loss: 0.2287 - val_mape: 19806208.0000
Epoch 115/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1961 - mape: 4477227.0000 - val_loss: 0.2283 - val_mape: 19139830.0000
Epoch 116/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1963 - mape: 4426597.5000 - val_loss: 0.2370 - val_mape: 19912144.0000
Epoch 117/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1950 - mape: 4166564.5000 - val_loss: 0.2284 - val_mape: 20678904.0000
Epoch 118/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1966 - mape: 4716720.5000 - val_loss: 0.4122 - val_mape: 22956936.0000
Epoch 119/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1990 - mape: 3885837.7500 - val_loss: 0.2299 - val_mape: 18711548.0000
Epoch 120/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1931 - mape: 4198316.5000 - val_loss: 0.2329 - val_mape: 19572058.0000
Epoch 121/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1925 - mape: 4120965.7500 - val_loss: 0.2245 - val_mape: 20031518.0000
Epoch 122/250
3/3 [==============================] - 0s 168ms/step - loss: 0.1966 - mape: 4579576.5000 - val_loss: 0.2282 - val_mape: 18787288.0000
Epoch 123/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1923 - mape: 4119311.5000 - val_loss: 0.2787 - val_mape: 20561464.0000
Epoch 124/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1941 - mape: 3887444.2500 - val_loss: 0.2354 - val_mape: 21616780.0000
Epoch 125/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1908 - mape: 4306554.0000 - val_loss: 0.2251 - val_mape: 19148740.0000
Epoch 126/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1911 - mape: 4193723.5000 - val_loss: 0.2298 - val_mape: 17578808.0000
Epoch 127/250
3/3 [==============================] - 0s 165ms/step - loss: 0.1904 - mape: 3935125.5000 - val_loss: 0.2244 - val_mape: 19100468.0000
Epoch 128/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1874 - mape: 4350373.5000 - val_loss: 0.3174 - val_mape: 24681646.0000
Epoch 129/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1875 - mape: 4013197.7500 - val_loss: 0.2268 - val_mape: 19113772.0000
Epoch 130/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1851 - mape: 3995734.7500 - val_loss: 0.2314 - val_mape: 18543682.0000
Epoch 131/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1856 - mape: 3764354.5000 - val_loss: 0.2253 - val_mape: 20068538.0000
Epoch 132/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1845 - mape: 4277000.0000 - val_loss: 0.2263 - val_mape: 19355456.0000
Epoch 133/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1836 - mape: 3846418.7500 - val_loss: 0.2292 - val_mape: 18585580.0000
Epoch 134/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1836 - mape: 3815631.5000 - val_loss: 0.2245 - val_mape: 19790540.0000
Epoch 135/250
3/3 [==============================] - 0s 177ms/step - loss: 0.1802 - mape: 3991422.5000 - val_loss: 0.2356 - val_mape: 18831336.0000
Epoch 136/250
3/3 [==============================] - 0s 161ms/step - loss: 0.1812 - mape: 3709385.2500 - val_loss: 0.2263 - val_mape: 19762614.0000
Epoch 137/250
3/3 [==============================] - 1s 183ms/step - loss: 0.1774 - mape: 3896222.5000 - val_loss: 0.2317 - val_mape: 18728990.0000
Epoch 138/250
3/3 [==============================] - 1s 181ms/step - loss: 0.1760 - mape: 3647454.5000 - val_loss: 0.2338 - val_mape: 19645282.0000
Epoch 139/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1875 - mape: 3713246.5000 - val_loss: 0.2391 - val_mape: 18896528.0000
Epoch 140/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1766 - mape: 3628629.0000 - val_loss: 0.2337 - val_mape: 19796698.0000
Epoch 141/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1758 - mape: 3769933.7500 - val_loss: 0.2425 - val_mape: 20000450.0000
Epoch 142/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1747 - mape: 3810112.0000 - val_loss: 0.2402 - val_mape: 20258708.0000
Epoch 143/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1741 - mape: 3683569.0000 - val_loss: 0.2457 - val_mape: 19143048.0000
Epoch 144/250
3/3 [==============================] - 0s 171ms/step - loss: 0.1731 - mape: 3641922.5000 - val_loss: 0.2413 - val_mape: 19650338.0000
Epoch 145/250
3/3 [==============================] - 0s 170ms/step - loss: 0.1735 - mape: 3619909.2500 - val_loss: 0.2487 - val_mape: 19076410.0000
Epoch 146/250
3/3 [==============================] - 0s 173ms/step - loss: 0.1700 - mape: 3516532.2500 - val_loss: 0.2428 - val_mape: 19858134.0000
Epoch 147/250
3/3 [==============================] - 0s 169ms/step - loss: 0.1714 - mape: 3558436.5000 - val_loss: 0.2472 - val_mape: 19194044.0000
Epoch 148/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1698 - mape: 3558452.7500 - val_loss: 0.2421 - val_mape: 19968588.0000
Epoch 149/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1699 - mape: 3537847.5000 - val_loss: 0.2496 - val_mape: 18921010.0000
Epoch 150/250
3/3 [==============================] - 0s 162ms/step - loss: 0.1675 - mape: 3467568.5000 - val_loss: 0.2440 - val_mape: 20031652.0000
Epoch 151/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1664 - mape: 3559714.5000 - val_loss: 0.2487 - val_mape: 18840426.0000
Epoch 152/250
3/3 [==============================] - 1s 171ms/step - loss: 0.1674 - mape: 3538947.7500 - val_loss: 0.2441 - val_mape: 19237918.0000
Epoch 153/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1639 - mape: 3452440.0000 - val_loss: 0.2438 - val_mape: 19580830.0000
Epoch 154/250
3/3 [==============================] - 0s 164ms/step - loss: 0.1630 - mape: 3512216.0000 - val_loss: 0.2477 - val_mape: 18785398.0000
Epoch 155/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1619 - mape: 3366042.5000 - val_loss: 0.2457 - val_mape: 18958504.0000
Epoch 156/250
3/3 [==============================] - 0s 159ms/step - loss: 0.1601 - mape: 3360765.5000 - val_loss: 0.2368 - val_mape: 20656658.0000
Epoch 157/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1634 - mape: 3780685.7500 - val_loss: 0.2474 - val_mape: 18172054.0000
Epoch 158/250
3/3 [==============================] - 0s 163ms/step - loss: 0.1592 - mape: 3230536.7500 - val_loss: 0.2373 - val_mape: 20569506.0000
Epoch 159/250
3/3 [==============================] - 1s 187ms/step - loss: 0.1631 - mape: 3800028.2500 - val_loss: 0.2512 - val_mape: 17196180.0000
Epoch 160/250
3/3 [==============================] - 1s 164ms/step - loss: 0.1626 - mape: 3086481.0000 - val_loss: 0.2382 - val_mape: 20131234.0000
Epoch 161/250
3/3 [==============================] - 0s 167ms/step - loss: 0.1589 - mape: 3688939.7500 - val_loss: 0.2473 - val_mape: 17696134.0000
Epoch 162/250
3/3 [==============================] - 0s 166ms/step - loss: 0.1582 - mape: 3362519.5000 - val_loss: 0.2433 - val_mape: 20833164.0000
Epoch 163/250
3/3 [==============================] - 1s 171ms/step - loss: 0.1625 - mape: 3806833.0000 - val_loss: 0.2542 - val_mape: 17461952.0000
Epoch 164/250
3/3 [==============================] - 1s 170ms/step - loss: 0.1571 - mape: 2983091.7500 - val_loss: 0.2409 - val_mape: 20619968.0000
Epoch 165/250
3/3 [==============================] - 1s 171ms/step - loss: 0.1598 - mape: 3655553.2500 - val_loss: 0.2449 - val_mape: 18385592.0000
Epoch 166/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1592 - mape: 3211167.2500 - val_loss: 0.2441 - val_mape: 18338904.0000
Epoch 167/250
3/3 [==============================] - 1s 180ms/step - loss: 0.1606 - mape: 3495158.7500 - val_loss: 0.2439 - val_mape: 18872190.0000
Epoch 168/250
3/3 [==============================] - 1s 189ms/step - loss: 0.1528 - mape: 3278726.7500 - val_loss: 0.2471 - val_mape: 17994936.0000
Epoch 169/250
3/3 [==============================] - 1s 173ms/step - loss: 0.1518 - mape: 3146876.7500 - val_loss: 0.2461 - val_mape: 20316678.0000
Epoch 170/250
3/3 [==============================] - 1s 174ms/step - loss: 0.1594 - mape: 3524391.7500 - val_loss: 0.2452 - val_mape: 19866664.0000
Epoch 171/250
3/3 [==============================] - 1s 172ms/step - loss: 0.1575 - mape: 3466155.7500 - val_loss: 0.2443 - val_mape: 18033674.0000
Epoch 172/250
3/3 [==============================] - 1s 182ms/step - loss: 0.1546 - mape: 3166277.7500 - val_loss: 0.2459 - val_mape: 19212822.0000
Epoch 173/250
3/3 [==============================] - 1s 175ms/step - loss: 0.1594 - mape: 3539251.0000 - val_loss: 0.2494 - val_mape: 18754264.0000
Epoch 174/250
3/3 [==============================] - 0s 172ms/step - loss: 0.1610 - mape: 3446627.2500 - val_loss: 0.2400 - val_mape: 18540314.0000
Epoch 174: early stopping
1/1 [==============================] - 0s 301ms/step
Epoch 1/250
3/3 [==============================] - 5s 371ms/step - loss: 0.3843 - mape: 483261.5625 - val_loss: 0.3546 - val_mape: 3495654.5000
Epoch 2/250
3/3 [==============================] - 1s 182ms/step - loss: 0.3372 - mape: 1401353.6250 - val_loss: 0.3144 - val_mape: 6271895.5000
Epoch 3/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2996 - mape: 2551446.2500 - val_loss: 0.2763 - val_mape: 9829659.0000
Epoch 4/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2697 - mape: 4105887.2500 - val_loss: 0.2514 - val_mape: 14314061.0000
Epoch 5/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2600 - mape: 6088102.0000 - val_loss: 0.2473 - val_mape: 17768770.0000
Epoch 6/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2520 - mape: 6893229.5000 - val_loss: 0.2457 - val_mape: 17274512.0000
Epoch 7/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2455 - mape: 6441105.0000 - val_loss: 0.2445 - val_mape: 16081363.0000
Epoch 8/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2436 - mape: 5923549.0000 - val_loss: 0.2436 - val_mape: 15368526.0000
Epoch 9/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2421 - mape: 5670428.0000 - val_loss: 0.2417 - val_mape: 15274720.0000
Epoch 10/250
3/3 [==============================] - 0s 177ms/step - loss: 0.2395 - mape: 5693282.0000 - val_loss: 0.2381 - val_mape: 15697572.0000
Epoch 11/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2377 - mape: 5899283.5000 - val_loss: 0.2360 - val_mape: 16050948.0000
Epoch 12/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2363 - mape: 5901411.5000 - val_loss: 0.2368 - val_mape: 15968723.0000
Epoch 13/250
3/3 [==============================] - 1s 187ms/step - loss: 0.2352 - mape: 5679158.5000 - val_loss: 0.2376 - val_mape: 16105809.0000
Epoch 14/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2347 - mape: 5605338.5000 - val_loss: 0.2365 - val_mape: 17026450.0000
Epoch 15/250
3/3 [==============================] - 1s 185ms/step - loss: 0.2329 - mape: 5822173.0000 - val_loss: 0.2365 - val_mape: 18421050.0000
Epoch 16/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2315 - mape: 6103467.0000 - val_loss: 0.2381 - val_mape: 19286990.0000
Epoch 17/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2298 - mape: 6078465.5000 - val_loss: 0.2388 - val_mape: 19359142.0000
Epoch 18/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2292 - mape: 5894395.0000 - val_loss: 0.2393 - val_mape: 19366182.0000
Epoch 19/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2281 - mape: 5816596.5000 - val_loss: 0.2392 - val_mape: 19133854.0000
Epoch 20/250
3/3 [==============================] - 0s 179ms/step - loss: 0.2270 - mape: 5768147.5000 - val_loss: 0.2397 - val_mape: 18319552.0000
Epoch 21/250
3/3 [==============================] - 1s 178ms/step - loss: 0.2261 - mape: 5580577.5000 - val_loss: 0.2411 - val_mape: 17716716.0000
Epoch 22/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2256 - mape: 5398438.0000 - val_loss: 0.2420 - val_mape: 18011220.0000
Epoch 23/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2247 - mape: 5393806.0000 - val_loss: 0.2422 - val_mape: 18709352.0000
Epoch 24/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2239 - mape: 5421665.0000 - val_loss: 0.2424 - val_mape: 18287056.0000
Epoch 25/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2228 - mape: 5293108.0000 - val_loss: 0.2426 - val_mape: 17979526.0000
Epoch 26/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2218 - mape: 5267654.5000 - val_loss: 0.2431 - val_mape: 18103772.0000
Epoch 27/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2208 - mape: 5258098.0000 - val_loss: 0.2436 - val_mape: 18303220.0000
Epoch 28/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2197 - mape: 5209490.0000 - val_loss: 0.2437 - val_mape: 18386038.0000
Epoch 29/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2186 - mape: 5175228.5000 - val_loss: 0.2445 - val_mape: 17820044.0000
Epoch 30/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2176 - mape: 5068500.5000 - val_loss: 0.2446 - val_mape: 18297986.0000
Epoch 31/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2165 - mape: 4973695.5000 - val_loss: 0.2445 - val_mape: 18614136.0000
Epoch 32/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2152 - mape: 4979717.0000 - val_loss: 0.2455 - val_mape: 18270996.0000
Epoch 33/250
3/3 [==============================] - 0s 163ms/step - loss: 0.2140 - mape: 4884796.0000 - val_loss: 0.2455 - val_mape: 18855144.0000
Epoch 34/250
3/3 [==============================] - 0s 178ms/step - loss: 0.2127 - mape: 4842767.5000 - val_loss: 0.2448 - val_mape: 19351444.0000
Epoch 35/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2114 - mape: 4925233.5000 - val_loss: 0.2461 - val_mape: 18290418.0000
Epoch 36/250
3/3 [==============================] - 0s 165ms/step - loss: 0.2108 - mape: 4780494.5000 - val_loss: 0.2447 - val_mape: 20109378.0000
Epoch 37/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2095 - mape: 4741390.0000 - val_loss: 0.2439 - val_mape: 20253998.0000
Epoch 38/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2085 - mape: 4981881.5000 - val_loss: 0.2512 - val_mape: 18374068.0000
Epoch 39/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2110 - mape: 4415882.0000 - val_loss: 0.2519 - val_mape: 22306048.0000
Epoch 40/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2078 - mape: 5057379.5000 - val_loss: 0.2512 - val_mape: 17533506.0000
Epoch 41/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2098 - mape: 4178891.0000 - val_loss: 0.2400 - val_mape: 18848270.0000
Epoch 42/250
3/3 [==============================] - 1s 177ms/step - loss: 0.2111 - mape: 5184585.5000 - val_loss: 0.2461 - val_mape: 18415950.0000
Epoch 43/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2130 - mape: 4146288.5000 - val_loss: 0.2517 - val_mape: 20193974.0000
Epoch 44/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2074 - mape: 4943184.0000 - val_loss: 0.2671 - val_mape: 24779684.0000
Epoch 45/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2089 - mape: 5319248.5000 - val_loss: 0.2601 - val_mape: 17780678.0000
Epoch 45: early stopping
1/1 [==============================] - 0s 325ms/step
Epoch 1/250
3/3 [==============================] - 3s 366ms/step - loss: 0.3670 - mape: 723316.3750 - val_loss: 0.3324 - val_mape: 5469609.5000
Epoch 2/250
3/3 [==============================] - 1s 186ms/step - loss: 0.3012 - mape: 2644112.2500 - val_loss: 0.2586 - val_mape: 12868536.0000
Epoch 3/250
3/3 [==============================] - 1s 197ms/step - loss: 0.2767 - mape: 6501093.0000 - val_loss: 0.2496 - val_mape: 20840370.0000
Epoch 4/250
3/3 [==============================] - 1s 186ms/step - loss: 0.2502 - mape: 7659023.5000 - val_loss: 0.2488 - val_mape: 15005660.0000
Epoch 5/250
3/3 [==============================] - 1s 182ms/step - loss: 0.2498 - mape: 5488135.5000 - val_loss: 0.2576 - val_mape: 12783247.0000
Epoch 6/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2545 - mape: 4748854.5000 - val_loss: 0.2556 - val_mape: 12767263.0000
Epoch 7/250
3/3 [==============================] - 1s 179ms/step - loss: 0.2517 - mape: 4814821.5000 - val_loss: 0.2440 - val_mape: 14499899.0000
Epoch 8/250
3/3 [==============================] - 0s 176ms/step - loss: 0.2430 - mape: 5558657.5000 - val_loss: 0.2343 - val_mape: 18290120.0000
Epoch 9/250
3/3 [==============================] - 1s 176ms/step - loss: 0.2398 - mape: 6780521.5000 - val_loss: 0.2349 - val_mape: 18515682.0000
Epoch 10/250
3/3 [==============================] - 1s 170ms/step - loss: 0.2359 - mape: 6348595.0000 - val_loss: 0.2372 - val_mape: 16534176.0000
Epoch 11/250
3/3 [==============================] - 0s 169ms/step - loss: 0.2385 - mape: 5667454.5000 - val_loss: 0.2377 - val_mape: 16751814.0000
Epoch 12/250
3/3 [==============================] - 0s 171ms/step - loss: 0.2373 - mape: 5702552.5000 - val_loss: 0.2368 - val_mape: 18920720.0000
Epoch 13/250
3/3 [==============================] - 1s 175ms/step - loss: 0.2338 - mape: 6253911.5000 - val_loss: 0.2461 - val_mape: 21327432.0000
Epoch 14/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2349 - mape: 6622082.5000 - val_loss: 0.2368 - val_mape: 17481446.0000
Epoch 15/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2326 - mape: 5821729.0000 - val_loss: 0.2390 - val_mape: 16239414.0000
Epoch 16/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2326 - mape: 5672988.5000 - val_loss: 0.2380 - val_mape: 16758652.0000
Epoch 17/250
3/3 [==============================] - 1s 181ms/step - loss: 0.2313 - mape: 5913557.0000 - val_loss: 0.2384 - val_mape: 17192808.0000
Epoch 18/250
3/3 [==============================] - 0s 166ms/step - loss: 0.2296 - mape: 5862717.5000 - val_loss: 0.2406 - val_mape: 17391452.0000
Epoch 19/250
3/3 [==============================] - 0s 174ms/step - loss: 0.2291 - mape: 5732786.5000 - val_loss: 0.2405 - val_mape: 18337148.0000
Epoch 20/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2280 - mape: 5867049.5000 - val_loss: 0.2402 - val_mape: 18572072.0000
Epoch 21/250
3/3 [==============================] - 0s 167ms/step - loss: 0.2270 - mape: 5860936.0000 - val_loss: 0.2422 - val_mape: 17574806.0000
Epoch 22/250
3/3 [==============================] - 0s 175ms/step - loss: 0.2260 - mape: 5649400.5000 - val_loss: 0.2434 - val_mape: 17220930.0000
Epoch 23/250
3/3 [==============================] - 1s 188ms/step - loss: 0.2249 - mape: 5592397.0000 - val_loss: 0.2448 - val_mape: 17205566.0000
Epoch 24/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2238 - mape: 5501213.0000 - val_loss: 0.2480 - val_mape: 17484778.0000
Epoch 25/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2226 - mape: 5489870.0000 - val_loss: 0.2504 - val_mape: 18105986.0000
Epoch 26/250
3/3 [==============================] - 1s 172ms/step - loss: 0.2211 - mape: 5444102.0000 - val_loss: 0.2569 - val_mape: 17380298.0000
Epoch 27/250
3/3 [==============================] - 0s 168ms/step - loss: 0.2197 - mape: 5320090.0000 - val_loss: 0.2553 - val_mape: 18883600.0000
Epoch 28/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2180 - mape: 5231914.5000 - val_loss: 0.2607 - val_mape: 17476764.0000
Epoch 29/250
3/3 [==============================] - 0s 170ms/step - loss: 0.2158 - mape: 5069135.5000 - val_loss: 0.2608 - val_mape: 18599776.0000
Epoch 30/250
3/3 [==============================] - 0s 173ms/step - loss: 0.2145 - mape: 4650047.0000 - val_loss: 0.2599 - val_mape: 17215794.0000
Epoch 31/250
3/3 [==============================] - 1s 180ms/step - loss: 0.2200 - mape: 4984675.0000 - val_loss: 0.2794 - val_mape: 16734214.0000
Epoch 32/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2241 - mape: 3798212.0000 - val_loss: 2147179.5000 - val_mape: 122001079402496.0000
Epoch 33/250
3/3 [==============================] - 0s 168ms/step - loss: 1588898.6250 - mape: 7704660672512.0000 - val_loss: 0.2614 - val_mape: 20898450.0000
Epoch 34/250
3/3 [==============================] - 0s 175ms/step - loss: 0.5356 - mape: 6034974.0000 - val_loss: 0.2656 - val_mape: 15311366.0000
Epoch 35/250
3/3 [==============================] - 0s 172ms/step - loss: 0.2237 - mape: 5515616.5000 - val_loss: 0.2699 - val_mape: 13817539.0000
Epoch 35: early stopping
1/1 [==============================] - 0s 324ms/step
Epoch 1/250
2/2 [==============================] - 3s 567ms/step - loss: 0.4313 - mape: 379959.4375 - val_loss: 0.4368 - val_mape: 739940.3125
Epoch 2/250
2/2 [==============================] - 0s 221ms/step - loss: 0.4215 - mape: 242195.2188 - val_loss: 0.4266 - val_mape: 390671.8125
Epoch 3/250
2/2 [==============================] - 0s 238ms/step - loss: 0.4111 - mape: 110281.6719 - val_loss: 0.4159 - val_mape: 317876.1562
Epoch 4/250
2/2 [==============================] - 0s 225ms/step - loss: 0.4013 - mape: 103110.5938 - val_loss: 0.4058 - val_mape: 818089.1250
Epoch 5/250
2/2 [==============================] - 0s 237ms/step - loss: 0.3924 - mape: 253070.7812 - val_loss: 0.3965 - val_mape: 1312706.5000
Epoch 6/250
2/2 [==============================] - 0s 231ms/step - loss: 0.3840 - mape: 414127.6562 - val_loss: 0.3877 - val_mape: 1799176.6250
Epoch 7/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3761 - mape: 573344.6250 - val_loss: 0.3793 - val_mape: 2298193.0000
Epoch 8/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3684 - mape: 735538.5625 - val_loss: 0.3712 - val_mape: 2815340.5000
Epoch 9/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3609 - mape: 899601.8125 - val_loss: 0.3635 - val_mape: 3289287.7500
Epoch 10/250
2/2 [==============================] - 0s 213ms/step - loss: 0.3536 - mape: 1066973.7500 - val_loss: 0.3559 - val_mape: 3767364.7500
Epoch 11/250
2/2 [==============================] - 0s 208ms/step - loss: 0.3464 - mape: 1240297.7500 - val_loss: 0.3483 - val_mape: 4262939.5000
Epoch 12/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3394 - mape: 1418182.5000 - val_loss: 0.3405 - val_mape: 4776246.5000
Epoch 13/250
2/2 [==============================] - 0s 220ms/step - loss: 0.3324 - mape: 1600392.6250 - val_loss: 0.3327 - val_mape: 5309081.5000
Epoch 14/250
2/2 [==============================] - 0s 228ms/step - loss: 0.3256 - mape: 1788012.1250 - val_loss: 0.3250 - val_mape: 5860185.0000
Epoch 15/250
2/2 [==============================] - 0s 238ms/step - loss: 0.3189 - mape: 1981811.6250 - val_loss: 0.3175 - val_mape: 6431398.0000
Epoch 16/250
2/2 [==============================] - 0s 225ms/step - loss: 0.3123 - mape: 2182198.5000 - val_loss: 0.3102 - val_mape: 7022089.0000
Epoch 17/250
2/2 [==============================] - 0s 207ms/step - loss: 0.3058 - mape: 2390394.2500 - val_loss: 0.3030 - val_mape: 7632555.5000
Epoch 18/250
