In [1]:
# Example of Linear Regression with Keras and TensorFlow
# Y = 10 * X +100
In [2]:
from __future__ import absolute_import, division, print_function
import tensorflow as tf
from tensorflow import keras
import numpy as np
import matplotlib.pyplot as plt
print(tf.__version__)
1.12.0
In [3]:
model = keras.Sequential([
keras.layers.Flatten(input_shape=(1,)),
keras.layers.Dense(50, activation=tf.nn.relu),
keras.layers.Dense(50, activation=tf.nn.relu),
keras.layers.Dense(50, activation=tf.nn.relu),
keras.layers.Dense(1)
])
In [4]:
model.compile(optimizer=tf.keras.optimizers.RMSprop(0.001),
loss='mean_squared_error',
metrics=['mean_absolute_error', 'mean_squared_error'])
In [5]:
model.summary()
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
flatten (Flatten) (None, 1) 0
_________________________________________________________________
dense (Dense) (None, 50) 100
_________________________________________________________________
dense_1 (Dense) (None, 50) 2550
_________________________________________________________________
dense_2 (Dense) (None, 50) 2550
_________________________________________________________________
dense_3 (Dense) (None, 1) 51
=================================================================
Total params: 5,251
Trainable params: 5,251
Non-trainable params: 0
_________________________________________________________________
In [6]:
output_actions = np.array([])
input_values = np.array([])
In [7]:
import random
N = 20000
arrayy = np.arange(0, N)
input_values = arrayy[np.indices((N, 1))[0]]
output_values_0 = np.multiply(input_values, 10)
# add some noise (deliberately)
output_values_1 = np.add(output_values_0, random.randint(0,1))
output_values = np.add(output_values_1, 100)
In [8]:
input_values
Out[8]:
array([[ 0],
[ 1],
[ 2],
...,
[19997],
[19998],
[19999]])
In [9]:
output_values
Out[9]:
array([[ 101],
[ 111],
[ 121],
...,
[200071],
[200081],
[200091]])
In [10]:
model.fit(input_values, output_values, epochs=1000)
Epoch 1/1000
20000/20000 [==============================] - 1s 45us/step - loss: 931314750.0369 - mean_absolute_error: 9895.2112 - mean_squared_error: 931314750.0369
Epoch 2/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1549212.1943 - mean_absolute_error: 897.3197 - mean_squared_error: 1549212.1943
Epoch 3/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1566370.6091 - mean_absolute_error: 900.4903 - mean_squared_error: 1566370.6091
Epoch 4/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1546851.4102 - mean_absolute_error: 802.4039 - mean_squared_error: 1546851.4102
Epoch 5/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1543366.0469 - mean_absolute_error: 824.0517 - mean_squared_error: 1543366.0469
Epoch 6/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1542465.8952 - mean_absolute_error: 904.3179 - mean_squared_error: 1542465.8952
Epoch 7/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1525593.2885 - mean_absolute_error: 829.4882 - mean_squared_error: 1525593.2885
Epoch 8/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1523187.4035 - mean_absolute_error: 799.1227 - mean_squared_error: 1523187.4035
Epoch 9/1000
20000/20000 [==============================] - 1s 36us/step - loss: 1537970.3433 - mean_absolute_error: 899.4831 - mean_squared_error: 1537970.3433
Epoch 10/1000
20000/20000 [==============================] - 1s 39us/step - loss: 1485208.2267 - mean_absolute_error: 846.7556 - mean_squared_error: 1485208.2267
Epoch 11/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1499856.4886 - mean_absolute_error: 805.0920 - mean_squared_error: 1499856.4886
Epoch 12/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1511609.8851 - mean_absolute_error: 863.5404 - mean_squared_error: 1511609.8851
Epoch 13/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1497356.7798 - mean_absolute_error: 824.6597 - mean_squared_error: 1497356.7798
Epoch 14/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1479625.4781 - mean_absolute_error: 810.5009 - mean_squared_error: 1479625.4781
Epoch 15/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1468881.6829 - mean_absolute_error: 830.9410 - mean_squared_error: 1468881.6829
Epoch 16/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1471038.4939 - mean_absolute_error: 810.4743 - mean_squared_error: 1471038.4939
Epoch 17/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1465161.1126 - mean_absolute_error: 874.1640 - mean_squared_error: 1465161.1126
Epoch 18/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1465644.1005 - mean_absolute_error: 817.4796 - mean_squared_error: 1465644.1005
Epoch 19/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1452535.6209 - mean_absolute_error: 878.5903 - mean_squared_error: 1452535.6209
Epoch 20/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1448771.3371 - mean_absolute_error: 835.8036 - mean_squared_error: 1448771.3371
Epoch 21/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1436427.5995 - mean_absolute_error: 814.1173 - mean_squared_error: 1436427.5995
Epoch 22/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1445433.2408 - mean_absolute_error: 834.2871 - mean_squared_error: 1445433.2408
Epoch 23/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1413394.5537 - mean_absolute_error: 804.4256 - mean_squared_error: 1413394.5537
Epoch 24/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1421979.5564 - mean_absolute_error: 808.7175 - mean_squared_error: 1421979.5564
Epoch 25/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1403953.5342 - mean_absolute_error: 848.0311 - mean_squared_error: 1403953.5342
Epoch 26/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1385762.9352 - mean_absolute_error: 778.0141 - mean_squared_error: 1385762.9352
Epoch 27/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1370026.2592 - mean_absolute_error: 764.1778 - mean_squared_error: 1370026.2592
Epoch 28/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1381142.2740 - mean_absolute_error: 794.7016 - mean_squared_error: 1381142.2740
Epoch 29/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1377789.9318 - mean_absolute_error: 840.4099 - mean_squared_error: 1377789.9318
Epoch 30/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1372745.9614 - mean_absolute_error: 793.5550 - mean_squared_error: 1372745.9614
Epoch 31/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1355011.2335 - mean_absolute_error: 808.2977 - mean_squared_error: 1355011.2335
Epoch 32/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1332861.8144 - mean_absolute_error: 801.8185 - mean_squared_error: 1332861.8144
Epoch 33/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1337508.4648 - mean_absolute_error: 765.0909 - mean_squared_error: 1337508.4648
Epoch 34/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1348230.5390 - mean_absolute_error: 845.0201 - mean_squared_error: 1348230.5390
Epoch 35/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1313560.9214 - mean_absolute_error: 737.6593 - mean_squared_error: 1313560.9214
Epoch 36/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1334860.6405 - mean_absolute_error: 805.1824 - mean_squared_error: 1334860.6405
Epoch 37/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1322725.7073 - mean_absolute_error: 755.2652 - mean_squared_error: 1322725.7073
Epoch 38/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1332600.4097 - mean_absolute_error: 806.4171 - mean_squared_error: 1332600.4097
Epoch 39/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1322744.4657 - mean_absolute_error: 828.0596 - mean_squared_error: 1322744.4657
Epoch 40/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1305701.6055 - mean_absolute_error: 779.8580 - mean_squared_error: 1305701.6055
Epoch 41/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1321885.0499 - mean_absolute_error: 802.7795 - mean_squared_error: 1321885.0499
Epoch 42/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1291254.1011 - mean_absolute_error: 722.6558 - mean_squared_error: 1291254.1011
Epoch 43/1000
20000/20000 [==============================] - 1s 36us/step - loss: 1288347.9625 - mean_absolute_error: 757.7389 - mean_squared_error: 1288347.9625
Epoch 44/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1286090.6578 - mean_absolute_error: 778.5618 - mean_squared_error: 1286090.6578
Epoch 45/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1288341.2711 - mean_absolute_error: 773.4709 - mean_squared_error: 1288341.2711
Epoch 46/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1315953.0053 - mean_absolute_error: 817.4972 - mean_squared_error: 1315953.0053
Epoch 47/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1280526.6313 - mean_absolute_error: 787.4418 - mean_squared_error: 1280526.6313
Epoch 48/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1283821.9405 - mean_absolute_error: 762.7715 - mean_squared_error: 1283821.9405
Epoch 49/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1274626.9021 - mean_absolute_error: 753.0251 - mean_squared_error: 1274626.9021
Epoch 50/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1266730.5306 - mean_absolute_error: 797.7113 - mean_squared_error: 1266730.5306
Epoch 51/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1312413.3417 - mean_absolute_error: 832.0556 - mean_squared_error: 1312413.3417
Epoch 52/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1303374.9511 - mean_absolute_error: 815.4266 - mean_squared_error: 1303374.9511
Epoch 53/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1322779.1226 - mean_absolute_error: 783.2957 - mean_squared_error: 1322779.1226
Epoch 54/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1290640.4524 - mean_absolute_error: 788.2703 - mean_squared_error: 1290640.4524
Epoch 55/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1273693.8434 - mean_absolute_error: 750.5214 - mean_squared_error: 1273693.8434
Epoch 56/1000
20000/20000 [==============================] - 1s 39us/step - loss: 1310060.0662 - mean_absolute_error: 743.2017 - mean_squared_error: 1310060.0662
Epoch 57/1000
20000/20000 [==============================] - 1s 36us/step - loss: 1270189.7662 - mean_absolute_error: 825.1636 - mean_squared_error: 1270189.7662
Epoch 58/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1258290.4795 - mean_absolute_error: 784.3876 - mean_squared_error: 1258290.4795
Epoch 59/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1221264.8094 - mean_absolute_error: 787.6222 - mean_squared_error: 1221264.8094
Epoch 60/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1180733.1856 - mean_absolute_error: 762.4821 - mean_squared_error: 1180733.1856
Epoch 61/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1208473.6083 - mean_absolute_error: 804.3479 - mean_squared_error: 1208473.6083
Epoch 62/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1193978.9235 - mean_absolute_error: 755.1481 - mean_squared_error: 1193978.9235
Epoch 63/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1178559.8693 - mean_absolute_error: 731.0714 - mean_squared_error: 1178559.8693
Epoch 64/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1202827.1846 - mean_absolute_error: 759.8720 - mean_squared_error: 1202827.1846
Epoch 65/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1156698.2721 - mean_absolute_error: 756.0274 - mean_squared_error: 1156698.2721
Epoch 66/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1147739.3669 - mean_absolute_error: 722.5336 - mean_squared_error: 1147739.3669
Epoch 67/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1151123.9782 - mean_absolute_error: 741.0561 - mean_squared_error: 1151123.9782
Epoch 68/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1130288.9604 - mean_absolute_error: 761.9443 - mean_squared_error: 1130288.9604
Epoch 69/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1131194.6206 - mean_absolute_error: 707.0711 - mean_squared_error: 1131194.6206
Epoch 70/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1121054.2912 - mean_absolute_error: 715.1861 - mean_squared_error: 1121054.2912
Epoch 71/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1102900.8148 - mean_absolute_error: 738.3158 - mean_squared_error: 1102900.8148
Epoch 72/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1109429.6793 - mean_absolute_error: 725.9432 - mean_squared_error: 1109429.6793
Epoch 73/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1088610.4510 - mean_absolute_error: 688.4464 - mean_squared_error: 1088610.4510
Epoch 74/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1098373.4238 - mean_absolute_error: 725.2978 - mean_squared_error: 1098373.4238
Epoch 75/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1103416.8336 - mean_absolute_error: 783.2625 - mean_squared_error: 1103416.8336
Epoch 76/1000
20000/20000 [==============================] - 1s 32us/step - loss: 1083165.5727 - mean_absolute_error: 726.2352 - mean_squared_error: 1083165.5727
Epoch 77/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1060416.9413 - mean_absolute_error: 700.3848 - mean_squared_error: 1060416.9413
Epoch 78/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1080521.0592 - mean_absolute_error: 699.4147 - mean_squared_error: 1080521.0592
Epoch 79/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1064568.8894 - mean_absolute_error: 652.5775 - mean_squared_error: 1064568.8894
Epoch 80/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1053634.0207 - mean_absolute_error: 693.0271 - mean_squared_error: 1053634.0207
Epoch 81/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1047676.1505 - mean_absolute_error: 736.0491 - mean_squared_error: 1047676.1505
Epoch 82/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1050376.2383 - mean_absolute_error: 725.1265 - mean_squared_error: 1050376.2383
Epoch 83/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1027868.6167 - mean_absolute_error: 705.6306 - mean_squared_error: 1027868.6167
Epoch 84/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1040388.2489 - mean_absolute_error: 687.6364 - mean_squared_error: 1040388.2489
Epoch 85/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1025981.0631 - mean_absolute_error: 666.6759 - mean_squared_error: 1025981.0631
Epoch 86/1000
20000/20000 [==============================] - 1s 34us/step - loss: 1024039.7377 - mean_absolute_error: 672.1152 - mean_squared_error: 1024039.7377
Epoch 87/1000
20000/20000 [==============================] - 1s 35us/step - loss: 1012425.0410 - mean_absolute_error: 654.7248 - mean_squared_error: 1012425.0410
Epoch 88/1000
20000/20000 [==============================] - 1s 35us/step - loss: 995779.2288 - mean_absolute_error: 684.1042 - mean_squared_error: 995779.2288
Epoch 89/1000
20000/20000 [==============================] - 1s 33us/step - loss: 1003292.7736 - mean_absolute_error: 677.3810 - mean_squared_error: 1003292.7736
Epoch 90/1000
20000/20000 [==============================] - 1s 33us/step - loss: 996083.9794 - mean_absolute_error: 709.2728 - mean_squared_error: 996083.9794
Epoch 91/1000
20000/20000 [==============================] - 1s 34us/step - loss: 989392.9960 - mean_absolute_error: 613.6151 - mean_squared_error: 989392.9960
Epoch 92/1000
20000/20000 [==============================] - 1s 34us/step - loss: 988688.0231 - mean_absolute_error: 724.2568 - mean_squared_error: 988688.0231
Epoch 93/1000
20000/20000 [==============================] - 1s 34us/step - loss: 980686.8023 - mean_absolute_error: 662.1824 - mean_squared_error: 980686.8023
Epoch 94/1000
20000/20000 [==============================] - 1s 33us/step - loss: 962430.4817 - mean_absolute_error: 630.6615 - mean_squared_error: 962430.4817
Epoch 95/1000
20000/20000 [==============================] - 1s 34us/step - loss: 956295.4724 - mean_absolute_error: 644.0579 - mean_squared_error: 956295.4724
Epoch 96/1000
20000/20000 [==============================] - 1s 34us/step - loss: 969963.6573 - mean_absolute_error: 674.5737 - mean_squared_error: 969963.6573
Epoch 97/1000
20000/20000 [==============================] - 1s 34us/step - loss: 951322.2374 - mean_absolute_error: 696.1588 - mean_squared_error: 951322.2374
Epoch 98/1000
20000/20000 [==============================] - 1s 34us/step - loss: 948796.4706 - mean_absolute_error: 692.2035 - mean_squared_error: 948796.4706
Epoch 99/1000
20000/20000 [==============================] - ETA: 0s - loss: 939977.0956 - mean_absolute_error: 644.7724 - mean_squared_error: 939977.09 - 1s 35us/step - loss: 937308.3337 - mean_absolute_error: 646.0998 - mean_squared_error: 937308.3337
Epoch 100/1000
20000/20000 [==============================] - 1s 36us/step - loss: 937837.0005 - mean_absolute_error: 667.3138 - mean_squared_error: 937837.0005
Epoch 101/1000
20000/20000 [==============================] - 1s 38us/step - loss: 923626.8257 - mean_absolute_error: 667.3909 - mean_squared_error: 923626.8257
Epoch 102/1000
20000/20000 [==============================] - 1s 44us/step - loss: 930307.3358 - mean_absolute_error: 709.4747 - mean_squared_error: 930307.3358
Epoch 103/1000
20000/20000 [==============================] - 1s 33us/step - loss: 924676.5534 - mean_absolute_error: 673.2807 - mean_squared_error: 924676.5534
Epoch 104/1000
20000/20000 [==============================] - 1s 34us/step - loss: 902418.5425 - mean_absolute_error: 662.1312 - mean_squared_error: 902418.5425
Epoch 105/1000
20000/20000 [==============================] - 1s 34us/step - loss: 890020.1738 - mean_absolute_error: 663.0623 - mean_squared_error: 890020.1738
Epoch 106/1000
20000/20000 [==============================] - 1s 35us/step - loss: 896098.9570 - mean_absolute_error: 671.1038 - mean_squared_error: 896098.9570
Epoch 107/1000
20000/20000 [==============================] - 1s 35us/step - loss: 877261.5013 - mean_absolute_error: 659.3917 - mean_squared_error: 877261.5013
Epoch 108/1000
20000/20000 [==============================] - 1s 32us/step - loss: 861297.1023 - mean_absolute_error: 655.4739 - mean_squared_error: 861297.1023
Epoch 109/1000
20000/20000 [==============================] - 1s 34us/step - loss: 863794.1230 - mean_absolute_error: 668.7294 - mean_squared_error: 863794.1230
Epoch 110/1000
20000/20000 [==============================] - 1s 35us/step - loss: 851713.7644 - mean_absolute_error: 640.8322 - mean_squared_error: 851713.7644
Epoch 111/1000
20000/20000 [==============================] - 1s 35us/step - loss: 861672.0186 - mean_absolute_error: 665.6824 - mean_squared_error: 861672.0186
Epoch 112/1000
20000/20000 [==============================] - 1s 34us/step - loss: 839953.6020 - mean_absolute_error: 570.6245 - mean_squared_error: 839953.6020
Epoch 113/1000
20000/20000 [==============================] - 1s 35us/step - loss: 856167.0151 - mean_absolute_error: 683.0892 - mean_squared_error: 856167.0151
Epoch 114/1000
20000/20000 [==============================] - 1s 34us/step - loss: 849742.1517 - mean_absolute_error: 669.2970 - mean_squared_error: 849742.1517
Epoch 115/1000
20000/20000 [==============================] - 1s 35us/step - loss: 829490.3069 - mean_absolute_error: 609.6478 - mean_squared_error: 829490.3069
Epoch 116/1000
20000/20000 [==============================] - 1s 34us/step - loss: 846701.4280 - mean_absolute_error: 643.8963 - mean_squared_error: 846701.4280
Epoch 117/1000
20000/20000 [==============================] - 1s 34us/step - loss: 843762.0358 - mean_absolute_error: 643.4638 - mean_squared_error: 843762.0358
Epoch 118/1000
20000/20000 [==============================] - 1s 35us/step - loss: 831016.0706 - mean_absolute_error: 643.4483 - mean_squared_error: 831016.0706
Epoch 119/1000
20000/20000 [==============================] - 1s 35us/step - loss: 840242.7334 - mean_absolute_error: 657.1329 - mean_squared_error: 840242.7334
Epoch 120/1000
20000/20000 [==============================] - 1s 34us/step - loss: 823962.7438 - mean_absolute_error: 635.3171 - mean_squared_error: 823962.7438
Epoch 121/1000
20000/20000 [==============================] - 1s 34us/step - loss: 830135.3011 - mean_absolute_error: 627.2357 - mean_squared_error: 830135.3011
