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import tensorflow as tf
import numpy as np
from tensorflow import keras
model = tf.keras.Sequential([keras.layers.Dense(units=1, input_shape=[1])])
model.compile(optimizer='sgd', loss='mean_squared_error')
xs = np.array([-1.0, 0.0, 1.0, 2.0, 3.0, 4.0], dtype=float)
ys = np.array([-4.0, 1.0, 6.0, 11.0, 16.0, 21.0], dtype=float)
model.fit(xs, ys, epochs=500)
print(model.predict([10.0]))

Success #stdin #stdout #stderr 1.88s 217520KB

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Epoch 1/500

6/6 [==============================] - 1s 216ms/sample - loss: 197.3871
Epoch 2/500

6/6 [==============================] - 0s 128us/sample - loss: 155.3672
Epoch 3/500

6/6 [==============================] - 0s 104us/sample - loss: 122.3064
Epoch 4/500

6/6 [==============================] - 0s 97us/sample - loss: 96.2943
Epoch 5/500

6/6 [==============================] - 0s 97us/sample - loss: 75.8279
Epoch 6/500

6/6 [==============================] - 0s 105us/sample - loss: 59.7245
Epoch 7/500

6/6 [==============================] - 0s 143us/sample - loss: 47.0537
Epoch 8/500

6/6 [==============================] - 0s 142us/sample - loss: 37.0836
Epoch 9/500

6/6 [==============================] - 0s 134us/sample - loss: 29.2383
Epoch 10/500

6/6 [==============================] - 0s 136us/sample - loss: 23.0647
Epoch 11/500

6/6 [==============================] - 0s 136us/sample - loss: 18.2064
Epoch 12/500

6/6 [==============================] - 0s 144us/sample - loss: 14.3828
Epoch 13/500

6/6 [==============================] - 0s 134us/sample - loss: 11.3734
Epoch 14/500

6/6 [==============================] - 0s 132us/sample - loss: 9.0046
Epoch 15/500

6/6 [==============================] - 0s 140us/sample - loss: 7.1397
Epoch 16/500

6/6 [==============================] - 0s 140us/sample - loss: 5.6714
Epoch 17/500

6/6 [==============================] - 0s 142us/sample - loss: 4.5151
Epoch 18/500

6/6 [==============================] - 0s 143us/sample - loss: 3.6043
Epoch 19/500

6/6 [==============================] - 0s 143us/sample - loss: 2.8867
Epoch 20/500

6/6 [==============================] - 0s 144us/sample - loss: 2.3210
Epoch 21/500

6/6 [==============================] - 0s 112us/sample - loss: 1.8749
Epoch 22/500

6/6 [==============================] - 0s 101us/sample - loss: 1.5230
Epoch 23/500

6/6 [==============================] - 0s 105us/sample - loss: 1.2451
Epoch 24/500

6/6 [==============================] - 0s 95us/sample - loss: 1.0255
Epoch 25/500

6/6 [==============================] - 0s 95us/sample - loss: 0.8518
Epoch 26/500

6/6 [==============================] - 0s 114us/sample - loss: 0.7142
Epoch 27/500

6/6 [==============================] - 0s 97us/sample - loss: 0.6051
Epoch 28/500

6/6 [==============================] - 0s 98us/sample - loss: 0.5183
Epoch 29/500

6/6 [==============================] - 0s 110us/sample - loss: 0.4492
Epoch 30/500

6/6 [==============================] - 0s 120us/sample - loss: 0.3940
Epoch 31/500

6/6 [==============================] - 0s 115us/sample - loss: 0.3497
Epoch 32/500

6/6 [==============================] - 0s 110us/sample - loss: 0.3140
Epoch 33/500

6/6 [==============================] - 0s 119us/sample - loss: 0.2852
Epoch 34/500

6/6 [==============================] - 0s 113us/sample - loss: 0.2617
Epoch 35/500

6/6 [==============================] - 0s 104us/sample - loss: 0.2424
Epoch 36/500