2/2 [==============================] - 0s 218ms/step - loss: 0.2996 - mape: 2607770.7500 - val_loss: 0.2959 - val_mape: 8261574.0000
Epoch 19/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2935 - mape: 2834493.2500 - val_loss: 0.2891 - val_mape: 8913796.0000
Epoch 20/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2876 - mape: 3071427.2500 - val_loss: 0.2827 - val_mape: 9592341.0000
Epoch 21/250
2/2 [==============================] - 0s 215ms/step - loss: 0.2819 - mape: 3319448.0000 - val_loss: 0.2764 - val_mape: 10295305.0000
Epoch 22/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2764 - mape: 3578098.7500 - val_loss: 0.2705 - val_mape: 11019213.0000
Epoch 23/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2714 - mape: 3846356.2500 - val_loss: 0.2651 - val_mape: 11762248.0000
Epoch 24/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2667 - mape: 4126490.7500 - val_loss: 0.2603 - val_mape: 12526275.0000
Epoch 25/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2624 - mape: 4417808.0000 - val_loss: 0.2560 - val_mape: 13305590.0000
Epoch 26/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2586 - mape: 4720678.5000 - val_loss: 0.2524 - val_mape: 14100945.0000
Epoch 27/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2551 - mape: 5032820.5000 - val_loss: 0.2496 - val_mape: 14906737.0000
Epoch 28/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2521 - mape: 5351024.0000 - val_loss: 0.2474 - val_mape: 15706266.0000
Epoch 29/250
2/2 [==============================] - 0s 217ms/step - loss: 0.2495 - mape: 5670922.5000 - val_loss: 0.2458 - val_mape: 16475276.0000
Epoch 30/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2474 - mape: 5980881.0000 - val_loss: 0.2447 - val_mape: 17180424.0000
Epoch 31/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2458 - mape: 6269074.5000 - val_loss: 0.2440 - val_mape: 17790758.0000
Epoch 32/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2445 - mape: 6521666.5000 - val_loss: 0.2434 - val_mape: 18266832.0000
Epoch 33/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2435 - mape: 6723236.5000 - val_loss: 0.2428 - val_mape: 18571104.0000
Epoch 34/250
2/2 [==============================] - 0s 220ms/step - loss: 0.2427 - mape: 6852889.0000 - val_loss: 0.2420 - val_mape: 18684946.0000
Epoch 35/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2419 - mape: 6900195.5000 - val_loss: 0.2410 - val_mape: 18620556.0000
Epoch 36/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2411 - mape: 6868583.0000 - val_loss: 0.2399 - val_mape: 18417612.0000
Epoch 37/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2404 - mape: 6777213.5000 - val_loss: 0.2387 - val_mape: 18134530.0000
Epoch 38/250
2/2 [==============================] - 0s 213ms/step - loss: 0.2397 - mape: 6652806.0000 - val_loss: 0.2376 - val_mape: 17823628.0000
Epoch 39/250
2/2 [==============================] - 0s 222ms/step - loss: 0.2392 - mape: 6518791.5000 - val_loss: 0.2367 - val_mape: 17522608.0000
Epoch 40/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2388 - mape: 6391173.5000 - val_loss: 0.2358 - val_mape: 17264582.0000
Epoch 41/250
2/2 [==============================] - 0s 255ms/step - loss: 0.2385 - mape: 6283972.0000 - val_loss: 0.2351 - val_mape: 17064454.0000
Epoch 42/250
2/2 [==============================] - 0s 236ms/step - loss: 0.2382 - mape: 6202597.5000 - val_loss: 0.2345 - val_mape: 16925522.0000
Epoch 43/250
2/2 [==============================] - 0s 227ms/step - loss: 0.2379 - mape: 6147396.0000 - val_loss: 0.2339 - val_mape: 16837970.0000
Epoch 44/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2376 - mape: 6113882.0000 - val_loss: 0.2335 - val_mape: 16788762.0000
Epoch 45/250
2/2 [==============================] - 0s 237ms/step - loss: 0.2374 - mape: 6094686.0000 - val_loss: 0.2332 - val_mape: 16760699.0000
Epoch 46/250
2/2 [==============================] - 0s 232ms/step - loss: 0.2371 - mape: 6081277.5000 - val_loss: 0.2329 - val_mape: 16740621.0000
Epoch 47/250
2/2 [==============================] - 0s 229ms/step - loss: 0.2370 - mape: 6065678.5000 - val_loss: 0.2327 - val_mape: 16704964.0000
Epoch 48/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2368 - mape: 6035937.0000 - val_loss: 0.2326 - val_mape: 16659048.0000
Epoch 49/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2367 - mape: 5996252.0000 - val_loss: 0.2324 - val_mape: 16610903.0000
Epoch 50/250
2/2 [==============================] - 0s 265ms/step - loss: 0.2365 - mape: 5957391.5000 - val_loss: 0.2324 - val_mape: 16598092.0000
Epoch 51/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2364 - mape: 5931726.0000 - val_loss: 0.2323 - val_mape: 16637516.0000
Epoch 52/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2362 - mape: 5926123.5000 - val_loss: 0.2324 - val_mape: 16724616.0000
Epoch 53/250
2/2 [==============================] - 0s 231ms/step - loss: 0.2359 - mape: 5938450.5000 - val_loss: 0.2324 - val_mape: 16837720.0000
Epoch 54/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2357 - mape: 5962622.5000 - val_loss: 0.2326 - val_mape: 16957366.0000
Epoch 55/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2354 - mape: 5991041.5000 - val_loss: 0.2327 - val_mape: 17069272.0000
Epoch 56/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2352 - mape: 6012885.5000 - val_loss: 0.2328 - val_mape: 17161724.0000
Epoch 57/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2350 - mape: 6022439.5000 - val_loss: 0.2329 - val_mape: 17239032.0000
Epoch 58/250
2/2 [==============================] - 0s 195ms/step - loss: 0.2347 - mape: 6022247.5000 - val_loss: 0.2330 - val_mape: 17310856.0000
Epoch 59/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2345 - mape: 6017910.5000 - val_loss: 0.2332 - val_mape: 17387886.0000
Epoch 60/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2343 - mape: 6014961.5000 - val_loss: 0.2333 - val_mape: 17476274.0000
Epoch 61/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2340 - mape: 6016126.0000 - val_loss: 0.2335 - val_mape: 17578010.0000
Epoch 62/250
2/2 [==============================] - 0s 185ms/step - loss: 0.2338 - mape: 6022341.5000 - val_loss: 0.2338 - val_mape: 17691090.0000
Epoch 63/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2335 - mape: 6032777.0000 - val_loss: 0.2340 - val_mape: 17814144.0000
Epoch 64/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2333 - mape: 6046644.0000 - val_loss: 0.2343 - val_mape: 17942608.0000
Epoch 65/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2330 - mape: 6061231.0000 - val_loss: 0.2346 - val_mape: 18067860.0000
Epoch 66/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2328 - mape: 6070977.0000 - val_loss: 0.2349 - val_mape: 18177582.0000
Epoch 67/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2325 - mape: 6071840.0000 - val_loss: 0.2352 - val_mape: 18275400.0000
Epoch 68/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2322 - mape: 6066079.5000 - val_loss: 0.2354 - val_mape: 18368542.0000
Epoch 69/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2320 - mape: 6057149.0000 - val_loss: 0.2357 - val_mape: 18459338.0000
Epoch 70/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2317 - mape: 6049643.0000 - val_loss: 0.2359 - val_mape: 18554952.0000
Epoch 71/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2314 - mape: 6047044.0000 - val_loss: 0.2362 - val_mape: 18660756.0000
Epoch 72/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2312 - mape: 6047753.5000 - val_loss: 0.2365 - val_mape: 18776634.0000
Epoch 73/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2309 - mape: 6049166.0000 - val_loss: 0.2369 - val_mape: 18896744.0000
Epoch 74/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2306 - mape: 6048498.0000 - val_loss: 0.2372 - val_mape: 19015288.0000
Epoch 75/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2303 - mape: 6044395.5000 - val_loss: 0.2375 - val_mape: 19124254.0000
Epoch 76/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2301 - mape: 6037398.5000 - val_loss: 0.2378 - val_mape: 19225708.0000
Epoch 77/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2298 - mape: 6029511.0000 - val_loss: 0.2380 - val_mape: 19318632.0000
Epoch 78/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2295 - mape: 6019416.5000 - val_loss: 0.2382 - val_mape: 19404596.0000
Epoch 79/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2292 - mape: 6007732.5000 - val_loss: 0.2385 - val_mape: 19491028.0000
Epoch 80/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2290 - mape: 5995728.0000 - val_loss: 0.2387 - val_mape: 19579080.0000
Epoch 81/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2287 - mape: 5983138.0000 - val_loss: 0.2388 - val_mape: 19648846.0000
Epoch 82/250
2/2 [==============================] - 0s 183ms/step - loss: 0.2284 - mape: 5965887.0000 - val_loss: 0.2389 - val_mape: 19715712.0000
Epoch 83/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2282 - mape: 5948688.0000 - val_loss: 0.2390 - val_mape: 19787566.0000
Epoch 84/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2279 - mape: 5933568.0000 - val_loss: 0.2390 - val_mape: 19832524.0000
Epoch 85/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2276 - mape: 5913382.0000 - val_loss: 0.2389 - val_mape: 19854910.0000
Epoch 86/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2274 - mape: 5889882.5000 - val_loss: 0.2387 - val_mape: 19852946.0000
Epoch 87/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2271 - mape: 5862718.0000 - val_loss: 0.2385 - val_mape: 19827280.0000
Epoch 88/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2269 - mape: 5833701.5000 - val_loss: 0.2382 - val_mape: 19794680.0000
Epoch 89/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2266 - mape: 5807257.5000 - val_loss: 0.2379 - val_mape: 19747058.0000
Epoch 90/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2264 - mape: 5779399.5000 - val_loss: 0.2376 - val_mape: 19681702.0000
Epoch 91/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2261 - mape: 5747560.5000 - val_loss: 0.2374 - val_mape: 19620648.0000
Epoch 92/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2259 - mape: 5717432.5000 - val_loss: 0.2372 - val_mape: 19579912.0000
Epoch 93/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2256 - mape: 5693933.5000 - val_loss: 0.2370 - val_mape: 19557922.0000
Epoch 94/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2253 - mape: 5675543.0000 - val_loss: 0.2369 - val_mape: 19544912.0000
Epoch 95/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2251 - mape: 5659890.5000 - val_loss: 0.2368 - val_mape: 19523560.0000
Epoch 96/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2248 - mape: 5640948.5000 - val_loss: 0.2368 - val_mape: 19487924.0000
Epoch 97/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2244 - mape: 5618306.0000 - val_loss: 0.2368 - val_mape: 19457286.0000
Epoch 98/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2240 - mape: 5598072.0000 - val_loss: 0.2368 - val_mape: 19436548.0000
Epoch 99/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2237 - mape: 5582592.0000 - val_loss: 0.2369 - val_mape: 19456350.0000
Epoch 100/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2233 - mape: 5569541.0000 - val_loss: 0.2371 - val_mape: 19502498.0000
Epoch 101/250
2/2 [==============================] - 0s 184ms/step - loss: 0.2230 - mape: 5550192.5000 - val_loss: 0.2372 - val_mape: 19540238.0000
Epoch 102/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2226 - mape: 5521712.5000 - val_loss: 0.2374 - val_mape: 19531324.0000
Epoch 103/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2223 - mape: 5484189.0000 - val_loss: 0.2375 - val_mape: 19464378.0000
Epoch 104/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2219 - mape: 5446412.0000 - val_loss: 0.2376 - val_mape: 19388664.0000
Epoch 105/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2216 - mape: 5416177.5000 - val_loss: 0.2378 - val_mape: 19324826.0000
Epoch 106/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2212 - mape: 5384922.0000 - val_loss: 0.2381 - val_mape: 19295844.0000
Epoch 107/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2209 - mape: 5354717.0000 - val_loss: 0.2384 - val_mape: 19296498.0000
Epoch 108/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2205 - mape: 5325291.0000 - val_loss: 0.2387 - val_mape: 19339418.0000
Epoch 109/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2201 - mape: 5305471.0000 - val_loss: 0.2390 - val_mape: 19402366.0000
Epoch 110/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2197 - mape: 5285422.0000 - val_loss: 0.2393 - val_mape: 19443028.0000
Epoch 111/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2192 - mape: 5254821.5000 - val_loss: 0.2396 - val_mape: 19474146.0000
Epoch 112/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2188 - mape: 5225731.5000 - val_loss: 0.2399 - val_mape: 19555536.0000
Epoch 113/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2183 - mape: 5213869.0000 - val_loss: 0.2403 - val_mape: 19605900.0000
Epoch 114/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2178 - mape: 5188743.5000 - val_loss: 0.2407 - val_mape: 19645942.0000
Epoch 115/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2172 - mape: 5161086.5000 - val_loss: 0.2414 - val_mape: 19718874.0000
Epoch 116/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2165 - mape: 5142074.5000 - val_loss: 0.2423 - val_mape: 19787560.0000
Epoch 117/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2158 - mape: 5105631.5000 - val_loss: 0.2435 - val_mape: 19939782.0000
Epoch 118/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2151 - mape: 5077172.0000 - val_loss: 0.2447 - val_mape: 20154444.0000
Epoch 119/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2144 - mape: 5044666.5000 - val_loss: 0.2459 - val_mape: 20271440.0000
Epoch 120/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2138 - mape: 4998416.5000 - val_loss: 0.2469 - val_mape: 20252158.0000
Epoch 121/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2133 - mape: 4957876.5000 - val_loss: 0.2470 - val_mape: 20099244.0000
Epoch 122/250
2/2 [==============================] - 0s 187ms/step - loss: 0.2127 - mape: 4891209.0000 - val_loss: 0.2466 - val_mape: 19953772.0000
Epoch 123/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2121 - mape: 4850830.0000 - val_loss: 0.2462 - val_mape: 19914586.0000
Epoch 124/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2115 - mape: 4825448.5000 - val_loss: 0.2461 - val_mape: 19951980.0000
Epoch 125/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2109 - mape: 4794604.5000 - val_loss: 0.2467 - val_mape: 20097254.0000
Epoch 126/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2102 - mape: 4786698.5000 - val_loss: 0.2474 - val_mape: 20166884.0000
Epoch 127/250
2/2 [==============================] - 0s 191ms/step - loss: 0.2096 - mape: 4739859.5000 - val_loss: 0.2482 - val_mape: 20163728.0000
Epoch 128/250
2/2 [==============================] - 0s 186ms/step - loss: 0.2089 - mape: 4682331.0000 - val_loss: 0.2487 - val_mape: 20195144.0000
Epoch 129/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2083 - mape: 4633801.5000 - val_loss: 0.2487 - val_mape: 20034658.0000
Epoch 130/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2076 - mape: 4549780.5000 - val_loss: 0.2484 - val_mape: 19924072.0000
Epoch 131/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2070 - mape: 4523118.0000 - val_loss: 0.2476 - val_mape: 19878888.0000
Epoch 132/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2064 - mape: 4511845.0000 - val_loss: 0.2465 - val_mape: 19829584.0000
Epoch 133/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2058 - mape: 4488761.5000 - val_loss: 0.2457 - val_mape: 20094460.0000
Epoch 134/250
2/2 [==============================] - 0s 219ms/step - loss: 0.2052 - mape: 4533599.0000 - val_loss: 0.2458 - val_mape: 20178934.0000
Epoch 135/250
2/2 [==============================] - 0s 224ms/step - loss: 0.2047 - mape: 4492076.5000 - val_loss: 0.2466 - val_mape: 20173698.0000
Epoch 136/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2041 - mape: 4466872.5000 - val_loss: 0.2469 - val_mape: 20257000.0000
Epoch 137/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2036 - mape: 4459794.5000 - val_loss: 0.2476 - val_mape: 19911248.0000
Epoch 138/250
2/2 [==============================] - 0s 206ms/step - loss: 0.2030 - mape: 4451114.0000 - val_loss: 0.2484 - val_mape: 20010798.0000
Epoch 139/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2025 - mape: 4394150.5000 - val_loss: 0.2494 - val_mape: 20369976.0000
Epoch 140/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2019 - mape: 4393637.5000 - val_loss: 0.2510 - val_mape: 20166542.0000
Epoch 141/250
2/2 [==============================] - 0s 188ms/step - loss: 0.2013 - mape: 4351691.5000 - val_loss: 0.2498 - val_mape: 19475730.0000
Epoch 142/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2009 - mape: 4320407.5000 - val_loss: 0.2489 - val_mape: 20294356.0000
Epoch 143/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2003 - mape: 4347290.5000 - val_loss: 0.2559 - val_mape: 19454504.0000
Epoch 144/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2000 - mape: 4088949.0000 - val_loss: 0.2473 - val_mape: 20477980.0000
Epoch 145/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1998 - mape: 4475594.5000 - val_loss: 0.2511 - val_mape: 19001882.0000
Epoch 146/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1993 - mape: 4291205.5000 - val_loss: 0.2563 - val_mape: 19675618.0000
Epoch 147/250
2/2 [==============================] - 0s 203ms/step - loss: 0.1981 - mape: 4274733.5000 - val_loss: 0.2555 - val_mape: 19847114.0000
Epoch 148/250
2/2 [==============================] - 0s 209ms/step - loss: 0.1975 - mape: 4205727.0000 - val_loss: 0.2574 - val_mape: 19851274.0000
Epoch 149/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1969 - mape: 4243758.0000 - val_loss: 0.2623 - val_mape: 18975244.0000
Epoch 150/250
2/2 [==============================] - 0s 186ms/step - loss: 0.1965 - mape: 4100659.5000 - val_loss: 0.2575 - val_mape: 19373086.0000
Epoch 151/250
2/2 [==============================] - 0s 187ms/step - loss: 0.1958 - mape: 4180641.2500 - val_loss: 0.2653 - val_mape: 19758946.0000
Epoch 152/250
2/2 [==============================] - 0s 194ms/step - loss: 0.1950 - mape: 4113846.2500 - val_loss: 0.2761 - val_mape: 19528792.0000
Epoch 153/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1946 - mape: 3932578.7500 - val_loss: 0.2570 - val_mape: 20039990.0000
Epoch 154/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1948 - mape: 4310640.5000 - val_loss: 0.2766 - val_mape: 18784172.0000
Epoch 155/250
2/2 [==============================] - 0s 210ms/step - loss: 0.1942 - mape: 4004051.5000 - val_loss: 0.2871 - val_mape: 21018942.0000
Epoch 156/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1926 - mape: 4058682.2500 - val_loss: 0.2784 - val_mape: 20206774.0000
Epoch 157/250
2/2 [==============================] - 0s 189ms/step - loss: 0.1915 - mape: 4022477.7500 - val_loss: 0.5451 - val_mape: 50692240.0000
Epoch 158/250
2/2 [==============================] - 0s 191ms/step - loss: 0.1916 - mape: 3992370.7500 - val_loss: 0.2684 - val_mape: 19187544.0000
Epoch 159/250
2/2 [==============================] - 0s 181ms/step - loss: 0.1912 - mape: 4103057.0000 - val_loss: 0.2822 - val_mape: 20146784.0000
Epoch 160/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1896 - mape: 4095173.7500 - val_loss: 1.2220 - val_mape: 207212608.0000
Epoch 161/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1891 - mape: 3793600.7500 - val_loss: 0.2743 - val_mape: 21345996.0000
Epoch 162/250
2/2 [==============================] - 0s 193ms/step - loss: 0.1898 - mape: 4200357.5000 - val_loss: 6.3489 - val_mape: 1492702336.0000
Epoch 163/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1947 - mape: 3582401.2500 - val_loss: 0.2649 - val_mape: 19151890.0000
Epoch 164/250
2/2 [==============================] - 0s 192ms/step - loss: 0.1887 - mape: 4225683.5000 - val_loss: 0.2570 - val_mape: 19185608.0000
Epoch 165/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1892 - mape: 4298914.5000 - val_loss: 0.2947 - val_mape: 20900904.0000
Epoch 166/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1888 - mape: 3828728.7500 - val_loss: 0.2813 - val_mape: 20586000.0000
Epoch 166: early stopping
1/1 [==============================] - 0s 315ms/step
Epoch 1/250
2/2 [==============================] - 3s 568ms/step - loss: 0.3658 - mape: 805057.8125 - val_loss: 0.3506 - val_mape: 3977691.2500
Epoch 2/250
2/2 [==============================] - 0s 217ms/step - loss: 0.3248 - mape: 1812641.0000 - val_loss: 0.3125 - val_mape: 6790577.5000
Epoch 3/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2923 - mape: 2879773.7500 - val_loss: 0.2824 - val_mape: 9527325.0000
Epoch 4/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2678 - mape: 4047094.2500 - val_loss: 0.2595 - val_mape: 12580691.0000
Epoch 5/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2526 - mape: 5400808.5000 - val_loss: 0.2463 - val_mape: 15879520.0000
Epoch 6/250
2/2 [==============================] - 0s 236ms/step - loss: 0.2482 - mape: 6775096.5000 - val_loss: 0.2433 - val_mape: 17958002.0000
Epoch 7/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2505 - mape: 7450947.0000 - val_loss: 0.2423 - val_mape: 17877210.0000
Epoch 8/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2467 - mape: 7194783.0000 - val_loss: 0.2419 - val_mape: 16845592.0000
Epoch 9/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2434 - mape: 6612477.0000 - val_loss: 0.2424 - val_mape: 15829716.0000
Epoch 10/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2433 - mape: 6093693.0000 - val_loss: 0.2428 - val_mape: 15132297.0000
Epoch 11/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2442 - mape: 5740614.5000 - val_loss: 0.2425 - val_mape: 14817395.0000
Epoch 12/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2447 - mape: 5554267.0000 - val_loss: 0.2411 - val_mape: 14877645.0000
Epoch 13/250
2/2 [==============================] - 0s 221ms/step - loss: 0.2441 - mape: 5522329.0000 - val_loss: 0.2386 - val_mape: 15284408.0000
Epoch 14/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2425 - mape: 5628905.5000 - val_loss: 0.2356 - val_mape: 15982560.0000