Epoch 122/1000
20000/20000 [==============================] - 1s 35us/step - loss: 807679.4695 - mean_absolute_error: 594.8254 - mean_squared_error: 807679.4695
Epoch 123/1000
20000/20000 [==============================] - 1s 34us/step - loss: 822989.1434 - mean_absolute_error: 606.5997 - mean_squared_error: 822989.1434
Epoch 124/1000
20000/20000 [==============================] - 1s 34us/step - loss: 814500.1398 - mean_absolute_error: 638.8737 - mean_squared_error: 814500.1398
Epoch 125/1000
20000/20000 [==============================] - 1s 34us/step - loss: 814464.2128 - mean_absolute_error: 634.3386 - mean_squared_error: 814464.2128
Epoch 126/1000
20000/20000 [==============================] - 1s 34us/step - loss: 819691.2878 - mean_absolute_error: 624.5595 - mean_squared_error: 819691.2878
Epoch 127/1000
20000/20000 [==============================] - 1s 34us/step - loss: 798310.1952 - mean_absolute_error: 645.7442 - mean_squared_error: 798310.1952
Epoch 128/1000
20000/20000 [==============================] - 1s 33us/step - loss: 805704.7881 - mean_absolute_error: 588.3116 - mean_squared_error: 805704.7881
Epoch 129/1000
20000/20000 [==============================] - 1s 34us/step - loss: 798981.0828 - mean_absolute_error: 599.9985 - mean_squared_error: 798981.0828
Epoch 130/1000
20000/20000 [==============================] - 1s 33us/step - loss: 812356.7292 - mean_absolute_error: 643.2379 - mean_squared_error: 812356.7292
Epoch 131/1000
20000/20000 [==============================] - 1s 35us/step - loss: 799478.6643 - mean_absolute_error: 618.3464 - mean_squared_error: 799478.6643
Epoch 132/1000
20000/20000 [==============================] - 1s 34us/step - loss: 791607.8853 - mean_absolute_error: 630.6919 - mean_squared_error: 791607.8853
Epoch 133/1000
20000/20000 [==============================] - 1s 34us/step - loss: 799807.4282 - mean_absolute_error: 619.1259 - mean_squared_error: 799807.4282
Epoch 134/1000
20000/20000 [==============================] - 1s 33us/step - loss: 792249.8967 - mean_absolute_error: 634.7428 - mean_squared_error: 792249.8967
Epoch 135/1000
20000/20000 [==============================] - 1s 34us/step - loss: 781587.5046 - mean_absolute_error: 606.5682 - mean_squared_error: 781587.5046
Epoch 136/1000
20000/20000 [==============================] - 1s 34us/step - loss: 778320.6391 - mean_absolute_error: 584.3112 - mean_squared_error: 778320.6391
Epoch 137/1000
20000/20000 [==============================] - 1s 34us/step - loss: 781705.9652 - mean_absolute_error: 627.1400 - mean_squared_error: 781705.9652
Epoch 138/1000
20000/20000 [==============================] - 1s 34us/step - loss: 780089.2451 - mean_absolute_error: 603.7550 - mean_squared_error: 780089.2451
Epoch 139/1000
20000/20000 [==============================] - 1s 34us/step - loss: 770362.8581 - mean_absolute_error: 568.1287 - mean_squared_error: 770362.8581
Epoch 140/1000
20000/20000 [==============================] - 1s 34us/step - loss: 763864.1999 - mean_absolute_error: 598.3495 - mean_squared_error: 763864.1999
Epoch 141/1000
20000/20000 [==============================] - 1s 33us/step - loss: 768093.9767 - mean_absolute_error: 609.1263 - mean_squared_error: 768093.9767
Epoch 142/1000
20000/20000 [==============================] - 1s 34us/step - loss: 757565.6944 - mean_absolute_error: 612.7949 - mean_squared_error: 757565.6944
Epoch 143/1000
20000/20000 [==============================] - 1s 34us/step - loss: 757046.7144 - mean_absolute_error: 569.6434 - mean_squared_error: 757046.7144
Epoch 144/1000
20000/20000 [==============================] - 1s 34us/step - loss: 752332.9568 - mean_absolute_error: 596.8793 - mean_squared_error: 752332.9568
Epoch 145/1000
20000/20000 [==============================] - 1s 34us/step - loss: 759655.6694 - mean_absolute_error: 587.4353 - mean_squared_error: 759655.6694
Epoch 146/1000
20000/20000 [==============================] - 1s 33us/step - loss: 756922.8346 - mean_absolute_error: 609.7047 - mean_squared_error: 756922.8346
Epoch 147/1000
20000/20000 [==============================] - 1s 36us/step - loss: 750934.5616 - mean_absolute_error: 581.4416 - mean_squared_error: 750934.5616
Epoch 148/1000
20000/20000 [==============================] - 1s 39us/step - loss: 753916.8323 - mean_absolute_error: 594.3005 - mean_squared_error: 753916.8323
Epoch 149/1000
20000/20000 [==============================] - 1s 35us/step - loss: 766936.1669 - mean_absolute_error: 615.2146 - mean_squared_error: 766936.1669
Epoch 150/1000
20000/20000 [==============================] - 1s 36us/step - loss: 754509.3161 - mean_absolute_error: 620.3567 - mean_squared_error: 754509.3161
Epoch 151/1000
20000/20000 [==============================] - 1s 36us/step - loss: 742461.5545 - mean_absolute_error: 569.8233 - mean_squared_error: 742461.5545
Epoch 152/1000
20000/20000 [==============================] - 1s 36us/step - loss: 744733.9025 - mean_absolute_error: 599.6969 - mean_squared_error: 744733.9025
Epoch 153/1000
20000/20000 [==============================] - 1s 35us/step - loss: 740493.3825 - mean_absolute_error: 554.0676 - mean_squared_error: 740493.3825
Epoch 154/1000
20000/20000 [==============================] - 1s 35us/step - loss: 753207.5627 - mean_absolute_error: 622.6101 - mean_squared_error: 753207.5627
Epoch 155/1000
20000/20000 [==============================] - 1s 35us/step - loss: 734821.7353 - mean_absolute_error: 568.7661 - mean_squared_error: 734821.7353
Epoch 156/1000
20000/20000 [==============================] - 1s 33us/step - loss: 740222.9415 - mean_absolute_error: 561.5578 - mean_squared_error: 740222.9415
Epoch 157/1000
20000/20000 [==============================] - 1s 33us/step - loss: 737280.2636 - mean_absolute_error: 571.9582 - mean_squared_error: 737280.2636
Epoch 158/1000
20000/20000 [==============================] - 1s 34us/step - loss: 725649.5590 - mean_absolute_error: 577.4001 - mean_squared_error: 725649.5590
Epoch 159/1000
20000/20000 [==============================] - 1s 34us/step - loss: 735213.3448 - mean_absolute_error: 580.3430 - mean_squared_error: 735213.3448
Epoch 160/1000
20000/20000 [==============================] - 1s 34us/step - loss: 719752.8180 - mean_absolute_error: 559.4052 - mean_squared_error: 719752.8180
Epoch 161/1000
20000/20000 [==============================] - 1s 34us/step - loss: 721071.8832 - mean_absolute_error: 584.0313 - mean_squared_error: 721071.8832
Epoch 162/1000
20000/20000 [==============================] - 1s 34us/step - loss: 718423.2250 - mean_absolute_error: 556.6795 - mean_squared_error: 718423.2250
Epoch 163/1000
20000/20000 [==============================] - 1s 33us/step - loss: 724361.6395 - mean_absolute_error: 591.5986 - mean_squared_error: 724361.6395
Epoch 164/1000
20000/20000 [==============================] - 1s 34us/step - loss: 720890.6092 - mean_absolute_error: 573.7270 - mean_squared_error: 720890.6092
Epoch 165/1000
20000/20000 [==============================] - 1s 34us/step - loss: 724375.5782 - mean_absolute_error: 621.4123 - mean_squared_error: 724375.5782
Epoch 166/1000
20000/20000 [==============================] - 1s 34us/step - loss: 722114.2097 - mean_absolute_error: 620.6903 - mean_squared_error: 722114.2097
Epoch 167/1000
20000/20000 [==============================] - 1s 35us/step - loss: 714834.6195 - mean_absolute_error: 602.0625 - mean_squared_error: 714834.6195
Epoch 168/1000
20000/20000 [==============================] - 1s 34us/step - loss: 727344.6613 - mean_absolute_error: 598.2711 - mean_squared_error: 727344.6613
Epoch 169/1000
20000/20000 [==============================] - 1s 35us/step - loss: 705253.0594 - mean_absolute_error: 572.7855 - mean_squared_error: 705253.0594
Epoch 170/1000
20000/20000 [==============================] - 1s 35us/step - loss: 726740.1282 - mean_absolute_error: 591.0394 - mean_squared_error: 726740.1282
Epoch 171/1000
20000/20000 [==============================] - 1s 36us/step - loss: 711788.2646 - mean_absolute_error: 581.6058 - mean_squared_error: 711788.2646
Epoch 172/1000
20000/20000 [==============================] - 1s 34us/step - loss: 700468.8119 - mean_absolute_error: 551.5494 - mean_squared_error: 700468.8119
Epoch 173/1000
20000/20000 [==============================] - 1s 34us/step - loss: 718765.7465 - mean_absolute_error: 598.8215 - mean_squared_error: 718765.7465
Epoch 174/1000
20000/20000 [==============================] - 1s 33us/step - loss: 702750.0299 - mean_absolute_error: 561.0323 - mean_squared_error: 702750.0299
Epoch 175/1000
20000/20000 [==============================] - 1s 34us/step - loss: 706815.5088 - mean_absolute_error: 565.3767 - mean_squared_error: 706815.5088
Epoch 176/1000
20000/20000 [==============================] - 1s 33us/step - loss: 713482.8697 - mean_absolute_error: 615.2356 - mean_squared_error: 713482.8697
Epoch 177/1000
20000/20000 [==============================] - 1s 35us/step - loss: 711183.2745 - mean_absolute_error: 563.4764 - mean_squared_error: 711183.2745
Epoch 178/1000
20000/20000 [==============================] - 1s 34us/step - loss: 701899.5405 - mean_absolute_error: 584.4317 - mean_squared_error: 701899.5405
Epoch 179/1000
20000/20000 [==============================] - 1s 34us/step - loss: 702015.1554 - mean_absolute_error: 541.9098 - mean_squared_error: 702015.1554
Epoch 180/1000
20000/20000 [==============================] - 1s 34us/step - loss: 696549.0106 - mean_absolute_error: 567.5951 - mean_squared_error: 696549.0106
Epoch 181/1000
20000/20000 [==============================] - 1s 33us/step - loss: 690731.8508 - mean_absolute_error: 510.4444 - mean_squared_error: 690731.8508
Epoch 182/1000
20000/20000 [==============================] - 1s 33us/step - loss: 702849.9345 - mean_absolute_error: 551.8382 - mean_squared_error: 702849.9345
Epoch 183/1000
20000/20000 [==============================] - 1s 34us/step - loss: 697623.9241 - mean_absolute_error: 602.6515 - mean_squared_error: 697623.9241
Epoch 184/1000
20000/20000 [==============================] - 1s 35us/step - loss: 701915.6626 - mean_absolute_error: 616.9856 - mean_squared_error: 701915.6626
Epoch 185/1000
20000/20000 [==============================] - 1s 34us/step - loss: 695173.2575 - mean_absolute_error: 559.8623 - mean_squared_error: 695173.2575
Epoch 186/1000
20000/20000 [==============================] - 1s 35us/step - loss: 688711.9790 - mean_absolute_error: 538.8298 - mean_squared_error: 688711.9790
Epoch 187/1000
20000/20000 [==============================] - 1s 35us/step - loss: 680550.9474 - mean_absolute_error: 529.1544 - mean_squared_error: 680550.9474
Epoch 188/1000
20000/20000 [==============================] - 1s 33us/step - loss: 687654.5041 - mean_absolute_error: 581.2620 - mean_squared_error: 687654.5041
Epoch 189/1000
20000/20000 [==============================] - 1s 33us/step - loss: 684420.5423 - mean_absolute_error: 587.8336 - mean_squared_error: 684420.5423
Epoch 190/1000
20000/20000 [==============================] - 1s 33us/step - loss: 688341.5460 - mean_absolute_error: 587.2429 - mean_squared_error: 688341.5460
Epoch 191/1000
20000/20000 [==============================] - 1s 33us/step - loss: 664251.7423 - mean_absolute_error: 531.3324 - mean_squared_error: 664251.7423
Epoch 192/1000
20000/20000 [==============================] - 1s 34us/step - loss: 678861.8483 - mean_absolute_error: 559.7774 - mean_squared_error: 678861.8483
Epoch 193/1000
20000/20000 [==============================] - 1s 39us/step - loss: 671657.9105 - mean_absolute_error: 562.9560 - mean_squared_error: 671657.9105
Epoch 194/1000
20000/20000 [==============================] - 1s 39us/step - loss: 677421.4332 - mean_absolute_error: 547.0092 - mean_squared_error: 677421.4332
Epoch 195/1000
20000/20000 [==============================] - 1s 33us/step - loss: 661223.8402 - mean_absolute_error: 551.3866 - mean_squared_error: 661223.8402
Epoch 196/1000
20000/20000 [==============================] - 1s 33us/step - loss: 666821.2640 - mean_absolute_error: 552.1169 - mean_squared_error: 666821.2640
Epoch 197/1000
20000/20000 [==============================] - 1s 34us/step - loss: 671155.6136 - mean_absolute_error: 539.0729 - mean_squared_error: 671155.6136
Epoch 198/1000
20000/20000 [==============================] - 1s 33us/step - loss: 672920.2925 - mean_absolute_error: 578.0097 - mean_squared_error: 672920.2925
Epoch 199/1000
20000/20000 [==============================] - 1s 34us/step - loss: 659368.8834 - mean_absolute_error: 578.0081 - mean_squared_error: 659368.8834
Epoch 200/1000
20000/20000 [==============================] - 1s 34us/step - loss: 663983.2688 - mean_absolute_error: 552.3742 - mean_squared_error: 663983.2688
Epoch 201/1000
20000/20000 [==============================] - 1s 34us/step - loss: 657259.9519 - mean_absolute_error: 557.4200 - mean_squared_error: 657259.9519
Epoch 202/1000
20000/20000 [==============================] - 1s 34us/step - loss: 651477.8419 - mean_absolute_error: 541.0117 - mean_squared_error: 651477.8419
Epoch 203/1000
20000/20000 [==============================] - 1s 34us/step - loss: 661158.8236 - mean_absolute_error: 555.7526 - mean_squared_error: 661158.8236
Epoch 204/1000
20000/20000 [==============================] - 1s 34us/step - loss: 652991.5856 - mean_absolute_error: 529.5201 - mean_squared_error: 652991.5856
Epoch 205/1000
20000/20000 [==============================] - 1s 33us/step - loss: 652546.1676 - mean_absolute_error: 530.0391 - mean_squared_error: 652546.1676
Epoch 206/1000
20000/20000 [==============================] - 1s 35us/step - loss: 651187.7578 - mean_absolute_error: 583.3110 - mean_squared_error: 651187.7578
Epoch 207/1000
20000/20000 [==============================] - 1s 35us/step - loss: 654375.5632 - mean_absolute_error: 540.4721 - mean_squared_error: 654375.5632
Epoch 208/1000
20000/20000 [==============================] - 1s 33us/step - loss: 646297.1432 - mean_absolute_error: 527.6234 - mean_squared_error: 646297.1432s - loss: 642638.9082 - mean_absolute_error: 648.6363 - mean_
Epoch 209/1000
20000/20000 [==============================] - 1s 33us/step - loss: 641981.5826 - mean_absolute_error: 524.4488 - mean_squared_error: 641981.5826
Epoch 210/1000
20000/20000 [==============================] - 1s 33us/step - loss: 649674.7773 - mean_absolute_error: 561.8154 - mean_squared_error: 649674.7773
Epoch 211/1000
20000/20000 [==============================] - 1s 34us/step - loss: 651393.2518 - mean_absolute_error: 556.6287 - mean_squared_error: 651393.2518
Epoch 212/1000
20000/20000 [==============================] - 1s 35us/step - loss: 649411.9024 - mean_absolute_error: 560.7625 - mean_squared_error: 649411.9024
Epoch 213/1000
20000/20000 [==============================] - 1s 33us/step - loss: 640328.7436 - mean_absolute_error: 515.5082 - mean_squared_error: 640328.7436
Epoch 214/1000
20000/20000 [==============================] - 1s 34us/step - loss: 649014.6080 - mean_absolute_error: 526.8351 - mean_squared_error: 649014.6080
Epoch 215/1000
20000/20000 [==============================] - 1s 34us/step - loss: 640903.8501 - mean_absolute_error: 553.6975 - mean_squared_error: 640903.8501
Epoch 216/1000
20000/20000 [==============================] - 1s 33us/step - loss: 644991.2388 - mean_absolute_error: 527.1591 - mean_squared_error: 644991.2388
Epoch 217/1000
20000/20000 [==============================] - 1s 33us/step - loss: 626522.3721 - mean_absolute_error: 509.8469 - mean_squared_error: 626522.3721
Epoch 218/1000
20000/20000 [==============================] - 1s 35us/step - loss: 646302.7867 - mean_absolute_error: 543.2545 - mean_squared_error: 646302.7867
Epoch 219/1000
20000/20000 [==============================] - 1s 35us/step - loss: 647182.5719 - mean_absolute_error: 587.1779 - mean_squared_error: 647182.5719
Epoch 220/1000
20000/20000 [==============================] - 1s 34us/step - loss: 627102.5969 - mean_absolute_error: 539.2955 - mean_squared_error: 627102.5969
Epoch 221/1000
20000/20000 [==============================] - 1s 34us/step - loss: 643476.9788 - mean_absolute_error: 561.9865 - mean_squared_error: 643476.9788
Epoch 222/1000
20000/20000 [==============================] - 1s 35us/step - loss: 644071.6265 - mean_absolute_error: 583.6399 - mean_squared_error: 644071.6265
Epoch 223/1000
20000/20000 [==============================] - 1s 34us/step - loss: 630483.4019 - mean_absolute_error: 543.6973 - mean_squared_error: 630483.4019
Epoch 224/1000
20000/20000 [==============================] - 1s 35us/step - loss: 634769.9494 - mean_absolute_error: 508.3782 - mean_squared_error: 634769.9494
Epoch 225/1000
20000/20000 [==============================] - 1s 33us/step - loss: 643318.7155 - mean_absolute_error: 540.7980 - mean_squared_error: 643318.7155
Epoch 226/1000
20000/20000 [==============================] - 1s 34us/step - loss: 616285.4484 - mean_absolute_error: 488.2247 - mean_squared_error: 616285.4484
Epoch 227/1000
20000/20000 [==============================] - 1s 34us/step - loss: 629087.7445 - mean_absolute_error: 553.7893 - mean_squared_error: 629087.7445
Epoch 228/1000
20000/20000 [==============================] - 1s 34us/step - loss: 636324.3907 - mean_absolute_error: 553.8580 - mean_squared_error: 636324.3907
Epoch 229/1000
20000/20000 [==============================] - 1s 34us/step - loss: 628250.1894 - mean_absolute_error: 533.3439 - mean_squared_error: 628250.1894
Epoch 230/1000
20000/20000 [==============================] - 1s 33us/step - loss: 622889.4812 - mean_absolute_error: 565.6136 - mean_squared_error: 622889.4812
Epoch 231/1000
20000/20000 [==============================] - 1s 34us/step - loss: 630287.5665 - mean_absolute_error: 537.9036 - mean_squared_error: 630287.5665
Epoch 232/1000
20000/20000 [==============================] - 1s 34us/step - loss: 624700.9570 - mean_absolute_error: 539.1464 - mean_squared_error: 624700.9570
Epoch 233/1000
20000/20000 [==============================] - 1s 34us/step - loss: 621733.6685 - mean_absolute_error: 540.0286 - mean_squared_error: 621733.6685
Epoch 234/1000
20000/20000 [==============================] - 1s 34us/step - loss: 619401.9809 - mean_absolute_error: 534.1259 - mean_squared_error: 619401.9809
Epoch 235/1000
20000/20000 [==============================] - 1s 34us/step - loss: 619059.1590 - mean_absolute_error: 536.4461 - mean_squared_error: 619059.1590
Epoch 236/1000
20000/20000 [==============================] - 1s 34us/step - loss: 619956.3169 - mean_absolute_error: 551.6397 - mean_squared_error: 619956.3169
Epoch 237/1000
20000/20000 [==============================] - 1s 33us/step - loss: 614996.7738 - mean_absolute_error: 560.2783 - mean_squared_error: 614996.7738
Epoch 238/1000
20000/20000 [==============================] - 1s 35us/step - loss: 609861.6352 - mean_absolute_error: 509.8006 - mean_squared_error: 609861.6352
Epoch 239/1000
20000/20000 [==============================] - 1s 34us/step - loss: 616496.2207 - mean_absolute_error: 567.0113 - mean_squared_error: 616496.2207
Epoch 240/1000
20000/20000 [==============================] - 1s 39us/step - loss: 600919.6068 - mean_absolute_error: 495.4208 - mean_squared_error: 600919.6068
Epoch 241/1000
20000/20000 [==============================] - 1s 36us/step - loss: 613096.4519 - mean_absolute_error: 567.7890 - mean_squared_error: 613096.4519
Epoch 242/1000
20000/20000 [==============================] - 1s 35us/step - loss: 612759.3947 - mean_absolute_error: 575.6181 - mean_squared_error: 612759.3947
Epoch 243/1000
20000/20000 [==============================] - 1s 35us/step - loss: 610113.7126 - mean_absolute_error: 542.4155 - mean_squared_error: 610113.7126
Epoch 244/1000
20000/20000 [==============================] - 1s 34us/step - loss: 594136.8692 - mean_absolute_error: 467.6224 - mean_squared_error: 594136.8692
Epoch 245/1000
20000/20000 [==============================] - 1s 33us/step - loss: 604641.9968 - mean_absolute_error: 556.2793 - mean_squared_error: 604641.9968
