052_DLbyABr_02a-Keras-DFFN(Python)
Import Notebook

SDS-2.x, Scalable Data Engineering Science

This is a 2019 augmentation and update of Adam Breindel's initial notebooks.

Keras Deep Feed-Forward Network

(solution)

from keras.models import Sequential
from keras.layers import Dense
import numpy as np
import pandas as pd

input_file = "/dbfs/databricks-datasets/Rdatasets/data-001/csv/ggplot2/diamonds.csv"

df = pd.read_csv(input_file, header = 0)
df.drop(df.columns[0], axis=1, inplace=True)
df = pd.get_dummies(df, prefix=['cut_', 'color_', 'clarity_'])

y = df.iloc[:,3:4].as_matrix().flatten()
y.flatten()

X = df.drop(df.columns[3], axis=1).as_matrix()
np.shape(X)

from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)

model = Sequential()
model.add(Dense(30, input_dim=26, kernel_initializer='normal', activation='relu')) 
model.add(Dense(20, kernel_initializer='normal', activation='relu')) # <--- CHANGE IS HERE
model.add(Dense(1, kernel_initializer='normal', activation='linear'))

model.compile(loss='mean_squared_error', optimizer='adam', metrics=['mean_squared_error'])
history = model.fit(X_train, y_train, epochs=1000, batch_size=100, validation_split=0.1, verbose=2)

scores = model.evaluate(X_test, y_test)
print("\nroot %s: %f" % (model.metrics_names[1], np.sqrt(scores[1])))
Using TensorFlow backend. WARNING:tensorflow:From /databricks/python/local/lib/python2.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version. Instructions for updating: Colocations handled automatically by placer. WARNING:tensorflow:From /databricks/python/local/lib/python2.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version. Instructions for updating: Use tf.cast instead. Train on 36409 samples, validate on 4046 samples Epoch 1/1000 - 1s - loss: 25648975.8778 - mean_squared_error: 25648975.8778 - val_loss: 16252654.5606 - val_mean_squared_error: 16252654.5606 Epoch 2/1000 - 0s - loss: 15089115.2444 - mean_squared_error: 15089115.2444 - val_loss: 15479804.2467 - val_mean_squared_error: 15479804.2467 Epoch 3/1000 - 0s - loss: 14616319.5407 - mean_squared_error: 14616319.5407 - val_loss: 14858203.9362 - val_mean_squared_error: 14858203.9362 Epoch 4/1000 - 0s - loss: 13836484.4948 - mean_squared_error: 13836484.4948 - val_loss: 13823087.0539 - val_mean_squared_error: 13823087.0539 Epoch 5/1000 - 0s - loss: 12506044.8184 - mean_squared_error: 12506044.8184 - val_loss: 12042933.5472 - val_mean_squared_error: 12042933.5472 Epoch 6/1000 - 0s - loss: 10207758.2574 - mean_squared_error: 10207758.2574 - val_loss: 8986227.7291 - val_mean_squared_error: 8986227.7291 Epoch 7/1000 - 0s - loss: 6847637.0527 - mean_squared_error: 6847637.0527 - val_loss: 5452677.5057 - val_mean_squared_error: 5452677.5057 Epoch 8/1000 - 0s - loss: 4297526.4208 - mean_squared_error: 4297526.4208 - val_loss: 3660699.4993 - val_mean_squared_error: 3660699.4993 Epoch 9/1000 - 0s - loss: 3182635.8928 - mean_squared_error: 3182635.8928 - val_loss: 2811025.7276 - val_mean_squared_error: 2811025.7276 Epoch 10/1000 - 0s - loss: 2596848.1002 - mean_squared_error: 2596848.1002 - val_loss: 2286666.0056 - val_mean_squared_error: 2286666.0056 Epoch 11/1000 - 0s - loss: 2223226.5370 - mean_squared_error: 2223226.5370 - val_loss: 1925444.4695 - val_mean_squared_error: 1925444.4695 Epoch 12/1000 - 0s - loss: 1968799.9511 - mean_squared_error: 1968799.9511 - val_loss: 1671032.3420 - val_mean_squared_error: 1671032.3420 Epoch 13/1000 - 0s - loss: 1782183.1270 - mean_squared_error: 1782183.1270 - val_loss: 1483636.2646 - val_mean_squared_error: 1483636.2646 Epoch 14/1000 - 0s - loss: 1642181.1571 - mean_squared_error: 1642181.1571 - val_loss: 1341411.3551 - val_mean_squared_error: 1341411.3551 Epoch 15/1000 - 0s - loss: 1529580.8884 - mean_squared_error: 1529580.8884 - val_loss: 1229036.5843 - val_mean_squared_error: 1229036.5843 Epoch 16/1000 - 0s - loss: 1438231.0003 - mean_squared_error: 1438231.0003 - val_loss: 1139671.0236 - val_mean_squared_error: 1139671.0236 Epoch 17/1000 - 0s - loss: 1370675.8072 - mean_squared_error: 1370675.8072 - val_loss: 1080030.2726 - val_mean_squared_error: 1080030.2726 Epoch 18/1000 - 0s - loss: 1313422.9923 - mean_squared_error: 1313422.9923 - val_loss: 1007180.5052 - val_mean_squared_error: 1007180.5052 Epoch 19/1000 - 0s - loss: 1265346.6377 - mean_squared_error: 1265346.6377 - val_loss: 958742.6446 - val_mean_squared_error: 958742.6446 Epoch 20/1000 - 0s - loss: 1225403.4939 - mean_squared_error: 1225403.4939 - val_loss: 917228.8535 - val_mean_squared_error: 917228.8535 Epoch 21/1000 - 0s - loss: 1194044.1426 - mean_squared_error: 1194044.1426 - val_loss: 889310.3134 - val_mean_squared_error: 889310.3134 Epoch 22/1000 - 0s - loss: 1164117.1143 - mean_squared_error: 1164117.1143 - val_loss: 858429.6509 - val_mean_squared_error: 858429.6509 Epoch 23/1000 - 0s - loss: 1143544.8353 - mean_squared_error: 1143544.8353 - val_loss: 833416.4192 - val_mean_squared_error: 833416.4192 Epoch 24/1000 - 0s - loss: 1120452.1934 - mean_squared_error: 1120452.1934 - val_loss: 812849.8887 - val_mean_squared_error: 812849.8887 Epoch 25/1000 - 0s - loss: 1102145.1248 - mean_squared_error: 1102145.1248 - val_loss: 793293.9769 - val_mean_squared_error: 793293.9769 Epoch 26/1000 - 0s - loss: 1084369.9273 - mean_squared_error: 1084369.9273 - val_loss: 776884.3167 - val_mean_squared_error: 776884.3167 Epoch 27/1000 - 0s - loss: 1069659.7381 - mean_squared_error: 1069659.7381 - val_loss: 761075.5457 - val_mean_squared_error: 