Epoch 15/250
2/2 [==============================] - 0s 223ms/step - loss: 0.2403 - mape: 5853219.5000 - val_loss: 0.2327 - val_mape: 16896534.0000
Epoch 16/250
2/2 [==============================] - 0s 212ms/step - loss: 0.2382 - mape: 6172299.5000 - val_loss: 0.2312 - val_mape: 17819320.0000
Epoch 17/250
2/2 [==============================] - 0s 216ms/step - loss: 0.2377 - mape: 6481170.5000 - val_loss: 0.2310 - val_mape: 18289000.0000
Epoch 18/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2376 - mape: 6566413.0000 - val_loss: 0.2300 - val_mape: 18034932.0000
Epoch 19/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2362 - mape: 6353368.5000 - val_loss: 0.2288 - val_mape: 17474494.0000
Epoch 20/250
2/2 [==============================] - 0s 208ms/step - loss: 0.2353 - mape: 6008560.5000 - val_loss: 0.2284 - val_mape: 17169668.0000
Epoch 21/250
2/2 [==============================] - 0s 211ms/step - loss: 0.2351 - mape: 5783651.5000 - val_loss: 0.2284 - val_mape: 17549622.0000
Epoch 22/250
2/2 [==============================] - 0s 192ms/step - loss: 0.2341 - mape: 5838340.0000 - val_loss: 0.2294 - val_mape: 18455084.0000
Epoch 23/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2328 - mape: 6079501.0000 - val_loss: 0.2316 - val_mape: 19385288.0000
Epoch 24/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2321 - mape: 6270213.0000 - val_loss: 0.2324 - val_mape: 19717854.0000
Epoch 25/250
2/2 [==============================] - 0s 201ms/step - loss: 0.2310 - mape: 6213406.5000 - val_loss: 0.2319 - val_mape: 19596056.0000
Epoch 26/250
2/2 [==============================] - 0s 214ms/step - loss: 0.2299 - mape: 6014662.5000 - val_loss: 0.2320 - val_mape: 19620654.0000
Epoch 27/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2290 - mape: 5901918.5000 - val_loss: 0.2332 - val_mape: 20181742.0000
Epoch 28/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2277 - mape: 5995514.5000 - val_loss: 0.2350 - val_mape: 20848370.0000
Epoch 29/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2269 - mape: 6104563.0000 - val_loss: 0.2329 - val_mape: 20272892.0000
Epoch 30/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2257 - mape: 5823474.0000 - val_loss: 0.2313 - val_mape: 19343234.0000
Epoch 31/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2249 - mape: 5546214.0000 - val_loss: 0.2317 - val_mape: 19508846.0000
Epoch 32/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2241 - mape: 5607679.0000 - val_loss: 0.2319 - val_mape: 19016246.0000
Epoch 33/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2232 - mape: 5399252.0000 - val_loss: 0.2336 - val_mape: 18428708.0000
Epoch 34/250
2/2 [==============================] - 0s 230ms/step - loss: 0.2227 - mape: 5217590.5000 - val_loss: 0.2348 - val_mape: 19001520.0000
Epoch 35/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2219 - mape: 5344200.5000 - val_loss: 0.2371 - val_mape: 18351198.0000
Epoch 36/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2213 - mape: 5043576.0000 - val_loss: 0.2389 - val_mape: 18319958.0000
Epoch 37/250
2/2 [==============================] - 0s 189ms/step - loss: 0.2206 - mape: 5042632.5000 - val_loss: 0.2405 - val_mape: 18447056.0000
Epoch 38/250
2/2 [==============================] - 0s 190ms/step - loss: 0.2196 - mape: 4942064.0000 - val_loss: 0.2425 - val_mape: 18254598.0000
Epoch 39/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2187 - mape: 4864349.0000 - val_loss: 0.2429 - val_mape: 18781886.0000
Epoch 40/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2176 - mape: 4909112.5000 - val_loss: 0.2436 - val_mape: 18584820.0000
Epoch 41/250
2/2 [==============================] - 0s 199ms/step - loss: 0.2166 - mape: 4792077.0000 - val_loss: 0.2438 - val_mape: 19135846.0000
Epoch 42/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2156 - mape: 4895791.0000 - val_loss: 0.2458 - val_mape: 18745812.0000
Epoch 43/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2148 - mape: 4693949.0000 - val_loss: 0.2470 - val_mape: 19553534.0000
Epoch 44/250
2/2 [==============================] - 0s 193ms/step - loss: 0.2140 - mape: 5049326.5000 - val_loss: 0.2526 - val_mape: 17896392.0000
Epoch 45/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2147 - mape: 4296594.0000 - val_loss: 0.2495 - val_mape: 20956144.0000
Epoch 46/250
2/2 [==============================] - 0s 196ms/step - loss: 0.2155 - mape: 5462150.5000 - val_loss: 0.2524 - val_mape: 19287880.0000
Epoch 47/250
2/2 [==============================] - 0s 205ms/step - loss: 0.2121 - mape: 4588973.0000 - val_loss: 0.2566 - val_mape: 18006824.0000
Epoch 48/250
2/2 [==============================] - 0s 202ms/step - loss: 0.2131 - mape: 4345498.5000 - val_loss: 0.2539 - val_mape: 20782420.0000
Epoch 49/250
2/2 [==============================] - 0s 204ms/step - loss: 0.2115 - mape: 5193521.5000 - val_loss: 0.2554 - val_mape: 20114846.0000
Epoch 50/250
2/2 [==============================] - 0s 210ms/step - loss: 0.2097 - mape: 4733519.5000 - val_loss: 0.2606 - val_mape: 18574780.0000
Epoch 51/250
2/2 [==============================] - 0s 200ms/step - loss: 0.2097 - mape: 4311600.5000 - val_loss: 0.2616 - val_mape: 20423976.0000
Epoch 52/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2086 - mape: 4900634.5000 - val_loss: 0.2671 - val_mape: 20185202.0000
Epoch 53/250
2/2 [==============================] - 0s 209ms/step - loss: 0.2075 - mape: 4630877.0000 - val_loss: 0.2715 - val_mape: 19775312.0000
Epoch 54/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2067 - mape: 4418987.5000 - val_loss: 0.2710 - val_mape: 21921882.0000
Epoch 55/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2064 - mape: 4868293.0000 - val_loss: 0.2733 - val_mape: 19887394.0000
Epoch 56/250
2/2 [==============================] - 0s 194ms/step - loss: 0.2050 - mape: 4260561.0000 - val_loss: 0.2765 - val_mape: 19901476.0000
Epoch 57/250
2/2 [==============================] - 0s 207ms/step - loss: 0.2042 - mape: 4404815.5000 - val_loss: 0.2820 - val_mape: 21067672.0000
Epoch 58/250
2/2 [==============================] - 0s 225ms/step - loss: 0.2031 - mape: 4432920.5000 - val_loss: 0.2889 - val_mape: 21467244.0000
Epoch 59/250
2/2 [==============================] - 0s 203ms/step - loss: 0.2020 - mape: 4509086.0000 - val_loss: 0.2916 - val_mape: 21626854.0000
Epoch 60/250
2/2 [==============================] - 0s 198ms/step - loss: 0.2010 - mape: 4465333.5000 - val_loss: 0.2961 - val_mape: 20568036.0000
Epoch 61/250
2/2 [==============================] - 0s 197ms/step - loss: 0.2003 - mape: 4236598.5000 - val_loss: 0.3041 - val_mape: 22070668.0000
Epoch 62/250
2/2 [==============================] - 0s 224ms/step - loss: 0.1991 - mape: 4289919.0000 - val_loss: 0.3132 - val_mape: 22545570.0000
Epoch 63/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1984 - mape: 4498217.0000 - val_loss: 0.3239 - val_mape: 19466418.0000
Epoch 64/250
2/2 [==============================] - 0s 197ms/step - loss: 0.1987 - mape: 3784514.5000 - val_loss: 0.3231 - val_mape: 23245890.0000
Epoch 65/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1975 - mape: 4427356.0000 - val_loss: 0.3395 - val_mape: 20879350.0000
Epoch 66/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1957 - mape: 4049809.7500 - val_loss: 0.3503 - val_mape: 22128596.0000
Epoch 67/250
2/2 [==============================] - 0s 183ms/step - loss: 0.1943 - mape: 4061594.2500 - val_loss: 0.3564 - val_mape: 23211720.0000
Epoch 68/250
2/2 [==============================] - 0s 181ms/step - loss: 0.1942 - mape: 4244814.5000 - val_loss: 0.3779 - val_mape: 20042544.0000
Epoch 69/250
2/2 [==============================] - 0s 190ms/step - loss: 0.1958 - mape: 3509914.7500 - val_loss: 0.3608 - val_mape: 24643038.0000
Epoch 70/250
2/2 [==============================] - 0s 204ms/step - loss: 0.1947 - mape: 4327579.5000 - val_loss: 0.3676 - val_mape: 22529308.0000
Epoch 71/250
2/2 [==============================] - 0s 198ms/step - loss: 0.1921 - mape: 4191454.7500 - val_loss: 0.3874 - val_mape: 21530440.0000
Epoch 72/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1915 - mape: 3650477.2500 - val_loss: 0.3771 - val_mape: 24018908.0000
Epoch 73/250
2/2 [==============================] - 0s 201ms/step - loss: 0.1903 - mape: 4173392.2500 - val_loss: 0.3927 - val_mape: 23228552.0000
Epoch 74/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1887 - mape: 3996849.5000 - val_loss: 0.4173 - val_mape: 22573606.0000
Epoch 75/250
2/2 [==============================] - 0s 202ms/step - loss: 0.1884 - mape: 3829543.7500 - val_loss: 71291080.0000 - val_mape: 14699974656.0000
Epoch 76/250
2/2 [==============================] - 0s 196ms/step - loss: 0.1908 - mape: 4491193.5000 - val_loss: 0.4096 - val_mape: 19680376.0000
Epoch 77/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1948 - mape: 3381800.0000 - val_loss: 0.3694 - val_mape: 22630290.0000
Epoch 78/250
2/2 [==============================] - 0s 206ms/step - loss: 0.1888 - mape: 4195053.5000 - val_loss: 0.3802 - val_mape: 22180764.0000
Epoch 79/250
2/2 [==============================] - 0s 200ms/step - loss: 0.1887 - mape: 3756475.2500 - val_loss: 21699285028438016.0000 - val_mape: 1009841351811751900872704.0000
Epoch 79: early stopping
1/1 [==============================] - 0s 311ms/step
Epoch 1/250
2/2 [==============================] - 3s 576ms/step - loss: 0.4517 - mape: 673073.0625 - val_loss: 0.4274 - val_mape: 77121.3672
Epoch 2/250
2/2 [==============================] - 0s 225ms/step - loss: 0.4089 - mape: 41770.1367 - val_loss: 0.4228 - val_mape: 153536.0312
Epoch 3/250
2/2 [==============================] - 0s 220ms/step - loss: 0.4036 - mape: 49428.2266 - val_loss: 0.4174 - val_mape: 382080.4375
Epoch 4/250
2/2 [==============================] - 0s 226ms/step - loss: 0.3987 - mape: 131455.8594 - val_loss: 0.4128 - val_mape: 603092.1250
Epoch 5/250
2/2 [==============================] - 0s 215ms/step - loss: 0.3942 - mape: 214613.0156 - val_loss: 0.4076 - val_mape: 860234.8750
Epoch 6/250
2/2 [==============================] - 0s 216ms/step - loss: 0.3887 - mape: 317745.1875 - val_loss: 0.4016 - val_mape: 1172681.3750
Epoch 7/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3821 - mape: 446260.0000 - val_loss: 0.3942 - val_mape: 1575858.2500
Epoch 8/250
2/2 [==============================] - 0s 232ms/step - loss: 0.3737 - mape: 618425.7500 - val_loss: 0.3839 - val_mape: 2136622.2500
Epoch 9/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3617 - mape: 882205.3750 - val_loss: 0.3673 - val_mape: 3036122.5000
Epoch 10/250
2/2 [==============================] - 0s 210ms/step - loss: 0.3414 - mape: 1519705.1250 - val_loss: 0.3548 - val_mape: 3731576.7500
Epoch 11/250
2/2 [==============================] - 0s 212ms/step - loss: 0.3302 - mape: 1661309.8750 - val_loss: 0.3515 - val_mape: 3934099.7500
Epoch 12/250
2/2 [==============================] - 0s 214ms/step - loss: 0.3290 - mape: 1694456.1250 - val_loss: 0.3409 - val_mape: 4534235.0000
Epoch 13/250
2/2 [==============================] - 0s 211ms/step - loss: 0.3194 - mape: 1978921.8750 - val_loss: 0.3175 - val_mape: 5922624.5000
Epoch 14/250
2/2 [==============================] - 0s 186ms/step - loss: 0.9417 - mape: 85715536.0000 - val_loss: 0.4389 - val_mape: 18099616.0000
Epoch 15/250
2/2 [==============================] - 0s 191ms/step - loss: 2.0143 - mape: 70306712.0000 - val_loss: 46.4890 - val_mape: 2780251648.0000
Epoch 16/250
2/2 [==============================] - 0s 211ms/step - loss: 479.2487 - mape: 66174636032.0000 - val_loss: 10042.3096 - val_mape: 415606505472.0000
Epoch 17/250
2/2 [==============================] - 0s 218ms/step - loss: 11221.7168 - mape: 139908251648.0000 - val_loss: 17.0032 - val_mape: 1478870912.0000
Epoch 18/250
2/2 [==============================] - 0s 226ms/step - loss: 51.0840 - mape: 16210056.0000 - val_loss: 0.3130 - val_mape: 5944338.5000
Epoch 18: early stopping
1/1 [==============================] - 0s 296ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4300 - mape: 347003.0625 - val_loss: 0.4424 - val_mape: 743746.3125
Epoch 2/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4254 - mape: 288127.6875 - val_loss: 0.4384 - val_mape: 573175.3125
Epoch 3/250
1/1 [==============================] - 0s 286ms/step - loss: 0.4210 - mape: 237251.7188 - val_loss: 0.4345 - val_mape: 414391.6875
Epoch 4/250
1/1 [==============================] - 0s 280ms/step - loss: 0.4172 - mape: 187414.5781 - val_loss: 0.4308 - val_mape: 251437.6875
Epoch 5/250
1/1 [==============================] - 0s 281ms/step - loss: 0.4136 - mape: 140585.7344 - val_loss: 0.4276 - val_mape: 188888.7812
Epoch 6/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4103 - mape: 100584.2578 - val_loss: 0.4247 - val_mape: 295361.1250
Epoch 7/250
1/1 [==============================] - 0s 279ms/step - loss: 0.4072 - mape: 75462.5156 - val_loss: 0.4220 - val_mape: 424129.2812
Epoch 8/250
1/1 [==============================] - 0s 281ms/step - loss: 0.4047 - mape: 70600.7656 - val_loss: 0.4197 - val_mape: 533820.3750
Epoch 9/250
1/1 [==============================] - 0s 283ms/step - loss: 0.4023 - mape: 83934.3281 - val_loss: 0.4172 - val_mape: 631842.1875
Epoch 10/250
1/1 [==============================] - 0s 291ms/step - loss: 0.4002 - mape: 108076.1484 - val_loss: 0.4150 - val_mape: 748969.5000
Epoch 11/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3982 - mape: 143662.8438 - val_loss: 0.4128 - val_mape: 870890.3750
Epoch 12/250
1/1 [==============================] - 0s 361ms/step - loss: 0.3962 - mape: 180046.3906 - val_loss: 0.4106 - val_mape: 995712.5625
Epoch 13/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3943 - mape: 213754.2031 - val_loss: 0.4084 - val_mape: 1116688.6250
Epoch 14/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3925 - mape: 249416.9062 - val_loss: 0.4063 - val_mape: 1232153.2500
Epoch 15/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3906 - mape: 288493.9375 - val_loss: 0.4042 - val_mape: 1350220.0000
Epoch 16/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3887 - mape: 329242.9375 - val_loss: 0.4021 - val_mape: 1469822.8750
Epoch 17/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3866 - mape: 371173.3125 - val_loss: 0.3999 - val_mape: 1589811.0000
Epoch 18/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3845 - mape: 415277.2812 - val_loss: 0.3978 - val_mape: 1714628.7500
Epoch 19/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3823 - mape: 461264.7500 - val_loss: 0.3957 - val_mape: 1844103.6250
Epoch 20/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3801 - mape: 508942.0625 - val_loss: 0.3935 - val_mape: 1977986.2500
Epoch 21/250
1/1 [==============================] - 0s 277ms/step - loss: 0.3777 - mape: 558799.3125 - val_loss: 0.3913 - val_mape: 2116121.5000
Epoch 22/250
1/1 [==============================] - 0s 315ms/step - loss: 0.3753 - mape: 611821.1875 - val_loss: 0.3891 - val_mape: 2258278.5000
Epoch 23/250
1/1 [==============================] - 0s 310ms/step - loss: 0.3728 - mape: 668024.3125 - val_loss: 0.3868 - val_mape: 2405362.0000
Epoch 24/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3703 - mape: 726855.1250 - val_loss: 0.3844 - val_mape: 2556926.0000
Epoch 25/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3676 - mape: 787751.1250 - val_loss: 0.3820 - val_mape: 2712853.7500
Epoch 26/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3649 - mape: 850929.8125 - val_loss: 0.3795 - val_mape: 2873343.7500
Epoch 27/250
1/1 [==============================] - 0s 294ms/step - loss: 0.3621 - mape: 916539.3125 - val_loss: 0.3770 - val_mape: 3039947.5000
Epoch 28/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3593 - mape: 983976.5000 - val_loss: 0.3744 - val_mape: 3217277.0000
Epoch 29/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3564 - mape: 1053754.6250 - val_loss: 0.3717 - val_mape: 3405076.2500
Epoch 30/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3535 - mape: 1126135.6250 - val_loss: 0.3690 - val_mape: 3597335.7500
Epoch 31/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3505 - mape: 1200513.3750 - val_loss: 0.3662 - val_mape: 3793982.5000
Epoch 32/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3475 - mape: 1277922.0000 - val_loss: 0.3631 - val_mape: 3997256.2500
Epoch 33/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3443 - mape: 1358407.8750 - val_loss: 0.3599 - val_mape: 4208369.5000
Epoch 34/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3412 - mape: 1441702.6250 - val_loss: 0.3567 - val_mape: 4425878.0000
Epoch 35/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3379 - mape: 1528244.3750 - val_loss: 0.3534 - val_mape: 4649711.0000
Epoch 36/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3346 - mape: 1617313.8750 - val_loss: 0.3501 - val_mape: 4879892.0000
Epoch 37/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3313 - mape: 1709159.8750 - val_loss: 0.3467 - val_mape: 5119344.0000
Epoch 38/250
1/1 [==============================] - 0s 271ms/step - loss: 0.3280 - mape: 1803881.7500 - val_loss: 0.3433 - val_mape: 5369878.5000
Epoch 39/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3246 - mape: 1901433.1250 - val_loss: 0.3400 - val_mape: 5629147.5000
Epoch 40/250
1/1 [==============================] - 0s 274ms/step - loss: 0.3212 - mape: 2002012.3750 - val_loss: 0.3366 - val_mape: 5896580.0000
Epoch 41/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3178 - mape: 2106494.5000 - val_loss: 0.3332 - val_mape: 6175065.0000
Epoch 42/250
1/1 [==============================] - 0s 275ms/step - loss: 0.3144 - mape: 2214956.0000 - val_loss: 0.3298 - val_mape: 6461685.0000
Epoch 43/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3110 - mape: 2327333.0000 - val_loss: 0.3264 - val_mape: 6756476.0000
Epoch 44/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3076 - mape: 2443947.2500 - val_loss: 0.3230 - val_mape: 7061502.5000
Epoch 45/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3042 - mape: 2565244.0000 - val_loss: 0.3196 - val_mape: 7374983.0000
Epoch 46/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3008 - mape: 2691442.0000 - val_loss: 0.3162 - val_mape: 7700242.5000
Epoch 47/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2975 - mape: 2824827.0000 - val_loss: 0.3128 - val_mape: 8039818.0000
Epoch 48/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2942 - mape: 2964811.7500 - val_loss: 0.3094 - val_mape: 8393439.0000
Epoch 49/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2910 - mape: 3110674.0000 - val_loss: 0.3061 - val_mape: 8760796.0000
Epoch 50/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2877 - mape: 3262775.7500 - val_loss: 0.3028 - val_mape: 9141983.0000
Epoch 51/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2846 - mape: 3421691.2500 - val_loss: 0.2994 - val_mape: 9537698.0000
Epoch 52/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2815 - mape: 3587403.7500 - val_loss: 0.2961 - val_mape: 9949581.0000
Epoch 53/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2785 - mape: 3759971.7500 - val_loss: 0.2928 - val_mape: 10378209.0000
Epoch 54/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2756 - mape: 3939285.7500 - val_loss: 0.2895 - val_mape: 10821225.0000
Epoch 55/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2728 - mape: 4125870.2500 - val_loss: 0.2863 - val_mape: 11279090.0000
Epoch 56/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2702 - mape: 4320318.0000 - val_loss: 0.2833 - val_mape: 11753311.0000
Epoch 57/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2676 - mape: 4522311.0000 - val_loss: 0.2804 - val_mape: 12243305.0000
Epoch 58/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2652 - mape: 4733426.5000 - val_loss: 0.2777 - val_mape: 12748165.0000
Epoch 59/250
1/1 [==============================] - 0s 342ms/step - loss: 0.2629 - mape: 4953006.5000 - val_loss: 0.2752 - val_mape: 13266234.0000
Epoch 60/250
1/1 [==============================] - 0s 336ms/step - loss: 0.2609 - mape: 5180669.0000 - val_loss: 0.2729 - val_mape: 13795628.0000
Epoch 61/250
1/1 [==============================] - 0s 348ms/step - loss: 0.2590 - mape: 5414760.0000 - val_loss: 0.2709 - val_mape: 14332812.0000
Epoch 62/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2574 - mape: 5654816.0000 - val_loss: 0.2690 - val_mape: 14871005.0000
Epoch 63/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2562 - mape: 5898379.5000 - val_loss: 0.2674 - val_mape: 15403302.0000
Epoch 64/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2552 - mape: 6141496.5000 - val_loss: 0.2661 - val_mape: 15915027.0000
Epoch 65/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2546 - mape: 6377867.5000 - val_loss: 0.2649 - val_mape: 16387415.0000
Epoch 66/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2543 - mape: 6597490.0000 - val_loss: 0.2638 - val_mape: 16793790.0000
Epoch 67/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2544 - mape: 6787119.5000 - val_loss: 0.2628 - val_mape: 17115346.0000
Epoch 68/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2544 - mape: 6935556.0000 - val_loss: 0.2618 - val_mape: 17334034.0000
Epoch 69/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2543 - mape: 7033515.0000 - val_loss: 0.2606 - val_mape: 17433516.0000
Epoch 70/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2539 - mape: 7080274.5000 - val_loss: 0.2595 - val_mape: 17435608.0000
Epoch 71/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2532 - mape: 7079992.5000 - val_loss: 0.2582 - val_mape: 17354996.0000
Epoch 72/250
1/1 [==============================] - 0s 313ms/step - loss: 0.2521 - mape: 7039148.5000 - val_loss: 0.2570 - val_mape: 17209010.0000
Epoch 73/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2510 - mape: 6964856.5000 - val_loss: 0.2558 - val_mape: 17016734.0000
Epoch 74/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2497 - mape: 6868962.0000 - val_loss: 0.2547 - val_mape: 16795998.0000
Epoch 75/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2486 - mape: 6759573.5000 - val_loss: 0.2537 - val_mape: 16567516.0000
Epoch 76/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2477 - mape: 6647136.5000 - val_loss: 0.2528 - val_mape: 16346185.0000