Epoch 246/1000
20000/20000 [==============================] - 1s 34us/step - loss: 604809.4938 - mean_absolute_error: 515.8778 - mean_squared_error: 604809.4938
Epoch 247/1000
20000/20000 [==============================] - 1s 33us/step - loss: 598485.1612 - mean_absolute_error: 538.9649 - mean_squared_error: 598485.1612
Epoch 248/1000
20000/20000 [==============================] - 1s 34us/step - loss: 598166.3098 - mean_absolute_error: 506.6888 - mean_squared_error: 598166.3098
Epoch 249/1000
20000/20000 [==============================] - 1s 35us/step - loss: 595381.1160 - mean_absolute_error: 507.7437 - mean_squared_error: 595381.1160
Epoch 250/1000
20000/20000 [==============================] - 1s 34us/step - loss: 606428.1282 - mean_absolute_error: 561.9658 - mean_squared_error: 606428.1282
Epoch 251/1000
20000/20000 [==============================] - 1s 35us/step - loss: 590789.6435 - mean_absolute_error: 499.1728 - mean_squared_error: 590789.6435
Epoch 252/1000
20000/20000 [==============================] - 1s 35us/step - loss: 589125.6937 - mean_absolute_error: 503.6750 - mean_squared_error: 589125.6937
Epoch 253/1000
20000/20000 [==============================] - 1s 34us/step - loss: 593731.1024 - mean_absolute_error: 507.8781 - mean_squared_error: 593731.1024
Epoch 254/1000
20000/20000 [==============================] - 1s 34us/step - loss: 598122.6455 - mean_absolute_error: 554.7033 - mean_squared_error: 598122.6455
Epoch 255/1000
20000/20000 [==============================] - 1s 34us/step - loss: 601915.1569 - mean_absolute_error: 566.8675 - mean_squared_error: 601915.1569
Epoch 256/1000
20000/20000 [==============================] - 1s 35us/step - loss: 577188.1850 - mean_absolute_error: 499.3526 - mean_squared_error: 577188.1850
Epoch 257/1000
20000/20000 [==============================] - 1s 36us/step - loss: 585809.5959 - mean_absolute_error: 516.3987 - mean_squared_error: 585809.5959
Epoch 258/1000
20000/20000 [==============================] - 1s 34us/step - loss: 577491.4996 - mean_absolute_error: 515.3506 - mean_squared_error: 577491.4996
Epoch 259/1000
20000/20000 [==============================] - 1s 36us/step - loss: 585246.1667 - mean_absolute_error: 535.0930 - mean_squared_error: 585246.1667
Epoch 260/1000
20000/20000 [==============================] - 1s 36us/step - loss: 571445.0469 - mean_absolute_error: 518.3143 - mean_squared_error: 571445.0469
Epoch 261/1000
20000/20000 [==============================] - 1s 36us/step - loss: 577904.2313 - mean_absolute_error: 520.1843 - mean_squared_error: 577904.2313
Epoch 262/1000
20000/20000 [==============================] - 1s 33us/step - loss: 579058.0894 - mean_absolute_error: 520.3953 - mean_squared_error: 579058.0894
Epoch 263/1000
20000/20000 [==============================] - 1s 34us/step - loss: 571074.5298 - mean_absolute_error: 531.9904 - mean_squared_error: 571074.5298
Epoch 264/1000
20000/20000 [==============================] - 1s 35us/step - loss: 577948.9203 - mean_absolute_error: 495.4259 - mean_squared_error: 577948.9203
Epoch 265/1000
20000/20000 [==============================] - 1s 35us/step - loss: 573469.2075 - mean_absolute_error: 535.4097 - mean_squared_error: 573469.2075
Epoch 266/1000
20000/20000 [==============================] - 1s 35us/step - loss: 568962.9015 - mean_absolute_error: 512.9846 - mean_squared_error: 568962.9015
Epoch 267/1000
20000/20000 [==============================] - 1s 34us/step - loss: 569569.6024 - mean_absolute_error: 514.9281 - mean_squared_error: 569569.6024
Epoch 268/1000
20000/20000 [==============================] - 1s 34us/step - loss: 564523.4818 - mean_absolute_error: 486.0417 - mean_squared_error: 564523.4818
Epoch 269/1000
20000/20000 [==============================] - 1s 34us/step - loss: 563967.6960 - mean_absolute_error: 519.4160 - mean_squared_error: 563967.6960
Epoch 270/1000
20000/20000 [==============================] - 1s 34us/step - loss: 567358.8005 - mean_absolute_error: 521.4405 - mean_squared_error: 567358.8005
Epoch 271/1000
20000/20000 [==============================] - 1s 34us/step - loss: 563916.4297 - mean_absolute_error: 506.2778 - mean_squared_error: 563916.4297
Epoch 272/1000
20000/20000 [==============================] - 1s 35us/step - loss: 560975.7151 - mean_absolute_error: 498.6789 - mean_squared_error: 560975.7151
Epoch 273/1000
20000/20000 [==============================] - 1s 34us/step - loss: 559584.5269 - mean_absolute_error: 483.5264 - mean_squared_error: 559584.5269
Epoch 274/1000
20000/20000 [==============================] - 1s 34us/step - loss: 561424.9022 - mean_absolute_error: 511.2857 - mean_squared_error: 561424.9022
Epoch 275/1000
20000/20000 [==============================] - 1s 34us/step - loss: 553334.7929 - mean_absolute_error: 518.8695 - mean_squared_error: 553334.7929
Epoch 276/1000
20000/20000 [==============================] - 1s 35us/step - loss: 571087.7951 - mean_absolute_error: 526.1686 - mean_squared_error: 571087.7951
Epoch 277/1000
20000/20000 [==============================] - 1s 34us/step - loss: 548899.3261 - mean_absolute_error: 491.8969 - mean_squared_error: 548899.3261
Epoch 278/1000
20000/20000 [==============================] - 1s 35us/step - loss: 561005.8664 - mean_absolute_error: 502.8872 - mean_squared_error: 561005.8664
Epoch 279/1000
20000/20000 [==============================] - 1s 35us/step - loss: 563217.9522 - mean_absolute_error: 530.2066 - mean_squared_error: 563217.9522
Epoch 280/1000
20000/20000 [==============================] - 1s 36us/step - loss: 560568.3863 - mean_absolute_error: 534.8835 - mean_squared_error: 560568.3863
Epoch 281/1000
20000/20000 [==============================] - 1s 34us/step - loss: 556316.8085 - mean_absolute_error: 522.9960 - mean_squared_error: 556316.8085
Epoch 282/1000
20000/20000 [==============================] - 1s 35us/step - loss: 558756.6387 - mean_absolute_error: 525.6730 - mean_squared_error: 558756.6387
Epoch 283/1000
20000/20000 [==============================] - 1s 34us/step - loss: 550994.7873 - mean_absolute_error: 509.8676 - mean_squared_error: 550994.7873
Epoch 284/1000
20000/20000 [==============================] - 1s 34us/step - loss: 549263.6440 - mean_absolute_error: 475.0042 - mean_squared_error: 549263.6440
Epoch 285/1000
20000/20000 [==============================] - 1s 40us/step - loss: 558689.2083 - mean_absolute_error: 535.1205 - mean_squared_error: 558689.2083
Epoch 286/1000
20000/20000 [==============================] - 1s 35us/step - loss: 548558.6669 - mean_absolute_error: 483.6448 - mean_squared_error: 548558.6669
Epoch 287/1000
20000/20000 [==============================] - 1s 35us/step - loss: 546891.5770 - mean_absolute_error: 506.1607 - mean_squared_error: 546891.5770
Epoch 288/1000
20000/20000 [==============================] - 1s 35us/step - loss: 552333.7340 - mean_absolute_error: 531.4620 - mean_squared_error: 552333.7340
Epoch 289/1000
20000/20000 [==============================] - 1s 34us/step - loss: 550107.4584 - mean_absolute_error: 498.7765 - mean_squared_error: 550107.4584
Epoch 290/1000
20000/20000 [==============================] - 1s 34us/step - loss: 544564.2600 - mean_absolute_error: 489.4379 - mean_squared_error: 544564.2600
Epoch 291/1000
20000/20000 [==============================] - 1s 35us/step - loss: 549616.2985 - mean_absolute_error: 520.6987 - mean_squared_error: 549616.2985
Epoch 292/1000
20000/20000 [==============================] - 1s 35us/step - loss: 552470.8163 - mean_absolute_error: 538.0839 - mean_squared_error: 552470.8163
Epoch 293/1000
20000/20000 [==============================] - 1s 34us/step - loss: 541406.4107 - mean_absolute_error: 492.2211 - mean_squared_error: 541406.4107
Epoch 294/1000
20000/20000 [==============================] - 1s 33us/step - loss: 545237.9468 - mean_absolute_error: 513.4229 - mean_squared_error: 545237.9468
Epoch 295/1000
20000/20000 [==============================] - 1s 34us/step - loss: 546702.0677 - mean_absolute_error: 512.6658 - mean_squared_error: 546702.0677
Epoch 296/1000
20000/20000 [==============================] - 1s 34us/step - loss: 543461.5500 - mean_absolute_error: 515.6492 - mean_squared_error: 543461.5500
Epoch 297/1000
20000/20000 [==============================] - 1s 34us/step - loss: 539035.0849 - mean_absolute_error: 514.9369 - mean_squared_error: 539035.0849
Epoch 298/1000
20000/20000 [==============================] - 1s 33us/step - loss: 541383.8083 - mean_absolute_error: 493.1532 - mean_squared_error: 541383.8083
Epoch 299/1000
20000/20000 [==============================] - 1s 34us/step - loss: 544318.4193 - mean_absolute_error: 509.9270 - mean_squared_error: 544318.4193
Epoch 300/1000
20000/20000 [==============================] - 1s 34us/step - loss: 537883.5682 - mean_absolute_error: 499.5294 - mean_squared_error: 537883.5682
Epoch 301/1000
20000/20000 [==============================] - 1s 34us/step - loss: 534713.0130 - mean_absolute_error: 490.8163 - mean_squared_error: 534713.0130
Epoch 302/1000
20000/20000 [==============================] - 1s 35us/step - loss: 535244.2433 - mean_absolute_error: 521.1206 - mean_squared_error: 535244.2433
Epoch 303/1000
20000/20000 [==============================] - 1s 36us/step - loss: 533440.2862 - mean_absolute_error: 507.0578 - mean_squared_error: 533440.2862
Epoch 304/1000
20000/20000 [==============================] - 1s 34us/step - loss: 534332.3139 - mean_absolute_error: 496.5941 - mean_squared_error: 534332.3139
Epoch 305/1000
20000/20000 [==============================] - 1s 34us/step - loss: 525308.5295 - mean_absolute_error: 493.5677 - mean_squared_error: 525308.5295
Epoch 306/1000
20000/20000 [==============================] - 1s 35us/step - loss: 533727.9125 - mean_absolute_error: 496.3332 - mean_squared_error: 533727.9125
Epoch 307/1000
20000/20000 [==============================] - 1s 34us/step - loss: 532880.5484 - mean_absolute_error: 488.4148 - mean_squared_error: 532880.5484
Epoch 308/1000
20000/20000 [==============================] - 1s 34us/step - loss: 521519.2193 - mean_absolute_error: 466.2332 - mean_squared_error: 521519.2193
Epoch 309/1000
20000/20000 [==============================] - 1s 34us/step - loss: 521886.4364 - mean_absolute_error: 466.9348 - mean_squared_error: 521886.4364
Epoch 310/1000
20000/20000 [==============================] - 1s 34us/step - loss: 527442.6905 - mean_absolute_error: 488.0298 - mean_squared_error: 527442.6905
Epoch 311/1000
20000/20000 [==============================] - 1s 33us/step - loss: 521788.5050 - mean_absolute_error: 475.9343 - mean_squared_error: 521788.5050
Epoch 312/1000
20000/20000 [==============================] - 1s 34us/step - loss: 520816.2718 - mean_absolute_error: 488.8120 - mean_squared_error: 520816.2718
Epoch 313/1000
20000/20000 [==============================] - 1s 35us/step - loss: 523265.4876 - mean_absolute_error: 480.9736 - mean_squared_error: 523265.4876
Epoch 314/1000
20000/20000 [==============================] - 1s 35us/step - loss: 519901.2397 - mean_absolute_error: 502.0520 - mean_squared_error: 519901.2397
Epoch 315/1000
20000/20000 [==============================] - 1s 35us/step - loss: 523935.7025 - mean_absolute_error: 502.5561 - mean_squared_error: 523935.7025
Epoch 316/1000
20000/20000 [==============================] - 1s 34us/step - loss: 521710.1627 - mean_absolute_error: 519.1994 - mean_squared_error: 521710.1627
Epoch 317/1000
20000/20000 [==============================] - 1s 34us/step - loss: 505713.0783 - mean_absolute_error: 451.8944 - mean_squared_error: 505713.0783
Epoch 318/1000
20000/20000 [==============================] - 1s 33us/step - loss: 508697.0631 - mean_absolute_error: 476.3769 - mean_squared_error: 508697.0631
Epoch 319/1000
20000/20000 [==============================] - 1s 34us/step - loss: 505699.5775 - mean_absolute_error: 466.3540 - mean_squared_error: 505699.5775
Epoch 320/1000
20000/20000 [==============================] - 1s 34us/step - loss: 513671.4501 - mean_absolute_error: 474.8958 - mean_squared_error: 513671.4501
Epoch 321/1000
20000/20000 [==============================] - 1s 34us/step - loss: 499165.2754 - mean_absolute_error: 491.9525 - mean_squared_error: 499165.2754
Epoch 322/1000
20000/20000 [==============================] - 1s 34us/step - loss: 512285.2213 - mean_absolute_error: 468.0657 - mean_squared_error: 512285.2213
Epoch 323/1000
20000/20000 [==============================] - 1s 35us/step - loss: 503043.1567 - mean_absolute_error: 486.6836 - mean_squared_error: 503043.1567
Epoch 324/1000
20000/20000 [==============================] - 1s 34us/step - loss: 504899.3846 - mean_absolute_error: 486.1364 - mean_squared_error: 504899.3846
Epoch 325/1000
20000/20000 [==============================] - 1s 34us/step - loss: 500657.7385 - mean_absolute_error: 462.8164 - mean_squared_error: 500657.7385
Epoch 326/1000
20000/20000 [==============================] - 1s 32us/step - loss: 503441.5658 - mean_absolute_error: 494.3922 - mean_squared_error: 503441.5658
Epoch 327/1000
20000/20000 [==============================] - 1s 34us/step - loss: 506333.2090 - mean_absolute_error: 497.5523 - mean_squared_error: 506333.2090
Epoch 328/1000
20000/20000 [==============================] - 1s 32us/step - loss: 493291.4723 - mean_absolute_error: 475.4804 - mean_squared_error: 493291.4723
Epoch 329/1000
20000/20000 [==============================] - 1s 34us/step - loss: 498329.5529 - mean_absolute_error: 475.2802 - mean_squared_error: 498329.5529
Epoch 330/1000
20000/20000 [==============================] - 1s 34us/step - loss: 493424.4901 - mean_absolute_error: 443.1736 - mean_squared_error: 493424.4901
Epoch 331/1000
20000/20000 [==============================] - 1s 39us/step - loss: 494844.8316 - mean_absolute_error: 455.8787 - mean_squared_error: 494844.8316
Epoch 332/1000
20000/20000 [==============================] - 1s 38us/step - loss: 488456.5736 - mean_absolute_error: 456.1105 - mean_squared_error: 488456.5736
Epoch 333/1000
20000/20000 [==============================] - 1s 35us/step - loss: 496183.1388 - mean_absolute_error: 487.8786 - mean_squared_error: 496183.1388
Epoch 334/1000
20000/20000 [==============================] - 1s 36us/step - loss: 493561.9852 - mean_absolute_error: 467.3811 - mean_squared_error: 493561.9852
Epoch 335/1000
20000/20000 [==============================] - 1s 36us/step - loss: 491788.8636 - mean_absolute_error: 504.3472 - mean_squared_error: 491788.8636
Epoch 336/1000
20000/20000 [==============================] - 1s 36us/step - loss: 487464.3846 - mean_absolute_error: 464.1441 - mean_squared_error: 487464.3846
Epoch 337/1000
20000/20000 [==============================] - 1s 34us/step - loss: 488098.2588 - mean_absolute_error: 478.4004 - mean_squared_error: 488098.2588
Epoch 338/1000
20000/20000 [==============================] - 1s 34us/step - loss: 487142.0427 - mean_absolute_error: 473.8715 - mean_squared_error: 487142.0427
Epoch 339/1000
20000/20000 [==============================] - 1s 34us/step - loss: 487050.2905 - mean_absolute_error: 484.7214 - mean_squared_error: 487050.2905
Epoch 340/1000
20000/20000 [==============================] - 1s 34us/step - loss: 486594.4985 - mean_absolute_error: 475.3518 - mean_squared_error: 486594.4985
Epoch 341/1000
20000/20000 [==============================] - 1s 35us/step - loss: 482696.7015 - mean_absolute_error: 468.0256 - mean_squared_error: 482696.7015
Epoch 342/1000
20000/20000 [==============================] - 1s 35us/step - loss: 479300.9616 - mean_absolute_error: 472.9673 - mean_squared_error: 479300.9616
Epoch 343/1000
20000/20000 [==============================] - 1s 34us/step - loss: 479397.4417 - mean_absolute_error: 455.9110 - mean_squared_error: 479397.4417
Epoch 344/1000
20000/20000 [==============================] - 1s 35us/step - loss: 481092.4167 - mean_absolute_error: 456.5831 - mean_squared_error: 481092.4167
Epoch 345/1000
20000/20000 [==============================] - 1s 34us/step - loss: 476991.6291 - mean_absolute_error: 453.3176 - mean_squared_error: 476991.6291
Epoch 346/1000
20000/20000 [==============================] - 1s 35us/step - loss: 473766.3722 - mean_absolute_error: 472.0240 - mean_squared_error: 473766.3722
Epoch 347/1000
20000/20000 [==============================] - 1s 33us/step - loss: 473964.1178 - mean_absolute_error: 458.4535 - mean_squared_error: 473964.1178
Epoch 348/1000
20000/20000 [==============================] - 1s 34us/step - loss: 473648.6820 - mean_absolute_error: 488.3698 - mean_squared_error: 473648.6820
Epoch 349/1000
20000/20000 [==============================] - 1s 33us/step - loss: 467146.5624 - mean_absolute_error: 433.7826 - mean_squared_error: 467146.5624
Epoch 350/1000
20000/20000 [==============================] - 1s 33us/step - loss: 470779.6733 - mean_absolute_error: 473.1674 - mean_squared_error: 470779.6733
Epoch 351/1000
20000/20000 [==============================] - 1s 34us/step - loss: 459076.4174 - mean_absolute_error: 396.9253 - mean_squared_error: 459076.4174
Epoch 352/1000
20000/20000 [==============================] - 1s 33us/step - loss: 470281.0951 - mean_absolute_error: 472.8754 - mean_squared_error: 470281.0951
Epoch 353/1000
20000/20000 [==============================] - 1s 35us/step - loss: 467504.7037 - mean_absolute_error: 503.9254 - mean_squared_error: 467504.7037
Epoch 354/1000
20000/20000 [==============================] - 1s 33us/step - loss: 466043.5773 - mean_absolute_error: 480.3476 - mean_squared_error: 466043.5773
Epoch 355/1000
20000/20000 [==============================] - 1s 35us/step - loss: 459624.6042 - mean_absolute_error: 487.3599 - mean_squared_error: 459624.6042
Epoch 356/1000
20000/20000 [==============================] - 1s 37us/step - loss: 463759.7860 - mean_absolute_error: 458.2281 - mean_squared_error: 463759.7860
Epoch 357/1000
20000/20000 [==============================] - 1s 36us/step - loss: 456341.3182 - mean_absolute_error: 445.7144 - mean_squared_error: 456341.3182
Epoch 358/1000
20000/20000 [==============================] - 1s 35us/step - loss: 451929.0337 - mean_absolute_error: 456.0110 - mean_squared_error: 451929.0337
Epoch 359/1000
20000/20000 [==============================] - 1s 36us/step - loss: 455758.3471 - mean_absolute_error: 473.8829 - mean_squared_error: 455758.3471
Epoch 360/1000
20000/20000 [==============================] - 1s 35us/step - loss: 447096.6124 - mean_absolute_error: 461.5313 - mean_squared_error: 447096.6124
Epoch 361/1000
20000/20000 [==============================] - 1s 35us/step - loss: 452852.1405 - mean_absolute_error: 483.6294 - mean_squared_error: 452852.1405
Epoch 362/1000
20000/20000 [==============================] - 1s 35us/step - loss: 440423.9466 - mean_absolute_error: 457.6793 - mean_squared_error: 440423.9466
Epoch 363/1000
20000/20000 [==============================] - 1s 35us/step - loss: 441737.3900 - mean_absolute_error: 444.6071 - mean_squared_error: 441737.3900
Epoch 364/1000
20000/20000 [==============================] - 1s 34us/step - loss: 442861.6370 - mean_absolute_error: 494.4739 - mean_squared_error: 442861.6370
Epoch 365/1000
20000/20000 [==============================] - 1s 35us/step - loss: 434930.3671 - mean_absolute_error: 466.3418 - mean_squared_error: 434930.3671
Epoch 366/1000
20000/20000 [==============================] - 1s 36us/step - loss: 431581.4386 - mean_absolute_error: 443.9317 - mean_squared_error: 431581.4386
Epoch 367/1000
20000/20000 [==============================] - 1s 35us/step - loss: 431447.8358 - mean_absolute_error: 460.4844 - mean_squared_error: 431447.8358
Epoch 368/1000
20000/20000 [==============================] - 1s 35us/step - loss: 427228.2318 - mean_absolute_error: 451.4678 - mean_squared_error: 427228.2318
Epoch 369/1000
20000/20000 [==============================] - 1s 35us/step - loss: 426184.5530 - mean_absolute_error: 472.2266 - mean_squared_error: 426184.5530
Epoch 370/1000