761075.5457 Epoch 28/1000 - 0s - loss: 1055620.0561 - mean_squared_error: 1055620.0561 - val_loss: 745422.9807 - val_mean_squared_error: 745422.9807 Epoch 29/1000 - 0s - loss: 1043094.9492 - mean_squared_error: 1043094.9492 - val_loss: 751575.3990 - val_mean_squared_error: 751575.3990 Epoch 30/1000 - 0s - loss: 1031462.3099 - mean_squared_error: 1031462.3099 - val_loss: 741310.2413 - val_mean_squared_error: 741310.2413 Epoch 31/1000 - 0s - loss: 1021328.9889 - mean_squared_error: 1021328.9889 - val_loss: 712480.2033 - val_mean_squared_error: 712480.2033 Epoch 32/1000 - 0s - loss: 1010965.0583 - mean_squared_error: 1010965.0583 - val_loss: 711127.9965 - val_mean_squared_error: 711127.9965 Epoch 33/1000 - 0s - loss: 1001803.0676 - mean_squared_error: 1001803.0676 - val_loss: 696127.6695 - val_mean_squared_error: 696127.6695 Epoch 34/1000 - 0s - loss: 991877.0777 - mean_squared_error: 991877.0777 - val_loss: 696336.1893 - val_mean_squared_error: 696336.1893 Epoch 35/1000 - 0s - loss: 982971.4790 - mean_squared_error: 982971.4790 - val_loss: 685866.2566 - val_mean_squared_error: 685866.2566 Epoch 36/1000 - 0s - loss: 976839.2813 - mean_squared_error: 976839.2813 - val_loss: 676167.9292 - val_mean_squared_error: 676167.9292 Epoch 37/1000 - 0s - loss: 968619.8942 - mean_squared_error: 968619.8942 - val_loss: 673125.2463 - val_mean_squared_error: 673125.2463 Epoch 38/1000 - 0s - loss: 959455.7414 - mean_squared_error: 959455.7414 - val_loss: 668787.8289 - val_mean_squared_error: 668787.8289 Epoch 39/1000 - 0s - loss: 951039.7036 - mean_squared_error: 951039.7036 - val_loss: 662451.7988 - val_mean_squared_error: 662451.7988 Epoch 40/1000 - 0s - loss: 944492.6838 - mean_squared_error: 944492.6838 - val_loss: 654803.5076 - val_mean_squared_error: 654803.5076 Epoch 41/1000 - 0s - loss: 936929.5595 - mean_squared_error: 936929.5595 - val_loss: 660480.0293 - val_mean_squared_error: 660480.0293 Epoch 42/1000 - 0s - loss: 931058.3460 - mean_squared_error: 931058.3460 - val_loss: 647631.5486 - val_mean_squared_error: 647631.5486 Epoch 43/1000 - 0s - loss: 927169.0847 - mean_squared_error: 927169.0847 - val_loss: 638517.5593 - val_mean_squared_error: 638517.5593 Epoch 44/1000 - 0s - loss: 918625.3130 - mean_squared_error: 918625.3130 - val_loss: 635395.1364 - val_mean_squared_error: 635395.1364 Epoch 45/1000 - 0s - loss: 912590.2691 - mean_squared_error: 912590.2691 - val_loss: 631750.7478 - val_mean_squared_error: 631750.7478 Epoch 46/1000 - 0s - loss: 907135.2937 - mean_squared_error: 907135.2937 - val_loss: 627778.3543 - val_mean_squared_error: 627778.3543 Epoch 47/1000 - 0s - loss: 902800.3087 - mean_squared_error: 902800.3087 - val_loss: 630374.3798 - val_mean_squared_error: 630374.3798 Epoch 48/1000 - 0s - loss: 897107.2117 - mean_squared_error: 897107.2117 - val_loss: 619671.1198 - val_mean_squared_error: 619671.1198 Epoch 49/1000 - 0s - loss: 891947.8829 - mean_squared_error: 891947.8829 - val_loss: 619287.6038 - val_mean_squared_error: 619287.6038 Epoch 50/1000 - 0s - loss: 886679.8823 - mean_squared_error: 886679.8823 - val_loss: 616859.3462 - val_mean_squared_error: 616859.3462 Epoch 51/1000 - 0s - loss: 881719.5557 - mean_squared_error: 881719.5557 - val_loss: 621388.5807 - val_mean_squared_error: 621388.5807 Epoch 52/1000 - 0s - loss: 878839.6806 - mean_squared_error: 878839.6806 - val_loss: 614884.2968 - val_mean_squared_error: 614884.2968 Epoch 53/1000 - 0s - loss: 870893.4602 - mean_squared_error: 870893.4602 - val_loss: 626902.5356 - val_mean_squared_error: 626902.5356 Epoch 54/1000 - 0s - loss: 869622.8882 - mean_squared_error: 869622.8882 - val_loss: 606192.7887 - val_mean_squared_error: 606192.7887 Epoch 55/1000 - 0s - loss: 862981.8197 - mean_squared_error: 862981.8197 - val_loss: 601757.7163 - val_mean_squared_error: 601757.7163 Epoch 56/1000 - 0s - loss: 859810.7688 - mean_squared_error: 859810.7688 - val_loss: 597501.0834 - val_mean_squared_error: 597501.0834 Epoch 57/1000 - 0s - loss: 855181.6017 - mean_squared_error: 855181.6017 - val_loss: 597264.6151 - val_mean_squared_error: 597264.6151 Epoch 58/1000 - 0s - loss: 848226.2702 - mean_squared_error: 848226.2702 - val_loss: 594356.0202 - val_mean_squared_error: 594356.0202 Epoch 59/1000 - 0s - loss: 846286.5564 - mean_squared_error: 846286.5564 - val_loss: 594229.9407 - val_mean_squared_error: 594229.9407 Epoch 60/1000 - 0s - loss: 842131.4993 - mean_squared_error: 842131.4993 - val_loss: 590027.9386 - val_mean_squared_error: 590027.9386 Epoch 61/1000 - 0s - loss: 838448.8848 - mean_squared_error: 838448.8848 - val_loss: 587288.9913 - val_mean_squared_error: 587288.9913 Epoch 62/1000 - 0s - loss: 833380.9075 - mean_squared_error: 833380.9075 - val_loss: 591596.6730 - val_mean_squared_error: 591596.6730 Epoch 63/1000 - 0s - loss: 830544.4448 - mean_squared_error: 830544.4448 - val_loss: 584732.4641 - val_mean_squared_error: 584732.4641 Epoch 64/1000 - 0s - loss: 825829.9855 - mean_squared_error: 825829.9855 - val_loss: 583059.8673 - val_mean_squared_error: 583059.8673 Epoch 65/1000 - 0s - loss: 821878.2058 - mean_squared_error: 821878.2058 - val_loss: 589326.2296 - val_mean_squared_error: 589326.2296 Epoch 66/1000 - 0s - loss: 818772.2729 - mean_squared_error: 818772.2729 - val_loss: 582439.4396 - val_mean_squared_error: 582439.4396 Epoch 67/1000 - 0s - loss: 816323.4666 - mean_squared_error: 816323.4666 - val_loss: 578750.2784 - val_mean_squared_error: 578750.2784 Epoch 68/1000 - 0s - loss: 811694.3332 - mean_squared_error: 