Epoch 77/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2469 - mape: 6539326.5000 - val_loss: 0.2520 - val_mape: 16141727.0000
Epoch 78/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2463 - mape: 6440710.0000 - val_loss: 0.2513 - val_mape: 15959685.0000
Epoch 79/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2458 - mape: 6353681.0000 - val_loss: 0.2505 - val_mape: 15803055.0000
Epoch 80/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2453 - mape: 6279649.0000 - val_loss: 0.2498 - val_mape: 15674403.0000
Epoch 81/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2448 - mape: 6218971.5000 - val_loss: 0.2490 - val_mape: 15573732.0000
Epoch 82/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2444 - mape: 6171756.5000 - val_loss: 0.2482 - val_mape: 15501436.0000
Epoch 83/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2440 - mape: 6138136.5000 - val_loss: 0.2474 - val_mape: 15456006.0000
Epoch 84/250
1/1 [==============================] - 0s 308ms/step - loss: 0.2436 - mape: 6117217.0000 - val_loss: 0.2466 - val_mape: 15433329.0000
Epoch 85/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2432 - mape: 6106904.5000 - val_loss: 0.2457 - val_mape: 15430501.0000
Epoch 86/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2429 - mape: 6105722.5000 - val_loss: 0.2449 - val_mape: 15441202.0000
Epoch 87/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2425 - mape: 6110692.5000 - val_loss: 0.2441 - val_mape: 15459290.0000
Epoch 88/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2423 - mape: 6118483.5000 - val_loss: 0.2434 - val_mape: 15478057.0000
Epoch 89/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2421 - mape: 6125610.0000 - val_loss: 0.2429 - val_mape: 15490473.0000
Epoch 90/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2420 - mape: 6128262.0000 - val_loss: 0.2424 - val_mape: 15493619.0000
Epoch 91/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2418 - mape: 6124469.5000 - val_loss: 0.2421 - val_mape: 15484611.0000
Epoch 92/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2417 - mape: 6112819.5000 - val_loss: 0.2419 - val_mape: 15462671.0000
Epoch 93/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2415 - mape: 6092820.5000 - val_loss: 0.2419 - val_mape: 15428884.0000
Epoch 94/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2413 - mape: 6065058.0000 - val_loss: 0.2419 - val_mape: 15387022.0000
Epoch 95/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2410 - mape: 6031694.0000 - val_loss: 0.2420 - val_mape: 15340884.0000
Epoch 96/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2408 - mape: 5994654.0000 - val_loss: 0.2422 - val_mape: 15296813.0000
Epoch 97/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2406 - mape: 5957749.5000 - val_loss: 0.2424 - val_mape: 15259341.0000
Epoch 98/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2404 - mape: 5923453.5000 - val_loss: 0.2425 - val_mape: 15232986.0000
Epoch 99/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2402 - mape: 5893851.0000 - val_loss: 0.2426 - val_mape: 15219736.0000
Epoch 100/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2400 - mape: 5870433.0000 - val_loss: 0.2427 - val_mape: 15221906.0000
Epoch 101/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2398 - mape: 5854020.5000 - val_loss: 0.2427 - val_mape: 15241869.0000
Epoch 102/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2396 - mape: 5845545.5000 - val_loss: 0.2427 - val_mape: 15280618.0000
Epoch 103/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2394 - mape: 5845237.5000 - val_loss: 0.2426 - val_mape: 15337462.0000
Epoch 104/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2392 - mape: 5852622.5000 - val_loss: 0.2424 - val_mape: 15409701.0000
Epoch 105/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2390 - mape: 5866689.0000 - val_loss: 0.2422 - val_mape: 15493949.0000
Epoch 106/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2387 - mape: 5885590.5000 - val_loss: 0.2420 - val_mape: 15586237.0000
Epoch 107/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2385 - mape: 5907390.5000 - val_loss: 0.2418 - val_mape: 15684035.0000
Epoch 108/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2383 - mape: 5930855.0000 - val_loss: 0.2416 - val_mape: 15783692.0000
Epoch 109/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2381 - mape: 5954139.0000 - val_loss: 0.2414 - val_mape: 15882726.0000
Epoch 110/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2379 - mape: 5976075.5000 - val_loss: 0.2412 - val_mape: 15978470.0000
Epoch 111/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2376 - mape: 5995442.5000 - val_loss: 0.2411 - val_mape: 16069499.0000
Epoch 112/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2374 - mape: 6011453.0000 - val_loss: 0.2410 - val_mape: 16153011.0000
Epoch 113/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2372 - mape: 6023114.5000 - val_loss: 0.2409 - val_mape: 16226918.0000
Epoch 114/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2370 - mape: 6030454.5000 - val_loss: 0.2408 - val_mape: 16294275.0000
Epoch 115/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2368 - mape: 6033696.5000 - val_loss: 0.2408 - val_mape: 16356366.0000
Epoch 116/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2365 - mape: 6033657.0000 - val_loss: 0.2407 - val_mape: 16415350.0000
Epoch 117/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2363 - mape: 6031676.5000 - val_loss: 0.2407 - val_mape: 16473210.0000
Epoch 118/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2361 - mape: 6028621.0000 - val_loss: 0.2407 - val_mape: 16532788.0000
Epoch 119/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2359 - mape: 6025787.0000 - val_loss: 0.2407 - val_mape: 16595058.0000
Epoch 120/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2357 - mape: 6023448.0000 - val_loss: 0.2407 - val_mape: 16662015.0000
Epoch 121/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2354 - mape: 6021962.5000 - val_loss: 0.2406 - val_mape: 16733454.0000
Epoch 122/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2352 - mape: 6022156.0000 - val_loss: 0.2405 - val_mape: 16809096.0000
Epoch 123/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2350 - mape: 6024201.5000 - val_loss: 0.2404 - val_mape: 16891122.0000
Epoch 124/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2348 - mape: 6029008.0000 - val_loss: 0.2403 - val_mape: 16979936.0000
Epoch 125/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2346 - mape: 6036765.0000 - val_loss: 0.2402 - val_mape: 17074088.0000
Epoch 126/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2343 - mape: 6046770.5000 - val_loss: 0.2401 - val_mape: 17170650.0000
Epoch 127/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2341 - mape: 6057666.0000 - val_loss: 0.2399 - val_mape: 17266880.0000
Epoch 128/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2339 - mape: 6068106.5000 - val_loss: 0.2398 - val_mape: 17358598.0000
Epoch 129/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2337 - mape: 6076321.0000 - val_loss: 0.2397 - val_mape: 17444910.0000
Epoch 130/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2334 - mape: 6081829.5000 - val_loss: 0.2397 - val_mape: 17525410.0000
Epoch 131/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2332 - mape: 6084200.0000 - val_loss: 0.2397 - val_mape: 17601608.0000
Epoch 132/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2329 - mape: 6083534.0000 - val_loss: 0.2397 - val_mape: 17674298.0000
Epoch 133/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2327 - mape: 6081301.5000 - val_loss: 0.2397 - val_mape: 17746374.0000
Epoch 134/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2324 - mape: 6078237.0000 - val_loss: 0.2397 - val_mape: 17819342.0000
Epoch 135/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2322 - mape: 6074851.0000 - val_loss: 0.2397 - val_mape: 17895010.0000
Epoch 136/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2319 - mape: 6071691.0000 - val_loss: 0.2398 - val_mape: 17973382.0000
Epoch 137/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2317 - mape: 6069074.5000 - val_loss: 0.2398 - val_mape: 18054638.0000
Epoch 138/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2314 - mape: 6066902.0000 - val_loss: 0.2398 - val_mape: 18138242.0000
Epoch 139/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2312 - mape: 6065152.0000 - val_loss: 0.2398 - val_mape: 18222666.0000
Epoch 140/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2309 - mape: 6063586.0000 - val_loss: 0.2398 - val_mape: 18308982.0000
Epoch 141/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2306 - mape: 6062476.5000 - val_loss: 0.2398 - val_mape: 18397982.0000
Epoch 142/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2303 - mape: 6062101.5000 - val_loss: 0.2398 - val_mape: 18490606.0000
Epoch 143/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2300 - mape: 6062136.0000 - val_loss: 0.2398 - val_mape: 18587976.0000
Epoch 144/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2297 - mape: 6062343.0000 - val_loss: 0.2399 - val_mape: 18688902.0000
Epoch 145/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2294 - mape: 6062479.5000 - val_loss: 0.2399 - val_mape: 18792058.0000
Epoch 146/250
1/1 [==============================] - 0s 305ms/step - loss: 0.2291 - mape: 6062030.0000 - val_loss: 0.2400 - val_mape: 18894722.0000
Epoch 147/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2288 - mape: 6060542.0000 - val_loss: 0.2401 - val_mape: 18994342.0000
Epoch 148/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2285 - mape: 6057217.0000 - val_loss: 0.2402 - val_mape: 19089822.0000
Epoch 149/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2282 - mape: 6051109.5000 - val_loss: 0.2404 - val_mape: 19179142.0000
Epoch 150/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2279 - mape: 6041941.5000 - val_loss: 0.2405 - val_mape: 19259496.0000
Epoch 151/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2276 - mape: 6029142.5000 - val_loss: 0.2406 - val_mape: 19330462.0000
Epoch 152/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2273 - mape: 6013108.0000 - val_loss: 0.2406 - val_mape: 19393288.0000
Epoch 153/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2270 - mape: 5995111.5000 - val_loss: 0.2407 - val_mape: 19445972.0000
Epoch 154/250
1/1 [==============================] - 0s 326ms/step - loss: 0.2268 - mape: 5975367.5000 - val_loss: 0.2408 - val_mape: 19492208.0000
Epoch 155/250
1/1 [==============================] - 0s 342ms/step - loss: 0.2265 - mape: 5955292.5000 - val_loss: 0.2409 - val_mape: 19530542.0000
Epoch 156/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2263 - mape: 5934623.5000 - val_loss: 0.2409 - val_mape: 19550988.0000
Epoch 157/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2261 - mape: 5911359.0000 - val_loss: 0.2410 - val_mape: 19549374.0000
Epoch 158/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2259 - mape: 5885192.0000 - val_loss: 0.2410 - val_mape: 19523166.0000
Epoch 159/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2256 - mape: 5855874.0000 - val_loss: 0.2410 - val_mape: 19468204.0000
Epoch 160/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2254 - mape: 5822523.5000 - val_loss: 0.2410 - val_mape: 19389658.0000
Epoch 161/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2252 - mape: 5786582.0000 - val_loss: 0.2410 - val_mape: 19291206.0000
Epoch 162/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2250 - mape: 5749220.5000 - val_loss: 0.2411 - val_mape: 19178380.0000
Epoch 163/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2248 - mape: 5711253.0000 - val_loss: 0.2411 - val_mape: 19055754.0000
Epoch 164/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2246 - mape: 5674139.0000 - val_loss: 0.2411 - val_mape: 18935170.0000
Epoch 165/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2244 - mape: 5638938.0000 - val_loss: 0.2412 - val_mape: 18821282.0000
Epoch 166/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2242 - mape: 5605929.5000 - val_loss: 0.2413 - val_mape: 18713666.0000
Epoch 167/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2240 - mape: 5574412.0000 - val_loss: 0.2414 - val_mape: 18619206.0000
Epoch 168/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2238 - mape: 5546452.5000 - val_loss: 0.2414 - val_mape: 18539628.0000
Epoch 169/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2237 - mape: 5523221.0000 - val_loss: 0.2416 - val_mape: 18478410.0000
Epoch 170/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2235 - mape: 5504466.5000 - val_loss: 0.2417 - val_mape: 18435158.0000
Epoch 171/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2233 - mape: 5489798.5000 - val_loss: 0.2418 - val_mape: 18411578.0000
Epoch 172/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2231 - mape: 5479983.0000 - val_loss: 0.2419 - val_mape: 18402626.0000
Epoch 173/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2229 - mape: 5473217.0000 - val_loss: 0.2420 - val_mape: 18399398.0000
Epoch 174/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2227 - mape: 5466525.5000 - val_loss: 0.2421 - val_mape: 18397228.0000
Epoch 175/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2225 - mape: 5458675.0000 - val_loss: 0.2422 - val_mape: 18390632.0000
Epoch 176/250
1/1 [==============================] - 0s 331ms/step - loss: 0.2223 - mape: 5448748.0000 - val_loss: 0.2424 - val_mape: 18382100.0000
Epoch 177/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2221 - mape: 5437773.0000 - val_loss: 0.2426 - val_mape: 18373598.0000
Epoch 178/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2219 - mape: 5426758.5000 - val_loss: 0.2427 - val_mape: 18370372.0000
Epoch 179/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2217 - mape: 5417788.5000 - val_loss: 0.2429 - val_mape: 18368352.0000
Epoch 180/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2215 - mape: 5410181.0000 - val_loss: 0.2430 - val_mape: 18363730.0000
Epoch 181/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2213 - mape: 5402293.0000 - val_loss: 0.2432 - val_mape: 18353268.0000
Epoch 182/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2211 - mape: 5392978.0000 - val_loss: 0.2433 - val_mape: 18333406.0000
Epoch 183/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2209 - mape: 5380999.0000 - val_loss: 0.2434 - val_mape: 18309280.0000
Epoch 184/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2207 - mape: 5367503.5000 - val_loss: 0.2436 - val_mape: 18277058.0000
Epoch 185/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2205 - mape: 5351035.0000 - val_loss: 0.2437 - val_mape: 18241900.0000
Epoch 186/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2203 - mape: 5332940.5000 - val_loss: 0.2438 - val_mape: 18202696.0000
Epoch 187/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2200 - mape: 5313358.0000 - val_loss: 0.2439 - val_mape: 18170180.0000
Epoch 188/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2198 - mape: 5295825.0000 - val_loss: 0.2440 - val_mape: 18155096.0000
Epoch 189/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2196 - mape: 5282675.5000 - val_loss: 0.2441 - val_mape: 18157492.0000
Epoch 190/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2194 - mape: 5273846.5000 - val_loss: 0.2442 - val_mape: 18167936.0000
Epoch 191/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2192 - mape: 5267734.0000 - val_loss: 0.2443 - val_mape: 18176890.0000
Epoch 192/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2190 - mape: 5261842.5000 - val_loss: 0.2445 - val_mape: 18179878.0000
Epoch 193/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2187 - mape: 5254259.0000 - val_loss: 0.2447 - val_mape: 18179816.0000
Epoch 194/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2185 - mape: 5245266.0000 - val_loss: 0.2449 - val_mape: 18172540.0000
Epoch 195/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2183 - mape: 5232948.5000 - val_loss: 0.2451 - val_mape: 18167550.0000
Epoch 196/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2180 - mape: 5220573.5000 - val_loss: 0.2452 - val_mape: 18180546.0000
Epoch 197/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2178 - mape: 5215127.0000 - val_loss: 0.2453 - val_mape: 18217734.0000
Epoch 198/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2176 - mape: 5216577.0000 - val_loss: 0.2453 - val_mape: 18263626.0000
Epoch 199/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2173 - mape: 5218934.0000 - val_loss: 0.2454 - val_mape: 18296248.0000
Epoch 200/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2171 - mape: 5217271.5000 - val_loss: 0.2454 - val_mape: 18301530.0000
Epoch 201/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2168 - mape: 5207237.5000 - val_loss: 0.2456 - val_mape: 18275064.0000
Epoch 202/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2166 - mape: 5187578.5000 - val_loss: 0.2458 - val_mape: 18231176.0000
Epoch 203/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2163 - mape: 5162749.0000 - val_loss: 0.2460 - val_mape: 18193240.0000
Epoch 204/250
1/1 [==============================] - 0s 310ms/step - loss: 0.2160 - mape: 5140356.5000 - val_loss: 0.2461 - val_mape: 18175064.0000
Epoch 205/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2158 - mape: 5124325.5000 - val_loss: 0.2462 - val_mape: 18178958.0000
Epoch 206/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2155 - mape: 5115350.5000 - val_loss: 0.2462 - val_mape: 18197420.0000
Epoch 207/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2152 - mape: 5113386.5000 - val_loss: 0.2463 - val_mape: 18211470.0000
Epoch 208/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2149 - mape: 5109856.0000 - val_loss: 0.2465 - val_mape: 18207978.0000
Epoch 209/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2146 - mape: 5100129.5000 - val_loss: 0.2467 - val_mape: 18184890.0000
Epoch 210/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2142 - mape: 5079702.0000 - val_loss: 0.2469 - val_mape: 18159814.0000
Epoch 211/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2139 - mape: 5053366.0000 - val_loss: 0.2470 - val_mape: 18163046.0000
Epoch 212/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2136 - mape: 5031927.0000 - val_loss: 0.2470 - val_mape: 18198666.0000
Epoch 213/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2132 - mape: 5018527.0000 - val_loss: 0.2471 - val_mape: 18258274.0000
Epoch 214/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2129 - mape: 5009661.0000 - val_loss: 0.2471 - val_mape: 18308714.0000
Epoch 215/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2126 - mape: 4996371.0000 - val_loss: 0.2473 - val_mape: 18329794.0000
Epoch 216/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2123 - mape: 4972500.5000 - val_loss: 0.2474 - val_mape: 18361922.0000
Epoch 217/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2120 - mape: 4951333.5000 - val_loss: 0.2474 - val_mape: 18435638.0000
Epoch 218/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2116 - mape: 4947867.0000 - val_loss: 0.2474 - val_mape: 18518868.0000
Epoch 219/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2113 - mape: 4948600.0000 - val_loss: 0.2474 - val_mape: 18558556.0000
Epoch 220/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2110 - mape: 4936114.0000 - val_loss: 0.2476 - val_mape: 18573610.0000
Epoch 221/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2107 - mape: 4911652.0000 - val_loss: 0.2477 - val_mape: 18588506.0000
Epoch 222/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2104 - mape: 4883448.0000 - val_loss: 0.2477 - val_mape: 18611782.0000
Epoch 223/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2101 - mape: 4855289.0000 - val_loss: 0.2477 - val_mape: 18622568.0000
Epoch 224/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2098 - mape: 4822510.5000 - val_loss: 0.2479 - val_mape: 18626366.0000
Epoch 225/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2095 - mape: 4788733.5000 - val_loss: 0.2480 - val_mape: 18662022.0000
Epoch 226/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2093 - mape: 4767670.0000 - val_loss: 0.2482 - val_mape: 18712524.0000
Epoch 227/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2090 - mape: 4754668.5000 - val_loss: 0.2485 - val_mape: 18764076.0000
Epoch 228/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2087 - mape: 4742916.0000 - val_loss: 0.2486 - val_mape: 18813164.0000
Epoch 229/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2084 - mape: 4730377.5000 - val_loss: 0.2489 - val_mape: 18846906.0000
Epoch 230/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2082 - mape: 4714992.0000 - val_loss: 0.2492 - val_mape: 18890316.0000
Epoch 231/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2079 - mape: 4706872.5000 - val_loss: 0.2496 - val_mape: 18949822.0000
Epoch 232/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2076 - mape: 4706646.5000 - val_loss: 0.2499 - val_mape: 18994260.0000
Epoch 233/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2074 - mape: 4706379.5000 - val_loss: 0.2503 - val_mape: 19003274.0000
Epoch 234/250
1/1 [==============================] - 0s 256ms/step - loss: 0.2071 - mape: 4701899.5000 - val_loss: 0.2509 - val_mape: 18976194.0000
Epoch 235/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2068 - mape: 4691882.5000 - val_loss: 0.2514 - val_mape: 18955308.0000
Epoch 236/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2066 - mape: 4681599.0000 - val_loss: 0.2519 - val_mape: 18962788.0000
Epoch 237/250
1/1 [==============================] - 0s 328ms/step - loss: 0.2063 - mape: 4670249.0000 - val_loss: 0.2522 - val_mape: 18985734.0000
Epoch 238/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2060 - mape: 4652770.5000 - val_loss: 0.2525 - val_mape: 19023030.0000
Epoch 239/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2057 - mape: 4636243.0000 - val_loss: 0.2529 - val_mape: 19074904.0000
Epoch 240/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2055 - mape: 4627258.5000 - val_loss: 0.2533 - val_mape: 19138658.0000
Epoch 241/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2052 - mape: 4628350.5000 - val_loss: 0.2539 - val_mape: 19182342.0000
Epoch 242/250
1/1 [==============================] - 0s 333ms/step - loss: 0.2049 - mape: 4625972.5000 - val_loss: 0.2544 - val_mape: 19216326.0000