20000/20000 [==============================] - 1s 35us/step - loss: 422938.6798 - mean_absolute_error: 447.4706 - mean_squared_error: 422938.6798
Epoch 371/1000
20000/20000 [==============================] - 1s 35us/step - loss: 410622.4596 - mean_absolute_error: 424.5163 - mean_squared_error: 410622.4596
Epoch 372/1000
20000/20000 [==============================] - 1s 35us/step - loss: 417729.0137 - mean_absolute_error: 431.7269 - mean_squared_error: 417729.0137
Epoch 373/1000
20000/20000 [==============================] - 1s 35us/step - loss: 411200.8597 - mean_absolute_error: 425.2833 - mean_squared_error: 411200.8597
Epoch 374/1000
20000/20000 [==============================] - 1s 34us/step - loss: 412805.6507 - mean_absolute_error: 435.9536 - mean_squared_error: 412805.6507
Epoch 375/1000
20000/20000 [==============================] - 1s 34us/step - loss: 412961.6972 - mean_absolute_error: 421.3870 - mean_squared_error: 412961.6972
Epoch 376/1000
20000/20000 [==============================] - 1s 38us/step - loss: 411007.9716 - mean_absolute_error: 461.6077 - mean_squared_error: 411007.9716
Epoch 377/1000
20000/20000 [==============================] - 1s 40us/step - loss: 408773.0953 - mean_absolute_error: 424.7616 - mean_squared_error: 408773.0953
Epoch 378/1000
20000/20000 [==============================] - 1s 34us/step - loss: 406027.8243 - mean_absolute_error: 461.6621 - mean_squared_error: 406027.8243
Epoch 379/1000
20000/20000 [==============================] - 1s 34us/step - loss: 405509.3428 - mean_absolute_error: 415.7281 - mean_squared_error: 405509.3428
Epoch 380/1000
20000/20000 [==============================] - 1s 35us/step - loss: 406182.8943 - mean_absolute_error: 447.3760 - mean_squared_error: 406182.8943
Epoch 381/1000
20000/20000 [==============================] - 1s 35us/step - loss: 393263.6046 - mean_absolute_error: 414.1522 - mean_squared_error: 393263.6046
Epoch 382/1000
20000/20000 [==============================] - 1s 34us/step - loss: 390224.8658 - mean_absolute_error: 398.0417 - mean_squared_error: 390224.8658
Epoch 383/1000
20000/20000 [==============================] - 1s 34us/step - loss: 397974.0141 - mean_absolute_error: 437.8018 - mean_squared_error: 397974.0141
Epoch 384/1000
20000/20000 [==============================] - 1s 34us/step - loss: 390104.2799 - mean_absolute_error: 431.6827 - mean_squared_error: 390104.2799
Epoch 385/1000
20000/20000 [==============================] - 1s 34us/step - loss: 394155.1598 - mean_absolute_error: 418.3815 - mean_squared_error: 394155.1598
Epoch 386/1000
20000/20000 [==============================] - 1s 34us/step - loss: 390078.5838 - mean_absolute_error: 428.3482 - mean_squared_error: 390078.5838
Epoch 387/1000
20000/20000 [==============================] - 1s 34us/step - loss: 388916.9598 - mean_absolute_error: 401.0554 - mean_squared_error: 388916.9598
Epoch 388/1000
20000/20000 [==============================] - 1s 34us/step - loss: 393975.5262 - mean_absolute_error: 431.2091 - mean_squared_error: 393975.5262
Epoch 389/1000
20000/20000 [==============================] - 1s 36us/step - loss: 387479.5062 - mean_absolute_error: 438.5329 - mean_squared_error: 387479.5062
Epoch 390/1000
20000/20000 [==============================] - 1s 34us/step - loss: 385493.7147 - mean_absolute_error: 416.3447 - mean_squared_error: 385493.7147
Epoch 391/1000
20000/20000 [==============================] - 1s 34us/step - loss: 380353.7916 - mean_absolute_error: 399.2506 - mean_squared_error: 380353.7916
Epoch 392/1000
20000/20000 [==============================] - 1s 35us/step - loss: 384358.1651 - mean_absolute_error: 421.7521 - mean_squared_error: 384358.1651
Epoch 393/1000
20000/20000 [==============================] - 1s 34us/step - loss: 384288.2744 - mean_absolute_error: 440.1518 - mean_squared_error: 384288.2744
Epoch 394/1000
20000/20000 [==============================] - 1s 35us/step - loss: 384972.6373 - mean_absolute_error: 416.9937 - mean_squared_error: 384972.6373
Epoch 395/1000
20000/20000 [==============================] - 1s 35us/step - loss: 368980.6372 - mean_absolute_error: 385.1386 - mean_squared_error: 368980.6372
Epoch 396/1000
20000/20000 [==============================] - 1s 34us/step - loss: 372282.7876 - mean_absolute_error: 393.7043 - mean_squared_error: 372282.7876
Epoch 397/1000
20000/20000 [==============================] - 1s 35us/step - loss: 368494.5334 - mean_absolute_error: 362.1668 - mean_squared_error: 368494.5334
Epoch 398/1000
20000/20000 [==============================] - 1s 34us/step - loss: 371324.4392 - mean_absolute_error: 415.5145 - mean_squared_error: 371324.4392
Epoch 399/1000
20000/20000 [==============================] - 1s 34us/step - loss: 371997.8353 - mean_absolute_error: 418.3123 - mean_squared_error: 371997.8353
Epoch 400/1000
20000/20000 [==============================] - 1s 33us/step - loss: 367143.4791 - mean_absolute_error: 411.9859 - mean_squared_error: 367143.4791
Epoch 401/1000
20000/20000 [==============================] - 1s 35us/step - loss: 366601.4151 - mean_absolute_error: 389.0088 - mean_squared_error: 366601.4151
Epoch 402/1000
20000/20000 [==============================] - 1s 35us/step - loss: 368316.0311 - mean_absolute_error: 422.7205 - mean_squared_error: 368316.0311
Epoch 403/1000
20000/20000 [==============================] - 1s 35us/step - loss: 361535.9191 - mean_absolute_error: 395.0927 - mean_squared_error: 361535.9191
Epoch 404/1000
20000/20000 [==============================] - 1s 34us/step - loss: 359723.6001 - mean_absolute_error: 381.4973 - mean_squared_error: 359723.6001
Epoch 405/1000
20000/20000 [==============================] - 1s 35us/step - loss: 365186.1261 - mean_absolute_error: 423.7391 - mean_squared_error: 365186.1261
Epoch 406/1000
20000/20000 [==============================] - 1s 35us/step - loss: 358741.3065 - mean_absolute_error: 406.7810 - mean_squared_error: 358741.3065
Epoch 407/1000
20000/20000 [==============================] - 1s 35us/step - loss: 365712.2798 - mean_absolute_error: 437.1951 - mean_squared_error: 365712.2798
Epoch 408/1000
20000/20000 [==============================] - 1s 35us/step - loss: 367718.1140 - mean_absolute_error: 414.6435 - mean_squared_error: 367718.1140
Epoch 409/1000
20000/20000 [==============================] - 1s 34us/step - loss: 353492.9312 - mean_absolute_error: 387.6011 - mean_squared_error: 353492.9312
Epoch 410/1000
20000/20000 [==============================] - 1s 33us/step - loss: 358918.6669 - mean_absolute_error: 415.2333 - mean_squared_error: 358918.6669
Epoch 411/1000
20000/20000 [==============================] - 1s 35us/step - loss: 360361.8814 - mean_absolute_error: 395.2436 - mean_squared_error: 360361.8814
Epoch 412/1000
20000/20000 [==============================] - 1s 34us/step - loss: 358916.9549 - mean_absolute_error: 416.2013 - mean_squared_error: 358916.9549
Epoch 413/1000
20000/20000 [==============================] - 1s 35us/step - loss: 353692.6870 - mean_absolute_error: 389.4405 - mean_squared_error: 353692.6870
Epoch 414/1000
20000/20000 [==============================] - 1s 34us/step - loss: 359801.4209 - mean_absolute_error: 415.9145 - mean_squared_error: 359801.4209
Epoch 415/1000
20000/20000 [==============================] - 1s 33us/step - loss: 359360.7082 - mean_absolute_error: 402.2653 - mean_squared_error: 359360.7082
Epoch 416/1000
20000/20000 [==============================] - 1s 34us/step - loss: 356372.6704 - mean_absolute_error: 392.9234 - mean_squared_error: 356372.6704
Epoch 417/1000
20000/20000 [==============================] - 1s 34us/step - loss: 355155.9329 - mean_absolute_error: 399.6192 - mean_squared_error: 355155.9329
Epoch 418/1000
20000/20000 [==============================] - 1s 34us/step - loss: 351518.2665 - mean_absolute_error: 377.2360 - mean_squared_error: 351518.2665
Epoch 419/1000
20000/20000 [==============================] - 1s 34us/step - loss: 359009.0724 - mean_absolute_error: 394.8683 - mean_squared_error: 359009.0724
Epoch 420/1000
20000/20000 [==============================] - 1s 34us/step - loss: 353318.9121 - mean_absolute_error: 403.3059 - mean_squared_error: 353318.9121
Epoch 421/1000
20000/20000 [==============================] - 1s 35us/step - loss: 353463.0775 - mean_absolute_error: 409.8090 - mean_squared_error: 353463.0775
Epoch 422/1000
20000/20000 [==============================] - 1s 39us/step - loss: 350172.0295 - mean_absolute_error: 385.1625 - mean_squared_error: 350172.0295
Epoch 423/1000
20000/20000 [==============================] - 1s 38us/step - loss: 352819.9598 - mean_absolute_error: 413.8200 - mean_squared_error: 352819.9598
Epoch 424/1000
20000/20000 [==============================] - 1s 35us/step - loss: 356631.9195 - mean_absolute_error: 397.8186 - mean_squared_error: 356631.9195
Epoch 425/1000
20000/20000 [==============================] - 1s 35us/step - loss: 351362.1160 - mean_absolute_error: 389.0252 - mean_squared_error: 351362.1160
Epoch 426/1000
20000/20000 [==============================] - 1s 33us/step - loss: 353972.0045 - mean_absolute_error: 415.0080 - mean_squared_error: 353972.0045
Epoch 427/1000
20000/20000 [==============================] - 1s 34us/step - loss: 350778.0895 - mean_absolute_error: 394.5491 - mean_squared_error: 350778.0895
Epoch 428/1000
20000/20000 [==============================] - 1s 35us/step - loss: 352451.4206 - mean_absolute_error: 416.5208 - mean_squared_error: 352451.4206
Epoch 429/1000
20000/20000 [==============================] - 1s 34us/step - loss: 348378.2057 - mean_absolute_error: 394.0229 - mean_squared_error: 348378.2057
Epoch 430/1000
20000/20000 [==============================] - 1s 35us/step - loss: 353615.5220 - mean_absolute_error: 422.2681 - mean_squared_error: 353615.5220
Epoch 431/1000
20000/20000 [==============================] - 1s 34us/step - loss: 351573.5220 - mean_absolute_error: 421.8445 - mean_squared_error: 351573.5220
Epoch 432/1000
20000/20000 [==============================] - 1s 34us/step - loss: 349578.7038 - mean_absolute_error: 396.6265 - mean_squared_error: 349578.7038
Epoch 433/1000
20000/20000 [==============================] - 1s 34us/step - loss: 343487.0295 - mean_absolute_error: 366.7436 - mean_squared_error: 343487.0295
Epoch 434/1000
20000/20000 [==============================] - 1s 33us/step - loss: 346198.2007 - mean_absolute_error: 381.0340 - mean_squared_error: 346198.2007
Epoch 435/1000
20000/20000 [==============================] - 1s 34us/step - loss: 345600.0630 - mean_absolute_error: 397.8099 - mean_squared_error: 345600.0630
Epoch 436/1000
20000/20000 [==============================] - 1s 36us/step - loss: 350421.0442 - mean_absolute_error: 397.7809 - mean_squared_error: 350421.0442
Epoch 437/1000
20000/20000 [==============================] - 1s 35us/step - loss: 348130.9719 - mean_absolute_error: 428.5935 - mean_squared_error: 348130.9719
Epoch 438/1000
20000/20000 [==============================] - 1s 35us/step - loss: 345612.2594 - mean_absolute_error: 398.9747 - mean_squared_error: 345612.2594
Epoch 439/1000
20000/20000 [==============================] - 1s 35us/step - loss: 346876.1807 - mean_absolute_error: 409.4445 - mean_squared_error: 346876.1807
Epoch 440/1000
20000/20000 [==============================] - 1s 35us/step - loss: 343951.6417 - mean_absolute_error: 386.4201 - mean_squared_error: 343951.6417
Epoch 441/1000
20000/20000 [==============================] - 1s 34us/step - loss: 344832.3360 - mean_absolute_error: 406.9836 - mean_squared_error: 344832.3360
Epoch 442/1000
20000/20000 [==============================] - 1s 35us/step - loss: 338932.6552 - mean_absolute_error: 357.8614 - mean_squared_error: 338932.6552
Epoch 443/1000
20000/20000 [==============================] - 1s 35us/step - loss: 336999.4971 - mean_absolute_error: 377.4242 - mean_squared_error: 336999.4971
Epoch 444/1000
20000/20000 [==============================] - 1s 34us/step - loss: 346911.5534 - mean_absolute_error: 404.4382 - mean_squared_error: 346911.5534
Epoch 445/1000
20000/20000 [==============================] - 1s 35us/step - loss: 343779.2618 - mean_absolute_error: 383.7907 - mean_squared_error: 343779.2618
Epoch 446/1000
20000/20000 [==============================] - 1s 35us/step - loss: 335610.3616 - mean_absolute_error: 358.7848 - mean_squared_error: 335610.3616
Epoch 447/1000
20000/20000 [==============================] - 1s 35us/step - loss: 338408.6988 - mean_absolute_error: 382.0396 - mean_squared_error: 338408.6988
Epoch 448/1000
20000/20000 [==============================] - 1s 35us/step - loss: 341556.3495 - mean_absolute_error: 403.5294 - mean_squared_error: 341556.3495
Epoch 449/1000
20000/20000 [==============================] - 1s 35us/step - loss: 339399.3795 - mean_absolute_error: 418.3398 - mean_squared_error: 339399.3795
Epoch 450/1000
20000/20000 [==============================] - 1s 36us/step - loss: 335313.5148 - mean_absolute_error: 396.0432 - mean_squared_error: 335313.5148
Epoch 451/1000
20000/20000 [==============================] - 1s 35us/step - loss: 337349.7888 - mean_absolute_error: 386.8781 - mean_squared_error: 337349.7888
Epoch 452/1000
20000/20000 [==============================] - 1s 35us/step - loss: 337658.5947 - mean_absolute_error: 390.1818 - mean_squared_error: 337658.5947
Epoch 453/1000
20000/20000 [==============================] - 1s 34us/step - loss: 333633.4170 - mean_absolute_error: 393.8188 - mean_squared_error: 333633.4170
Epoch 454/1000
20000/20000 [==============================] - 1s 35us/step - loss: 335530.6323 - mean_absolute_error: 401.0888 - mean_squared_error: 335530.6323
Epoch 455/1000
20000/20000 [==============================] - 1s 35us/step - loss: 337482.1761 - mean_absolute_error: 400.4531 - mean_squared_error: 337482.1761
Epoch 456/1000
20000/20000 [==============================] - 1s 36us/step - loss: 327587.6167 - mean_absolute_error: 390.5614 - mean_squared_error: 327587.6167
Epoch 457/1000
20000/20000 [==============================] - 1s 35us/step - loss: 338022.0267 - mean_absolute_error: 397.5923 - mean_squared_error: 338022.0267
Epoch 458/1000
20000/20000 [==============================] - 1s 35us/step - loss: 331464.3603 - mean_absolute_error: 378.3705 - mean_squared_error: 331464.3603 0s - loss: 342635.6241 - mean_absolute_error: 415.3874 - mean_squared_error: - ETA: 0s - loss: 329576.9180 - mean_absolute_error: 380.1763 - mean_squared_error:
Epoch 459/1000
20000/20000 [==============================] - 1s 37us/step - loss: 328269.2402 - mean_absolute_error: 405.0350 - mean_squared_error: 328269.2402
Epoch 460/1000
20000/20000 [==============================] - 1s 34us/step - loss: 331595.4010 - mean_absolute_error: 392.6509 - mean_squared_error: 331595.4010
Epoch 461/1000
20000/20000 [==============================] - 1s 34us/step - loss: 326807.6098 - mean_absolute_error: 370.0097 - mean_squared_error: 326807.6098
Epoch 462/1000
20000/20000 [==============================] - 1s 39us/step - loss: 323717.7691 - mean_absolute_error: 363.9766 - mean_squared_error: 323717.7691
Epoch 463/1000
20000/20000 [==============================] - 1s 37us/step - loss: 322525.4717 - mean_absolute_error: 365.7620 - mean_squared_error: 322525.4717
Epoch 464/1000
20000/20000 [==============================] - 1s 34us/step - loss: 319237.2002 - mean_absolute_error: 355.5155 - mean_squared_error: 319237.2002
Epoch 465/1000
20000/20000 [==============================] - 1s 35us/step - loss: 324683.6788 - mean_absolute_error: 394.7770 - mean_squared_error: 324683.6788
Epoch 466/1000
20000/20000 [==============================] - 1s 34us/step - loss: 323262.0783 - mean_absolute_error: 400.6784 - mean_squared_error: 323262.0783
Epoch 467/1000
20000/20000 [==============================] - 1s 39us/step - loss: 322098.1216 - mean_absolute_error: 410.5920 - mean_squared_error: 322098.1216
Epoch 468/1000
20000/20000 [==============================] - 1s 37us/step - loss: 314836.5703 - mean_absolute_error: 377.8314 - mean_squared_error: 314836.5703
Epoch 469/1000
20000/20000 [==============================] - 1s 33us/step - loss: 316164.5271 - mean_absolute_error: 377.5196 - mean_squared_error: 316164.5271
Epoch 470/1000
20000/20000 [==============================] - 1s 34us/step - loss: 315773.5361 - mean_absolute_error: 379.2456 - mean_squared_error: 315773.5361
Epoch 471/1000
20000/20000 [==============================] - 1s 35us/step - loss: 319033.9019 - mean_absolute_error: 398.8228 - mean_squared_error: 319033.9019
Epoch 472/1000
20000/20000 [==============================] - 1s 35us/step - loss: 310236.7075 - mean_absolute_error: 381.7454 - mean_squared_error: 310236.7075
Epoch 473/1000
20000/20000 [==============================] - 1s 36us/step - loss: 315560.9873 - mean_absolute_error: 371.4596 - mean_squared_error: 315560.9873
Epoch 474/1000
20000/20000 [==============================] - 1s 36us/step - loss: 311099.8647 - mean_absolute_error: 359.8299 - mean_squared_error: 311099.8647
Epoch 475/1000
20000/20000 [==============================] - 1s 34us/step - loss: 303907.5027 - mean_absolute_error: 360.9408 - mean_squared_error: 303907.5027
Epoch 476/1000
20000/20000 [==============================] - 1s 36us/step - loss: 308807.2066 - mean_absolute_error: 363.3023 - mean_squared_error: 308807.2066
Epoch 477/1000
20000/20000 [==============================] - 1s 36us/step - loss: 312119.6921 - mean_absolute_error: 373.1232 - mean_squared_error: 312119.6921
Epoch 478/1000
20000/20000 [==============================] - 1s 35us/step - loss: 309258.4571 - mean_absolute_error: 382.5656 - mean_squared_error: 309258.4571
Epoch 479/1000
20000/20000 [==============================] - 1s 34us/step - loss: 306212.3315 - mean_absolute_error: 375.2692 - mean_squared_error: 306212.3315
Epoch 480/1000
20000/20000 [==============================] - 1s 33us/step - loss: 309931.5751 - mean_absolute_error: 380.6373 - mean_squared_error: 309931.5751
Epoch 481/1000
20000/20000 [==============================] - 1s 33us/step - loss: 303070.6871 - mean_absolute_error: 384.5307 - mean_squared_error: 303070.6871
Epoch 482/1000
20000/20000 [==============================] - 1s 34us/step - loss: 307281.1711 - mean_absolute_error: 356.9093 - mean_squared_error: 307281.1711
Epoch 483/1000
20000/20000 [==============================] - 1s 34us/step - loss: 307462.0393 - mean_absolute_error: 401.7760 - mean_squared_error: 307462.0393
Epoch 484/1000
20000/20000 [==============================] - 1s 34us/step - loss: 306797.4205 - mean_absolute_error: 377.8190 - mean_squared_error: 306797.4205
Epoch 485/1000
20000/20000 [==============================] - 1s 35us/step - loss: 305901.5604 - mean_absolute_error: 404.6051 - mean_squared_error: 305901.5604
Epoch 486/1000
20000/20000 [==============================] - 1s 34us/step - loss: 302845.2693 - mean_absolute_error: 397.7220 - mean_squared_error: 302845.2693
Epoch 487/1000
20000/20000 [==============================] - 1s 36us/step - loss: 301714.0558 - mean_absolute_error: 393.7534 - mean_squared_error: 301714.0558
Epoch 488/1000
20000/20000 [==============================] - 1s 35us/step - loss: 307156.8530 - mean_absolute_error: 406.3553 - mean_squared_error: 307156.8530
Epoch 489/1000
20000/20000 [==============================] - 1s 34us/step - loss: 295529.1096 - mean_absolute_error: 328.8875 - mean_squared_error: 295529.1096
Epoch 490/1000
20000/20000 [==============================] - 1s 33us/step - loss: 300559.2358 - mean_absolute_error: 368.3625 - mean_squared_error: 300559.2358
Epoch 491/1000
20000/20000 [==============================] - 1s 35us/step - loss: 292211.0022 - mean_absolute_error: 351.3699 - mean_squared_error: 292211.0022
Epoch 492/1000
20000/20000 [==============================] - 1s 34us/step - loss: 300783.8063 - mean_absolute_error: 377.4716 - mean_squared_error: 300783.8063
Epoch 493/1000
20000/20000 [==============================] - 1s 34us/step - loss: 292018.2558 - mean_absolute_error: 356.0069 - mean_squared_error: 292018.2558