811694.3332 - val_loss: 575056.6975 - val_mean_squared_error: 575056.6975 Epoch 69/1000 - 0s - loss: 807140.9225 - mean_squared_error: 807140.9225 - val_loss: 586034.6523 - val_mean_squared_error: 586034.6523 Epoch 70/1000 - 0s - loss: 803735.7208 - mean_squared_error: 803735.7208 - val_loss: 582901.6481 - val_mean_squared_error: 582901.6481 Epoch 71/1000 - 0s - loss: 799283.2091 - mean_squared_error: 799283.2091 - val_loss: 571575.1078 - val_mean_squared_error: 571575.1078 Epoch 72/1000 - 0s - loss: 795617.4922 - mean_squared_error: 795617.4922 - val_loss: 571715.9602 - val_mean_squared_error: 571715.9602 Epoch 73/1000 - 0s - loss: 794688.1332 - mean_squared_error: 794688.1332 - val_loss: 568796.9133 - val_mean_squared_error: 568796.9133 Epoch 74/1000 - 0s - loss: 789552.0641 - mean_squared_error: 789552.0641 - val_loss: 565381.8249 - val_mean_squared_error: 565381.8249 Epoch 75/1000 - 0s - loss: 785218.1717 - mean_squared_error: 785218.1717 - val_loss: 562701.8736 - val_mean_squared_error: 562701.8736 Epoch 76/1000 - 0s - loss: 782348.9227 - mean_squared_error: 782348.9227 - val_loss: 561600.6463 - val_mean_squared_error: 561600.6463 Epoch 77/1000 - 0s - loss: 778996.7088 - mean_squared_error: 778996.7088 - val_loss: 561314.8783 - val_mean_squared_error: 561314.8783 Epoch 78/1000 - 0s - loss: 775546.3311 - mean_squared_error: 775546.3311 - val_loss: 562333.2649 - val_mean_squared_error: 562333.2649 Epoch 79/1000 - 0s - loss: 773145.8688 - mean_squared_error: 773145.8688 - val_loss: 558022.1398 - val_mean_squared_error: 558022.1398 Epoch 80/1000 - 0s - loss: 769041.2812 - mean_squared_error: 769041.2812 - val_loss: 559470.0324 - val_mean_squared_error: 559470.0324 Epoch 81/1000 - 0s - loss: 766027.8259 - mean_squared_error: 766027.8259 - val_loss: 560432.5965 - val_mean_squared_error: 560432.5965 Epoch 82/1000 - 0s - loss: 761569.9164 - mean_squared_error: 761569.9164 - val_loss: 592206.1556 - val_mean_squared_error: 592206.1556 Epoch 83/1000 - 0s - loss: 760721.4021 - mean_squared_error: 760721.4021 - val_loss: 552315.3602 - val_mean_squared_error: 552315.3602 Epoch 84/1000 - 0s - loss: 756782.5627 - mean_squared_error: 756782.5627 - val_loss: 561592.2839 - val_mean_squared_error: 561592.2839 Epoch 85/1000 - 0s - loss: 754160.3650 - mean_squared_error: 754160.3650 - val_loss: 563739.9957 - val_mean_squared_error: 563739.9957 Epoch 86/1000 - 0s - loss: 752030.2854 - mean_squared_error: 752030.2854 - val_loss: 558107.2727 - val_mean_squared_error: 558107.2727 Epoch 87/1000 - 0s - loss: 749071.7296 - mean_squared_error: 749071.7296 - val_loss: 547968.7164 - val_mean_squared_error: 547968.7164 Epoch 88/1000 - 0s - loss: 742856.7856 - mean_squared_error: 742856.7856 - val_loss: 557125.0910 - val_mean_squared_error: 557125.0910 Epoch 89/1000 - 0s - loss: 741454.7937 - mean_squared_error: 741454.7937 - val_loss: 547542.6303 - val_mean_squared_error: 547542.6303 Epoch 90/1000 - 1s - loss: 740346.1414 - mean_squared_error: 740346.1414 - val_loss: 541592.9077 - val_mean_squared_error: 541592.9077 Epoch 91/1000 - 0s - loss: 736441.7570 - mean_squared_error: 736441.7570 - val_loss: 545445.8447 - val_mean_squared_error: 545445.8447 Epoch 92/1000 - 0s - loss: 733374.8157 - mean_squared_error: 733374.8157 - val_loss: 540186.3198 - val_mean_squared_error: 540186.3198 Epoch 93/1000 - 0s - loss: 730077.1164 - mean_squared_error: 730077.1164 - val_loss: 550303.4943 - val_mean_squared_error: 550303.4943 Epoch 94/1000 - 0s - loss: 728439.8933 - mean_squared_error: 728439.8933 - val_loss: 543604.3379 - val_mean_squared_error: 543604.3379 Epoch 95/1000 - 0s - loss: 724848.4848 - mean_squared_error: 724848.4848 - val_loss: 538336.0253 - val_mean_squared_error: 538336.0253 Epoch 96/1000 - 0s - loss: 722061.4474 - mean_squared_error: 722061.4474 - val_loss: 541611.1626 - val_mean_squared_error: 541611.1626 Epoch 97/1000 - 0s - loss: 718658.1481 - mean_squared_error: 718658.1481 - val_loss: 534076.6767 - val_mean_squared_error: 534076.6767 Epoch 98/1000 - 0s - loss: 716454.1230 - mean_squared_error: 716454.1230 - val_loss: 536680.3402 - val_mean_squared_error: 536680.3402 Epoch 99/1000 - 0s - loss: 715792.9570 - mean_squared_error: 715792.9570 - val_loss: 531698.0700 - val_mean_squared_error: 531698.0700 Epoch 100/1000 - 0s - loss: 710981.7039 - mean_squared_error: 710981.7039 - val_loss: 532057.1504 - val_mean_squared_error: 532057.1504 Epoch 101/1000 - 0s - loss: 708600.4452 - mean_squared_error: 708600.4452 - val_loss: 538955.5297 - val_mean_squared_error: 538955.5297 Epoch 102/1000 - 0s - loss: 708216.5261 - mean_squared_error: 708216.5261 - val_loss: 530228.1149 - val_mean_squared_error: 530228.1149 Epoch 103/1000 - 0s - loss: 702545.2293 - mean_squared_error: 702545.2293 - val_loss: 535243.0645 - val_mean_squared_error: 535243.0645 Epoch 104/1000 - 0s - loss: 699167.1496 - mean_squared_error: 699167.1496 - val_loss: 525844.4766 - val_mean_squared_error: 525844.4766 Epoch 105/1000 - 0s - loss: 697692.1734 - mean_squared_error: 697692.1734 - val_loss: 532052.0991 - val_mean_squared_error: 532052.0991 Epoch 106/1000 - 0s - loss: 696043.8290 - mean_squared_error: 696043.8290 - val_loss: 525147.3673 - val_mean_squared_error: 525147.3673 Epoch 107/1000 - 0s - loss: 692509.4237 - mean_squared_error: 692509.4237 - val_loss: 521635.8036 - val_mean_squared_error: 521635.8036 Epoch 108/1000 - 0s - loss: 689654.3408 - mean_squared_error: 689654.3408 - val_loss: 525906.1007 - val_mean_squared_error: 525906.1007 