6/6 [==============================] - 0s 164us/sample - loss: 0.2265
Epoch 37/500

6/6 [==============================] - 0s 122us/sample - loss: 0.2133
Epoch 38/500

6/6 [==============================] - 0s 121us/sample - loss: 0.2022
Epoch 39/500

6/6 [==============================] - 0s 173us/sample - loss: 0.1927
Epoch 40/500

6/6 [==============================] - 0s 176us/sample - loss: 0.1846
Epoch 41/500

6/6 [==============================] - 0s 172us/sample - loss: 0.1775
Epoch 42/500

6/6 [==============================] - 0s 163us/sample - loss: 0.1713
Epoch 43/500

6/6 [==============================] - 0s 165us/sample - loss: 0.1657
Epoch 44/500

6/6 [==============================] - 0s 181us/sample - loss: 0.1607
Epoch 45/500

6/6 [==============================] - 0s 170us/sample - loss: 0.1561
Epoch 46/500

6/6 [==============================] - 0s 171us/sample - loss: 0.1519
Epoch 47/500

6/6 [==============================] - 0s 160us/sample - loss: 0.1480
Epoch 48/500

6/6 [==============================] - 0s 156us/sample - loss: 0.1444
Epoch 49/500

6/6 [==============================] - 0s 161us/sample - loss: 0.1409
Epoch 50/500

6/6 [==============================] - 0s 164us/sample - loss: 0.1377
Epoch 51/500

6/6 [==============================] - 0s 162us/sample - loss: 0.1345
Epoch 52/500

6/6 [==============================] - 0s 147us/sample - loss: 0.1315
Epoch 53/500

6/6 [==============================] - 0s 145us/sample - loss: 0.1286
Epoch 54/500

6/6 [==============================] - 0s 145us/sample - loss: 0.1259
Epoch 55/500

6/6 [==============================] - 0s 146us/sample - loss: 0.1232
Epoch 56/500

6/6 [==============================] - 0s 144us/sample - loss: 0.1205
Epoch 57/500

6/6 [==============================] - 0s 146us/sample - loss: 0.1180
Epoch 58/500

6/6 [==============================] - 0s 146us/sample - loss: 0.1155
Epoch 59/500

6/6 [==============================] - 0s 146us/sample - loss: 0.1131
Epoch 60/500

6/6 [==============================] - 0s 143us/sample - loss: 0.1107
Epoch 61/500

6/6 [==============================] - 0s 150us/sample - loss: 0.1084
Epoch 62/500

6/6 [==============================] - 0s 144us/sample - loss: 0.1062
Epoch 63/500

6/6 [==============================] - 0s 144us/sample - loss: 0.1040
Epoch 64/500

6/6 [==============================] - 0s 151us/sample - loss: 0.1018
Epoch 65/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0997
Epoch 66/500

6/6 [==============================] - 0s 148us/sample - loss: 0.0977
Epoch 67/500

6/6 [==============================] - 0s 366us/sample - loss: 0.0957
Epoch 68/500

6/6 [==============================] - 0s 152us/sample - loss: 0.0937
Epoch 69/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0918
Epoch 70/500

6/6 [==============================] - 0s 151us/sample - loss: 0.0899
Epoch 71/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0880
Epoch 72/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0862
Epoch 73/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0844
Epoch 74/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0827
Epoch 75/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0810
Epoch 76/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0793
Epoch 77/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0777
Epoch 78/500

6/6 [==============================] - 0s 146us/sample - loss: 0.0761
Epoch 79/500

6/6 [==============================] - 0s 148us/sample - loss: 0.0746
Epoch 80/500

6/6 [==============================] - 0s 148us/sample - loss: 0.0730
Epoch 81/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0715
Epoch 82/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0701
Epoch 83/500

6/6 [==============================] - 0s 154us/sample - loss: 0.0686
Epoch 84/500

6/6 [==============================] - 0s 158us/sample - loss: 0.0672
Epoch 85/500