Epoch 494/1000
20000/20000 [==============================] - 1s 34us/step - loss: 294586.5894 - mean_absolute_error: 352.4431 - mean_squared_error: 294586.5894
Epoch 495/1000
20000/20000 [==============================] - 1s 34us/step - loss: 291717.9063 - mean_absolute_error: 387.6345 - mean_squared_error: 291717.9063
Epoch 496/1000
20000/20000 [==============================] - 1s 35us/step - loss: 293031.8982 - mean_absolute_error: 366.8249 - mean_squared_error: 293031.8982
Epoch 497/1000
20000/20000 [==============================] - 1s 34us/step - loss: 287497.2522 - mean_absolute_error: 363.8709 - mean_squared_error: 287497.2522
Epoch 498/1000
20000/20000 [==============================] - 1s 35us/step - loss: 287160.9354 - mean_absolute_error: 372.5097 - mean_squared_error: 287160.9354
Epoch 499/1000
20000/20000 [==============================] - 1s 33us/step - loss: 286943.7011 - mean_absolute_error: 370.9544 - mean_squared_error: 286943.7011
Epoch 500/1000
20000/20000 [==============================] - 1s 33us/step - loss: 283899.8907 - mean_absolute_error: 359.5854 - mean_squared_error: 283899.8907
Epoch 501/1000
20000/20000 [==============================] - 1s 33us/step - loss: 283679.5791 - mean_absolute_error: 378.9049 - mean_squared_error: 283679.5791
Epoch 502/1000
20000/20000 [==============================] - 1s 33us/step - loss: 283656.4094 - mean_absolute_error: 363.3718 - mean_squared_error: 283656.4094
Epoch 503/1000
20000/20000 [==============================] - 1s 33us/step - loss: 284915.1939 - mean_absolute_error: 375.6246 - mean_squared_error: 284915.1939
Epoch 504/1000
20000/20000 [==============================] - 1s 34us/step - loss: 285902.9943 - mean_absolute_error: 355.3516 - mean_squared_error: 285902.9943
Epoch 505/1000
20000/20000 [==============================] - 1s 34us/step - loss: 278169.2187 - mean_absolute_error: 345.7422 - mean_squared_error: 278169.2187
Epoch 506/1000
20000/20000 [==============================] - 1s 34us/step - loss: 279083.2224 - mean_absolute_error: 342.2945 - mean_squared_error: 279083.2224
Epoch 507/1000
20000/20000 [==============================] - 1s 34us/step - loss: 285003.2839 - mean_absolute_error: 367.7468 - mean_squared_error: 285003.2839
Epoch 508/1000
20000/20000 [==============================] - 1s 34us/step - loss: 281825.0473 - mean_absolute_error: 376.0244 - mean_squared_error: 281825.0473
Epoch 509/1000
20000/20000 [==============================] - 1s 35us/step - loss: 283653.8570 - mean_absolute_error: 362.6497 - mean_squared_error: 283653.8570
Epoch 510/1000
20000/20000 [==============================] - 1s 34us/step - loss: 284113.7957 - mean_absolute_error: 369.4340 - mean_squared_error: 284113.7957
Epoch 511/1000
20000/20000 [==============================] - 1s 34us/step - loss: 280097.4725 - mean_absolute_error: 349.4451 - mean_squared_error: 280097.4725
Epoch 512/1000
20000/20000 [==============================] - 1s 35us/step - loss: 278859.7096 - mean_absolute_error: 341.3854 - mean_squared_error: 278859.7096
Epoch 513/1000
20000/20000 [==============================] - 1s 41us/step - loss: 280911.6569 - mean_absolute_error: 357.6857 - mean_squared_error: 280911.6569
Epoch 514/1000
20000/20000 [==============================] - 1s 39us/step - loss: 278575.5729 - mean_absolute_error: 348.9725 - mean_squared_error: 278575.5729
Epoch 515/1000
20000/20000 [==============================] - 1s 34us/step - loss: 284131.2057 - mean_absolute_error: 383.2248 - mean_squared_error: 284131.2057
Epoch 516/1000
20000/20000 [==============================] - 1s 35us/step - loss: 279823.6396 - mean_absolute_error: 356.1647 - mean_squared_error: 279823.6396
Epoch 517/1000
20000/20000 [==============================] - 1s 34us/step - loss: 280465.7400 - mean_absolute_error: 365.4768 - mean_squared_error: 280465.7400
Epoch 518/1000
20000/20000 [==============================] - 1s 35us/step - loss: 280353.4878 - mean_absolute_error: 370.9840 - mean_squared_error: 280353.4878
Epoch 519/1000
20000/20000 [==============================] - 1s 34us/step - loss: 280886.4347 - mean_absolute_error: 350.9796 - mean_squared_error: 280886.4347
Epoch 520/1000
20000/20000 [==============================] - 1s 34us/step - loss: 279280.2171 - mean_absolute_error: 364.0460 - mean_squared_error: 279280.2171
Epoch 521/1000
20000/20000 [==============================] - 1s 34us/step - loss: 280028.4869 - mean_absolute_error: 349.2667 - mean_squared_error: 280028.4869
Epoch 522/1000
20000/20000 [==============================] - 1s 35us/step - loss: 278636.0739 - mean_absolute_error: 348.4627 - mean_squared_error: 278636.0739
Epoch 523/1000
20000/20000 [==============================] - 1s 34us/step - loss: 276101.2871 - mean_absolute_error: 324.7399 - mean_squared_error: 276101.2871
Epoch 524/1000
20000/20000 [==============================] - 1s 34us/step - loss: 275307.0803 - mean_absolute_error: 328.9900 - mean_squared_error: 275307.0803
Epoch 525/1000
20000/20000 [==============================] - 1s 35us/step - loss: 276676.7443 - mean_absolute_error: 354.6351 - mean_squared_error: 276676.7443
Epoch 526/1000
20000/20000 [==============================] - 1s 35us/step - loss: 278539.2038 - mean_absolute_error: 361.7189 - mean_squared_error: 278539.2038
Epoch 527/1000
20000/20000 [==============================] - 1s 35us/step - loss: 281822.8816 - mean_absolute_error: 365.0188 - mean_squared_error: 281822.8816
Epoch 528/1000
20000/20000 [==============================] - 1s 34us/step - loss: 272213.6062 - mean_absolute_error: 332.9597 - mean_squared_error: 272213.6062
Epoch 529/1000
20000/20000 [==============================] - 1s 34us/step - loss: 278881.9313 - mean_absolute_error: 375.8396 - mean_squared_error: 278881.9313
Epoch 530/1000
20000/20000 [==============================] - 1s 34us/step - loss: 276453.6364 - mean_absolute_error: 362.2382 - mean_squared_error: 276453.6364
Epoch 531/1000
20000/20000 [==============================] - 1s 34us/step - loss: 275835.0377 - mean_absolute_error: 351.5869 - mean_squared_error: 275835.0377
Epoch 532/1000
20000/20000 [==============================] - 1s 34us/step - loss: 277298.1565 - mean_absolute_error: 376.0553 - mean_squared_error: 277298.1565
Epoch 533/1000
20000/20000 [==============================] - 1s 34us/step - loss: 276062.0815 - mean_absolute_error: 357.1365 - mean_squared_error: 276062.0815
Epoch 534/1000
20000/20000 [==============================] - 1s 34us/step - loss: 273107.8198 - mean_absolute_error: 322.4874 - mean_squared_error: 273107.8198
Epoch 535/1000
20000/20000 [==============================] - 1s 34us/step - loss: 275636.7288 - mean_absolute_error: 375.4710 - mean_squared_error: 275636.7288
Epoch 536/1000
20000/20000 [==============================] - 1s 34us/step - loss: 276273.1628 - mean_absolute_error: 366.8495 - mean_squared_error: 276273.1628
Epoch 537/1000
20000/20000 [==============================] - 1s 36us/step - loss: 277213.1369 - mean_absolute_error: 373.2335 - mean_squared_error: 277213.1369
Epoch 538/1000
20000/20000 [==============================] - 1s 35us/step - loss: 274570.0483 - mean_absolute_error: 373.9645 - mean_squared_error: 274570.0483
Epoch 539/1000
20000/20000 [==============================] - 1s 34us/step - loss: 275842.3799 - mean_absolute_error: 364.1660 - mean_squared_error: 275842.3799
Epoch 540/1000
20000/20000 [==============================] - 1s 34us/step - loss: 269201.8271 - mean_absolute_error: 363.4592 - mean_squared_error: 269201.8271
Epoch 541/1000
20000/20000 [==============================] - 1s 33us/step - loss: 270486.8816 - mean_absolute_error: 339.1608 - mean_squared_error: 270486.8816
Epoch 542/1000
20000/20000 [==============================] - 1s 34us/step - loss: 265836.7712 - mean_absolute_error: 328.2747 - mean_squared_error: 265836.7712
Epoch 543/1000
20000/20000 [==============================] - 1s 33us/step - loss: 271647.9116 - mean_absolute_error: 353.6532 - mean_squared_error: 271647.9116
Epoch 544/1000
20000/20000 [==============================] - 1s 33us/step - loss: 271954.5772 - mean_absolute_error: 354.9333 - mean_squared_error: 271954.5772
Epoch 545/1000
20000/20000 [==============================] - 1s 34us/step - loss: 267788.4756 - mean_absolute_error: 356.6503 - mean_squared_error: 267788.4756
Epoch 546/1000
20000/20000 [==============================] - 1s 33us/step - loss: 274570.0601 - mean_absolute_error: 369.3000 - mean_squared_error: 274570.0601
Epoch 547/1000
20000/20000 [==============================] - 1s 35us/step - loss: 269533.7704 - mean_absolute_error: 354.2178 - mean_squared_error: 269533.7704
Epoch 548/1000
20000/20000 [==============================] - 1s 34us/step - loss: 273492.0785 - mean_absolute_error: 371.7075 - mean_squared_error: 273492.0785
Epoch 549/1000
20000/20000 [==============================] - 1s 35us/step - loss: 270020.7383 - mean_absolute_error: 378.2801 - mean_squared_error: 270020.7383
Epoch 550/1000
20000/20000 [==============================] - 1s 34us/step - loss: 269085.6816 - mean_absolute_error: 354.1324 - mean_squared_error: 269085.6816
Epoch 551/1000
20000/20000 [==============================] - 1s 35us/step - loss: 268737.1001 - mean_absolute_error: 353.3917 - mean_squared_error: 268737.1001
Epoch 552/1000
20000/20000 [==============================] - 1s 37us/step - loss: 268684.6364 - mean_absolute_error: 348.7292 - mean_squared_error: 268684.6364
Epoch 553/1000
20000/20000 [==============================] - 1s 36us/step - loss: 270713.7372 - mean_absolute_error: 369.8323 - mean_squared_error: 270713.7372
Epoch 554/1000
20000/20000 [==============================] - 1s 36us/step - loss: 266443.9750 - mean_absolute_error: 338.2664 - mean_squared_error: 266443.9750
Epoch 555/1000
20000/20000 [==============================] - 1s 35us/step - loss: 269495.4460 - mean_absolute_error: 323.5577 - mean_squared_error: 269495.4460
Epoch 556/1000
20000/20000 [==============================] - 1s 35us/step - loss: 264736.0893 - mean_absolute_error: 335.0935 - mean_squared_error: 264736.0893
Epoch 557/1000
20000/20000 [==============================] - 1s 35us/step - loss: 268704.3036 - mean_absolute_error: 361.2425 - mean_squared_error: 268704.3036
Epoch 558/1000
20000/20000 [==============================] - 1s 36us/step - loss: 270223.2736 - mean_absolute_error: 364.2718 - mean_squared_error: 270223.2736
Epoch 559/1000
20000/20000 [==============================] - 1s 40us/step - loss: 269346.7354 - mean_absolute_error: 361.3770 - mean_squared_error: 269346.7354
Epoch 560/1000
20000/20000 [==============================] - 1s 37us/step - loss: 263112.7419 - mean_absolute_error: 350.0788 - mean_squared_error: 263112.7419
Epoch 561/1000
20000/20000 [==============================] - 1s 34us/step - loss: 270894.8828 - mean_absolute_error: 345.6479 - mean_squared_error: 270894.8828
Epoch 562/1000
20000/20000 [==============================] - 1s 35us/step - loss: 267804.2751 - mean_absolute_error: 365.0601 - mean_squared_error: 267804.2751
Epoch 563/1000
20000/20000 [==============================] - 1s 35us/step - loss: 266692.2316 - mean_absolute_error: 329.0575 - mean_squared_error: 266692.2316
Epoch 564/1000
20000/20000 [==============================] - 1s 34us/step - loss: 269557.6847 - mean_absolute_error: 350.1148 - mean_squared_error: 269557.6847
Epoch 565/1000
20000/20000 [==============================] - 1s 35us/step - loss: 268477.2708 - mean_absolute_error: 364.8027 - mean_squared_error: 268477.2708
Epoch 566/1000
20000/20000 [==============================] - 1s 34us/step - loss: 266759.5040 - mean_absolute_error: 345.2873 - mean_squared_error: 266759.5040
Epoch 567/1000
20000/20000 [==============================] - 1s 33us/step - loss: 269315.1243 - mean_absolute_error: 382.2032 - mean_squared_error: 269315.1243
Epoch 568/1000
20000/20000 [==============================] - 1s 34us/step - loss: 268373.6411 - mean_absolute_error: 386.8267 - mean_squared_error: 268373.6411
Epoch 569/1000
20000/20000 [==============================] - 1s 34us/step - loss: 267866.0664 - mean_absolute_error: 355.0289 - mean_squared_error: 267866.0664
Epoch 570/1000
20000/20000 [==============================] - 1s 35us/step - loss: 267380.0296 - mean_absolute_error: 375.7832 - mean_squared_error: 267380.0296
Epoch 571/1000
20000/20000 [==============================] - 1s 34us/step - loss: 266951.6157 - mean_absolute_error: 349.9130 - mean_squared_error: 266951.6157
Epoch 572/1000
20000/20000 [==============================] - 1s 34us/step - loss: 266608.6025 - mean_absolute_error: 353.9070 - mean_squared_error: 266608.6025
Epoch 573/1000
20000/20000 [==============================] - 1s 34us/step - loss: 265817.1375 - mean_absolute_error: 366.7446 - mean_squared_error: 265817.1375
Epoch 574/1000
20000/20000 [==============================] - 1s 34us/step - loss: 265130.5014 - mean_absolute_error: 345.2349 - mean_squared_error: 265130.5014
Epoch 575/1000
20000/20000 [==============================] - 1s 33us/step - loss: 267924.0906 - mean_absolute_error: 348.9822 - mean_squared_error: 267924.0906
Epoch 576/1000
20000/20000 [==============================] - 1s 33us/step - loss: 264396.5390 - mean_absolute_error: 334.5617 - mean_squared_error: 264396.5390
Epoch 577/1000
20000/20000 [==============================] - 1s 33us/step - loss: 261857.3879 - mean_absolute_error: 346.0040 - mean_squared_error: 261857.3879
Epoch 578/1000
20000/20000 [==============================] - 1s 34us/step - loss: 264814.3943 - mean_absolute_error: 353.9980 - mean_squared_error: 264814.3943
Epoch 579/1000
20000/20000 [==============================] - 1s 34us/step - loss: 268829.6796 - mean_absolute_error: 353.2407 - mean_squared_error: 268829.6796
Epoch 580/1000
20000/20000 [==============================] - 1s 34us/step - loss: 266370.1054 - mean_absolute_error: 368.8891 - mean_squared_error: 266370.1054
Epoch 581/1000
20000/20000 [==============================] - 1s 35us/step - loss: 264449.1784 - mean_absolute_error: 372.0155 - mean_squared_error: 264449.1784
Epoch 582/1000
20000/20000 [==============================] - 1s 33us/step - loss: 263608.5773 - mean_absolute_error: 344.1834 - mean_squared_error: 263608.5773
Epoch 583/1000
20000/20000 [==============================] - 1s 34us/step - loss: 264259.3861 - mean_absolute_error: 338.4431 - mean_squared_error: 264259.3861
Epoch 584/1000
20000/20000 [==============================] - 1s 34us/step - loss: 266111.0040 - mean_absolute_error: 357.0970 - mean_squared_error: 266111.0040
Epoch 585/1000
20000/20000 [==============================] - 1s 34us/step - loss: 262399.3860 - mean_absolute_error: 347.9483 - mean_squared_error: 262399.3860
Epoch 586/1000
20000/20000 [==============================] - 1s 34us/step - loss: 261839.0342 - mean_absolute_error: 344.5791 - mean_squared_error: 261839.0342
Epoch 587/1000
20000/20000 [==============================] - 1s 34us/step - loss: 260725.7245 - mean_absolute_error: 340.8684 - mean_squared_error: 260725.7245
Epoch 588/1000
20000/20000 [==============================] - 1s 34us/step - loss: 263739.1139 - mean_absolute_error: 341.5027 - mean_squared_error: 263739.1139
Epoch 589/1000
20000/20000 [==============================] - 1s 34us/step - loss: 265737.4792 - mean_absolute_error: 348.3515 - mean_squared_error: 265737.4792
Epoch 590/1000
20000/20000 [==============================] - 1s 34us/step - loss: 256769.6056 - mean_absolute_error: 337.4073 - mean_squared_error: 256769.6056
Epoch 591/1000
20000/20000 [==============================] - 1s 34us/step - loss: 263463.1167 - mean_absolute_error: 358.9931 - mean_squared_error: 263463.1167
Epoch 592/1000
20000/20000 [==============================] - 1s 35us/step - loss: 261716.7073 - mean_absolute_error: 349.3828 - mean_squared_error: 261716.7073
Epoch 593/1000
20000/20000 [==============================] - 1s 34us/step - loss: 262943.1199 - mean_absolute_error: 358.3048 - mean_squared_error: 262943.1199
Epoch 594/1000
20000/20000 [==============================] - 1s 34us/step - loss: 257265.8554 - mean_absolute_error: 322.3153 - mean_squared_error: 257265.8554
Epoch 595/1000
20000/20000 [==============================] - 1s 34us/step - loss: 263939.9062 - mean_absolute_error: 377.3013 - mean_squared_error: 263939.9062
Epoch 596/1000
20000/20000 [==============================] - 1s 34us/step - loss: 259374.9661 - mean_absolute_error: 347.0479 - mean_squared_error: 259374.9661
Epoch 597/1000
20000/20000 [==============================] - 1s 34us/step - loss: 257499.5219 - mean_absolute_error: 309.7248 - mean_squared_error: 257499.5219
Epoch 598/1000
20000/20000 [==============================] - 1s 33us/step - loss: 259030.1253 - mean_absolute_error: 345.9297 - mean_squared_error: 259030.1253
Epoch 599/1000
20000/20000 [==============================] - 1s 34us/step - loss: 258782.4692 - mean_absolute_error: 335.7043 - mean_squared_error: 258782.4692
Epoch 600/1000
20000/20000 [==============================] - 1s 35us/step - loss: 262261.1995 - mean_absolute_error: 355.8398 - mean_squared_error: 262261.1995
Epoch 601/1000
20000/20000 [==============================] - 1s 35us/step - loss: 254031.7876 - mean_absolute_error: 323.9548 - mean_squared_error: 254031.7876
Epoch 602/1000
20000/20000 [==============================] - 1s 35us/step - loss: 257036.5548 - mean_absolute_error: 340.6326 - mean_squared_error: 257036.5548
Epoch 603/1000
20000/20000 [==============================] - 1s 34us/step - loss: 261127.9345 - mean_absolute_error: 361.7206 - mean_squared_error: 261127.9345
Epoch 604/1000
20000/20000 [==============================] - 1s 35us/step - loss: 257602.6422 - mean_absolute_error: 338.7406 - mean_squared_error: 257602.6422
Epoch 605/1000
20000/20000 [==============================] - 1s 40us/step - loss: 255269.0304 - mean_absolute_error: 347.1714 - mean_squared_error: 255269.0304
Epoch 606/1000
20000/20000 [==============================] - 1s 40us/step - loss: 256970.6484 - mean_absolute_error: 346.1624 - mean_squared_error: 256970.6484
Epoch 607/1000
20000/20000 [==============================] - 1s 33us/step - loss: 257583.0547 - mean_absolute_error: 360.9395 - mean_squared_error: 257583.0547
Epoch 608/1000
20000/20000 [==============================] - 1s 33us/step - loss: 255610.7724 - mean_absolute_error: 342.1186 - mean_squared_error: 255610.7724
Epoch 609/1000
20000/20000 [==============================] - 1s 35us/step - loss: 255606.1576 - mean_absolute_error: 334.3741 - mean_squared_error: 255606.1576
Epoch 610/1000
20000/20000 [==============================] - 1s 35us/step - loss: 252891.5304 - mean_absolute_error: 344.4164 - mean_squared_error: 252891.5304
Epoch 611/1000
20000/20000 [==============================] - 1s 34us/step - loss: 253071.1293 - mean_absolute_error: 340.6829 - mean_squared_error: 253071.1293
Epoch 612/1000
20000/20000 [==============================] - 1s 34us/step - loss: 253367.3751 - mean_absolute_error: 344.1329 - mean_squared_error: 253367.3751
Epoch 613/1000
20000/20000 [==============================] - 1s 34us/step - loss: 250407.1735 - mean_absolute_error: 344.1984 - mean_squared_error: 250407.1735
Epoch 614/1000
20000/20000 [==============================] - 1s 34us/step - loss: 254857.4755 - mean_absolute_error: 354.4170 - mean_squared_error: 254857.4755
Epoch 615/1000
20000/20000 [==============================] - 1s 35us/step - loss: 252758.1092 - mean_absolute_error: 338.8637 - mean_squared_error: 252758.1092
Epoch 616/1000
20000/20000 [==============================] - 1s 34us/step - loss: 249581.6106 - mean_absolute_error: 326.0236 - mean_squared_error: 249581.6106
Epoch 617/1000
20000/20000 [==============================] - 1s 35us/step - loss: 248610.8734 - mean_absolute_error: 338.3608 - mean_squared_error: 248610.8734
Epoch 618/1000