Epoch 243/250
1/1 [==============================] - 0s 307ms/step - loss: 0.2046 - mape: 4621857.5000 - val_loss: 0.2549 - val_mape: 19233888.0000
Epoch 244/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2043 - mape: 4612397.5000 - val_loss: 0.2555 - val_mape: 19190876.0000
Epoch 245/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2039 - mape: 4584015.0000 - val_loss: 0.2559 - val_mape: 19178986.0000
Epoch 246/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2036 - mape: 4568748.5000 - val_loss: 0.2562 - val_mape: 19221792.0000
Epoch 247/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2033 - mape: 4571700.0000 - val_loss: 0.2566 - val_mape: 19237464.0000
Epoch 248/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2030 - mape: 4562103.0000 - val_loss: 0.2571 - val_mape: 19241976.0000
Epoch 249/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2027 - mape: 4545034.0000 - val_loss: 0.2577 - val_mape: 19246250.0000
Epoch 250/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2024 - mape: 4531236.5000 - val_loss: 0.2580 - val_mape: 19285598.0000
1/1 [==============================] - 0s 323ms/step
Epoch 1/250
1/1 [==============================] - 5s 5s/step - loss: 0.4058 - mape: 199047.5469 - val_loss: 0.4003 - val_mape: 1209832.7500
Epoch 2/250
1/1 [==============================] - 0s 325ms/step - loss: 0.3846 - mape: 469699.1250 - val_loss: 0.3842 - val_mape: 2129754.0000
Epoch 3/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3672 - mape: 825546.4375 - val_loss: 0.3710 - val_mape: 3000928.7500
Epoch 4/250
1/1 [==============================] - 0s 309ms/step - loss: 0.3521 - mape: 1170600.0000 - val_loss: 0.3596 - val_mape: 3752159.2500
Epoch 5/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3395 - mape: 1491229.1250 - val_loss: 0.3479 - val_mape: 4511567.5000
Epoch 6/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3283 - mape: 1797528.8750 - val_loss: 0.3354 - val_mape: 5331102.0000
Epoch 7/250
1/1 [==============================] - 0s 337ms/step - loss: 0.3175 - mape: 2115747.2500 - val_loss: 0.3222 - val_mape: 6203090.5000
Epoch 8/250
1/1 [==============================] - 0s 319ms/step - loss: 0.3066 - mape: 2469161.2500 - val_loss: 0.3085 - val_mape: 7179154.5000
Epoch 9/250
1/1 [==============================] - 0s 324ms/step - loss: 0.2958 - mape: 2866181.2500 - val_loss: 0.2946 - val_mape: 8310114.5000
Epoch 10/250
1/1 [==============================] - 0s 301ms/step - loss: 0.2854 - mape: 3319924.0000 - val_loss: 0.2809 - val_mape: 9628323.0000
Epoch 11/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2755 - mape: 3843823.5000 - val_loss: 0.2678 - val_mape: 11150191.0000
Epoch 12/250
1/1 [==============================] - 0s 351ms/step - loss: 0.2668 - mape: 4459840.5000 - val_loss: 0.2565 - val_mape: 12904004.0000
Epoch 13/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2598 - mape: 5182209.0000 - val_loss: 0.2487 - val_mape: 14952282.0000
Epoch 14/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2555 - mape: 6026330.0000 - val_loss: 0.2457 - val_mape: 17256440.0000
Epoch 15/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2561 - mape: 6970151.0000 - val_loss: 0.2474 - val_mape: 19317094.0000
Epoch 16/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2619 - mape: 7795906.5000 - val_loss: 0.2493 - val_mape: 20299602.0000
Epoch 17/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2650 - mape: 8137494.5000 - val_loss: 0.2482 - val_mape: 20237818.0000
Epoch 18/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2618 - mape: 8034384.0000 - val_loss: 0.2456 - val_mape: 19595426.0000
Epoch 19/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2564 - mape: 7693832.0000 - val_loss: 0.2433 - val_mape: 18742954.0000
Epoch 19: early stopping
1/1 [==============================] - 0s 352ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.3989 - mape: 244731.3125 - val_loss: 0.4022 - val_mape: 1017924.8125
Epoch 2/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3786 - mape: 531001.6250 - val_loss: 0.3867 - val_mape: 1861274.5000
Epoch 3/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3633 - mape: 857232.1875 - val_loss: 0.3666 - val_mape: 3059528.2500
Epoch 4/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3451 - mape: 1290069.6250 - val_loss: 0.3424 - val_mape: 4558905.0000
Epoch 5/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3243 - mape: 1844756.0000 - val_loss: 0.3145 - val_mape: 6502256.5000
Epoch 6/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3019 - mape: 2557892.0000 - val_loss: 0.2845 - val_mape: 8992994.0000
Epoch 7/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2789 - mape: 3514245.7500 - val_loss: 0.2537 - val_mape: 12437376.0000
Epoch 8/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2585 - mape: 4938545.5000 - val_loss: 0.2416 - val_mape: 17657580.0000
Epoch 9/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2534 - mape: 7310653.5000 - val_loss: 0.2655 - val_mape: 21213988.0000
Epoch 10/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2741 - mape: 8812863.0000 - val_loss: 0.2471 - val_mape: 19633430.0000
Epoch 11/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2554 - mape: 7899068.0000 - val_loss: 0.2406 - val_mape: 17654874.0000
Epoch 12/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2470 - mape: 6906487.0000 - val_loss: 0.2411 - val_mape: 16218758.0000
Epoch 13/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2461 - mape: 6207588.5000 - val_loss: 0.2427 - val_mape: 15316669.0000
Epoch 14/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2468 - mape: 5767082.0000 - val_loss: 0.2438 - val_mape: 14849848.0000
Epoch 15/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2471 - mape: 5519839.0000 - val_loss: 0.2437 - val_mape: 14747247.0000
Epoch 16/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2466 - mape: 5424837.5000 - val_loss: 0.2424 - val_mape: 14951222.0000
Epoch 17/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2451 - mape: 5458181.0000 - val_loss: 0.2402 - val_mape: 15443167.0000
Epoch 18/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2427 - mape: 5605667.0000 - val_loss: 0.2376 - val_mape: 16221960.0000
Epoch 19/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2400 - mape: 5866680.5000 - val_loss: 0.2353 - val_mape: 17290132.0000
Epoch 20/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2377 - mape: 6237270.0000 - val_loss: 0.2350 - val_mape: 18499768.0000
Epoch 21/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2377 - mape: 6667906.5000 - val_loss: 0.2370 - val_mape: 19403978.0000
Epoch 22/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2393 - mape: 6925396.5000 - val_loss: 0.2376 - val_mape: 19557164.0000
Epoch 23/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2375 - mape: 6829426.0000 - val_loss: 0.2372 - val_mape: 19260628.0000
Epoch 24/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2350 - mape: 6552090.5000 - val_loss: 0.2373 - val_mape: 18892254.0000
Epoch 25/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2339 - mape: 6258520.5000 - val_loss: 0.2380 - val_mape: 18704788.0000
Epoch 26/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2337 - mape: 6038955.5000 - val_loss: 0.2391 - val_mape: 18813366.0000
Epoch 27/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2336 - mape: 5921263.0000 - val_loss: 0.2402 - val_mape: 19227614.0000
Epoch 28/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2330 - mape: 5902673.0000 - val_loss: 0.2417 - val_mape: 19936226.0000
Epoch 29/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2321 - mape: 5969958.5000 - val_loss: 0.2438 - val_mape: 20778626.0000
Epoch 30/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2316 - mape: 6084924.0000 - val_loss: 0.2450 - val_mape: 21159144.0000
Epoch 31/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2311 - mape: 6144722.0000 - val_loss: 0.2442 - val_mape: 20856778.0000
Epoch 32/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2303 - mape: 6104673.0000 - val_loss: 0.2422 - val_mape: 20098854.0000
Epoch 33/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2294 - mape: 5989479.5000 - val_loss: 0.2406 - val_mape: 19226070.0000
Epoch 34/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2290 - mape: 5840548.5000 - val_loss: 0.2399 - val_mape: 18481652.0000
Epoch 35/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2289 - mape: 5690595.5000 - val_loss: 0.2402 - val_mape: 17975264.0000
Epoch 36/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2288 - mape: 5554160.0000 - val_loss: 0.2410 - val_mape: 17746432.0000
Epoch 37/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2285 - mape: 5452992.0000 - val_loss: 0.2416 - val_mape: 17839884.0000
Epoch 38/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2280 - mape: 5414855.5000 - val_loss: 0.2420 - val_mape: 18248016.0000
Epoch 39/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2273 - mape: 5457115.5000 - val_loss: 0.2425 - val_mape: 18855598.0000
Epoch 40/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2267 - mape: 5546827.0000 - val_loss: 0.2433 - val_mape: 19434642.0000
Epoch 41/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2264 - mape: 5623969.0000 - val_loss: 0.2441 - val_mape: 19689510.0000
Epoch 42/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2262 - mape: 5627982.5000 - val_loss: 0.2447 - val_mape: 19526732.0000
Epoch 43/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2257 - mape: 5545072.0000 - val_loss: 0.2455 - val_mape: 19099800.0000
Epoch 44/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2252 - mape: 5420160.0000 - val_loss: 0.2464 - val_mape: 18668208.0000
Epoch 45/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2247 - mape: 5319538.0000 - val_loss: 0.2471 - val_mape: 18405796.0000
Epoch 46/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2242 - mape: 5280218.5000 - val_loss: 0.2478 - val_mape: 18419704.0000
Epoch 47/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2238 - mape: 5298565.5000 - val_loss: 0.2490 - val_mape: 18548492.0000
Epoch 48/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2234 - mape: 5305490.0000 - val_loss: 0.2509 - val_mape: 18702128.0000
Epoch 49/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2227 - mape: 5276434.0000 - val_loss: 0.2530 - val_mape: 18939980.0000
Epoch 50/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2221 - mape: 5253045.0000 - val_loss: 0.2545 - val_mape: 19142586.0000
Epoch 51/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2217 - mape: 5247958.5000 - val_loss: 0.2552 - val_mape: 19201584.0000
Epoch 52/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2210 - mape: 5253961.5000 - val_loss: 0.2560 - val_mape: 19064876.0000
Epoch 53/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2204 - mape: 5230917.5000 - val_loss: 0.2585 - val_mape: 18718532.0000
Epoch 54/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2196 - mape: 5109414.0000 - val_loss: 0.2622 - val_mape: 18296952.0000
Epoch 55/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2191 - mape: 4935705.0000 - val_loss: 0.2632 - val_mape: 18627972.0000
Epoch 56/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2182 - mape: 4948236.0000 - val_loss: 0.2645 - val_mape: 19322592.0000
Epoch 57/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2175 - mape: 4989292.5000 - val_loss: 0.2679 - val_mape: 19619828.0000
Epoch 58/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2167 - mape: 4906492.5000 - val_loss: 0.2705 - val_mape: 19833232.0000
Epoch 59/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2158 - mape: 4890033.0000 - val_loss: 0.2747 - val_mape: 20100516.0000
Epoch 60/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2150 - mape: 4857530.0000 - val_loss: 0.2800 - val_mape: 19825210.0000
Epoch 61/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2143 - mape: 4677862.5000 - val_loss: 0.2846 - val_mape: 20945228.0000
Epoch 62/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2136 - mape: 4736935.0000 - val_loss: 0.2853 - val_mape: 20041420.0000
Epoch 63/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2130 - mape: 4520499.0000 - val_loss: 0.2859 - val_mape: 21115034.0000
Epoch 64/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2126 - mape: 4700347.5000 - val_loss: 0.2927 - val_mape: 20376844.0000
Epoch 65/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2126 - mape: 4353676.5000 - val_loss: 0.3008 - val_mape: 21909832.0000
Epoch 66/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2109 - mape: 4579934.0000 - val_loss: 0.2929 - val_mape: 20676102.0000
Epoch 67/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2108 - mape: 4634849.0000 - val_loss: 0.2989 - val_mape: 19761596.0000
Epoch 68/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2108 - mape: 4329809.0000 - val_loss: 0.3124 - val_mape: 22007960.0000
Epoch 69/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2091 - mape: 4591606.0000 - val_loss: 0.3164 - val_mape: 22524564.0000
Epoch 70/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2090 - mape: 4726035.5000 - val_loss: 0.3111 - val_mape: 20421288.0000
Epoch 71/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2088 - mape: 4342999.0000 - val_loss: 0.3191 - val_mape: 21254240.0000
Epoch 72/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2074 - mape: 4394650.5000 - val_loss: 0.3404 - val_mape: 23816094.0000
Epoch 73/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2079 - mape: 4634126.0000 - val_loss: 0.3389 - val_mape: 22572230.0000
Epoch 74/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2068 - mape: 4209759.0000 - val_loss: 0.3375 - val_mape: 22114614.0000
Epoch 75/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2057 - mape: 4264270.0000 - val_loss: 0.3441 - val_mape: 23203472.0000
Epoch 76/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2059 - mape: 4622514.0000 - val_loss: 0.3574 - val_mape: 23181860.0000
Epoch 77/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2038 - mape: 4337042.5000 - val_loss: 0.3720 - val_mape: 23807232.0000
Epoch 78/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2038 - mape: 4254158.5000 - val_loss: 0.3665 - val_mape: 23480638.0000
Epoch 79/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2022 - mape: 4383341.5000 - val_loss: 0.3698 - val_mape: 23617646.0000
Epoch 80/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2019 - mape: 4446859.5000 - val_loss: 1705779712.0000 - val_mape: 125380300212535296.0000
Epoch 81/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2010 - mape: 4245650.0000 - val_loss: 7847276544.0000 - val_mape: 1170592580610555904.0000
Epoch 82/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1996 - mape: 4159033.5000 - val_loss: 20894363680768.0000 - val_mape: 2326235730538892623872.0000
Epoch 83/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2000 - mape: 4445310.0000 - val_loss: 169973383168.0000 - val_mape: 19641207326637031424.0000
Epoch 84/250
1/1 [==============================] - 0s 276ms/step - loss: 0.1998 - mape: 3835402.2500 - val_loss: 114524258304.0000 - val_mape: 11757379101994778624.0000
Epoch 85/250
1/1 [==============================] - 0s 260ms/step - loss: 0.1968 - mape: 4197875.0000 - val_loss: 51925361885184.0000 - val_mape: 5672787007931498364928.0000
Epoch 86/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1963 - mape: 4147518.5000 - val_loss: 191826996756480.0000 - val_mape: 8229314446153469657088.0000
Epoch 87/250
1/1 [==============================] - 0s 295ms/step - loss: 0.1975 - mape: 3958699.0000 - val_loss: 6328923136.0000 - val_mape: 2309200917724921856.0000
Epoch 88/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2045 - mape: 5206978.5000 - val_loss: 0.3539 - val_mape: 21851028.0000
Epoch 89/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2002 - mape: 4458685.5000 - val_loss: 0.3469 - val_mape: 19329214.0000
Epoch 90/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2030 - mape: 4214096.0000 - val_loss: 0.3433 - val_mape: 18416102.0000
Epoch 91/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2052 - mape: 4264928.5000 - val_loss: 0.3398 - val_mape: 18145518.0000
Epoch 91: early stopping
1/1 [==============================] - 0s 319ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4519 - mape: 739515.4375 - val_loss: 0.4606 - val_mape: 1556417.7500
Epoch 2/250
1/1 [==============================] - 0s 340ms/step - loss: 0.4474 - mape: 674291.1875 - val_loss: 0.4570 - val_mape: 1405314.2500
Epoch 3/250
1/1 [==============================] - 0s 315ms/step - loss: 0.4430 - mape: 609993.9375 - val_loss: 0.4536 - val_mape: 1256908.8750
Epoch 4/250
1/1 [==============================] - 0s 301ms/step - loss: 0.4388 - mape: 547096.5625 - val_loss: 0.4502 - val_mape: 1110818.8750
Epoch 5/250
1/1 [==============================] - 0s 299ms/step - loss: 0.4348 - mape: 487339.2812 - val_loss: 0.4468 - val_mape: 967628.3750
Epoch 6/250
1/1 [==============================] - 0s 290ms/step - loss: 0.4309 - mape: 429327.6875 - val_loss: 0.4434 - val_mape: 828361.1875
Epoch 7/250
1/1 [==============================] - 0s 297ms/step - loss: 0.4271 - mape: 372626.7188 - val_loss: 0.4401 - val_mape: 695248.9375
Epoch 8/250
1/1 [==============================] - 0s 314ms/step - loss: 0.4235 - mape: 316963.6562 - val_loss: 0.4369 - val_mape: 574847.8125
Epoch 9/250
1/1 [==============================] - 0s 333ms/step - loss: 0.4200 - mape: 264205.1250 - val_loss: 0.4338 - val_mape: 461879.4062
Epoch 10/250
1/1 [==============================] - 0s 303ms/step - loss: 0.4166 - mape: 218092.6875 - val_loss: 0.4307 - val_mape: 356228.5312
Epoch 11/250
1/1 [==============================] - 0s 352ms/step - loss: 0.4134 - mape: 180167.1719 - val_loss: 0.4277 - val_mape: 278930.9062
Epoch 12/250
1/1 [==============================] - 0s 306ms/step - loss: 0.4103 - mape: 150328.4688 - val_loss: 0.4251 - val_mape: 274710.9688
Epoch 13/250
1/1 [==============================] - 0s 296ms/step - loss: 0.4077 - mape: 137572.9688 - val_loss: 0.4227 - val_mape: 254863.1250
Epoch 14/250
1/1 [==============================] - 0s 320ms/step - loss: 0.4054 - mape: 129675.5859 - val_loss: 0.4206 - val_mape: 241346.4375
Epoch 15/250
1/1 [==============================] - 0s 319ms/step - loss: 0.4034 - mape: 118950.0859 - val_loss: 0.4188 - val_mape: 242839.8750
Epoch 16/250
1/1 [==============================] - 0s 295ms/step - loss: 0.4017 - mape: 108591.9375 - val_loss: 0.4172 - val_mape: 249249.9375
Epoch 17/250
1/1 [==============================] - 0s 304ms/step - loss: 0.4003 - mape: 102641.5000 - val_loss: 0.4158 - val_mape: 263509.2188
Epoch 18/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3991 - mape: 104364.1250 - val_loss: 0.4146 - val_mape: 298810.8125
Epoch 19/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3980 - mape: 120218.5547 - val_loss: 0.4137 - val_mape: 351706.5312
Epoch 20/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3971 - mape: 142309.0469 - val_loss: 0.4130 - val_mape: 401918.1250
Epoch 21/250
1/1 [==============================] - 0s 353ms/step - loss: 0.3961 - mape: 163588.0000 - val_loss: 0.4123 - val_mape: 445348.1250
Epoch 22/250
1/1 [==============================] - 0s 316ms/step - loss: 0.3953 - mape: 182124.5625 - val_loss: 0.4116 - val_mape: 482888.6250
Epoch 23/250
1/1 [==============================] - 0s 314ms/step - loss: 0.3944 - mape: 200084.6406 - val_loss: 0.4110 - val_mape: 521588.0312
Epoch 24/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3936 - mape: 216269.7656 - val_loss: 0.4104 - val_mape: 555645.3750
Epoch 25/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3928 - mape: 231472.8594 - val_loss: 0.4097 - val_mape: 589359.3750
Epoch 26/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3920 - mape: 246830.3594 - val_loss: 0.4090 - val_mape: 626620.8750
Epoch 27/250
1/1 [==============================] - 0s 299ms/step - loss: 0.3911 - mape: 262475.0312 - val_loss: 0.4083 - val_mape: 665877.9375
Epoch 28/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3903 - mape: 278305.3750 - val_loss: 0.4075 - val_mape: 706486.1875
Epoch 29/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3894 - mape: 294027.8438 - val_loss: 0.4068 - val_mape: 748470.0000
Epoch 30/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3886 - mape: 310108.2812 - val_loss: 0.4060 - val_mape: 791599.0625
Epoch 31/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3877 - mape: 326681.6562 - val_loss: 0.4052 - val_mape: 836668.3750
Epoch 32/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3869 - mape: 343239.3438 - val_loss: 0.4044 - val_mape: 882879.9375
Epoch 33/250
1/1 [==============================] - 0s 346ms/step - loss: 0.3860 - mape: 360419.1875 - val_loss: 0.4036 - val_mape: 930492.3750
Epoch 34/250
1/1 [==============================] - 0s 291ms/step - loss: 0.3851 - mape: 377903.3438 - val_loss: 0.4028 - val_mape: 979519.8125
Epoch 35/250
1/1 [==============================] - 0s 301ms/step - loss: 0.3841 - mape: 395937.2188 - val_loss: 0.4019 - val_mape: 1030100.3750
Epoch 36/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3832 - mape: 414673.6250 - val_loss: 0.4011 - val_mape: 1081863.8750
Epoch 37/250
1/1 [==============================] - 0s 292ms/step - loss: 0.3822 - mape: 434250.2188 - val_loss: 0.4002 - val_mape: 1136024.3750
Epoch 38/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3812 - mape: 454044.8750 - val_loss: 0.3992 - val_mape: 1193383.5000
Epoch 39/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3802 - mape: 474179.5938 - val_loss: 0.3983 - val_mape: 1252725.1250
Epoch 40/250
1/1 [==============================] - 0s 280ms/step - loss: 0.3791 - mape: 495248.1875 - val_loss: 0.3973 - val_mape: 1314682.1250
Epoch 41/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3780 - mape: 517206.4688 - val_loss: 0.3963 - val_mape: 1378838.7500
Epoch 42/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3769 - mape: 540277.8750 - val_loss: 0.3953 - val_mape: 1444977.1250
Epoch 43/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3757 - mape: 563607.0625 - val_loss: 0.3942 - val_mape: 1512269.0000
Epoch 44/250
1/1 [==============================] - 0s 296ms/step - loss: 0.3745 - mape: 587482.6250 - val_loss: 0.3931 - val_mape: 1582031.2500