6/6 [==============================] - 0s 151us/sample - loss: 0.0658
Epoch 86/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0645
Epoch 87/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0632
Epoch 88/500

6/6 [==============================] - 0s 153us/sample - loss: 0.0619
Epoch 89/500

6/6 [==============================] - 0s 162us/sample - loss: 0.0606
Epoch 90/500

6/6 [==============================] - 0s 168us/sample - loss: 0.0593
Epoch 91/500

6/6 [==============================] - 0s 187us/sample - loss: 0.0581
Epoch 92/500

6/6 [==============================] - 0s 194us/sample - loss: 0.0569
Epoch 93/500

6/6 [==============================] - 0s 206us/sample - loss: 0.0558
Epoch 94/500

6/6 [==============================] - 0s 175us/sample - loss: 0.0546
Epoch 95/500

6/6 [==============================] - 0s 159us/sample - loss: 0.0535
Epoch 96/500

6/6 [==============================] - 0s 167us/sample - loss: 0.0524
Epoch 97/500

6/6 [==============================] - 0s 165us/sample - loss: 0.0513
Epoch 98/500

6/6 [==============================] - 0s 161us/sample - loss: 0.0503
Epoch 99/500

6/6 [==============================] - 0s 157us/sample - loss: 0.0492
Epoch 100/500

6/6 [==============================] - 0s 154us/sample - loss: 0.0482
Epoch 101/500

6/6 [==============================] - 0s 140us/sample - loss: 0.0472
Epoch 102/500

6/6 [==============================] - 0s 142us/sample - loss: 0.0463
Epoch 103/500

6/6 [==============================] - 0s 141us/sample - loss: 0.0453
Epoch 104/500

6/6 [==============================] - 0s 146us/sample - loss: 0.0444
Epoch 105/500

6/6 [==============================] - 0s 147us/sample - loss: 0.0435
Epoch 106/500

6/6 [==============================] - 0s 141us/sample - loss: 0.0426
Epoch 107/500

6/6 [==============================] - 0s 140us/sample - loss: 0.0417
Epoch 108/500

6/6 [==============================] - 0s 143us/sample - loss: 0.0408
Epoch 109/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0400
Epoch 110/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0392
Epoch 111/500

6/6 [==============================] - 0s 142us/sample - loss: 0.0384
Epoch 112/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0376
Epoch 113/500

6/6 [==============================] - 0s 142us/sample - loss: 0.0368
Epoch 114/500

6/6 [==============================] - 0s 140us/sample - loss: 0.0361
Epoch 115/500

6/6 [==============================] - 0s 141us/sample - loss: 0.0353
Epoch 116/500

6/6 [==============================] - 0s 144us/sample - loss: 0.0346
Epoch 117/500

6/6 [==============================] - 0s 142us/sample - loss: 0.0339
Epoch 118/500

6/6 [==============================] - 0s 140us/sample - loss: 0.0332
Epoch 119/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0325
Epoch 120/500

6/6 [==============================] - 0s 149us/sample - loss: 0.0318
Epoch 121/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0312
Epoch 122/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0305
Epoch 123/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0299
Epoch 124/500

6/6 [==============================] - 0s 150us/sample - loss: 0.0293
Epoch 125/500

6/6 [==============================] - 0s 151us/sample - loss: 0.0287
Epoch 126/500

6/6 [==============================] - 0s 146us/sample - loss: 0.0281
Epoch 127/500

6/6 [==============================] - 0s 143us/sample - loss: 0.0275
Epoch 128/500

6/6 [==============================] - 0s 146us/sample - loss: 0.0270
Epoch 129/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0264
Epoch 130/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0259
Epoch 131/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0253
Epoch 132/500

6/6 [==============================] - 0s 157us/sample - loss: 0.0248
Epoch 133/500

6/6 [==============================] - 0s 154us/sample - loss: 0.0243
Epoch 134/500

6/6 [==============================] - 0s 168us/sample - loss: 0.0238
Epoch 135/500