20000/20000 [==============================] - 1s 34us/step - loss: 250302.3576 - mean_absolute_error: 328.0059 - mean_squared_error: 250302.3576
Epoch 619/1000
20000/20000 [==============================] - 1s 35us/step - loss: 247468.1164 - mean_absolute_error: 322.6903 - mean_squared_error: 247468.1164
Epoch 620/1000
20000/20000 [==============================] - 1s 34us/step - loss: 251504.8810 - mean_absolute_error: 336.5586 - mean_squared_error: 251504.8810
Epoch 621/1000
20000/20000 [==============================] - 1s 34us/step - loss: 248404.6263 - mean_absolute_error: 336.7578 - mean_squared_error: 248404.6263
Epoch 622/1000
20000/20000 [==============================] - 1s 34us/step - loss: 249873.2697 - mean_absolute_error: 347.6621 - mean_squared_error: 249873.2697
Epoch 623/1000
20000/20000 [==============================] - 1s 35us/step - loss: 250690.4982 - mean_absolute_error: 341.5124 - mean_squared_error: 250690.4982
Epoch 624/1000
20000/20000 [==============================] - 1s 35us/step - loss: 248041.7318 - mean_absolute_error: 334.8124 - mean_squared_error: 248041.7318
Epoch 625/1000
20000/20000 [==============================] - 1s 34us/step - loss: 252840.3853 - mean_absolute_error: 357.4032 - mean_squared_error: 252840.3853
Epoch 626/1000
20000/20000 [==============================] - 1s 35us/step - loss: 250198.9144 - mean_absolute_error: 366.3152 - mean_squared_error: 250198.9144
Epoch 627/1000
20000/20000 [==============================] - 1s 35us/step - loss: 245370.0494 - mean_absolute_error: 330.9374 - mean_squared_error: 245370.0494
Epoch 628/1000
20000/20000 [==============================] - 1s 35us/step - loss: 244702.3824 - mean_absolute_error: 348.8511 - mean_squared_error: 244702.3824
Epoch 629/1000
20000/20000 [==============================] - 1s 35us/step - loss: 243350.5492 - mean_absolute_error: 317.8461 - mean_squared_error: 243350.5492
Epoch 630/1000
20000/20000 [==============================] - 1s 34us/step - loss: 244421.2304 - mean_absolute_error: 345.3937 - mean_squared_error: 244421.2304
Epoch 631/1000
20000/20000 [==============================] - 1s 32us/step - loss: 247842.9293 - mean_absolute_error: 354.9525 - mean_squared_error: 247842.9293
Epoch 632/1000
20000/20000 [==============================] - 1s 34us/step - loss: 246230.3693 - mean_absolute_error: 324.8586 - mean_squared_error: 246230.3693
Epoch 633/1000
20000/20000 [==============================] - 1s 35us/step - loss: 244719.7890 - mean_absolute_error: 330.0703 - mean_squared_error: 244719.7890
Epoch 634/1000
20000/20000 [==============================] - 1s 35us/step - loss: 245211.8425 - mean_absolute_error: 361.0115 - mean_squared_error: 245211.8425
Epoch 635/1000
20000/20000 [==============================] - 1s 35us/step - loss: 246777.5289 - mean_absolute_error: 336.6407 - mean_squared_error: 246777.5289
Epoch 636/1000
20000/20000 [==============================] - 1s 34us/step - loss: 245454.1100 - mean_absolute_error: 332.6183 - mean_squared_error: 245454.1100
Epoch 637/1000
20000/20000 [==============================] - 1s 34us/step - loss: 242993.3131 - mean_absolute_error: 336.1216 - mean_squared_error: 242993.3131
Epoch 638/1000
20000/20000 [==============================] - 1s 34us/step - loss: 243549.6016 - mean_absolute_error: 340.3145 - mean_squared_error: 243549.6016
Epoch 639/1000
20000/20000 [==============================] - 1s 34us/step - loss: 247088.7778 - mean_absolute_error: 329.3354 - mean_squared_error: 247088.7778
Epoch 640/1000
20000/20000 [==============================] - 1s 34us/step - loss: 242516.6336 - mean_absolute_error: 342.0754 - mean_squared_error: 242516.6336
Epoch 641/1000
20000/20000 [==============================] - 1s 34us/step - loss: 243319.6240 - mean_absolute_error: 327.1419 - mean_squared_error: 243319.6240
Epoch 642/1000
20000/20000 [==============================] - 1s 34us/step - loss: 243985.8512 - mean_absolute_error: 336.1399 - mean_squared_error: 243985.8512
Epoch 643/1000
20000/20000 [==============================] - 1s 34us/step - loss: 244732.4213 - mean_absolute_error: 358.6725 - mean_squared_error: 244732.4213
Epoch 644/1000
20000/20000 [==============================] - 1s 33us/step - loss: 239528.5361 - mean_absolute_error: 293.9108 - mean_squared_error: 239528.5361
Epoch 645/1000
20000/20000 [==============================] - 1s 34us/step - loss: 243945.2907 - mean_absolute_error: 321.4638 - mean_squared_error: 243945.2907
Epoch 646/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240231.5885 - mean_absolute_error: 330.4268 - mean_squared_error: 240231.5885
Epoch 647/1000
20000/20000 [==============================] - 1s 35us/step - loss: 248936.6246 - mean_absolute_error: 345.3786 - mean_squared_error: 248936.6246
Epoch 648/1000
20000/20000 [==============================] - 1s 33us/step - loss: 240705.6392 - mean_absolute_error: 325.7611 - mean_squared_error: 240705.6392
Epoch 649/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240307.9827 - mean_absolute_error: 310.4729 - mean_squared_error: 240307.9827
Epoch 650/1000
20000/20000 [==============================] - 1s 35us/step - loss: 244348.8501 - mean_absolute_error: 332.4897 - mean_squared_error: 244348.8501
Epoch 651/1000
20000/20000 [==============================] - 1s 38us/step - loss: 242245.9275 - mean_absolute_error: 347.7827 - mean_squared_error: 242245.9275
Epoch 652/1000
20000/20000 [==============================] - 1s 39us/step - loss: 243686.1952 - mean_absolute_error: 342.7584 - mean_squared_error: 243686.1952 0s - loss: 264993.2921 - mean_absolute_error: 370.1389 - mean_
Epoch 653/1000
20000/20000 [==============================] - 1s 33us/step - loss: 246492.7114 - mean_absolute_error: 331.5664 - mean_squared_error: 246492.7114
Epoch 654/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240284.4687 - mean_absolute_error: 320.7084 - mean_squared_error: 240284.4687
Epoch 655/1000
20000/20000 [==============================] - 1s 34us/step - loss: 244092.1773 - mean_absolute_error: 341.4314 - mean_squared_error: 244092.1773
Epoch 656/1000
20000/20000 [==============================] - 1s 34us/step - loss: 242092.1871 - mean_absolute_error: 354.1277 - mean_squared_error: 242092.1871
Epoch 657/1000
20000/20000 [==============================] - 1s 34us/step - loss: 243478.9598 - mean_absolute_error: 341.6371 - mean_squared_error: 243478.9598
Epoch 658/1000
20000/20000 [==============================] - 1s 34us/step - loss: 245924.5660 - mean_absolute_error: 347.4657 - mean_squared_error: 245924.5660
Epoch 659/1000
20000/20000 [==============================] - 1s 35us/step - loss: 237704.5523 - mean_absolute_error: 314.1517 - mean_squared_error: 237704.5523
Epoch 660/1000
20000/20000 [==============================] - 1s 35us/step - loss: 246911.1329 - mean_absolute_error: 359.0912 - mean_squared_error: 246911.1329
Epoch 661/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240708.9961 - mean_absolute_error: 331.8025 - mean_squared_error: 240708.9961
Epoch 662/1000
20000/20000 [==============================] - 1s 34us/step - loss: 242311.1601 - mean_absolute_error: 322.3704 - mean_squared_error: 242311.1601
Epoch 663/1000
20000/20000 [==============================] - 1s 35us/step - loss: 242383.5338 - mean_absolute_error: 341.4913 - mean_squared_error: 242383.5338
Epoch 664/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240109.1225 - mean_absolute_error: 328.4791 - mean_squared_error: 240109.1225
Epoch 665/1000
20000/20000 [==============================] - 1s 34us/step - loss: 239365.4018 - mean_absolute_error: 323.3049 - mean_squared_error: 239365.4018
Epoch 666/1000
20000/20000 [==============================] - 1s 34us/step - loss: 243545.2846 - mean_absolute_error: 347.0534 - mean_squared_error: 243545.2846
Epoch 667/1000
20000/20000 [==============================] - 1s 34us/step - loss: 238035.3338 - mean_absolute_error: 302.2762 - mean_squared_error: 238035.3338
Epoch 668/1000
20000/20000 [==============================] - 1s 34us/step - loss: 239454.9849 - mean_absolute_error: 334.2253 - mean_squared_error: 239454.9849
Epoch 669/1000
20000/20000 [==============================] - 1s 35us/step - loss: 241873.5372 - mean_absolute_error: 338.6017 - mean_squared_error: 241873.5372
Epoch 670/1000
20000/20000 [==============================] - 1s 33us/step - loss: 242272.4887 - mean_absolute_error: 342.3271 - mean_squared_error: 242272.4887
Epoch 671/1000
20000/20000 [==============================] - 1s 34us/step - loss: 242448.1649 - mean_absolute_error: 341.9754 - mean_squared_error: 242448.1649
Epoch 672/1000
20000/20000 [==============================] - 1s 33us/step - loss: 240067.1093 - mean_absolute_error: 338.5292 - mean_squared_error: 240067.1093
Epoch 673/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240083.8460 - mean_absolute_error: 328.2354 - mean_squared_error: 240083.8460
Epoch 674/1000
20000/20000 [==============================] - 1s 35us/step - loss: 242646.7979 - mean_absolute_error: 358.2485 - mean_squared_error: 242646.7979
Epoch 675/1000
20000/20000 [==============================] - 1s 33us/step - loss: 240574.0103 - mean_absolute_error: 318.3448 - mean_squared_error: 240574.0103
Epoch 676/1000
20000/20000 [==============================] - 1s 33us/step - loss: 240110.2059 - mean_absolute_error: 314.7381 - mean_squared_error: 240110.2059
Epoch 677/1000
20000/20000 [==============================] - 1s 34us/step - loss: 237853.9314 - mean_absolute_error: 340.5858 - mean_squared_error: 237853.9314
Epoch 678/1000
20000/20000 [==============================] - 1s 35us/step - loss: 241211.8103 - mean_absolute_error: 342.7015 - mean_squared_error: 241211.8103
Epoch 679/1000
20000/20000 [==============================] - 1s 34us/step - loss: 238914.4738 - mean_absolute_error: 315.6095 - mean_squared_error: 238914.4738
Epoch 680/1000
20000/20000 [==============================] - 1s 34us/step - loss: 241302.9953 - mean_absolute_error: 342.3095 - mean_squared_error: 241302.9953
Epoch 681/1000
20000/20000 [==============================] - 1s 34us/step - loss: 239383.0900 - mean_absolute_error: 344.8931 - mean_squared_error: 239383.0900
Epoch 682/1000
20000/20000 [==============================] - 1s 34us/step - loss: 240219.6312 - mean_absolute_error: 346.8104 - mean_squared_error: 240219.6312
Epoch 683/1000
20000/20000 [==============================] - 1s 35us/step - loss: 241509.7508 - mean_absolute_error: 346.6092 - mean_squared_error: 241509.7508
Epoch 684/1000
20000/20000 [==============================] - 1s 34us/step - loss: 237172.2764 - mean_absolute_error: 319.6581 - mean_squared_error: 237172.2764
Epoch 685/1000
20000/20000 [==============================] - 1s 34us/step - loss: 239349.3230 - mean_absolute_error: 341.2660 - mean_squared_error: 239349.3230
Epoch 686/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236943.5750 - mean_absolute_error: 306.7586 - mean_squared_error: 236943.5750
Epoch 687/1000
20000/20000 [==============================] - 1s 34us/step - loss: 241586.9667 - mean_absolute_error: 321.4529 - mean_squared_error: 241586.9667
Epoch 688/1000
20000/20000 [==============================] - 1s 35us/step - loss: 235896.8382 - mean_absolute_error: 318.9387 - mean_squared_error: 235896.8382
Epoch 689/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236440.2980 - mean_absolute_error: 309.8161 - mean_squared_error: 236440.2980
Epoch 690/1000
20000/20000 [==============================] - 1s 35us/step - loss: 239250.3696 - mean_absolute_error: 334.3067 - mean_squared_error: 239250.3696
Epoch 691/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236477.0746 - mean_absolute_error: 334.4193 - mean_squared_error: 236477.0746
Epoch 692/1000
20000/20000 [==============================] - 1s 33us/step - loss: 239225.1632 - mean_absolute_error: 343.9456 - mean_squared_error: 239225.1632
Epoch 693/1000
20000/20000 [==============================] - 1s 34us/step - loss: 237632.2716 - mean_absolute_error: 325.3951 - mean_squared_error: 237632.2716
Epoch 694/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236818.3593 - mean_absolute_error: 330.4152 - mean_squared_error: 236818.3593
Epoch 695/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236517.0063 - mean_absolute_error: 327.2706 - mean_squared_error: 236517.0063
Epoch 696/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236776.7535 - mean_absolute_error: 343.5054 - mean_squared_error: 236776.7535
Epoch 697/1000
20000/20000 [==============================] - 1s 39us/step - loss: 237071.3614 - mean_absolute_error: 328.9268 - mean_squared_error: 237071.3614
Epoch 698/1000
20000/20000 [==============================] - 1s 40us/step - loss: 240727.7334 - mean_absolute_error: 346.9461 - mean_squared_error: 240727.7334
Epoch 699/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236051.4824 - mean_absolute_error: 321.7084 - mean_squared_error: 236051.4824
Epoch 700/1000
20000/20000 [==============================] - 1s 35us/step - loss: 236766.1238 - mean_absolute_error: 331.2269 - mean_squared_error: 236766.1238
Epoch 701/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236549.1763 - mean_absolute_error: 339.1843 - mean_squared_error: 236549.1763
Epoch 702/1000
20000/20000 [==============================] - 1s 34us/step - loss: 237126.7115 - mean_absolute_error: 324.6867 - mean_squared_error: 237126.7115
Epoch 703/1000
20000/20000 [==============================] - 1s 33us/step - loss: 233007.5394 - mean_absolute_error: 326.2515 - mean_squared_error: 233007.5394
Epoch 704/1000
20000/20000 [==============================] - 1s 34us/step - loss: 235585.2041 - mean_absolute_error: 329.5564 - mean_squared_error: 235585.2041
Epoch 705/1000
20000/20000 [==============================] - 1s 34us/step - loss: 235450.8003 - mean_absolute_error: 317.0019 - mean_squared_error: 235450.8003
Epoch 706/1000
20000/20000 [==============================] - 1s 34us/step - loss: 234556.9257 - mean_absolute_error: 312.2105 - mean_squared_error: 234556.9257
Epoch 707/1000
20000/20000 [==============================] - 1s 34us/step - loss: 235778.0331 - mean_absolute_error: 333.6085 - mean_squared_error: 235778.0331
Epoch 708/1000
20000/20000 [==============================] - 1s 34us/step - loss: 235101.8920 - mean_absolute_error: 318.4046 - mean_squared_error: 235101.8920
Epoch 709/1000
20000/20000 [==============================] - 1s 34us/step - loss: 236929.2989 - mean_absolute_error: 350.5491 - mean_squared_error: 236929.2989
Epoch 710/1000
20000/20000 [==============================] - 1s 35us/step - loss: 233746.8436 - mean_absolute_error: 323.3920 - mean_squared_error: 233746.8436
Epoch 711/1000
20000/20000 [==============================] - 1s 34us/step - loss: 233110.6776 - mean_absolute_error: 314.5176 - mean_squared_error: 233110.6776
Epoch 712/1000
20000/20000 [==============================] - 1s 33us/step - loss: 233166.2930 - mean_absolute_error: 321.6493 - mean_squared_error: 233166.2930
Epoch 713/1000
20000/20000 [==============================] - 1s 34us/step - loss: 233809.6877 - mean_absolute_error: 314.9205 - mean_squared_error: 233809.6877
Epoch 714/1000
20000/20000 [==============================] - 1s 34us/step - loss: 238508.2219 - mean_absolute_error: 347.4700 - mean_squared_error: 238508.2219
Epoch 715/1000
20000/20000 [==============================] - 1s 33us/step - loss: 229744.4552 - mean_absolute_error: 319.3654 - mean_squared_error: 229744.4552
Epoch 716/1000
20000/20000 [==============================] - 1s 34us/step - loss: 235707.3988 - mean_absolute_error: 307.7951 - mean_squared_error: 235707.3988
Epoch 717/1000
20000/20000 [==============================] - 1s 34us/step - loss: 232328.8799 - mean_absolute_error: 328.5887 - mean_squared_error: 232328.8799
Epoch 718/1000
20000/20000 [==============================] - 1s 35us/step - loss: 231036.1885 - mean_absolute_error: 325.5725 - mean_squared_error: 231036.1885
Epoch 719/1000
20000/20000 [==============================] - 1s 32us/step - loss: 234068.9400 - mean_absolute_error: 317.2739 - mean_squared_error: 234068.9400
Epoch 720/1000
20000/20000 [==============================] - 1s 33us/step - loss: 231156.1031 - mean_absolute_error: 327.8381 - mean_squared_error: 231156.1031
Epoch 721/1000
20000/20000 [==============================] - 1s 34us/step - loss: 233682.3001 - mean_absolute_error: 339.3749 - mean_squared_error: 233682.3001
Epoch 722/1000
20000/20000 [==============================] - 1s 34us/step - loss: 234003.7083 - mean_absolute_error: 321.0236 - mean_squared_error: 234003.7083
Epoch 723/1000
20000/20000 [==============================] - 1s 35us/step - loss: 230678.4223 - mean_absolute_error: 338.1144 - mean_squared_error: 230678.4223
Epoch 724/1000
20000/20000 [==============================] - 1s 34us/step - loss: 234477.4910 - mean_absolute_error: 341.1674 - mean_squared_error: 234477.4910
Epoch 725/1000
20000/20000 [==============================] - 1s 34us/step - loss: 230382.9533 - mean_absolute_error: 321.8457 - mean_squared_error: 230382.9533
Epoch 726/1000
20000/20000 [==============================] - 1s 35us/step - loss: 228020.4224 - mean_absolute_error: 318.2888 - mean_squared_error: 228020.4224
Epoch 727/1000
20000/20000 [==============================] - 1s 35us/step - loss: 229181.5436 - mean_absolute_error: 310.4607 - mean_squared_error: 229181.5436
Epoch 728/1000
20000/20000 [==============================] - 1s 34us/step - loss: 233897.3167 - mean_absolute_error: 345.1697 - mean_squared_error: 233897.3167
Epoch 729/1000
20000/20000 [==============================] - 1s 34us/step - loss: 230841.8325 - mean_absolute_error: 319.8765 - mean_squared_error: 230841.8325
Epoch 730/1000
20000/20000 [==============================] - 1s 34us/step - loss: 225627.0087 - mean_absolute_error: 314.7600 - mean_squared_error: 225627.0087
Epoch 731/1000
20000/20000 [==============================] - 1s 34us/step - loss: 229426.6828 - mean_absolute_error: 316.6988 - mean_squared_error: 229426.6828
Epoch 732/1000
20000/20000 [==============================] - 1s 34us/step - loss: 228814.9451 - mean_absolute_error: 329.7139 - mean_squared_error: 228814.9451
Epoch 733/1000
20000/20000 [==============================] - 1s 34us/step - loss: 231579.4230 - mean_absolute_error: 346.0292 - mean_squared_error: 231579.4230
Epoch 734/1000
20000/20000 [==============================] - 1s 34us/step - loss: 228031.9870 - mean_absolute_error: 306.7214 - mean_squared_error: 228031.9870
Epoch 735/1000
20000/20000 [==============================] - 1s 35us/step - loss: 225740.0041 - mean_absolute_error: 316.9918 - mean_squared_error: 225740.0041
Epoch 736/1000
20000/20000 [==============================] - 1s 34us/step - loss: 227127.6189 - mean_absolute_error: 323.9481 - mean_squared_error: 227127.6189
Epoch 737/1000
20000/20000 [==============================] - 1s 36us/step - loss: 227819.9996 - mean_absolute_error: 349.5769 - mean_squared_error: 227819.9996
Epoch 738/1000
20000/20000 [==============================] - 1s 35us/step - loss: 225080.0754 - mean_absolute_error: 332.1384 - mean_squared_error: 225080.0754
Epoch 739/1000
20000/20000 [==============================] - 1s 34us/step - loss: 222666.0243 - mean_absolute_error: 320.7852 - mean_squared_error: 222666.0243
Epoch 740/1000
20000/20000 [==============================] - 1s 35us/step - loss: 224648.9850 - mean_absolute_error: 340.1000 - mean_squared_error: 224648.9850
Epoch 741/1000
20000/20000 [==============================] - 1s 34us/step - loss: 219264.0554 - mean_absolute_error: 293.9142 - mean_squared_error: 219264.0554
Epoch 742/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221147.4257 - mean_absolute_error: 308.6055 - mean_squared_error: 221147.4257
Epoch 743/1000
20000/20000 [==============================] - 1s 36us/step - loss: 220712.3851 - mean_absolute_error: 305.0763 - mean_squared_error: 220712.3851
Epoch 744/1000