Epoch 45/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3732 - mape: 612824.5625 - val_loss: 0.3919 - val_mape: 1654084.0000
Epoch 46/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3720 - mape: 638930.9375 - val_loss: 0.3907 - val_mape: 1725943.3750
Epoch 47/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3707 - mape: 665989.1875 - val_loss: 0.3894 - val_mape: 1800043.3750
Epoch 48/250
1/1 [==============================] - 0s 306ms/step - loss: 0.3694 - mape: 693915.6250 - val_loss: 0.3881 - val_mape: 1876439.5000
Epoch 49/250
1/1 [==============================] - 0s 293ms/step - loss: 0.3680 - mape: 722599.0625 - val_loss: 0.3866 - val_mape: 1955904.7500
Epoch 50/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3666 - mape: 752601.2500 - val_loss: 0.3851 - val_mape: 2038207.3750
Epoch 51/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3651 - mape: 783980.9375 - val_loss: 0.3835 - val_mape: 2123203.0000
Epoch 52/250
1/1 [==============================] - 0s 321ms/step - loss: 0.3636 - mape: 816580.8750 - val_loss: 0.3818 - val_mape: 2211157.2500
Epoch 53/250
1/1 [==============================] - 0s 353ms/step - loss: 0.3619 - mape: 850492.6875 - val_loss: 0.3801 - val_mape: 2302480.7500
Epoch 54/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3603 - mape: 885889.7500 - val_loss: 0.3783 - val_mape: 2397368.7500
Epoch 55/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3585 - mape: 922871.5000 - val_loss: 0.3765 - val_mape: 2496500.2500
Epoch 56/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3568 - mape: 961304.3125 - val_loss: 0.3745 - val_mape: 2599620.2500
Epoch 57/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3549 - mape: 1001890.3125 - val_loss: 0.3726 - val_mape: 2706497.2500
Epoch 58/250
1/1 [==============================] - 0s 307ms/step - loss: 0.3530 - mape: 1044897.5000 - val_loss: 0.3706 - val_mape: 2820698.2500
Epoch 59/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3510 - mape: 1090683.8750 - val_loss: 0.3686 - val_mape: 2943426.5000
Epoch 60/250
1/1 [==============================] - 0s 289ms/step - loss: 0.3489 - mape: 1139330.8750 - val_loss: 0.3664 - val_mape: 3075281.2500
Epoch 61/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3467 - mape: 1191050.8750 - val_loss: 0.3640 - val_mape: 3215818.0000
Epoch 62/250
1/1 [==============================] - 0s 303ms/step - loss: 0.3444 - mape: 1246559.0000 - val_loss: 0.3615 - val_mape: 3365852.7500
Epoch 63/250
1/1 [==============================] - 0s 298ms/step - loss: 0.3419 - mape: 1306105.8750 - val_loss: 0.3588 - val_mape: 3525959.7500
Epoch 64/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3393 - mape: 1369899.5000 - val_loss: 0.3559 - val_mape: 3691755.2500
Epoch 65/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3366 - mape: 1438256.2500 - val_loss: 0.3529 - val_mape: 3867097.2500
Epoch 66/250
1/1 [==============================] - 0s 283ms/step - loss: 0.3337 - mape: 1511750.1250 - val_loss: 0.3496 - val_mape: 4059324.5000
Epoch 67/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3306 - mape: 1590583.2500 - val_loss: 0.3460 - val_mape: 4274762.0000
Epoch 68/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3274 - mape: 1675629.5000 - val_loss: 0.3422 - val_mape: 4510086.5000
Epoch 69/250
1/1 [==============================] - 0s 276ms/step - loss: 0.3239 - mape: 1767937.2500 - val_loss: 0.3382 - val_mape: 4768202.0000
Epoch 70/250
1/1 [==============================] - 0s 304ms/step - loss: 0.3202 - mape: 1868588.3750 - val_loss: 0.3338 - val_mape: 5049152.5000
Epoch 71/250
1/1 [==============================] - 0s 279ms/step - loss: 0.3163 - mape: 1979238.5000 - val_loss: 0.3290 - val_mape: 5349431.5000
Epoch 72/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3122 - mape: 2102730.5000 - val_loss: 0.3238 - val_mape: 5681785.0000
Epoch 73/250
1/1 [==============================] - 0s 295ms/step - loss: 0.3077 - mape: 2240534.0000 - val_loss: 0.3182 - val_mape: 6051880.5000
Epoch 74/250
1/1 [==============================] - 0s 297ms/step - loss: 0.3030 - mape: 2395317.0000 - val_loss: 0.3121 - val_mape: 6463320.5000
Epoch 75/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2981 - mape: 2569674.2500 - val_loss: 0.3054 - val_mape: 6924353.5000
Epoch 76/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2928 - mape: 2767956.2500 - val_loss: 0.2981 - val_mape: 7443941.0000
Epoch 77/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2874 - mape: 2996195.5000 - val_loss: 0.2901 - val_mape: 8033102.5000
Epoch 78/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2819 - mape: 3261570.7500 - val_loss: 0.2814 - val_mape: 8707995.0000
Epoch 79/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2763 - mape: 3574210.5000 - val_loss: 0.2722 - val_mape: 9491224.0000
Epoch 80/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2710 - mape: 3949920.5000 - val_loss: 0.2626 - val_mape: 10411551.0000
Epoch 81/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2666 - mape: 4414497.5000 - val_loss: 0.2535 - val_mape: 11489770.0000
Epoch 82/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2656 - mape: 5003454.5000 - val_loss: 0.2467 - val_mape: 12524641.0000
Epoch 83/250
1/1 [==============================] - 0s 304ms/step - loss: 0.2705 - mape: 5615444.5000 - val_loss: 0.2441 - val_mape: 12971292.0000
Epoch 84/250
1/1 [==============================] - 0s 298ms/step - loss: 0.2706 - mape: 5799243.5000 - val_loss: 0.2437 - val_mape: 12981460.0000
Epoch 85/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2659 - mape: 5683897.0000 - val_loss: 0.2442 - val_mape: 12815092.0000
Epoch 86/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2618 - mape: 5499346.0000 - val_loss: 0.2452 - val_mape: 12616955.0000
Epoch 87/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2593 - mape: 5325574.5000 - val_loss: 0.2461 - val_mape: 12451107.0000
Epoch 88/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2580 - mape: 5186424.0000 - val_loss: 0.2466 - val_mape: 12343226.0000
Epoch 89/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2572 - mape: 5087613.5000 - val_loss: 0.2468 - val_mape: 12302167.0000
Epoch 90/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2566 - mape: 5027080.0000 - val_loss: 0.2464 - val_mape: 12329606.0000
Epoch 91/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2559 - mape: 5002418.0000 - val_loss: 0.2455 - val_mape: 12420506.0000
Epoch 92/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2551 - mape: 5010140.5000 - val_loss: 0.2442 - val_mape: 12571683.0000
Epoch 93/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2542 - mape: 5047216.5000 - val_loss: 0.2425 - val_mape: 12783219.0000
Epoch 94/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2530 - mape: 5109674.0000 - val_loss: 0.2406 - val_mape: 13054668.0000
Epoch 95/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2517 - mape: 5196807.0000 - val_loss: 0.2384 - val_mape: 13378163.0000
Epoch 96/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2503 - mape: 5305594.0000 - val_loss: 0.2361 - val_mape: 13749318.0000
Epoch 97/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2489 - mape: 5438619.0000 - val_loss: 0.2336 - val_mape: 14176956.0000
Epoch 98/250
1/1 [==============================] - 0s 314ms/step - loss: 0.2476 - mape: 5594605.5000 - val_loss: 0.2312 - val_mape: 14658861.0000
Epoch 99/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2463 - mape: 5772835.0000 - val_loss: 0.2290 - val_mape: 15169823.0000
Epoch 100/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2452 - mape: 5963563.0000 - val_loss: 0.2272 - val_mape: 15684426.0000
Epoch 101/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2444 - mape: 6149820.0000 - val_loss: 0.2261 - val_mape: 16143274.0000
Epoch 102/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2439 - mape: 6307817.5000 - val_loss: 0.2256 - val_mape: 16488643.0000
Epoch 103/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2433 - mape: 6412873.5000 - val_loss: 0.2257 - val_mape: 16677850.0000
Epoch 104/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2425 - mape: 6438865.0000 - val_loss: 0.2260 - val_mape: 16711685.0000
Epoch 105/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2413 - mape: 6390386.0000 - val_loss: 0.2266 - val_mape: 16587429.0000
Epoch 106/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2402 - mape: 6287162.5000 - val_loss: 0.2274 - val_mape: 16369052.0000
Epoch 107/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2393 - mape: 6169628.0000 - val_loss: 0.2282 - val_mape: 16196541.0000
Epoch 108/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2387 - mape: 6077745.5000 - val_loss: 0.2288 - val_mape: 16129033.0000
Epoch 109/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2380 - mape: 6032836.0000 - val_loss: 0.2293 - val_mape: 16185477.0000
Epoch 110/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2372 - mape: 6040846.0000 - val_loss: 0.2300 - val_mape: 16349740.0000
Epoch 111/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2361 - mape: 6096330.0000 - val_loss: 0.2320 - val_mape: 16585110.0000
Epoch 112/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2350 - mape: 6192458.5000 - val_loss: 0.2452 - val_mape: 16766940.0000
Epoch 113/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2338 - mape: 6308221.0000 - val_loss: 251.0672 - val_mape: 19020343296.0000
Epoch 114/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2332 - mape: 6410477.5000 - val_loss: 0.3383 - val_mape: 24245760.0000
Epoch 115/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2323 - mape: 6323563.5000 - val_loss: 0.2433 - val_mape: 16639092.0000
Epoch 116/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2321 - mape: 6240679.0000 - val_loss: 0.2387 - val_mape: 16667948.0000
Epoch 117/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2318 - mape: 6174773.0000 - val_loss: 0.2386 - val_mape: 16649325.0000
Epoch 118/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2314 - mape: 6136100.0000 - val_loss: 0.2411 - val_mape: 16659610.0000
Epoch 119/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2309 - mape: 6125906.5000 - val_loss: 0.2490 - val_mape: 16658301.0000
Epoch 120/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2302 - mape: 6142308.0000 - val_loss: 0.3516 - val_mape: 21328536.0000
Epoch 121/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2294 - mape: 6174515.5000 - val_loss: 130969.0469 - val_mape: 16496671588352.0000
Epoch 122/250
1/1 [==============================] - 0s 292ms/step - loss: 0.2282 - mape: 6202973.0000 - val_loss: 2471611.5000 - val_mape: 135459753689088.0000
Epoch 123/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2286 - mape: 6151132.5000 - val_loss: 92709600.0000 - val_mape: 13527537443405824.0000
Epoch 124/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2264 - mape: 6140385.0000 - val_loss: 19801948.0000 - val_mape: 1733333239201792.0000
Epoch 125/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2255 - mape: 6068671.5000 - val_loss: 199923936.0000 - val_mape: 17880600614535168.0000
Epoch 126/250
1/1 [==============================] - 0s 265ms/step - loss: 14.8288 - mape: 690783680.0000 - val_loss: 13466576896.0000 - val_mape: 1653122879186796544.0000
Epoch 127/250
1/1 [==============================] - 0s 264ms/step - loss: 65.9585 - mape: 2565390848.0000 - val_loss: 14028347392.0000 - val_mape: 925205430949380096.0000
Epoch 128/250
1/1 [==============================] - 0s 263ms/step - loss: 7027.4009 - mape: 198990069760.0000 - val_loss: 38436470784.0000 - val_mape: 4192792978965659648.0000
Epoch 129/250
1/1 [==============================] - 0s 267ms/step - loss: 588.7311 - mape: 26404810752.0000 - val_loss: 50600210432.0000 - val_mape: 6969524932518608896.0000
Epoch 130/250
1/1 [==============================] - 0s 277ms/step - loss: 26.3056 - mape: 469239744.0000 - val_loss: 961445504.0000 - val_mape: 32057575767801856.0000
Epoch 130: early stopping
1/1 [==============================] - 0s 340ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4074 - mape: 33683.8398 - val_loss: 0.4182 - val_mape: 318124.1250
Epoch 2/250
1/1 [==============================] - 0s 322ms/step - loss: 0.3980 - mape: 127974.4297 - val_loss: 0.4096 - val_mape: 989578.0000
Epoch 3/250
1/1 [==============================] - 0s 300ms/step - loss: 0.3853 - mape: 354407.9062 - val_loss: 0.3970 - val_mape: 1758451.5000
Epoch 4/250
1/1 [==============================] - 0s 302ms/step - loss: 0.3721 - mape: 626645.6875 - val_loss: 0.3845 - val_mape: 2507986.0000
Epoch 5/250
1/1 [==============================] - 0s 311ms/step - loss: 0.3594 - mape: 914108.7500 - val_loss: 0.3725 - val_mape: 3221306.5000
Epoch 6/250
1/1 [==============================] - 0s 305ms/step - loss: 0.3472 - mape: 1206460.1250 - val_loss: 0.3611 - val_mape: 3941387.5000
Epoch 7/250
1/1 [==============================] - 0s 284ms/step - loss: 0.3353 - mape: 1513101.8750 - val_loss: 0.3497 - val_mape: 4707118.0000
Epoch 8/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3237 - mape: 1835696.6250 - val_loss: 0.3382 - val_mape: 5543318.0000
Epoch 9/250
1/1 [==============================] - 0s 308ms/step - loss: 0.3123 - mape: 2189652.7500 - val_loss: 0.3263 - val_mape: 6464737.5000
Epoch 10/250
1/1 [==============================] - 0s 278ms/step - loss: 0.3012 - mape: 2587617.2500 - val_loss: 0.3141 - val_mape: 7504806.5000
Epoch 11/250
1/1 [==============================] - 0s 291ms/step - loss: 0.2903 - mape: 3044250.7500 - val_loss: 0.3011 - val_mape: 8729575.0000
Epoch 12/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2802 - mape: 3582228.7500 - val_loss: 0.2880 - val_mape: 10214376.0000
Epoch 13/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2711 - mape: 4242266.5000 - val_loss: 0.2761 - val_mape: 12017965.0000
Epoch 14/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2646 - mape: 5077848.5000 - val_loss: 0.2675 - val_mape: 14109212.0000
Epoch 15/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2648 - mape: 6096788.5000 - val_loss: 0.2635 - val_mape: 15906813.0000
Epoch 16/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2710 - mape: 6930654.0000 - val_loss: 0.2622 - val_mape: 16672186.0000
Epoch 17/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2709 - mape: 7152467.5000 - val_loss: 0.2613 - val_mape: 16683273.0000
Epoch 18/250
1/1 [==============================] - 0s 316ms/step - loss: 0.2652 - mape: 6984958.5000 - val_loss: 0.2605 - val_mape: 16333983.0000
Epoch 19/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2598 - mape: 6673015.5000 - val_loss: 0.2602 - val_mape: 15893106.0000
Epoch 20/250
1/1 [==============================] - 0s 322ms/step - loss: 0.2564 - mape: 6355042.0000 - val_loss: 0.2599 - val_mape: 15501622.0000
Epoch 21/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2545 - mape: 6086326.0000 - val_loss: 0.2597 - val_mape: 15214958.0000
Epoch 22/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2536 - mape: 5881781.5000 - val_loss: 0.2592 - val_mape: 15052678.0000
Epoch 23/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2529 - mape: 5742673.5000 - val_loss: 0.2585 - val_mape: 15018314.0000
Epoch 24/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2522 - mape: 5662504.5000 - val_loss: 0.2573 - val_mape: 15107208.0000
Epoch 25/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2513 - mape: 5635749.5000 - val_loss: 0.2558 - val_mape: 15317457.0000
Epoch 26/250
1/1 [==============================] - 0s 300ms/step - loss: 0.2501 - mape: 5659777.0000 - val_loss: 0.2540 - val_mape: 15644009.0000
Epoch 27/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2487 - mape: 5731849.0000 - val_loss: 0.2520 - val_mape: 16094632.0000
Epoch 28/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2471 - mape: 5850594.0000 - val_loss: 0.2499 - val_mape: 16672110.0000
Epoch 29/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2453 - mape: 6020681.5000 - val_loss: 0.2479 - val_mape: 17363502.0000
Epoch 30/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2436 - mape: 6237611.0000 - val_loss: 0.2463 - val_mape: 18143544.0000
Epoch 31/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2421 - mape: 6492139.5000 - val_loss: 0.2449 - val_mape: 18965466.0000
Epoch 32/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2410 - mape: 6763511.0000 - val_loss: 0.2439 - val_mape: 19722764.0000
Epoch 33/250
1/1 [==============================] - 0s 317ms/step - loss: 0.2407 - mape: 7006588.0000 - val_loss: 0.2430 - val_mape: 20196458.0000
Epoch 34/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2405 - mape: 7131287.5000 - val_loss: 0.2418 - val_mape: 20230114.0000
Epoch 35/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2394 - mape: 7074475.5000 - val_loss: 0.2406 - val_mape: 19875918.0000
Epoch 36/250
1/1 [==============================] - 0s 299ms/step - loss: 0.2376 - mape: 6868486.5000 - val_loss: 0.2398 - val_mape: 19324506.0000
Epoch 37/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2363 - mape: 6601441.0000 - val_loss: 0.2394 - val_mape: 18819352.0000
Epoch 38/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2357 - mape: 6360927.0000 - val_loss: 0.2392 - val_mape: 18476358.0000
Epoch 39/250
1/1 [==============================] - 0s 289ms/step - loss: 0.2352 - mape: 6178391.0000 - val_loss: 0.2387 - val_mape: 18359354.0000
Epoch 40/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2347 - mape: 6073844.5000 - val_loss: 0.2379 - val_mape: 18497260.0000
Epoch 41/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2338 - mape: 6053757.0000 - val_loss: 0.2368 - val_mape: 18883916.0000
Epoch 42/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2327 - mape: 6111870.5000 - val_loss: 0.2360 - val_mape: 19472706.0000
Epoch 43/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2319 - mape: 6227756.0000 - val_loss: 0.2361 - val_mape: 20101474.0000
Epoch 44/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2316 - mape: 6343715.0000 - val_loss: 0.2365 - val_mape: 20438896.0000
Epoch 45/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2312 - mape: 6351349.5000 - val_loss: 0.2367 - val_mape: 20302084.0000
Epoch 46/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2302 - mape: 6208816.0000 - val_loss: 0.2373 - val_mape: 19899988.0000
Epoch 47/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2296 - mape: 5998149.5000 - val_loss: 0.2382 - val_mape: 19575302.0000
Epoch 48/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2294 - mape: 5826963.5000 - val_loss: 0.2386 - val_mape: 19498434.0000
Epoch 49/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2290 - mape: 5749535.5000 - val_loss: 0.2384 - val_mape: 19731018.0000
Epoch 50/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2283 - mape: 5767730.0000 - val_loss: 0.2378 - val_mape: 20037424.0000
Epoch 51/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2277 - mape: 5824205.0000 - val_loss: 0.2374 - val_mape: 20026982.0000
Epoch 52/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2273 - mape: 5833346.5000 - val_loss: 0.2373 - val_mape: 19547790.0000
Epoch 53/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2268 - mape: 5748321.0000 - val_loss: 0.2378 - val_mape: 18881694.0000
Epoch 54/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2264 - mape: 5610431.0000 - val_loss: 0.2385 - val_mape: 18446142.0000
Epoch 55/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2260 - mape: 5510222.5000 - val_loss: 0.2389 - val_mape: 18396248.0000
Epoch 56/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2256 - mape: 5486586.5000 - val_loss: 0.2390 - val_mape: 18665766.0000
Epoch 57/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2250 - mape: 5522817.0000 - val_loss: 0.2392 - val_mape: 19028108.0000
Epoch 58/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2245 - mape: 5563723.5000 - val_loss: 0.2398 - val_mape: 19165016.0000
Epoch 59/250
1/1 [==============================] - 0s 286ms/step - loss: 0.2240 - mape: 5540575.0000 - val_loss: 0.2406 - val_mape: 18942302.0000
Epoch 60/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2235 - mape: 5445198.5000 - val_loss: 0.2413 - val_mape: 18663750.0000
Epoch 61/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2230 - mape: 5345789.5000 - val_loss: 0.2410 - val_mape: 18630352.0000
Epoch 62/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2225 - mape: 5312567.0000 - val_loss: 0.2401 - val_mape: 18791714.0000
Epoch 63/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2219 - mape: 5332043.5000 - val_loss: 0.2391 - val_mape: 18832742.0000
Epoch 64/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2213 - mape: 5329262.5000 - val_loss: 0.2387 - val_mape: 18537246.0000
Epoch 65/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2207 - mape: 5247668.5000 - val_loss: 0.2385 - val_mape: 18245530.0000
Epoch 66/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2201 - mape: 5164253.0000 - val_loss: 0.2381 - val_mape: 18342598.0000
Epoch 67/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2194 - mape: 5160241.5000 - val_loss: 0.2379 - val_mape: 18624158.0000
Epoch 68/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2187 - mape: 5179457.5000 - val_loss: 0.2386 - val_mape: 18735802.0000
Epoch 69/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2179 - mape: 5139782.0000 - val_loss: 0.2394 - val_mape: 18883528.0000
Epoch 70/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2171 - mape: 5091331.0000 - val_loss: 0.2398 - val_mape: 19263664.0000
Epoch 71/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2162 - mape: 5087923.5000 - val_loss: 0.2399 - val_mape: 19685562.0000
Epoch 72/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2152 - mape: 5102510.0000 - val_loss: 0.2402 - val_mape: 19735906.0000
Epoch 73/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2141 - mape: 5063448.5000 - val_loss: 0.2407 - val_mape: 19614304.0000
Epoch 74/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2131 - mape: 5003830.5000 - val_loss: 0.2401 - val_mape: 20190992.0000
Epoch 75/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2122 - mape: 5057666.0000 - val_loss: 0.2407 - val_mape: 20167066.0000
Epoch 76/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2114 - mape: 4995819.5000 - val_loss: 0.2402 - val_mape: 19811234.0000