6/6 [==============================] - 0s 177us/sample - loss: 0.0233
Epoch 136/500

6/6 [==============================] - 0s 189us/sample - loss: 0.0228
Epoch 137/500

6/6 [==============================] - 0s 178us/sample - loss: 0.0224
Epoch 138/500

6/6 [==============================] - 0s 196us/sample - loss: 0.0219
Epoch 139/500

6/6 [==============================] - 0s 199us/sample - loss: 0.0215
Epoch 140/500

6/6 [==============================] - 0s 193us/sample - loss: 0.0210
Epoch 141/500

6/6 [==============================] - 0s 191us/sample - loss: 0.0206
Epoch 142/500

6/6 [==============================] - 0s 182us/sample - loss: 0.0202
Epoch 143/500

6/6 [==============================] - 0s 213us/sample - loss: 0.0198
Epoch 144/500

6/6 [==============================] - 0s 265us/sample - loss: 0.0193
Epoch 145/500

6/6 [==============================] - 0s 194us/sample - loss: 0.0189
Epoch 146/500

6/6 [==============================] - 0s 167us/sample - loss: 0.0186
Epoch 147/500

6/6 [==============================] - 0s 158us/sample - loss: 0.0182
Epoch 148/500

6/6 [==============================] - 0s 100us/sample - loss: 0.0178
Epoch 149/500

6/6 [==============================] - 0s 102us/sample - loss: 0.0174
Epoch 150/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0171
Epoch 151/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0167
Epoch 152/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0164
Epoch 153/500

6/6 [==============================] - 0s 100us/sample - loss: 0.0161
Epoch 154/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0157
Epoch 155/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0154
Epoch 156/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0151
Epoch 157/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0148
Epoch 158/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0145
Epoch 159/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0142
Epoch 160/500

6/6 [==============================] - 0s 109us/sample - loss: 0.0139
Epoch 161/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0136
Epoch 162/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0133
Epoch 163/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0130
Epoch 164/500

6/6 [==============================] - 0s 99us/sample - loss: 0.0128
Epoch 165/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0125
Epoch 166/500

6/6 [==============================] - 0s 99us/sample - loss: 0.0123
Epoch 167/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0120
Epoch 168/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0118
Epoch 169/500

6/6 [==============================] - 0s 105us/sample - loss: 0.0115
Epoch 170/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0113
Epoch 171/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0110
Epoch 172/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0108
Epoch 173/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0106
Epoch 174/500

6/6 [==============================] - 0s 100us/sample - loss: 0.0104
Epoch 175/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0102
Epoch 176/500

6/6 [==============================] - 0s 99us/sample - loss: 0.0100
Epoch 177/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0098
Epoch 178/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0096
Epoch 179/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0094
Epoch 180/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0092
Epoch 181/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0090
Epoch 182/500

6/6 [==============================] - 0s 101us/sample - loss: 0.0088
Epoch 183/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0086
Epoch 184/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0084
Epoch 185/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0083
Epoch 186/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0081
Epoch 187/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0079
Epoch 188/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0078
Epoch 189/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0076
Epoch 190/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0074
Epoch 191/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0073
Epoch 192/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0071
Epoch 193/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0070
Epoch 194/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0069
Epoch 195/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0067
Epoch 196/500

6/6 [==============================] - 0s 140us/sample - loss: 0.0066
Epoch 197/500

6/6 [==============================] - 0s 141us/sample - loss: 0.0064
Epoch 198/500

6/6 [==============================] - 0s 142us/sample - loss: 0.0063
Epoch 199/500

6/6 [==============================] - 0s 140us/sample - loss: 0.0062
Epoch 200/500

6/6 [==============================] - 0s 136us/sample - loss: 0.0061
Epoch 201/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0059
Epoch 202/500

6/6 [==============================] - 0s 144us/sample - loss: 0.0058
Epoch 203/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0057
Epoch 204/500

6/6 [==============================] - 0s 146us/sample - loss: 0.0056
Epoch 205/500