20000/20000 [==============================] - 1s 40us/step - loss: 222175.8057 - mean_absolute_error: 309.7944 - mean_squared_error: 222175.8057
Epoch 745/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221557.3873 - mean_absolute_error: 307.1562 - mean_squared_error: 221557.3873
Epoch 746/1000
20000/20000 [==============================] - 1s 35us/step - loss: 221871.4369 - mean_absolute_error: 306.4933 - mean_squared_error: 221871.4369
Epoch 747/1000
20000/20000 [==============================] - 1s 34us/step - loss: 222269.9022 - mean_absolute_error: 334.5551 - mean_squared_error: 222269.9022
Epoch 748/1000
20000/20000 [==============================] - 1s 33us/step - loss: 222173.8415 - mean_absolute_error: 307.0054 - mean_squared_error: 222173.8415
Epoch 749/1000
20000/20000 [==============================] - 1s 34us/step - loss: 219848.5432 - mean_absolute_error: 297.1701 - mean_squared_error: 219848.5432
Epoch 750/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221243.2206 - mean_absolute_error: 328.2102 - mean_squared_error: 221243.2206
Epoch 751/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221117.6027 - mean_absolute_error: 322.1578 - mean_squared_error: 221117.6027
Epoch 752/1000
20000/20000 [==============================] - 1s 35us/step - loss: 224262.4563 - mean_absolute_error: 334.2228 - mean_squared_error: 224262.4563
Epoch 753/1000
20000/20000 [==============================] - 1s 35us/step - loss: 222181.5731 - mean_absolute_error: 326.8642 - mean_squared_error: 222181.5731
Epoch 754/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220654.4730 - mean_absolute_error: 303.6728 - mean_squared_error: 220654.4730
Epoch 755/1000
20000/20000 [==============================] - 1s 34us/step - loss: 225438.4289 - mean_absolute_error: 319.6056 - mean_squared_error: 225438.4289
Epoch 756/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220286.8543 - mean_absolute_error: 307.0943 - mean_squared_error: 220286.8543
Epoch 757/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220583.0937 - mean_absolute_error: 316.1962 - mean_squared_error: 220583.0937
Epoch 758/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220947.1899 - mean_absolute_error: 311.9116 - mean_squared_error: 220947.1899
Epoch 759/1000
20000/20000 [==============================] - 1s 35us/step - loss: 220838.5721 - mean_absolute_error: 326.8788 - mean_squared_error: 220838.5721
Epoch 760/1000
20000/20000 [==============================] - 1s 35us/step - loss: 217940.7378 - mean_absolute_error: 292.1213 - mean_squared_error: 217940.7378
Epoch 761/1000
20000/20000 [==============================] - 1s 35us/step - loss: 222380.6211 - mean_absolute_error: 316.8818 - mean_squared_error: 222380.6211
Epoch 762/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221875.5669 - mean_absolute_error: 318.5823 - mean_squared_error: 221875.5669
Epoch 763/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221047.6958 - mean_absolute_error: 328.2752 - mean_squared_error: 221047.6958
Epoch 764/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221235.7468 - mean_absolute_error: 322.7350 - mean_squared_error: 221235.7468
Epoch 765/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221668.3897 - mean_absolute_error: 324.1869 - mean_squared_error: 221668.3897
Epoch 766/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221551.3058 - mean_absolute_error: 308.3457 - mean_squared_error: 221551.3058
Epoch 767/1000
20000/20000 [==============================] - 1s 34us/step - loss: 215083.6320 - mean_absolute_error: 284.8504 - mean_squared_error: 215083.6320
Epoch 768/1000
20000/20000 [==============================] - 1s 34us/step - loss: 221159.0011 - mean_absolute_error: 306.7558 - mean_squared_error: 221159.0011
Epoch 769/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220488.2733 - mean_absolute_error: 289.1007 - mean_squared_error: 220488.2733
Epoch 770/1000
20000/20000 [==============================] - 1s 33us/step - loss: 220805.8274 - mean_absolute_error: 328.5213 - mean_squared_error: 220805.8274
Epoch 771/1000
20000/20000 [==============================] - 1s 35us/step - loss: 218745.9864 - mean_absolute_error: 314.1416 - mean_squared_error: 218745.9864
Epoch 772/1000
20000/20000 [==============================] - 1s 34us/step - loss: 219836.3821 - mean_absolute_error: 311.3009 - mean_squared_error: 219836.3821
Epoch 773/1000
20000/20000 [==============================] - 1s 34us/step - loss: 224714.3761 - mean_absolute_error: 345.1010 - mean_squared_error: 224714.3761
Epoch 774/1000
20000/20000 [==============================] - 1s 35us/step - loss: 216348.6719 - mean_absolute_error: 290.8924 - mean_squared_error: 216348.6719
Epoch 775/1000
20000/20000 [==============================] - 1s 36us/step - loss: 221681.6379 - mean_absolute_error: 335.2684 - mean_squared_error: 221681.6379
Epoch 776/1000
20000/20000 [==============================] - 1s 35us/step - loss: 218590.5912 - mean_absolute_error: 315.0789 - mean_squared_error: 218590.5912
Epoch 777/1000
20000/20000 [==============================] - 1s 35us/step - loss: 222098.3170 - mean_absolute_error: 325.7701 - mean_squared_error: 222098.3170
Epoch 778/1000
20000/20000 [==============================] - 1s 36us/step - loss: 219721.4246 - mean_absolute_error: 318.1849 - mean_squared_error: 219721.4246
Epoch 779/1000
20000/20000 [==============================] - 1s 35us/step - loss: 218656.2301 - mean_absolute_error: 321.7089 - mean_squared_error: 218656.2301
Epoch 780/1000
20000/20000 [==============================] - 1s 35us/step - loss: 218689.1643 - mean_absolute_error: 327.8237 - mean_squared_error: 218689.1643
Epoch 781/1000
20000/20000 [==============================] - 1s 35us/step - loss: 220744.3663 - mean_absolute_error: 333.9608 - mean_squared_error: 220744.3663
Epoch 782/1000
20000/20000 [==============================] - 1s 35us/step - loss: 223750.5265 - mean_absolute_error: 335.6381 - mean_squared_error: 223750.5265
Epoch 783/1000
20000/20000 [==============================] - 1s 34us/step - loss: 219202.5341 - mean_absolute_error: 324.9966 - mean_squared_error: 219202.5341
Epoch 784/1000
20000/20000 [==============================] - 1s 35us/step - loss: 218612.0700 - mean_absolute_error: 317.8077 - mean_squared_error: 218612.0700
Epoch 785/1000
20000/20000 [==============================] - 1s 36us/step - loss: 218856.7028 - mean_absolute_error: 303.9742 - mean_squared_error: 218856.7028
Epoch 786/1000
20000/20000 [==============================] - 1s 35us/step - loss: 217385.2170 - mean_absolute_error: 310.6703 - mean_squared_error: 217385.2170
Epoch 787/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220958.5810 - mean_absolute_error: 316.9097 - mean_squared_error: 220958.5810
Epoch 788/1000
20000/20000 [==============================] - 1s 36us/step - loss: 219155.0131 - mean_absolute_error: 304.5442 - mean_squared_error: 219155.0131
Epoch 789/1000
20000/20000 [==============================] - 1s 40us/step - loss: 216799.2110 - mean_absolute_error: 307.0410 - mean_squared_error: 216799.2110
Epoch 790/1000
20000/20000 [==============================] - 1s 36us/step - loss: 221143.6038 - mean_absolute_error: 329.3328 - mean_squared_error: 221143.6038
Epoch 791/1000
20000/20000 [==============================] - 1s 35us/step - loss: 217507.3764 - mean_absolute_error: 320.8624 - mean_squared_error: 217507.3764
Epoch 792/1000
20000/20000 [==============================] - 1s 35us/step - loss: 217983.1335 - mean_absolute_error: 296.8426 - mean_squared_error: 217983.1335
Epoch 793/1000
20000/20000 [==============================] - 1s 35us/step - loss: 216125.1023 - mean_absolute_error: 318.1796 - mean_squared_error: 216125.1023
Epoch 794/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220166.2588 - mean_absolute_error: 331.0919 - mean_squared_error: 220166.2588
Epoch 795/1000
20000/20000 [==============================] - 1s 34us/step - loss: 220938.6040 - mean_absolute_error: 337.9266 - mean_squared_error: 220938.6040
Epoch 796/1000
20000/20000 [==============================] - 1s 34us/step - loss: 216691.9765 - mean_absolute_error: 316.5750 - mean_squared_error: 216691.9765
Epoch 797/1000
20000/20000 [==============================] - 1s 33us/step - loss: 216158.4720 - mean_absolute_error: 295.9169 - mean_squared_error: 216158.4720
Epoch 798/1000
20000/20000 [==============================] - 1s 34us/step - loss: 216200.3566 - mean_absolute_error: 317.0796 - mean_squared_error: 216200.3566
Epoch 799/1000
20000/20000 [==============================] - 1s 33us/step - loss: 216442.3960 - mean_absolute_error: 310.6892 - mean_squared_error: 216442.3960
Epoch 800/1000
20000/20000 [==============================] - 1s 34us/step - loss: 215551.0018 - mean_absolute_error: 281.2703 - mean_squared_error: 215551.0018
Epoch 801/1000
20000/20000 [==============================] - 1s 35us/step - loss: 218163.0355 - mean_absolute_error: 329.1118 - mean_squared_error: 218163.0355
Epoch 802/1000
20000/20000 [==============================] - 1s 35us/step - loss: 217622.0316 - mean_absolute_error: 309.0589 - mean_squared_error: 217622.0316
Epoch 803/1000
20000/20000 [==============================] - 1s 34us/step - loss: 218911.4469 - mean_absolute_error: 319.8720 - mean_squared_error: 218911.4469
Epoch 804/1000
20000/20000 [==============================] - 1s 34us/step - loss: 215679.0674 - mean_absolute_error: 311.2350 - mean_squared_error: 215679.0674
Epoch 805/1000
20000/20000 [==============================] - 1s 34us/step - loss: 216660.5745 - mean_absolute_error: 317.5971 - mean_squared_error: 216660.5745
Epoch 806/1000
20000/20000 [==============================] - 1s 34us/step - loss: 217572.9806 - mean_absolute_error: 318.6442 - mean_squared_error: 217572.9806
Epoch 807/1000
20000/20000 [==============================] - 1s 34us/step - loss: 212899.4089 - mean_absolute_error: 297.8931 - mean_squared_error: 212899.4089
Epoch 808/1000
20000/20000 [==============================] - 1s 35us/step - loss: 220387.1201 - mean_absolute_error: 342.5715 - mean_squared_error: 220387.1201
Epoch 809/1000
20000/20000 [==============================] - 1s 35us/step - loss: 214287.3806 - mean_absolute_error: 302.6070 - mean_squared_error: 214287.3806
Epoch 810/1000
20000/20000 [==============================] - 1s 35us/step - loss: 213445.5274 - mean_absolute_error: 304.1931 - mean_squared_error: 213445.5274
Epoch 811/1000
20000/20000 [==============================] - 1s 34us/step - loss: 215679.3578 - mean_absolute_error: 304.4726 - mean_squared_error: 215679.3578
Epoch 812/1000
20000/20000 [==============================] - 1s 35us/step - loss: 212243.2532 - mean_absolute_error: 309.7058 - mean_squared_error: 212243.2532
Epoch 813/1000
20000/20000 [==============================] - 1s 36us/step - loss: 214998.4924 - mean_absolute_error: 329.2609 - mean_squared_error: 214998.4924
Epoch 814/1000
20000/20000 [==============================] - 1s 35us/step - loss: 215618.1702 - mean_absolute_error: 289.2494 - mean_squared_error: 215618.1702
Epoch 815/1000
20000/20000 [==============================] - 1s 33us/step - loss: 209081.9465 - mean_absolute_error: 288.1016 - mean_squared_error: 209081.9465
Epoch 816/1000
20000/20000 [==============================] - 1s 33us/step - loss: 214850.1673 - mean_absolute_error: 307.5237 - mean_squared_error: 214850.1673
Epoch 817/1000
20000/20000 [==============================] - 1s 34us/step - loss: 216227.2163 - mean_absolute_error: 331.7623 - mean_squared_error: 216227.2163
Epoch 818/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210446.0771 - mean_absolute_error: 312.9503 - mean_squared_error: 210446.0771
Epoch 819/1000
20000/20000 [==============================] - 1s 34us/step - loss: 212776.3120 - mean_absolute_error: 304.7695 - mean_squared_error: 212776.3120
Epoch 820/1000
20000/20000 [==============================] - 1s 35us/step - loss: 213253.8497 - mean_absolute_error: 296.7097 - mean_squared_error: 213253.8497
Epoch 821/1000
20000/20000 [==============================] - 1s 35us/step - loss: 207977.6108 - mean_absolute_error: 302.2524 - mean_squared_error: 207977.6108
Epoch 822/1000
20000/20000 [==============================] - 1s 36us/step - loss: 211707.5015 - mean_absolute_error: 283.6393 - mean_squared_error: 211707.5015
Epoch 823/1000
20000/20000 [==============================] - 1s 35us/step - loss: 211783.8915 - mean_absolute_error: 327.4937 - mean_squared_error: 211783.8915
Epoch 824/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211179.7402 - mean_absolute_error: 298.2132 - mean_squared_error: 211179.7402
Epoch 825/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211471.5645 - mean_absolute_error: 320.9946 - mean_squared_error: 211471.5645
Epoch 826/1000
20000/20000 [==============================] - 1s 33us/step - loss: 210137.2676 - mean_absolute_error: 291.7544 - mean_squared_error: 210137.2676
Epoch 827/1000
20000/20000 [==============================] - 1s 33us/step - loss: 212476.6569 - mean_absolute_error: 325.6542 - mean_squared_error: 212476.6569
Epoch 828/1000
20000/20000 [==============================] - 1s 34us/step - loss: 214769.1067 - mean_absolute_error: 320.7349 - mean_squared_error: 214769.1067
Epoch 829/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211012.7872 - mean_absolute_error: 302.1398 - mean_squared_error: 211012.7872
Epoch 830/1000
20000/20000 [==============================] - 1s 34us/step - loss: 213571.3520 - mean_absolute_error: 338.1655 - mean_squared_error: 213571.3520
Epoch 831/1000
20000/20000 [==============================] - 1s 34us/step - loss: 213640.3549 - mean_absolute_error: 320.9967 - mean_squared_error: 213640.3549
Epoch 832/1000
20000/20000 [==============================] - 1s 35us/step - loss: 205578.6800 - mean_absolute_error: 271.3411 - mean_squared_error: 205578.6800
Epoch 833/1000
20000/20000 [==============================] - 1s 34us/step - loss: 213155.6201 - mean_absolute_error: 325.5439 - mean_squared_error: 213155.6201
Epoch 834/1000
20000/20000 [==============================] - 1s 38us/step - loss: 213611.1446 - mean_absolute_error: 333.4323 - mean_squared_error: 213611.1446
Epoch 835/1000
20000/20000 [==============================] - 1s 38us/step - loss: 211270.7031 - mean_absolute_error: 309.4695 - mean_squared_error: 211270.7031
Epoch 836/1000
20000/20000 [==============================] - 1s 35us/step - loss: 213420.1991 - mean_absolute_error: 332.8483 - mean_squared_error: 213420.1991
Epoch 837/1000
20000/20000 [==============================] - 1s 35us/step - loss: 213372.4767 - mean_absolute_error: 331.3884 - mean_squared_error: 213372.4767
Epoch 838/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211298.2453 - mean_absolute_error: 303.4195 - mean_squared_error: 211298.2453
Epoch 839/1000
20000/20000 [==============================] - 1s 33us/step - loss: 211187.8776 - mean_absolute_error: 315.0338 - mean_squared_error: 211187.8776
Epoch 840/1000
20000/20000 [==============================] - 1s 33us/step - loss: 210898.2155 - mean_absolute_error: 303.3319 - mean_squared_error: 210898.2155
Epoch 841/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210730.2529 - mean_absolute_error: 316.2537 - mean_squared_error: 210730.2529
Epoch 842/1000
20000/20000 [==============================] - 1s 34us/step - loss: 214833.2221 - mean_absolute_error: 334.3060 - mean_squared_error: 214833.2221
Epoch 843/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208578.1747 - mean_absolute_error: 294.7775 - mean_squared_error: 208578.1747
Epoch 844/1000
20000/20000 [==============================] - 1s 35us/step - loss: 213345.7816 - mean_absolute_error: 312.1763 - mean_squared_error: 213345.7816
Epoch 845/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208968.9594 - mean_absolute_error: 290.3819 - mean_squared_error: 208968.9594
Epoch 846/1000
20000/20000 [==============================] - 1s 35us/step - loss: 212229.7331 - mean_absolute_error: 323.0475 - mean_squared_error: 212229.7331
Epoch 847/1000
20000/20000 [==============================] - 1s 34us/step - loss: 215095.4012 - mean_absolute_error: 315.4361 - mean_squared_error: 215095.4012
Epoch 848/1000
20000/20000 [==============================] - 1s 33us/step - loss: 207833.6169 - mean_absolute_error: 309.5577 - mean_squared_error: 207833.6169
Epoch 849/1000
20000/20000 [==============================] - 1s 33us/step - loss: 211034.9773 - mean_absolute_error: 295.6247 - mean_squared_error: 211034.9773
Epoch 850/1000
20000/20000 [==============================] - 1s 32us/step - loss: 208801.1209 - mean_absolute_error: 306.6180 - mean_squared_error: 208801.1209
Epoch 851/1000
20000/20000 [==============================] - 1s 34us/step - loss: 213201.2239 - mean_absolute_error: 326.3341 - mean_squared_error: 213201.2239
Epoch 852/1000
20000/20000 [==============================] - 1s 33us/step - loss: 211949.6751 - mean_absolute_error: 308.7607 - mean_squared_error: 211949.6751
Epoch 853/1000
20000/20000 [==============================] - 1s 33us/step - loss: 209727.9981 - mean_absolute_error: 285.3352 - mean_squared_error: 209727.9981
Epoch 854/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210498.9347 - mean_absolute_error: 309.7948 - mean_squared_error: 210498.9347
Epoch 855/1000
20000/20000 [==============================] - 1s 33us/step - loss: 210837.3336 - mean_absolute_error: 315.3566 - mean_squared_error: 210837.3336
Epoch 856/1000
20000/20000 [==============================] - 1s 33us/step - loss: 208872.4719 - mean_absolute_error: 310.6043 - mean_squared_error: 208872.4719
Epoch 857/1000
20000/20000 [==============================] - 1s 33us/step - loss: 213910.8760 - mean_absolute_error: 315.0222 - mean_squared_error: 213910.8760
Epoch 858/1000
20000/20000 [==============================] - 1s 34us/step - loss: 212472.5707 - mean_absolute_error: 326.1966 - mean_squared_error: 212472.5707
Epoch 859/1000
20000/20000 [==============================] - 1s 35us/step - loss: 212897.0501 - mean_absolute_error: 329.9492 - mean_squared_error: 212897.0501
Epoch 860/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210299.8110 - mean_absolute_error: 309.5202 - mean_squared_error: 210299.8110
Epoch 861/1000
20000/20000 [==============================] - 1s 34us/step - loss: 209739.7504 - mean_absolute_error: 312.5284 - mean_squared_error: 209739.7504
Epoch 862/1000
20000/20000 [==============================] - 1s 35us/step - loss: 207941.7690 - mean_absolute_error: 276.8067 - mean_squared_error: 207941.7690
Epoch 863/1000
20000/20000 [==============================] - 1s 34us/step - loss: 212965.5797 - mean_absolute_error: 305.3858 - mean_squared_error: 212965.5797
Epoch 864/1000
20000/20000 [==============================] - 1s 35us/step - loss: 211933.0413 - mean_absolute_error: 325.2788 - mean_squared_error: 211933.0413
Epoch 865/1000
20000/20000 [==============================] - 1s 35us/step - loss: 211858.0310 - mean_absolute_error: 317.1230 - mean_squared_error: 211858.0310
Epoch 866/1000
20000/20000 [==============================] - 1s 33us/step - loss: 208248.5469 - mean_absolute_error: 281.9706 - mean_squared_error: 208248.5469
Epoch 867/1000
20000/20000 [==============================] - 1s 33us/step - loss: 212086.0370 - mean_absolute_error: 318.5117 - mean_squared_error: 212086.0370
Epoch 868/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210075.7338 - mean_absolute_error: 307.1878 - mean_squared_error: 210075.7338
Epoch 869/1000
20000/20000 [==============================] - 1s 34us/step - loss: 213603.5869 - mean_absolute_error: 331.9567 - mean_squared_error: 213603.5869
Epoch 870/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211755.4398 - mean_absolute_error: 317.8707 - mean_squared_error: 211755.4398
Epoch 871/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210600.7438 - mean_absolute_error: 322.5297 - mean_squared_error: 210600.7438
Epoch 872/1000