Epoch 109/1000 - 0s - loss: 686568.9717 - mean_squared_error: 686568.9717 - val_loss: 530915.3196 - val_mean_squared_error: 530915.3196 Epoch 110/1000 - 0s - loss: 686539.9824 - mean_squared_error: 686539.9824 - val_loss: 519393.9713 - val_mean_squared_error: 519393.9713 Epoch 111/1000 - 0s - loss: 681319.2654 - mean_squared_error: 681319.2654 - val_loss: 523192.5617 - val_mean_squared_error: 523192.5617 Epoch 112/1000 - 0s - loss: 679347.6524 - mean_squared_error: 679347.6524 - val_loss: 532095.5890 - val_mean_squared_error: 532095.5890 Epoch 113/1000 - 0s - loss: 678480.5163 - mean_squared_error: 678480.5163 - val_loss: 545889.5810 - val_mean_squared_error: 545889.5810 Epoch 114/1000 - 0s - loss: 674459.4609 - mean_squared_error: 674459.4609 - val_loss: 518308.2090 - val_mean_squared_error: 518308.2090 Epoch 115/1000 - 0s - loss: 672499.6699 - mean_squared_error: 672499.6699 - val_loss: 523229.8234 - val_mean_squared_error: 523229.8234 Epoch 116/1000 - 0s - loss: 668528.4762 - mean_squared_error: 668528.4762 - val_loss: 513897.1881 - val_mean_squared_error: 513897.1881 Epoch 117/1000 - 0s - loss: 669706.5672 - mean_squared_error: 669706.5672 - val_loss: 516915.4003 - val_mean_squared_error: 516915.4003 Epoch 118/1000 - 0s - loss: 665256.6716 - mean_squared_error: 665256.6716 - val_loss: 512911.4139 - val_mean_squared_error: 512911.4139 Epoch 119/1000 - 0s - loss: 661649.5169 - mean_squared_error: 661649.5169 - val_loss: 516106.4673 - val_mean_squared_error: 516106.4673 Epoch 120/1000 - 0s - loss: 660953.4101 - mean_squared_error: 660953.4101 - val_loss: 534635.7464 - val_mean_squared_error: 534635.7464 Epoch 121/1000 - 0s - loss: 657025.5271 - mean_squared_error: 657025.5271 - val_loss: 514300.4809 - val_mean_squared_error: 514300.4809 Epoch 122/1000 - 0s - loss: 654524.9353 - mean_squared_error: 654524.9353 - val_loss: 519060.5549 - val_mean_squared_error: 519060.5549 Epoch 123/1000 - 0s - loss: 651271.7407 - mean_squared_error: 651271.7407 - val_loss: 506260.4781 - val_mean_squared_error: 506260.4781 Epoch 124/1000 - 0s - loss: 650751.0390 - mean_squared_error: 650751.0390 - val_loss: 510540.8457 - val_mean_squared_error: 510540.8457 Epoch 125/1000 - 0s - loss: 647989.2886 - mean_squared_error: 647989.2886 - val_loss: 505202.8603 - val_mean_squared_error: 505202.8603 Epoch 126/1000 - 0s - loss: 645294.3902 - mean_squared_error: 645294.3902 - val_loss: 517401.3452 - val_mean_squared_error: 517401.3452 Epoch 127/1000 - 0s - loss: 644012.7493 - mean_squared_error: 644012.7493 - val_loss: 521509.1640 - val_mean_squared_error: 521509.1640 Epoch 128/1000 - 0s - loss: 640394.2218 - mean_squared_error: 640394.2218 - val_loss: 500958.7040 - val_mean_squared_error: 500958.7040 Epoch 129/1000 - 0s - loss: 639466.8706 - mean_squared_error: 639466.8706 - val_loss: 500667.8967 - val_mean_squared_error: 500667.8967 Epoch 130/1000 - 0s - loss: 639056.5277 - mean_squared_error: 639056.5277 - val_loss: 499939.1453 - val_mean_squared_error: 499939.1453 Epoch 131/1000 - 0s - loss: 633991.4190 - mean_squared_error: 633991.4190 - val_loss: 503490.6291 - val_mean_squared_error: 503490.6291 Epoch 132/1000 - 0s - loss: 631360.9655 - mean_squared_error: 631360.9655 - val_loss: 500221.7838 - val_mean_squared_error: 500221.7838 Epoch 133/1000 - 0s - loss: 628285.3285 - mean_squared_error: 628285.3285 - val_loss: 501644.5570 - val_mean_squared_error: 501644.5570 Epoch 134/1000 - 0s - loss: 629132.9736 - mean_squared_error: 629132.9736 - val_loss: 497588.5806 - val_mean_squared_error: 497588.5806 Epoch 135/1000 - 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val_loss: 467524.6850 - val_mean_squared_error: 467524.6850 Epoch 173/1000 - 0s - loss: 546939.2404 - mean_squared_error: 546939.2404 - val_loss: 470356.4115 - val_mean_squared_error: 470356.4115 Epoch 174/1000 - 0s - loss: 545589.2698 - mean_squared_error: 545589.2698 - val_loss: 461204.0183 - val_mean_squared_error: 461204.0183 Epoch 175/1000 - 0s - loss: 543885.5645 - mean_squared_error: 543885.5645 - val_loss: 460311.1106 - val_mean_squared_error: 460311.1106 Epoch 176/1000 - 0s - loss: 541651.4711 - mean_squared_error: 541651.4711 - val_loss: 461468.8593 - val_mean_squared_error: 461468.8593 Epoch 177/1000 - 0s - loss: 538874.6043 - mean_squared_error: 538874.6043 - val_loss: 459792.1527 - val_mean_squared_error: 459792.1527 Epoch 178/1000 - 0s - loss: 536409.4421 - mean_squared_error: 536409.4421 - val_loss: 457610.0718 - val_mean_squared_error: 457610.0718 *** WARNING: skipped 87954 bytes of output *** Epoch 821/1000 - 0s - loss: 386508.3801 - mean_squared_error: 386508.3801 - val_loss: 346443.9357 - val_mean_squared_error: 346443.9357 Epoch 822/1000 - 0s - loss: 387013.7383 - mean_squared_error: 387013.7383 - val_loss: 345659.3545 - val_mean_squared_error: 345659.3545 Epoch 823/1000 - 0s - loss: 386185.0310 - mean_squared_error: 386185.0310 - val_loss: 346164.7115 - val_mean_squared_error: 346164.7115 Epoch 824/1000 - 0s - loss: 386651.9811 - mean_squared_error: 386651.9811 - val_loss: 351401.1976 - val_mean_squared_error: 351401.1976 Epoch 825/1000 - 0s - loss: 386349.6813 - mean_squared_error: 386349.6813 - val_loss: 351722.2494 - val_mean_squared_error: 351722.2494 Epoch 826/1000 - 0s - loss: 385992.4184 - mean_squared_error: 385992.4184 - val_loss: 348942.5506 - val_mean_squared_error: 348942.5506 Epoch 827/1000 - 0s - loss: 386344.1939 - mean_squared_error: 386344.1939 - val_loss: 345387.6134 - val_mean_squared_error: 345387.6134 