Epoch 77/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2106 - mape: 4880475.0000 - val_loss: 0.2379 - val_mape: 19848262.0000
Epoch 78/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2098 - mape: 4847835.5000 - val_loss: 0.2384 - val_mape: 19594662.0000
Epoch 79/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2089 - mape: 4760024.0000 - val_loss: 0.2389 - val_mape: 19876594.0000
Epoch 80/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2078 - mape: 4774490.5000 - val_loss: 0.2373 - val_mape: 20521304.0000
Epoch 81/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2069 - mape: 4857271.0000 - val_loss: 0.2380 - val_mape: 19400232.0000
Epoch 82/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2064 - mape: 4637236.0000 - val_loss: 0.2326 - val_mape: 20565832.0000
Epoch 83/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2055 - mape: 4842469.5000 - val_loss: 0.2363 - val_mape: 19808414.0000
Epoch 84/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2043 - mape: 4654533.5000 - val_loss: 0.2372 - val_mape: 20652334.0000
Epoch 85/250
1/1 [==============================] - 0s 325ms/step - loss: 0.2032 - mape: 4755474.0000 - val_loss: 0.2353 - val_mape: 20753514.0000
Epoch 86/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2023 - mape: 4721877.0000 - val_loss: 0.2377 - val_mape: 19568838.0000
Epoch 87/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2020 - mape: 4436602.5000 - val_loss: 0.2358 - val_mape: 21577036.0000
Epoch 88/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2019 - mape: 4711354.5000 - val_loss: 0.2514 - val_mape: 19448312.0000
Epoch 89/250
1/1 [==============================] - 0s 265ms/step - loss: 0.2030 - mape: 4194703.5000 - val_loss: 0.2490 - val_mape: 21642918.0000
Epoch 90/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1987 - mape: 4462656.5000 - val_loss: 0.2404 - val_mape: 21880310.0000
Epoch 91/250
1/1 [==============================] - 0s 307ms/step - loss: 0.1998 - mape: 4552873.5000 - val_loss: 0.2387 - val_mape: 18822654.0000
Epoch 92/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1993 - mape: 3993359.0000 - val_loss: 0.2439 - val_mape: 19149274.0000
Epoch 93/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1977 - mape: 3986884.7500 - val_loss: 0.2532 - val_mape: 21867220.0000
Epoch 94/250
1/1 [==============================] - 0s 324ms/step - loss: 0.1973 - mape: 4384492.0000 - val_loss: 0.2638 - val_mape: 21632038.0000
Epoch 95/250
1/1 [==============================] - 0s 287ms/step - loss: 0.1952 - mape: 4226859.5000 - val_loss: 0.2679 - val_mape: 20829862.0000
Epoch 96/250
1/1 [==============================] - 0s 296ms/step - loss: 0.1950 - mape: 3884490.5000 - val_loss: 0.2661 - val_mape: 22712706.0000
Epoch 97/250
1/1 [==============================] - 0s 300ms/step - loss: 0.1934 - mape: 4000708.0000 - val_loss: 0.2756 - val_mape: 23531868.0000
Epoch 98/250
1/1 [==============================] - 0s 277ms/step - loss: 0.1926 - mape: 4059808.5000 - val_loss: 0.2883 - val_mape: 22638098.0000
Epoch 99/250
1/1 [==============================] - 0s 281ms/step - loss: 139.7929 - mape: 4313487.0000 - val_loss: 0.2716 - val_mape: 23223250.0000
Epoch 100/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1928 - mape: 4037671.7500 - val_loss: 0.2666 - val_mape: 24189118.0000
Epoch 101/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1956 - mape: 4485822.5000 - val_loss: 0.2593 - val_mape: 23490554.0000
Epoch 102/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1958 - mape: 4602680.5000 - val_loss: 0.2551 - val_mape: 22196062.0000
Epoch 103/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1951 - mape: 4522183.5000 - val_loss: 0.2559 - val_mape: 21476354.0000
Epoch 103: early stopping
1/1 [==============================] - 0s 302ms/step
Epoch 1/250
1/1 [==============================] - 3s 3s/step - loss: 0.4712 - mape: 935419.6250 - val_loss: 0.4275 - val_mape: 347606.8125
Epoch 2/250
1/1 [==============================] - 0s 299ms/step - loss: 0.4233 - mape: 304454.1250 - val_loss: 0.4072 - val_mape: 1054049.2500
Epoch 3/250
1/1 [==============================] - 0s 282ms/step - loss: 0.3926 - mape: 280208.6875 - val_loss: 0.3995 - val_mape: 1420033.2500
Epoch 4/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3847 - mape: 429779.1875 - val_loss: 0.3917 - val_mape: 1881620.7500
Epoch 5/250
1/1 [==============================] - 0s 288ms/step - loss: 0.3786 - mape: 567927.4375 - val_loss: 0.3818 - val_mape: 2503383.2500
Epoch 6/250
1/1 [==============================] - 0s 281ms/step - loss: 0.3707 - mape: 750500.9375 - val_loss: 0.3693 - val_mape: 3294081.0000
Epoch 7/250
1/1 [==============================] - 0s 287ms/step - loss: 0.3610 - mape: 995607.8125 - val_loss: 0.3539 - val_mape: 4318928.5000
Epoch 8/250
1/1 [==============================] - 0s 286ms/step - loss: 0.3478 - mape: 1341689.8750 - val_loss: 0.3356 - val_mape: 5657971.0000
Epoch 9/250
1/1 [==============================] - 0s 290ms/step - loss: 0.3312 - mape: 1820357.2500 - val_loss: 0.3142 - val_mape: 7461093.0000
Epoch 10/250
1/1 [==============================] - 0s 285ms/step - loss: 0.3110 - mape: 2486725.5000 - val_loss: 0.2905 - val_mape: 10004723.0000
Epoch 11/250
1/1 [==============================] - 0s 293ms/step - loss: 0.2887 - mape: 3461800.0000 - val_loss: 0.2699 - val_mape: 13994138.0000
Epoch 12/250
1/1 [==============================] - 0s 297ms/step - loss: 0.2683 - mape: 5060041.5000 - val_loss: 1.5980 - val_mape: 191214208.0000
Epoch 13/250
1/1 [==============================] - 0s 275ms/step - loss: 0.4155 - mape: 8901228.0000 - val_loss: 0.2977 - val_mape: 21957000.0000
Epoch 14/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2771 - mape: 8623192.0000 - val_loss: 0.2704 - val_mape: 19059564.0000
Epoch 15/250
1/1 [==============================] - 0s 296ms/step - loss: 0.2615 - mape: 7256582.5000 - val_loss: 0.2643 - val_mape: 16945288.0000
Epoch 16/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2578 - mape: 6323856.0000 - val_loss: 0.2633 - val_mape: 15569423.0000
Epoch 17/250
1/1 [==============================] - 0s 309ms/step - loss: 0.2576 - mape: 5751375.5000 - val_loss: 0.2634 - val_mape: 14720186.0000
Epoch 18/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2578 - mape: 5412566.0000 - val_loss: 0.2631 - val_mape: 14263180.0000
Epoch 19/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2575 - mape: 5239671.0000 - val_loss: 0.2619 - val_mape: 14111311.0000
Epoch 20/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2564 - mape: 5195138.5000 - val_loss: 0.2596 - val_mape: 14222459.0000
Epoch 21/250
1/1 [==============================] - 0s 278ms/step - loss: 0.2544 - mape: 5259627.5000 - val_loss: 0.2565 - val_mape: 14555195.0000
Epoch 22/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2518 - mape: 5427547.5000 - val_loss: 0.2524 - val_mape: 15095103.0000
Epoch 23/250
1/1 [==============================] - 0s 294ms/step - loss: 0.2486 - mape: 5697131.5000 - val_loss: 0.2478 - val_mape: 15829309.0000
Epoch 24/250
1/1 [==============================] - 0s 279ms/step - loss: 0.2456 - mape: 6068277.0000 - val_loss: 0.2433 - val_mape: 16714588.0000
Epoch 25/250
1/1 [==============================] - 0s 285ms/step - loss: 0.2439 - mape: 6520710.5000 - val_loss: 0.2399 - val_mape: 17548410.0000
Epoch 26/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2451 - mape: 6932147.0000 - val_loss: 0.2385 - val_mape: 17817070.0000
Epoch 27/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2446 - mape: 6989683.0000 - val_loss: 0.2385 - val_mape: 17511828.0000
Epoch 28/250
1/1 [==============================] - 0s 254ms/step - loss: 0.2410 - mape: 6723325.5000 - val_loss: 0.2391 - val_mape: 17038016.0000
Epoch 29/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2388 - mape: 6376563.0000 - val_loss: 0.2397 - val_mape: 16677422.0000
Epoch 30/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2382 - mape: 6098806.0000 - val_loss: 0.2398 - val_mape: 16526029.0000
Epoch 31/250
1/1 [==============================] - 0s 277ms/step - loss: 0.2378 - mape: 5933076.5000 - val_loss: 0.2391 - val_mape: 16610216.0000
Epoch 32/250
1/1 [==============================] - 0s 303ms/step - loss: 0.2370 - mape: 5877870.0000 - val_loss: 0.2377 - val_mape: 16948312.0000
Epoch 33/250
1/1 [==============================] - 0s 312ms/step - loss: 0.2356 - mape: 5924726.0000 - val_loss: 0.2359 - val_mape: 17525740.0000
Epoch 34/250
1/1 [==============================] - 0s 342ms/step - loss: 0.2339 - mape: 6059439.0000 - val_loss: 0.2353 - val_mape: 18295466.0000
Epoch 35/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2329 - mape: 6250917.5000 - val_loss: 0.2366 - val_mape: 18985026.0000
Epoch 36/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2332 - mape: 6389644.0000 - val_loss: 0.2372 - val_mape: 19082654.0000
Epoch 37/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2323 - mape: 6306480.0000 - val_loss: 0.2372 - val_mape: 18659040.0000
Epoch 38/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2309 - mape: 6065091.0000 - val_loss: 0.2378 - val_mape: 18246376.0000
Epoch 39/250
1/1 [==============================] - 0s 270ms/step - loss: 0.2307 - mape: 5841823.0000 - val_loss: 0.2388 - val_mape: 18130288.0000
Epoch 40/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2306 - mape: 5716493.0000 - val_loss: 0.2395 - val_mape: 18337638.0000
Epoch 41/250
1/1 [==============================] - 0s 258ms/step - loss: 0.2300 - mape: 5700573.0000 - val_loss: 0.2401 - val_mape: 18698136.0000
Epoch 42/250
1/1 [==============================] - 0s 257ms/step - loss: 0.2293 - mape: 5753590.5000 - val_loss: 0.2404 - val_mape: 18925818.0000
Epoch 43/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2289 - mape: 5811542.5000 - val_loss: 0.2403 - val_mape: 18696322.0000
Epoch 44/250
1/1 [==============================] - 0s 287ms/step - loss: 0.2285 - mape: 5781987.0000 - val_loss: 0.2405 - val_mape: 18196206.0000
Epoch 45/250
1/1 [==============================] - 0s 274ms/step - loss: 0.2279 - mape: 5681608.5000 - val_loss: 0.2413 - val_mape: 17698966.0000
Epoch 46/250
1/1 [==============================] - 0s 273ms/step - loss: 0.2276 - mape: 5565976.5000 - val_loss: 0.2422 - val_mape: 17430538.0000
Epoch 47/250
1/1 [==============================] - 0s 281ms/step - loss: 0.2275 - mape: 5493214.0000 - val_loss: 0.2429 - val_mape: 17464524.0000
Epoch 48/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2272 - mape: 5489355.5000 - val_loss: 0.2433 - val_mape: 17782814.0000
Epoch 49/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2267 - mape: 5546846.5000 - val_loss: 0.2438 - val_mape: 18254514.0000
Epoch 50/250
1/1 [==============================] - 0s 295ms/step - loss: 0.2263 - mape: 5625561.0000 - val_loss: 0.2445 - val_mape: 18654906.0000
Epoch 51/250
1/1 [==============================] - 0s 354ms/step - loss: 0.2259 - mape: 5670806.0000 - val_loss: 0.2453 - val_mape: 18825852.0000
Epoch 52/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2256 - mape: 5656373.5000 - val_loss: 0.2457 - val_mape: 18762824.0000
Epoch 53/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2253 - mape: 5601758.5000 - val_loss: 0.2456 - val_mape: 18593754.0000
Epoch 54/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2250 - mape: 5549691.0000 - val_loss: 0.2452 - val_mape: 18456914.0000
Epoch 55/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2245 - mape: 5529460.5000 - val_loss: 0.2447 - val_mape: 18375106.0000
Epoch 56/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2242 - mape: 5539797.5000 - val_loss: 0.2443 - val_mape: 18298618.0000
Epoch 57/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2238 - mape: 5556077.5000 - val_loss: 0.2441 - val_mape: 18150586.0000
Epoch 58/250
1/1 [==============================] - 0s 268ms/step - loss: 0.2236 - mape: 5543717.5000 - val_loss: 0.2443 - val_mape: 17938456.0000
Epoch 59/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2232 - mape: 5493841.5000 - val_loss: 0.2448 - val_mape: 17777798.0000
Epoch 60/250
1/1 [==============================] - 0s 259ms/step - loss: 0.2228 - mape: 5440209.0000 - val_loss: 0.2452 - val_mape: 17785556.0000
Epoch 61/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2224 - mape: 5420581.5000 - val_loss: 0.2455 - val_mape: 17998560.0000
Epoch 62/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2220 - mape: 5446788.0000 - val_loss: 0.2457 - val_mape: 18335704.0000
Epoch 63/250
1/1 [==============================] - 0s 276ms/step - loss: 0.2215 - mape: 5493396.5000 - val_loss: 0.2461 - val_mape: 18616006.0000
Epoch 64/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2211 - mape: 5507254.5000 - val_loss: 0.2468 - val_mape: 18730908.0000
Epoch 65/250
1/1 [==============================] - 0s 290ms/step - loss: 0.2206 - mape: 5467250.5000 - val_loss: 0.2474 - val_mape: 18734848.0000
Epoch 66/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2201 - mape: 5404569.0000 - val_loss: 0.2478 - val_mape: 18743284.0000
Epoch 67/250
1/1 [==============================] - 0s 360ms/step - loss: 0.2196 - mape: 5364029.5000 - val_loss: 0.2478 - val_mape: 18815208.0000
Epoch 68/250
1/1 [==============================] - 0s 284ms/step - loss: 0.2190 - mape: 5362202.0000 - val_loss: 0.2478 - val_mape: 18828980.0000
Epoch 69/250
1/1 [==============================] - 0s 302ms/step - loss: 0.2184 - mape: 5358031.5000 - val_loss: 0.2481 - val_mape: 18761848.0000
Epoch 70/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2178 - mape: 5324425.5000 - val_loss: 0.2486 - val_mape: 18733302.0000
Epoch 71/250
1/1 [==============================] - 0s 280ms/step - loss: 0.2171 - mape: 5281492.5000 - val_loss: 0.2492 - val_mape: 18895466.0000
Epoch 72/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2164 - mape: 5269495.0000 - val_loss: 0.2498 - val_mape: 19234278.0000
Epoch 73/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2156 - mape: 5280623.0000 - val_loss: 0.2503 - val_mape: 19505168.0000
Epoch 74/250
1/1 [==============================] - 0s 267ms/step - loss: 0.2148 - mape: 5255361.5000 - val_loss: 0.2508 - val_mape: 19532002.0000
Epoch 75/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2139 - mape: 5149682.5000 - val_loss: 0.2515 - val_mape: 19535266.0000
Epoch 76/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2131 - mape: 5047988.5000 - val_loss: 0.2523 - val_mape: 19695696.0000
Epoch 77/250
1/1 [==============================] - 0s 269ms/step - loss: 0.2125 - mape: 5000239.0000 - val_loss: 0.2537 - val_mape: 19696226.0000
Epoch 78/250
1/1 [==============================] - 0s 262ms/step - loss: 0.2121 - mape: 4884518.0000 - val_loss: 0.2554 - val_mape: 19904190.0000
Epoch 79/250
1/1 [==============================] - 0s 260ms/step - loss: 0.2115 - mape: 4812857.0000 - val_loss: 0.2574 - val_mape: 20608766.0000
Epoch 80/250
1/1 [==============================] - 0s 264ms/step - loss: 0.2107 - mape: 4915556.5000 - val_loss: 0.2602 - val_mape: 20640702.0000
Epoch 81/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2098 - mape: 4821465.0000 - val_loss: 0.2630 - val_mape: 21334872.0000
Epoch 82/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2088 - mape: 4991463.5000 - val_loss: 0.2658 - val_mape: 20940510.0000
Epoch 83/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2079 - mape: 4789754.5000 - val_loss: 0.2711 - val_mape: 22044976.0000
Epoch 84/250
1/1 [==============================] - 0s 288ms/step - loss: 0.2069 - mape: 4971331.0000 - val_loss: 0.2786 - val_mape: 22640766.0000
Epoch 85/250
1/1 [==============================] - 0s 311ms/step - loss: 0.2057 - mape: 4857375.5000 - val_loss: 0.2953 - val_mape: 24959232.0000
Epoch 86/250
1/1 [==============================] - 0s 283ms/step - loss: 0.2047 - mape: 5064125.5000 - val_loss: 0.3052 - val_mape: 24876134.0000
Epoch 87/250
1/1 [==============================] - 0s 266ms/step - loss: 0.2040 - mape: 4673912.0000 - val_loss: 16.5387 - val_mape: 395455104.0000
Epoch 88/250
1/1 [==============================] - 0s 271ms/step - loss: 0.2048 - mape: 5144295.5000 - val_loss: 0.6651 - val_mape: 35143564.0000
Epoch 89/250
1/1 [==============================] - 0s 282ms/step - loss: 0.2087 - mape: 4044706.5000 - val_loss: 430.9215 - val_mape: 13739297792.0000
Epoch 90/250
1/1 [==============================] - 0s 263ms/step - loss: 0.2013 - mape: 4410088.5000 - val_loss: 322999.4688 - val_mape: 30872182980608.0000
Epoch 91/250
1/1 [==============================] - 0s 275ms/step - loss: 0.2110 - mape: 5563540.5000 - val_loss: 1410.9641 - val_mape: 62918094848.0000
Epoch 92/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1999 - mape: 4665746.0000 - val_loss: 12208.2734 - val_mape: 1472013664256.0000
Epoch 93/250
1/1 [==============================] - 0s 261ms/step - loss: 0.2053 - mape: 3976456.5000 - val_loss: 11780.7314 - val_mape: 837919178752.0000
Epoch 94/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1992 - mape: 4199901.0000 - val_loss: 232937.4531 - val_mape: 57945047957504.0000
Epoch 95/250
1/1 [==============================] - 0s 269ms/step - loss: 0.1994 - mape: 4930547.0000 - val_loss: 244267.2344 - val_mape: 26109133455360.0000
Epoch 96/250
1/1 [==============================] - 0s 311ms/step - loss: 0.1959 - mape: 4659447.5000 - val_loss: 137075.9844 - val_mape: 19673907200000.0000
Epoch 97/250
1/1 [==============================] - 0s 272ms/step - loss: 0.2047 - mape: 3628170.2500 - val_loss: 436344.9062 - val_mape: 95333208031232.0000
Epoch 98/250
1/1 [==============================] - 0s 268ms/step - loss: 0.1968 - mape: 3906633.7500 - val_loss: 762130.8125 - val_mape: 35776930775040.0000
Epoch 99/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1998 - mape: 5176981.0000 - val_loss: 126587.4766 - val_mape: 16218845085696.0000
Epoch 100/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1999 - mape: 5288581.0000 - val_loss: 175027.8125 - val_mape: 42523137409024.0000
Epoch 101/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1951 - mape: 4488477.5000 - val_loss: 228303.6250 - val_mape: 57426741035008.0000
Epoch 102/250
1/1 [==============================] - 0s 253ms/step - loss: 0.1965 - mape: 3781291.0000 - val_loss: 310608.0000 - val_mape: 11072060784640.0000
Epoch 103/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1909 - mape: 3864110.5000 - val_loss: 4074983.2500 - val_mape: 257825477492736.0000
Epoch 104/250
1/1 [==============================] - 0s 300ms/step - loss: 0.1946 - mape: 4652604.0000 - val_loss: 1956200.1250 - val_mape: 315864813404160.0000
Epoch 105/250
1/1 [==============================] - 0s 274ms/step - loss: 0.1915 - mape: 4525517.0000 - val_loss: 81521.3828 - val_mape: 16010061021184.0000
Epoch 106/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1860 - mape: 3784909.0000 - val_loss: 4.0165 - val_mape: 371720736.0000
Epoch 107/250
1/1 [==============================] - 0s 270ms/step - loss: 0.1882 - mape: 3437009.7500 - val_loss: 20.7460 - val_mape: 4087918336.0000
Epoch 108/250
1/1 [==============================] - 0s 271ms/step - loss: 0.1834 - mape: 4013075.0000 - val_loss: 11.4016 - val_mape: 2315606528.0000
Epoch 109/250
1/1 [==============================] - 0s 264ms/step - loss: 0.1838 - mape: 4293024.5000 - val_loss: 4.5204 - val_mape: 664746432.0000
Epoch 110/250
1/1 [==============================] - 0s 259ms/step - loss: 0.1806 - mape: 3683909.2500 - val_loss: 0.2993 - val_mape: 24931526.0000
Epoch 111/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1783 - mape: 4195378.5000 - val_loss: 0.2965 - val_mape: 24546496.0000
Epoch 112/250
1/1 [==============================] - 0s 267ms/step - loss: 0.1793 - mape: 4290774.5000 - val_loss: 0.2954 - val_mape: 23771394.0000
Epoch 113/250
1/1 [==============================] - 0s 300ms/step - loss: 0.1771 - mape: 4189694.7500 - val_loss: 0.2911 - val_mape: 24266548.0000
Epoch 114/250
1/1 [==============================] - 0s 254ms/step - loss: 0.1808 - mape: 4742726.0000 - val_loss: 0.2936 - val_mape: 22806436.0000
Epoch 115/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1757 - mape: 4085336.0000 - val_loss: 0.8904 - val_mape: 171683248.0000
Epoch 116/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1828 - mape: 4427666.5000 - val_loss: 1.3671 - val_mape: 290934880.0000
Epoch 117/250
1/1 [==============================] - 0s 255ms/step - loss: 0.1796 - mape: 3526148.0000 - val_loss: 3.3660 - val_mape: 806214912.0000
Epoch 118/250
1/1 [==============================] - 0s 257ms/step - loss: 0.1749 - mape: 3789683.5000 - val_loss: 0.3031 - val_mape: 22312614.0000
Epoch 119/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1814 - mape: 3276535.0000 - val_loss: 1.1341 - val_mape: 222708000.0000
Epoch 120/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1725 - mape: 3882513.7500 - val_loss: 1.0352 - val_mape: 220764448.0000
Epoch 121/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1733 - mape: 3908106.5000 - val_loss: 0.4862 - val_mape: 82880160.0000
Epoch 122/250
1/1 [==============================] - 0s 258ms/step - loss: 0.1758 - mape: 3764773.2500 - val_loss: 0.3278 - val_mape: 27241382.0000
Epoch 123/250
1/1 [==============================] - 0s 261ms/step - loss: 0.1743 - mape: 3792502.2500 - val_loss: 0.3249 - val_mape: 27198488.0000
Epoch 124/250
1/1 [==============================] - 0s 280ms/step - loss: 0.1712 - mape: 4042940.7500 - val_loss: 0.3182 - val_mape: 26907172.0000
Epoch 125/250
1/1 [==============================] - 0s 281ms/step - loss: 0.1728 - mape: 4319944.0000 - val_loss: 0.3199 - val_mape: 24646408.0000
Epoch 126/250
1/1 [==============================] - 0s 263ms/step - loss: 0.1803 - mape: 4340210.5000 - val_loss: 0.3102 - val_mape: 24970288.0000
Epoch 127/250
1/1 [==============================] - 0s 283ms/step - loss: 0.1733 - mape: 4318574.5000 - val_loss: 0.3105 - val_mape: 24580880.0000
Epoch 128/250
1/1 [==============================] - 0s 272ms/step - loss: 0.1711 - mape: 4136884.2500 - val_loss: 0.3166 - val_mape: 24285048.0000
Epoch 129/250
1/1 [==============================] - 0s 308ms/step - loss: 0.1730 - mape: 3737587.7500 - val_loss: 0.3198 - val_mape: 25170990.0000
Epoch 129: early stopping
1/1 [==============================] - 0s 348ms/step