20000/20000 [==============================] - 1s 35us/step - loss: 212389.0584 - mean_absolute_error: 316.3680 - mean_squared_error: 212389.0584
Epoch 873/1000
20000/20000 [==============================] - 1s 35us/step - loss: 211189.7452 - mean_absolute_error: 323.8769 - mean_squared_error: 211189.7452
Epoch 874/1000
20000/20000 [==============================] - 1s 36us/step - loss: 209091.4757 - mean_absolute_error: 304.8217 - mean_squared_error: 209091.4757
Epoch 875/1000
20000/20000 [==============================] - 1s 35us/step - loss: 215110.8412 - mean_absolute_error: 326.2334 - mean_squared_error: 215110.8412
Epoch 876/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210266.6459 - mean_absolute_error: 325.9016 - mean_squared_error: 210266.6459
Epoch 877/1000
20000/20000 [==============================] - 1s 34us/step - loss: 212599.8663 - mean_absolute_error: 330.5783 - mean_squared_error: 212599.8663
Epoch 878/1000
20000/20000 [==============================] - 1s 36us/step - loss: 210845.1573 - mean_absolute_error: 298.9478 - mean_squared_error: 210845.1573
Epoch 879/1000
20000/20000 [==============================] - 1s 37us/step - loss: 209749.1438 - mean_absolute_error: 323.9651 - mean_squared_error: 209749.1438
Epoch 880/1000
20000/20000 [==============================] - 1s 42us/step - loss: 210544.1653 - mean_absolute_error: 322.9880 - mean_squared_error: 210544.1653
Epoch 881/1000
20000/20000 [==============================] - 1s 38us/step - loss: 211470.6286 - mean_absolute_error: 321.1907 - mean_squared_error: 211470.6286
Epoch 882/1000
20000/20000 [==============================] - 1s 36us/step - loss: 208790.4965 - mean_absolute_error: 284.6429 - mean_squared_error: 208790.4965
Epoch 883/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211576.2089 - mean_absolute_error: 321.7962 - mean_squared_error: 211576.2089
Epoch 884/1000
20000/20000 [==============================] - 1s 34us/step - loss: 213189.4935 - mean_absolute_error: 308.7956 - mean_squared_error: 213189.4935
Epoch 885/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208031.1713 - mean_absolute_error: 310.5109 - mean_squared_error: 208031.1713
Epoch 886/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208763.2331 - mean_absolute_error: 303.2500 - mean_squared_error: 208763.2331
Epoch 887/1000
20000/20000 [==============================] - 1s 36us/step - loss: 214322.7135 - mean_absolute_error: 345.5089 - mean_squared_error: 214322.7135
Epoch 888/1000
20000/20000 [==============================] - 1s 35us/step - loss: 208809.0134 - mean_absolute_error: 304.4540 - mean_squared_error: 208809.0134
Epoch 889/1000
20000/20000 [==============================] - 1s 36us/step - loss: 211776.1701 - mean_absolute_error: 304.5409 - mean_squared_error: 211776.1701
Epoch 890/1000
20000/20000 [==============================] - 1s 35us/step - loss: 206264.2612 - mean_absolute_error: 283.3209 - mean_squared_error: 206264.2612
Epoch 891/1000
20000/20000 [==============================] - 1s 36us/step - loss: 211189.2333 - mean_absolute_error: 315.1604 - mean_squared_error: 211189.2333
Epoch 892/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207534.1261 - mean_absolute_error: 307.1945 - mean_squared_error: 207534.1261
Epoch 893/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208550.9484 - mean_absolute_error: 289.7726 - mean_squared_error: 208550.9484
Epoch 894/1000
20000/20000 [==============================] - 1s 35us/step - loss: 208860.5674 - mean_absolute_error: 288.9781 - mean_squared_error: 208860.5674
Epoch 895/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207441.4462 - mean_absolute_error: 305.4749 - mean_squared_error: 207441.4462
Epoch 896/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211707.2321 - mean_absolute_error: 297.3133 - mean_squared_error: 211707.2321
Epoch 897/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209433.8091 - mean_absolute_error: 316.5011 - mean_squared_error: 209433.8091
Epoch 898/1000
20000/20000 [==============================] - 1s 33us/step - loss: 212053.3270 - mean_absolute_error: 320.0440 - mean_squared_error: 212053.3270
Epoch 899/1000
20000/20000 [==============================] - 1s 34us/step - loss: 209641.9982 - mean_absolute_error: 326.1284 - mean_squared_error: 209641.9982
Epoch 900/1000
20000/20000 [==============================] - 1s 35us/step - loss: 206602.2858 - mean_absolute_error: 294.5128 - mean_squared_error: 206602.2858
Epoch 901/1000
20000/20000 [==============================] - 1s 35us/step - loss: 210896.7297 - mean_absolute_error: 315.1952 - mean_squared_error: 210896.7297
Epoch 902/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210591.8121 - mean_absolute_error: 324.9047 - mean_squared_error: 210591.8121
Epoch 903/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208823.9793 - mean_absolute_error: 301.6565 - mean_squared_error: 208823.9793
Epoch 904/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210560.0714 - mean_absolute_error: 313.5855 - mean_squared_error: 210560.0714
Epoch 905/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210021.6899 - mean_absolute_error: 319.6248 - mean_squared_error: 210021.6899
Epoch 906/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209957.2297 - mean_absolute_error: 321.6095 - mean_squared_error: 209957.2297
Epoch 907/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208790.1495 - mean_absolute_error: 306.1639 - mean_squared_error: 208790.1495
Epoch 908/1000
20000/20000 [==============================] - 1s 35us/step - loss: 212649.8796 - mean_absolute_error: 306.8643 - mean_squared_error: 212649.8796
Epoch 909/1000
20000/20000 [==============================] - 1s 35us/step - loss: 208548.1014 - mean_absolute_error: 319.7774 - mean_squared_error: 208548.1014
Epoch 910/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208652.5469 - mean_absolute_error: 320.1115 - mean_squared_error: 208652.5469
Epoch 911/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209191.4238 - mean_absolute_error: 311.7837 - mean_squared_error: 209191.4238
Epoch 912/1000
20000/20000 [==============================] - 1s 36us/step - loss: 211887.5449 - mean_absolute_error: 307.2016 - mean_squared_error: 211887.5449
Epoch 913/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209516.3259 - mean_absolute_error: 324.2760 - mean_squared_error: 209516.3259
Epoch 914/1000
20000/20000 [==============================] - 1s 36us/step - loss: 209534.4580 - mean_absolute_error: 306.9837 - mean_squared_error: 209534.4580
Epoch 915/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209729.6134 - mean_absolute_error: 323.7482 - mean_squared_error: 209729.6134
Epoch 916/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207682.2692 - mean_absolute_error: 313.3062 - mean_squared_error: 207682.2692
Epoch 917/1000
20000/20000 [==============================] - 1s 33us/step - loss: 206611.0311 - mean_absolute_error: 300.4015 - mean_squared_error: 206611.0311
Epoch 918/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211583.2814 - mean_absolute_error: 312.2270 - mean_squared_error: 211583.2814
Epoch 919/1000
20000/20000 [==============================] - 1s 35us/step - loss: 208128.9775 - mean_absolute_error: 308.8218 - mean_squared_error: 208128.9775
Epoch 920/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207471.8469 - mean_absolute_error: 304.8257 - mean_squared_error: 207471.8469
Epoch 921/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209151.8295 - mean_absolute_error: 296.3614 - mean_squared_error: 209151.8295
Epoch 922/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208323.5074 - mean_absolute_error: 315.3874 - mean_squared_error: 208323.5074
Epoch 923/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207231.2454 - mean_absolute_error: 283.4531 - mean_squared_error: 207231.2454
Epoch 924/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208830.7926 - mean_absolute_error: 302.2753 - mean_squared_error: 208830.7926
Epoch 925/1000
20000/20000 [==============================] - 1s 39us/step - loss: 207319.2647 - mean_absolute_error: 309.1799 - mean_squared_error: 207319.2647
Epoch 926/1000
20000/20000 [==============================] - 1s 38us/step - loss: 207552.2342 - mean_absolute_error: 292.9113 - mean_squared_error: 207552.2342
Epoch 927/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208810.8721 - mean_absolute_error: 306.0934 - mean_squared_error: 208810.8721
Epoch 928/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206345.5706 - mean_absolute_error: 287.1875 - mean_squared_error: 206345.5706
Epoch 929/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208926.4924 - mean_absolute_error: 304.7588 - mean_squared_error: 208926.4924
Epoch 930/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206915.5944 - mean_absolute_error: 314.7859 - mean_squared_error: 206915.5944
Epoch 931/1000
20000/20000 [==============================] - 1s 35us/step - loss: 210708.0827 - mean_absolute_error: 305.4451 - mean_squared_error: 210708.0827
Epoch 932/1000
20000/20000 [==============================] - 1s 34us/step - loss: 209364.5298 - mean_absolute_error: 314.6603 - mean_squared_error: 209364.5298
Epoch 933/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208899.3700 - mean_absolute_error: 317.3992 - mean_squared_error: 208899.3700
Epoch 934/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206438.3670 - mean_absolute_error: 309.2897 - mean_squared_error: 206438.3670
Epoch 935/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207846.2443 - mean_absolute_error: 298.6538 - mean_squared_error: 207846.2443
Epoch 936/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210168.3866 - mean_absolute_error: 325.9747 - mean_squared_error: 210168.3866
Epoch 937/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211365.6846 - mean_absolute_error: 323.5627 - mean_squared_error: 211365.6846
Epoch 938/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206026.3202 - mean_absolute_error: 302.5830 - mean_squared_error: 206026.3202
Epoch 939/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210414.3013 - mean_absolute_error: 331.0339 - mean_squared_error: 210414.3013
Epoch 940/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206992.4578 - mean_absolute_error: 300.9526 - mean_squared_error: 206992.4578
Epoch 941/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211407.2028 - mean_absolute_error: 316.1722 - mean_squared_error: 211407.2028
Epoch 942/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206695.2332 - mean_absolute_error: 313.0823 - mean_squared_error: 206695.2332
Epoch 943/1000
20000/20000 [==============================] - 1s 34us/step - loss: 211300.7998 - mean_absolute_error: 337.2155 - mean_squared_error: 211300.7998
Epoch 944/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208791.2588 - mean_absolute_error: 318.1402 - mean_squared_error: 208791.2588
Epoch 945/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208504.0336 - mean_absolute_error: 322.2243 - mean_squared_error: 208504.0336
Epoch 946/1000
20000/20000 [==============================] - 1s 35us/step - loss: 205948.7533 - mean_absolute_error: 308.6866 - mean_squared_error: 205948.7533
Epoch 947/1000
20000/20000 [==============================] - 1s 35us/step - loss: 209288.6539 - mean_absolute_error: 307.7837 - mean_squared_error: 209288.6539
Epoch 948/1000
20000/20000 [==============================] - 1s 34us/step - loss: 210723.8287 - mean_absolute_error: 313.6897 - mean_squared_error: 210723.8287
Epoch 949/1000
20000/20000 [==============================] - 1s 35us/step - loss: 207247.2508 - mean_absolute_error: 313.8991 - mean_squared_error: 207247.2508
Epoch 950/1000
20000/20000 [==============================] - 1s 35us/step - loss: 208218.0758 - mean_absolute_error: 313.3386 - mean_squared_error: 208218.0758
Epoch 951/1000
20000/20000 [==============================] - 1s 35us/step - loss: 207932.5039 - mean_absolute_error: 315.5401 - mean_squared_error: 207932.5039
Epoch 952/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206163.5891 - mean_absolute_error: 295.1722 - mean_squared_error: 206163.5891
Epoch 953/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208141.0025 - mean_absolute_error: 303.3604 - mean_squared_error: 208141.0025
Epoch 954/1000
20000/20000 [==============================] - 1s 34us/step - loss: 205548.8540 - mean_absolute_error: 321.6750 - mean_squared_error: 205548.8540
Epoch 955/1000
20000/20000 [==============================] - 1s 33us/step - loss: 208948.7667 - mean_absolute_error: 292.8072 - mean_squared_error: 208948.7667
Epoch 956/1000
20000/20000 [==============================] - 1s 34us/step - loss: 204819.1350 - mean_absolute_error: 296.2646 - mean_squared_error: 204819.1350
Epoch 957/1000
20000/20000 [==============================] - 1s 35us/step - loss: 210628.7761 - mean_absolute_error: 337.7040 - mean_squared_error: 210628.7761
Epoch 958/1000
20000/20000 [==============================] - 1s 35us/step - loss: 206383.6071 - mean_absolute_error: 316.5056 - mean_squared_error: 206383.6071
Epoch 959/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206081.0890 - mean_absolute_error: 305.7260 - mean_squared_error: 206081.0890
Epoch 960/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208736.3296 - mean_absolute_error: 322.9757 - mean_squared_error: 208736.3296
Epoch 961/1000
20000/20000 [==============================] - 1s 34us/step - loss: 209253.2238 - mean_absolute_error: 312.3127 - mean_squared_error: 209253.2238
Epoch 962/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207373.5886 - mean_absolute_error: 294.3403 - mean_squared_error: 207373.5886
Epoch 963/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207414.8255 - mean_absolute_error: 302.0926 - mean_squared_error: 207414.8255
Epoch 964/1000
20000/20000 [==============================] - 1s 34us/step - loss: 204310.7306 - mean_absolute_error: 288.3387 - mean_squared_error: 204310.7306
Epoch 965/1000
20000/20000 [==============================] - 1s 34us/step - loss: 205344.8608 - mean_absolute_error: 306.2038 - mean_squared_error: 205344.8608
Epoch 966/1000
20000/20000 [==============================] - 1s 35us/step - loss: 207899.5657 - mean_absolute_error: 299.4371 - mean_squared_error: 207899.5657
Epoch 967/1000
20000/20000 [==============================] - 1s 35us/step - loss: 206294.5683 - mean_absolute_error: 301.0484 - mean_squared_error: 206294.5683
Epoch 968/1000
20000/20000 [==============================] - 1s 35us/step - loss: 205246.0065 - mean_absolute_error: 280.1738 - mean_squared_error: 205246.0065
Epoch 969/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207537.8041 - mean_absolute_error: 305.7606 - mean_squared_error: 207537.8041
Epoch 970/1000
20000/20000 [==============================] - 1s 34us/step - loss: 205199.7559 - mean_absolute_error: 285.4860 - mean_squared_error: 205199.7559
Epoch 971/1000
20000/20000 [==============================] - 1s 42us/step - loss: 203175.2173 - mean_absolute_error: 286.0423 - mean_squared_error: 203175.2173
Epoch 972/1000
20000/20000 [==============================] - 1s 35us/step - loss: 207726.8764 - mean_absolute_error: 323.2818 - mean_squared_error: 207726.8764
Epoch 973/1000
20000/20000 [==============================] - 1s 33us/step - loss: 209941.1758 - mean_absolute_error: 313.4742 - mean_squared_error: 209941.1758
Epoch 974/1000
20000/20000 [==============================] - 1s 34us/step - loss: 204615.8124 - mean_absolute_error: 306.7550 - mean_squared_error: 204615.8124
Epoch 975/1000
20000/20000 [==============================] - 1s 33us/step - loss: 206912.6118 - mean_absolute_error: 303.2047 - mean_squared_error: 206912.6118
Epoch 976/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206406.1108 - mean_absolute_error: 313.6651 - mean_squared_error: 206406.1108
Epoch 977/1000
20000/20000 [==============================] - 1s 33us/step - loss: 204855.9305 - mean_absolute_error: 309.8996 - mean_squared_error: 204855.9305
Epoch 978/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207568.8980 - mean_absolute_error: 311.9940 - mean_squared_error: 207568.8980
Epoch 979/1000
20000/20000 [==============================] - 1s 34us/step - loss: 209142.0422 - mean_absolute_error: 306.8441 - mean_squared_error: 209142.0422
Epoch 980/1000
20000/20000 [==============================] - 1s 34us/step - loss: 205151.5899 - mean_absolute_error: 306.0218 - mean_squared_error: 205151.5899
Epoch 981/1000
20000/20000 [==============================] - 1s 34us/step - loss: 203682.8573 - mean_absolute_error: 284.7669 - mean_squared_error: 203682.8573
Epoch 982/1000
20000/20000 [==============================] - 1s 34us/step - loss: 209937.1951 - mean_absolute_error: 324.6341 - mean_squared_error: 209937.1951
Epoch 983/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208308.1519 - mean_absolute_error: 306.4831 - mean_squared_error: 208308.1519
Epoch 984/1000
20000/20000 [==============================] - 1s 35us/step - loss: 200092.0834 - mean_absolute_error: 292.9369 - mean_squared_error: 200092.0834
Epoch 985/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207965.6163 - mean_absolute_error: 302.4512 - mean_squared_error: 207965.6163
Epoch 986/1000
20000/20000 [==============================] - 1s 34us/step - loss: 208688.9570 - mean_absolute_error: 321.1417 - mean_squared_error: 208688.9570
Epoch 987/1000
20000/20000 [==============================] - 1s 34us/step - loss: 201839.3496 - mean_absolute_error: 298.4949 - mean_squared_error: 201839.3496
Epoch 988/1000
20000/20000 [==============================] - 1s 35us/step - loss: 210605.9873 - mean_absolute_error: 322.6236 - mean_squared_error: 210605.9873
Epoch 989/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206770.8113 - mean_absolute_error: 304.5674 - mean_squared_error: 206770.8113
Epoch 990/1000
20000/20000 [==============================] - 1s 35us/step - loss: 203298.3943 - mean_absolute_error: 308.4353 - mean_squared_error: 203298.3943
Epoch 991/1000
20000/20000 [==============================] - 1s 35us/step - loss: 208818.8942 - mean_absolute_error: 311.4374 - mean_squared_error: 208818.8942
Epoch 992/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206877.4570 - mean_absolute_error: 316.2175 - mean_squared_error: 206877.4570
Epoch 993/1000
20000/20000 [==============================] - 1s 34us/step - loss: 205993.1413 - mean_absolute_error: 323.7939 - mean_squared_error: 205993.1413
Epoch 994/1000
20000/20000 [==============================] - 1s 34us/step - loss: 206896.7090 - mean_absolute_error: 301.3150 - mean_squared_error: 206896.7090
Epoch 995/1000
20000/20000 [==============================] - 1s 33us/step - loss: 206854.9065 - mean_absolute_error: 316.9602 - mean_squared_error: 206854.9065
Epoch 996/1000
20000/20000 [==============================] - 1s 33us/step - loss: 206707.9470 - mean_absolute_error: 339.3015 - mean_squared_error: 206707.9470
Epoch 997/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207588.7631 - mean_absolute_error: 315.1385 - mean_squared_error: 207588.7631
Epoch 998/1000
20000/20000 [==============================] - 1s 36us/step - loss: 206030.6768 - mean_absolute_error: 313.4762 - mean_squared_error: 206030.6768
Epoch 999/1000
20000/20000 [==============================] - 1s 34us/step - loss: 207152.9517 - mean_absolute_error: 322.0871 - mean_squared_error: 207152.9517
Epoch 1000/1000
20000/20000 [==============================] - 1s 33us/step - loss: 206155.5049 - mean_absolute_error: 295.8557 - mean_squared_error: 206155.5049
Out[10]:
<tensorflow.python.keras.callbacks.History at 0x7f3ac959aeb8>
In [11]:
# if prediction follows something like Y = 10 * X +100
# prediction of 1 -> 110, 2 -> 120, 3 -> 130, 10 -> 200
model.predict(np.array([1,2,3,10]))
Out[11]:
array([[111.56281],
[121.54024],
[131.527 ],
[201.39575]], dtype=float32)
In [ ]:
Content source: marxav/hello-world
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