Epoch 828/1000 - 0s - loss: 385930.9111 - mean_squared_error: 385930.9111 - val_loss: 348035.8287 - val_mean_squared_error: 348035.8287 Epoch 829/1000 - 0s - loss: 386756.0139 - mean_squared_error: 386756.0139 - val_loss: 345059.9124 - val_mean_squared_error: 345059.9124 Epoch 830/1000 - 0s - loss: 386343.2288 - mean_squared_error: 386343.2288 - val_loss: 347851.8546 - val_mean_squared_error: 347851.8546 Epoch 831/1000 - 0s - loss: 386271.0941 - mean_squared_error: 386271.0941 - val_loss: 352992.8129 - val_mean_squared_error: 352992.8129 Epoch 832/1000 - 0s - loss: 386953.6133 - mean_squared_error: 386953.6133 - val_loss: 346669.8381 - val_mean_squared_error: 346669.8381 Epoch 833/1000 - 0s - loss: 384706.9314 - mean_squared_error: 384706.9314 - val_loss: 349305.5386 - val_mean_squared_error: 349305.5386 Epoch 834/1000 - 0s - loss: 386430.0672 - mean_squared_error: 386430.0672 - val_loss: 364466.0207 - val_mean_squared_error: 364466.0207 Epoch 835/1000 - 0s - loss: 384839.7764 - mean_squared_error: 384839.7764 - val_loss: 345603.2939 - val_mean_squared_error: 345603.2939 Epoch 836/1000 - 0s - loss: 386191.5469 - mean_squared_error: 386191.5469 - val_loss: 349381.4042 - val_mean_squared_error: 349381.4042 Epoch 837/1000 - 0s - loss: 387254.2602 - mean_squared_error: 387254.2602 - val_loss: 346074.2738 - val_mean_squared_error: 346074.2738 Epoch 838/1000 - 0s - loss: 385838.8008 - mean_squared_error: 385838.8008 - val_loss: 348789.6709 - val_mean_squared_error: 348789.6709 Epoch 839/1000 - 0s - loss: 384964.2496 - mean_squared_error: 384964.2496 - val_loss: 344597.1258 - val_mean_squared_error: 344597.1258 Epoch 840/1000 - 0s - loss: 385297.0312 - mean_squared_error: 385297.0312 - val_loss: 374568.4524 - val_mean_squared_error: 374568.4524 Epoch 841/1000 - 0s - loss: 386347.6653 - mean_squared_error: 386347.6653 - val_loss: 350647.8507 - val_mean_squared_error: 350647.8507 Epoch 842/1000 - 0s - loss: 385622.2466 - mean_squared_error: 385622.2466 - val_loss: 349210.5549 - val_mean_squared_error: 349210.5549 Epoch 843/1000 - 0s - loss: 388099.3265 - mean_squared_error: 388099.3265 - val_loss: 347969.6257 - val_mean_squared_error: 347969.6257 Epoch 844/1000 - 0s - loss: 386764.6365 - mean_squared_error: 386764.6365 - val_loss: 345425.6849 - val_mean_squared_error: 345425.6849 Epoch 845/1000 - 0s - loss: 385792.2606 - mean_squared_error: 385792.2606 - val_loss: 348830.1718 - val_mean_squared_error: 348830.1718 Epoch 846/1000 - 0s - loss: 384978.7117 - mean_squared_error: 384978.7117 - val_loss: 371369.1597 - val_mean_squared_error: 371369.1597 Epoch 847/1000 - 0s - loss: 386515.5855 - mean_squared_error: 386515.5855 - val_loss: 350561.3239 - val_mean_squared_error: 350561.3239 Epoch 848/1000 - 0s - loss: 385191.9247 - mean_squared_error: 385191.9247 - val_loss: 350718.3668 - val_mean_squared_error: 350718.3668 Epoch 849/1000 - 0s - loss: 385686.6031 - mean_squared_error: 385686.6031 - val_loss: 348045.8930 - val_mean_squared_error: 348045.8930 Epoch 850/1000 - 0s - loss: 386072.3357 - mean_squared_error: 386072.3357 - val_loss: 345351.5569 - val_mean_squared_error: 345351.5569 Epoch 851/1000 - 0s - loss: 387379.9386 - mean_squared_error: 387379.9386 - val_loss: 350889.6306 - val_mean_squared_error: 350889.6306 Epoch 852/1000 - 0s - loss: 385105.1436 - mean_squared_error: 385105.1436 - val_loss: 347075.0721 - val_mean_squared_error: 347075.0721 Epoch 853/1000 - 0s - loss: 384741.1495 - mean_squared_error: 384741.1495 - val_loss: 347274.4915 - val_mean_squared_error: 347274.4915 Epoch 854/1000 - 0s - loss: 384656.6544 - mean_squared_error: 384656.6544 - val_loss: 364357.8918 - val_mean_squared_error: 364357.8918 Epoch 855/1000 - 0s - loss: 385862.3780 - mean_squared_error: 385862.3780 - val_loss: 356438.0641 - val_mean_squared_error: 356438.0641 Epoch 856/1000 - 0s - loss: 389154.9309 - mean_squared_error: 389154.9309 - val_loss: 372297.3574 - val_mean_squared_error: 372297.3574 Epoch 857/1000 - 0s - loss: 387108.7265 - mean_squared_error: 387108.7265 - val_loss: 345276.5476 - val_mean_squared_error: 345276.5476 Epoch 858/1000 - 0s - loss: 385588.5862 - mean_squared_error: 385588.5862 - val_loss: 346605.4661 - val_mean_squared_error: 346605.4661 Epoch 859/1000 - 0s - loss: 385243.4684 - mean_squared_error: 385243.4684 - val_loss: 351577.5733 - val_mean_squared_error: 351577.5733 Epoch 860/1000 - 0s - loss: 384535.6689 - mean_squared_error: 384535.6689 - val_loss: 348018.6552 - val_mean_squared_error: 348018.6552 Epoch 861/1000 - 0s - loss: 384745.2199 - mean_squared_error: 384745.2199 - val_loss: 358233.9259 - val_mean_squared_error: 358233.9259 Epoch 862/1000 - 0s - loss: 385102.7466 - mean_squared_error: 385102.7466 - val_loss: 344790.9972 - val_mean_squared_error: 344790.9972 Epoch 863/1000 - 0s - loss: 386702.0051 - mean_squared_error: 386702.0051 - val_loss: 347842.2310 - val_mean_squared_error: 347842.2310 Epoch 864/1000 - 0s - loss: 385400.9970 - mean_squared_error: 385400.9970 - val_loss: 349534.1314 - val_mean_squared_error: 349534.1314 Epoch 865/1000 - 0s - loss: 386707.1816 - mean_squared_error: 386707.1816 - val_loss: 354980.6178 - val_mean_squared_error: 354980.6178 Epoch 866/1000 - 0s - loss: 385801.0491 - mean_squared_error: 385801.0491 - val_loss: 346075.1793 - val_mean_squared_error: 346075.1793 Epoch 867/1000 - 0s - loss: 386246.6017 - mean_squared_error: 386246.6017 - val_loss: 348533.9531 - val_mean_squared_error: 348533.9531 Epoch 868/1000 - 0s - loss: 384585.3433 - mean_squared_error: 384585.3433 - val_loss: 345350.9796 - val_mean_squared_error: 345350.9796 Epoch 869/1000 - 0s - loss: 384140.0628 - mean_squared_error: 384140.0628 - val_loss: 361305.5659 - val_mean_squared_error: 361305.5659 Epoch 870/1000 - 0s - loss: 385643.1664 - mean_squared_error: 385643.1664 - val_loss: 348273.5597 - val_mean_squared_error: 348273.5597 Epoch 871/1000 - 0s - loss: 384374.6117 - mean_squared_error: 384374.6117 - val_loss: 345513.0577 - val_mean_squared_error: 345513.0577 Epoch 872/1000 - 0s - loss: 385200.0086 - mean_squared_error: 385200.0086 - val_loss: 358465.0126 - val_mean_squared_error: 358465.0126 Epoch 873/1000 - 0s - loss: 384601.6087 - mean_squared_error: 384601.6087 - val_loss: 350095.3123 - val_mean_squared_error: 350095.3123 Epoch 874/1000 - 0s - loss: 385096.4460 - mean_squared_error: 385096.4460 - val_loss: 348291.2667 - val_mean_squared_error: 348291.2667 Epoch 875/1000 - 0s - loss: 383842.9334 - mean_squared_error: 383842.9334 - val_loss: 348493.8594 - val_mean_squared_error: 348493.8594 Epoch 876/1000 - 0s - loss: 383664.8492 - mean_squared_error: 383664.8492 - val_loss: 346784.6168 - val_mean_squared_error: 346784.6168 Epoch 877/1000 - 0s - loss: 384407.4566 - mean_squared_error: 384407.4566 - val_loss: 345161.9557 - val_mean_squared_error: 345161.9557 Epoch 878/1000 - 0s - loss: 385559.0808 - mean_squared_error: 385559.0808 - val_loss: 363823.1585 - val_mean_squared_error: 363823.1585 Epoch 879/1000 - 0s - loss: 384805.5300 - mean_squared_error: 384805.5300 - val_loss: 348350.1013 - val_mean_squared_error: 348350.1013 Epoch 880/1000 - 0s - loss: 384883.1585 - mean_squared_error: 384883.1585 - val_loss: 353449.3319 - val_mean_squared_error: 353449.3319 Epoch 881/1000 - 0s - loss: 386193.0321 - mean_squared_error: 386193.0321 - val_loss: 344309.2331 - val_mean_squared_error: 344309.2331 Epoch 882/1000 - 0s - loss: 385038.8072 - mean_squared_error: 385038.8072 - val_loss: 347750.7355 - val_mean_squared_error: 347750.7355 Epoch 883/1000 - 0s - loss: 385999.8644 - mean_squared_error: 385999.8644 - val_loss: 345546.8331 - val_mean_squared_error: 345546.8331 Epoch 884/1000 - 0s - loss: 385689.7524 - mean_squared_error: 385689.7524 - val_loss: 355433.1333 - val_mean_squared_error: 355433.1333 Epoch 885/1000 - 0s - loss: 385154.2425 - mean_squared_error: 385154.2425 - val_loss: 346943.3122 - val_mean_squared_error: 346943.3122 Epoch 886/1000 - 0s - loss: 384248.4548 - mean_squared_error: 384248.4548 - val_loss: 353259.6226 - val_mean_squared_error: 353259.6226 Epoch 887/1000 - 0s - loss: 385194.1596 - mean_squared_error: 385194.1596 - val_loss: 346759.4877 - val_mean_squared_error: 346759.4877 Epoch 888/1000 - 0s - loss: 384673.0972 - mean_squared_error: 384673.0972 - val_loss: 356698.9910 - val_mean_squared_error: 356698.9910 Epoch 889/1000 - 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val_loss: 349541.9670 - val_mean_squared_error: 349541.9670 Epoch 897/1000 - 0s - loss: 385971.3597 - mean_squared_error: 385971.3597 - val_loss: 347366.4378 - val_mean_squared_error: 347366.4378 Epoch 898/1000 - 0s - loss: 384368.4402 - mean_squared_error: 384368.4402 - val_loss: 343870.3807 - val_mean_squared_error: 343870.3807 Epoch 899/1000 - 0s - loss: 383092.1781 - mean_squared_error: 383092.1781 - val_loss: 357430.9686 - val_mean_squared_error: 357430.9686 Epoch 900/1000 - 0s - loss: 385080.3870 - mean_squared_error: 385080.3870 - val_loss: 344399.9806 - val_mean_squared_error: 344399.9806 Epoch 901/1000 - 0s - loss: 385697.0268 - mean_squared_error: 385697.0268 - val_loss: 345317.5549 - val_mean_squared_error: 345317.5549 Epoch 902/1000 - 0s - loss: 383547.8059 - mean_squared_error: 383547.8059 - val_loss: 348598.9902 - val_mean_squared_error: 348598.9902 Epoch 903/1000 - 0s - loss: 385408.6051 - mean_squared_error: 385408.6051 - val_loss: 363461.5225 - val_mean_squared_error: 363461.5225 Epoch 904/1000 - 0s - loss: 384800.3814 - mean_squared_error: 384800.3814 - val_loss: 349802.1747 - val_mean_squared_error: 349802.1747 Epoch 905/1000 - 0s - loss: 383458.7564 - mean_squared_error: 383458.7564 - val_loss: 355691.2799 - val_mean_squared_error: 355691.2799 Epoch 906/1000 - 0s - loss: 386758.5155 - mean_squared_error: 386758.5155 - val_loss: 344994.4533 - val_mean_squared_error: 344994.4533 Epoch 907/1000 - 0s - loss: 384970.0493 - mean_squared_error: 384970.0493 - val_loss: 346705.0178 - val_mean_squared_error: 346705.0178 Epoch 908/1000 - 0s - loss: 384153.7027 - mean_squared_error: 384153.7027 - val_loss: 344382.2506 - val_mean_squared_error: 344382.2506 Epoch 909/1000 - 0s - loss: 381762.8748 - mean_squared_error: 381762.8748 - val_loss: 351399.2744 - val_mean_squared_error: 351399.2744 Epoch 910/1000 - 0s - loss: 383670.6040 - mean_squared_error: 383670.6040 - val_loss: 353610.8368 - val_mean_squared_error: 353610.8368 Epoch 911/1000 - 0s - loss: 384003.1305 - mean_squared_error: 384003.1305 - val_loss: 348682.9054 - val_mean_squared_error: 348682.9054 Epoch 912/1000 - 0s - loss: 383360.9980 - mean_squared_error: 383360.9980 - val_loss: 345502.4097 - val_mean_squared_error: 345502.4097 Epoch 913/1000 - 0s - loss: 384032.4836 - mean_squared_error: 384032.4836 - val_loss: 361823.0645 - val_mean_squared_error: 361823.0645 Epoch 914/1000 - 0s - loss: 384125.7276 - mean_squared_error: 384125.7276 - val_loss: 349441.5344 - val_mean_squared_error: 349441.5344 Epoch 915/1000 - 0s - loss: 383499.1096 - mean_squared_error: 383499.1096 - val_loss: 