Resultados¶

In [178]:
def metricas_diarias(y, y_pred):
  metricas = pd.DataFrame(columns=['id','mae','mse', 'rmse','auc','auc_ori', 'auc_pred'])
  for i in range(y.shape[0]):
    mae, mape, mse, rmse, dif_auc, auc_ori, auc_pred = evaluate_forecast2(y[i], y_pred[i])
    metricas = pd.concat(
    [
        metricas,
        pd.DataFrame([{
            'id': i,
            'mae': mae,
            'mse': mse,
            'rmse': rmse,
            'auc': dif_auc,
            'auc_ori': auc_ori,
            'auc_pred': auc_pred
        }])
    ],
    ignore_index=True
)

  return metricas
In [175]:
def evaluate_forecast2(y_test_inverse, yhat_inverse):

    mae = mean_absolute_error(y_test_inverse,yhat_inverse)
    #print('mae:', mae.numpy())

    mape = mean_absolute_percentage_error(y_test_inverse,yhat_inverse)
    #print('mape:', mape.numpy())
    mse = mean_squared_error(y_test_inverse,yhat_inverse)
    #print('mse:', mse.numpy())
    rmse = math.sqrt(mse)
    #print('rmse:', rmse)

    mae_2d = np.round(mae,2)
    mape_2d = np.round(mape,2)
    mse_2d = np.round(mse,2)
    rmse_2d = np.round(rmse,2)

    indices = []
    for ind in range(0,y_test_inverse.shape[0]*5,5):
      indices.append(ind)


    auc_orig = np.round(auc(indices, y_test_inverse),2)
    auc_pred  = np.round(auc(indices, yhat_inverse),2)
    dif = np.round(auc_pred - auc_orig,2)
    porc = abs(dif)/auc_orig*100


    return mae_2d, mape_2d, mse_2d, rmse_2d, np.round(porc,2), auc_orig , auc_pred
In [152]:
Resultado_acumulado = pd.read_csv("Resultados.csv",  sep ='\t', decimal='.')
In [156]:
Resultado_acumulado.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 150 entries, 0 to 149
Data columns (total 16 columns):
 #   Column                  Non-Null Count  Dtype  
---  ------                  --------------  -----  
 0   Modelo                  150 non-null    object 
 1   Iteracion               150 non-null    int64  
 2   Comentarios             150 non-null    object 
 3   epochs                  150 non-null    int64  
 4   batch_size              150 non-null    int64  
 5   learning rate           150 non-null    float64
 6   tiempo ejecucion (min)  150 non-null    float64
 7   train_MAE               150 non-null    float64
 8   train_MAPE              150 non-null    float64
 9   val_MAE                 150 non-null    float64
 10  val_MAPE                150 non-null    float64
 11  test_MAE                150 non-null    float64
 12  test_MAPE               150 non-null    float64
 13  test_MSE                150 non-null    float64
 14  test_RMSE               150 non-null    float64
 15  % desviación AUC        150 non-null    float64
dtypes: float64(11), int64(3), object(2)
memory usage: 18.9+ KB
In [160]:
modelos = (
    Resultado_acumulado
    .groupby(['Modelo','Comentarios'])
    .agg(
        iteration_count=('Iteracion', 'count'),

        sum_minute=('tiempo ejecucion (min)', 'sum'),
        min_minute=('tiempo ejecucion (min)', 'min'),
        max_minute=('tiempo ejecucion (min)', 'max'),
        mean_minute=('tiempo ejecucion (min)', 'mean'),

        min_train_MAE=('train_MAE','min'),
        max_train_MAE=('train_MAE','max'),
        mean_train_MAE=('train_MAE','mean'),

        min_val_MAE=('val_MAE','min'),
        max_val_MAE=('val_MAE','max'),
        mean_val_MAE=('val_MAE','mean'),

        min_test_MAE=('test_MAE','min'),
        max_test_MAE=('test_MAE','max'),
        mean_test_MAE=('test_MAE','mean'),

        min_test_MSE=('test_MSE','min'),
        max_test_MSE=('test_MSE','max'),
        mean_test_MSE=('test_MSE','mean'),

        min_test_RMSE=('test_RMSE','min'),
        max_test_RMSE=('test_RMSE','max'),
        mean_test_RMSE=('test_RMSE','mean'),

        min_test_P_AUC=('% desviación AUC','min'),
        max_test_P_AUC=('% desviación AUC','max'),
        mean_test_P_AUC=('% desviación AUC','mean')
    )
    .reset_index()
)
modelos
Out[160]:
Modelo Comentarios iteration_count sum_minute min_minute max_minute mean_minute min_train_MAE max_train_MAE mean_train_MAE ... mean_test_MAE min_test_MSE max_test_MSE mean_test_MSE min_test_RMSE max_test_RMSE mean_test_RMSE min_test_P_AUC max_test_P_AUC mean_test_P_AUC
0 model_lstm X 150 97.27 0.12 2.41 0.648467 0.13 0.32 0.210333 ... 1.231999e+21 41932.91 5.416321e+48 3.610881e+46 204.78 2.327299e+24 1.551554e+22 38.328952 3.545130e+22 2.363472e+20

1 rows × 25 columns

In [162]:
#Best 3 models:
Resultado_acumulado[(Resultado_acumulado['Modelo']=='model_lstm') & (Resultado_acumulado['Comentarios'] == 'X') ].sort_values('% desviación AUC').head(3)
Out[162]:
Modelo Iteracion Comentarios epochs batch_size learning rate tiempo ejecucion (min) train_MAE train_MAPE val_MAE val_MAPE test_MAE test_MAPE test_MSE test_RMSE % desviación AUC
8 model_lstm 1 X 24 64 0.0010 0.22 0.23 168233.72 0.22 933642.06 163.47 1.02 53848.60 232.05 38.328952
35 model_lstm 3 X 29 32 0.0010 0.30 0.21 628596.00 0.23 6683184.50 172.39 0.97 58679.46 242.24 38.971426
102 model_lstm 7 X 116 256 0.0001 0.62 0.23 70676.90 0.22 192138.81 160.43 1.06 51161.42 226.19 40.101313
In [163]:
model = load_model('model_lstm_X_64_0001_1.hdf5')
In [165]:
y_hat = model.predict(X_test_scalar)
1/1 [==============================] - 1s 503ms/step
In [166]:
y_hat.shape
Out[166]:
(25, 156, 1)
In [169]:
y_hat = y_hat.reshape(y_hat.shape[0],y_hat.shape[1])
y_hat.shape
Out[169]:
(25, 156)
In [168]:
y_scalar_test.shape
Out[168]:
(25, 156)
In [171]:
y_hat = scaler9_test.inverse_transform(y_hat)
y = scaler9_test.inverse_transform(y_scalar_test)
In [179]:
resultado_diario = metricas_diarias(y, y_hat)
In [180]:
resultado_diario.describe()
Out[180]:
mae mse rmse auc auc_ori auc_pred
count 25.000000 25.00000 25.000000 25.000000 25.00000 25.000000
mean 195.495600 90668.40680 265.765600 59.395200 213634.37960 72787.609600
std 119.822164 74028.06798 144.469976 22.931379 114212.17684 18087.095126
min 30.280000 2063.54000 45.430000 2.990000 38140.42000 48358.710000
25% 76.710000 13222.65000 114.990000 44.760000 105210.08000 53111.170000
50% 172.910000 92119.19000 303.510000 69.890000 180152.60000 71361.080000
75% 318.800000 162511.45000 403.130000 74.840000 335454.68000 86686.650000
max 367.890000 214049.40000 462.650000 84.480000 344665.15000 122267.810000
In [187]:
top5 = pd.DataFrame(resultado_diario.sort_values(['mae']).head(5).copy())
In [188]:
for i in range(len(top5)):
  #print(top5.index[i])
  plt.figure(figsize =(22,6))
  plt.plot(y[top5.index[i]], color="red", label="Real")
  plt.text(0 , 15, 'Month:' + str(month_test[top5.index[i]].min()) + "\n" + 'Day:' + str(day_test[top5.index[i]].min()) + "\n" +
   'MAE:' + str(top5['mae'][top5.index[i]]) + "\n" +
   'MSE:' + str(top5['mse'][top5.index[i]]) + "\n" +
   'RMSE:' + str(top5['rmse'][top5.index[i]]) + "\n" +
   'Dif AUC:' + str(top5['auc'][top5.index[i]]), fontsize = 13)


  plt.plot(y_hat[top5.index[i]], color="blue", label= "Predicción")
  plt.title('Radiation POA',fontsize=20)
  plt.xlabel("intancias de 5 min")
  plt.ylabel("w/m2")
  plt.legend()
  plt.show()
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