355175.0937 - val_mean_squared_error: 355175.0937 Epoch 916/1000 - 0s - loss: 384172.0211 - mean_squared_error: 384172.0211 - val_loss: 343302.9566 - val_mean_squared_error: 343302.9566 Epoch 917/1000 - 0s - loss: 383633.4829 - mean_squared_error: 383633.4829 - val_loss: 350752.8771 - val_mean_squared_error: 350752.8771 Epoch 918/1000 - 0s - loss: 384820.4339 - mean_squared_error: 384820.4339 - val_loss: 345679.4927 - val_mean_squared_error: 345679.4927 Epoch 919/1000 - 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val_loss: 346657.0126 - val_mean_squared_error: 346657.0126 Epoch 927/1000 - 0s - loss: 383980.7059 - mean_squared_error: 383980.7059 - val_loss: 346288.6199 - val_mean_squared_error: 346288.6199 Epoch 928/1000 - 0s - loss: 383206.8413 - mean_squared_error: 383206.8413 - val_loss: 343996.0025 - val_mean_squared_error: 343996.0025 Epoch 929/1000 - 0s - loss: 385066.5501 - mean_squared_error: 385066.5501 - val_loss: 344191.5930 - val_mean_squared_error: 344191.5930 Epoch 930/1000 - 0s - loss: 382865.2662 - mean_squared_error: 382865.2662 - val_loss: 346586.9764 - val_mean_squared_error: 346586.9764 Epoch 931/1000 - 0s - loss: 383372.8452 - mean_squared_error: 383372.8452 - val_loss: 350274.6700 - val_mean_squared_error: 350274.6700 Epoch 932/1000 - 0s - loss: 383352.5364 - mean_squared_error: 383352.5364 - val_loss: 344084.8475 - val_mean_squared_error: 344084.8475 Epoch 933/1000 - 0s - loss: 383478.2024 - mean_squared_error: 383478.2024 - val_loss: 355440.8634 - val_mean_squared_error: 355440.8634 Epoch 934/1000 - 0s - loss: 383449.1639 - mean_squared_error: 383449.1639 - val_loss: 345145.5479 - val_mean_squared_error: 345145.5479 Epoch 935/1000 - 0s - loss: 383944.8126 - mean_squared_error: 383944.8126 - val_loss: 344968.9660 - val_mean_squared_error: 344968.9660 Epoch 936/1000 - 0s - loss: 381504.1405 - mean_squared_error: 381504.1405 - val_loss: 351125.6896 - val_mean_squared_error: 351125.6896 Epoch 937/1000 - 0s - loss: 385414.4921 - mean_squared_error: 385414.4921 - val_loss: 351492.9846 - val_mean_squared_error: 351492.9846 Epoch 938/1000 - 0s - loss: 382155.5171 - mean_squared_error: 382155.5171 - val_loss: 343306.9441 - val_mean_squared_error: 343306.9441 Epoch 939/1000 - 0s - loss: 382848.1429 - mean_squared_error: 382848.1429 - val_loss: 349549.2416 - val_mean_squared_error: 349549.2416 Epoch 940/1000 - 0s - loss: 384075.5515 - mean_squared_error: 384075.5515 - val_loss: 347769.5390 - val_mean_squared_error: 347769.5390 Epoch 941/1000 - 0s - loss: 382637.9545 - mean_squared_error: 382637.9545 - val_loss: 352499.2719 - val_mean_squared_error: 352499.2719 Epoch 942/1000 - 0s - loss: 383467.9440 - mean_squared_error: 383467.9440 - val_loss: 343419.0862 - val_mean_squared_error: 343419.0862 Epoch 943/1000 - 0s - loss: 384301.7365 - mean_squared_error: 384301.7365 - val_loss: 350922.1025 - val_mean_squared_error: 350922.1025 Epoch 944/1000 - 0s - loss: 383982.7783 - mean_squared_error: 383982.7783 - val_loss: 350587.6618 - val_mean_squared_error: 350587.6618 Epoch 945/1000 - 0s - loss: 382711.5087 - mean_squared_error: 382711.5087 - val_loss: 344157.1543 - val_mean_squared_error: 344157.1543 Epoch 946/1000 - 0s - loss: 383783.7465 - mean_squared_error: 383783.7465 - val_loss: 345184.3516 - val_mean_squared_error: 345184.3516 Epoch 947/1000 - 0s - loss: 382490.4754 - mean_squared_error: 382490.4754 - val_loss: 347145.0863 - val_mean_squared_error: 347145.0863 Epoch 948/1000 - 0s - loss: 383637.6610 - mean_squared_error: 383637.6610 - val_loss: 343422.5571 - val_mean_squared_error: 343422.5571 Epoch 949/1000 - 0s - loss: 383232.8557 - mean_squared_error: 383232.8557 - val_loss: 348854.9587 - val_mean_squared_error: 348854.9587 Epoch 950/1000 - 0s - loss: 384737.8818 - mean_squared_error: 384737.8818 - val_loss: 345955.3681 - val_mean_squared_error: 345955.3681 Epoch 951/1000 - 0s - loss: 385101.9939 - mean_squared_error: 385101.9939 - val_loss: 344823.9444 - val_mean_squared_error: 344823.9444 Epoch 952/1000 - 0s - loss: 383240.8874 - mean_squared_error: 383240.8874 - val_loss: 346855.8612 - val_mean_squared_error: 346855.8612 Epoch 953/1000 - 0s - loss: 381607.0318 - mean_squared_error: 381607.0318 - val_loss: 344302.1347 - val_mean_squared_error: 344302.1347 Epoch 954/1000 - 0s - loss: 381518.8788 - mean_squared_error: 381518.8788 - val_loss: 354497.0958 - val_mean_squared_error: 354497.0958 Epoch 955/1000 - 0s - loss: 383897.9905 - mean_squared_error: 383897.9905 - val_loss: 346066.6405 - val_mean_squared_error: 346066.6405 Epoch 956/1000 - 0s - loss: 384697.0934 - mean_squared_error: 384697.0934 - val_loss: 359945.8531 - val_mean_squared_error: 359945.8531 Epoch 957/1000 - 0s - loss: 382679.1313 - mean_squared_error: 382679.1313 - val_loss: 343236.5343 - val_mean_squared_error: 343236.5343 Epoch 958/1000 - 0s - loss: 383546.1898 - mean_squared_error: 383546.1898 - val_loss: 354261.6693 - val_mean_squared_error: 354261.6693 Epoch 959/1000 - 0s - loss: 382283.8010 - mean_squared_error: 382283.8010 - val_loss: 345226.0971 - val_mean_squared_error: 345226.0971 Epoch 960/1000 - 0s - loss: 383730.3560 - mean_squared_error: 383730.3560 - val_loss: 343240.4669 - val_mean_squared_error: 343240.4669 Epoch 961/1000 - 0s - loss: 382311.1767 - mean_squared_error: 382311.1767 - val_loss: 343120.3921 - val_mean_squared_error: 343120.3921 Epoch 962/1000 - 0s - loss: 382416.3315 - mean_squared_error: 382416.3315 - val_loss: 352097.4695 - val_mean_squared_error: 352097.4695 Epoch 963/1000 - 0s - loss: 382392.6791 - mean_squared_error: 382392.6791 - val_loss: 345770.3441 - val_mean_squared_error: 345770.3441 Epoch 964/1000 - 0s - loss: 382133.3344 - mean_squared_error: 382133.3344 - val_loss: 345951.2593 - val_mean_squared_error: 345951.2593 Epoch 965/1000 - 0s - loss: 383992.9443 - mean_squared_error: 383992.9443 - val_loss: 343019.9209 - val_mean_squared_error: 343019.9209 Epoch 966/1000 - 0s - loss: 381840.9992 - mean_squared_error: 381840.9992 - val_loss: 346002.5514 - val_mean_squared_error: 346002.5514 Epoch 967/1000 - 0s - loss: 384224.8426 - mean_squared_error: 384224.8426 - val_loss: 344176.5583 - val_mean_squared_error: 344176.5583 Epoch 968/1000 - 0s - loss: 382339.2316 - mean_squared_error: 382339.2316 - val_loss: 351057.3215 - val_mean_squared_error: 351057.3215 Epoch 969/1000 - 0s - loss: 381560.8638 - mean_squared_error: 381560.8638 - val_loss: 343165.8850 - val_mean_squared_error: 343165.8850 Epoch 970/1000 - 0s - loss: 382540.3143 - mean_squared_error: 382540.3143 - val_loss: 347277.2927 - val_mean_squared_error: 347277.2927 Epoch 971/1000 - 0s - loss: 383689.9978 - mean_squared_error: 383689.9978 - val_loss: 347857.1022 - val_mean_squared_error: 347857.1022 Epoch 972/1000 - 0s - loss: 382722.3785 - mean_squared_error: 382722.3785 - val_loss: 344762.5721 - val_mean_squared_error: 344762.5721 Epoch 973/1000 - 0s - loss: 383042.3055 - mean_squared_error: 383042.3055 - val_loss: 348758.9624 - val_mean_squared_error: 348758.9624 Epoch 974/1000 - 0s - loss: 381830.1302 - mean_squared_error: 381830.1302 - val_loss: 342735.9928 - val_mean_squared_error: 342735.9928 Epoch 975/1000 - 0s - loss: 383414.4911 - mean_squared_error: 383414.4911 - val_loss: 351967.4003 - val_mean_squared_error: 351967.4003 Epoch 976/1000 - 0s - loss: 381923.8007 - mean_squared_error: 381923.8007 - val_loss: 342860.6770 - val_mean_squared_error: 342860.6770 Epoch 977/1000 - 0s - loss: 381861.0811 - mean_squared_error: 381861.0811 - val_loss: 346319.7065 - val_mean_squared_error: 346319.7065 Epoch 978/1000 - 0s - loss: 382402.3365 - mean_squared_error: 382402.3365 - val_loss: 344694.7382 - val_mean_squared_error: 344694.7382 Epoch 979/1000 - 0s - loss: 382904.2583 - mean_squared_error: 382904.2583 - val_loss: 347867.4909 - val_mean_squared_error: 347867.4909 Epoch 980/1000 - 0s - loss: 381580.3300 - mean_squared_error: 381580.3300 - val_loss: 344087.8725 - val_mean_squared_error: 344087.8725 Epoch 981/1000 - 0s - loss: 382247.8292 - mean_squared_error: 382247.8292 - val_loss: 345149.1723 - val_mean_squared_error: 345149.1723 Epoch 982/1000 - 0s - loss: 382653.8694 - mean_squared_error: 382653.8694 - val_loss: 351199.3415 - val_mean_squared_error: 351199.3415 Epoch 983/1000 - 0s - loss: 382809.3783 - mean_squared_error: 382809.3783 - val_loss: 348401.0062 - val_mean_squared_error: 348401.0062 Epoch 984/1000 - 0s - loss: 383184.4419 - mean_squared_error: 383184.4419 - val_loss: 355056.3721 - val_mean_squared_error: 355056.3721 Epoch 985/1000 - 0s - loss: 382024.9255 - mean_squared_error: 382024.9255 - val_loss: 342818.4292 - val_mean_squared_error: 342818.4292 Epoch 986/1000 - 0s - loss: 381721.4790 - mean_squared_error: 381721.4790 - val_loss: 350627.8470 - val_mean_squared_error: 350627.8470 Epoch 987/1000 - 0s - loss: 379945.7098 - mean_squared_error: 379945.7098 - val_loss: 348690.7197 - val_mean_squared_error: 348690.7197 Epoch 988/1000 - 0s - loss: 381485.3496 - mean_squared_error: 381485.3496 - val_loss: 345511.3259 - val_mean_squared_error: 345511.3259 Epoch 989/1000 - 0s - loss: 383262.5789 - mean_squared_error: 383262.5789 - val_loss: 344511.9771 - val_mean_squared_error: 344511.9771 Epoch 990/1000 - 0s - loss: 383014.4707 - mean_squared_error: 383014.4707 - val_loss: 344594.7198 - val_mean_squared_error: 344594.7198 Epoch 991/1000 - 0s - loss: 381593.8870 - mean_squared_error: 381593.8870 - val_loss: 342333.1653 - val_mean_squared_error: 342333.1653 Epoch 992/1000 - 0s - loss: 384352.0887 - mean_squared_error: 384352.0887 - val_loss: 356154.1061 - val_mean_squared_error: 356154.1061 Epoch 993/1000 - 0s - loss: 382409.6667 - mean_squared_error: 382409.6667 - val_loss: 343617.3025 - val_mean_squared_error: 343617.3025 Epoch 994/1000 - 0s - loss: 380835.0641 - mean_squared_error: 380835.0641 - val_loss: 346709.2203 - val_mean_squared_error: 346709.2203 Epoch 995/1000 - 0s - loss: 382175.0452 - mean_squared_error: 382175.0452 - val_loss: 343800.4987 - val_mean_squared_error: 343800.4987 Epoch 996/1000 - 0s - loss: 383101.6151 - mean_squared_error: 383101.6151 - val_loss: 346110.3761 - val_mean_squared_error: 346110.3761 Epoch 997/1000 - 0s - loss: 381124.3989 - mean_squared_error: 381124.3989 - val_loss: 347959.8809 - val_mean_squared_error: 347959.8809 Epoch 998/1000 - 0s - loss: 383850.4114 - mean_squared_error: 383850.4114 - val_loss: 342575.5779 - val_mean_squared_error: 342575.5779 Epoch 999/1000 - 0s - loss: 381986.0434 - mean_squared_error: 381986.0434 - val_loss: 345766.0476 - val_mean_squared_error: 345766.0476 Epoch 1000/1000 - 0s - loss: 383448.0739 - mean_squared_error: 383448.0739 - val_loss: 346394.8899 - val_mean_squared_error: 346394.8899 32/13485 [..............................] - ETA: 0s 4384/13485 [========>.....................] - ETA: 0s 8928/13485 [==================>...........] - ETA: 0s 13472/13485 [============================>.] - ETA: 0s 13485/13485 [==============================] - 0s 11us/step root mean_squared_error: 617.184960