6/6 [==============================] - 0s 145us/sample - loss: 0.0055
Epoch 206/500

6/6 [==============================] - 0s 159us/sample - loss: 0.0053
Epoch 207/500

6/6 [==============================] - 0s 162us/sample - loss: 0.0052
Epoch 208/500

6/6 [==============================] - 0s 161us/sample - loss: 0.0051
Epoch 209/500

6/6 [==============================] - 0s 148us/sample - loss: 0.0050
Epoch 210/500

6/6 [==============================] - 0s 127us/sample - loss: 0.0049
Epoch 211/500

6/6 [==============================] - 0s 126us/sample - loss: 0.0048
Epoch 212/500

6/6 [==============================] - 0s 111us/sample - loss: 0.0047
Epoch 213/500

6/6 [==============================] - 0s 118us/sample - loss: 0.0046
Epoch 214/500

6/6 [==============================] - 0s 115us/sample - loss: 0.0045
Epoch 215/500

6/6 [==============================] - 0s 161us/sample - loss: 0.0044
Epoch 216/500

6/6 [==============================] - 0s 166us/sample - loss: 0.0043
Epoch 217/500

6/6 [==============================] - 0s 156us/sample - loss: 0.0043
Epoch 218/500

6/6 [==============================] - 0s 162us/sample - loss: 0.0042
Epoch 219/500

6/6 [==============================] - 0s 143us/sample - loss: 0.0041
Epoch 220/500

6/6 [==============================] - 0s 200us/sample - loss: 0.0040
Epoch 221/500

6/6 [==============================] - 0s 256us/sample - loss: 0.0039
Epoch 222/500

6/6 [==============================] - 0s 202us/sample - loss: 0.0038
Epoch 223/500

6/6 [==============================] - 0s 191us/sample - loss: 0.0038
Epoch 224/500

6/6 [==============================] - 0s 189us/sample - loss: 0.0037
Epoch 225/500

6/6 [==============================] - 0s 174us/sample - loss: 0.0036
Epoch 226/500

6/6 [==============================] - 0s 158us/sample - loss: 0.0035
Epoch 227/500

6/6 [==============================] - 0s 155us/sample - loss: 0.0035
Epoch 228/500

6/6 [==============================] - 0s 144us/sample - loss: 0.0034
Epoch 229/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0033
Epoch 230/500

6/6 [==============================] - 0s 141us/sample - loss: 0.0032
Epoch 231/500

6/6 [==============================] - 0s 136us/sample - loss: 0.0032
Epoch 232/500

6/6 [==============================] - 0s 135us/sample - loss: 0.0031
Epoch 233/500

6/6 [==============================] - 0s 136us/sample - loss: 0.0031
Epoch 234/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0030
Epoch 235/500

6/6 [==============================] - 0s 139us/sample - loss: 0.0029
Epoch 236/500

6/6 [==============================] - 0s 146us/sample - loss: 0.0029
Epoch 237/500

6/6 [==============================] - 0s 142us/sample - loss: 0.0028
Epoch 238/500

6/6 [==============================] - 0s 143us/sample - loss: 0.0027
Epoch 239/500

6/6 [==============================] - 0s 136us/sample - loss: 0.0027
Epoch 240/500

6/6 [==============================] - 0s 110us/sample - loss: 0.0026
Epoch 241/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0026
Epoch 242/500

6/6 [==============================] - 0s 92us/sample - loss: 0.0025
Epoch 243/500

6/6 [==============================] - 0s 92us/sample - loss: 0.0025
Epoch 244/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0024
Epoch 245/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0024
Epoch 246/500

6/6 [==============================] - 0s 100us/sample - loss: 0.0023
Epoch 247/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0023
Epoch 248/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0022
Epoch 249/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0022
Epoch 250/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0021
Epoch 251/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0021
Epoch 252/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0021
Epoch 253/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0020
Epoch 254/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0020
Epoch 255/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0019
Epoch 256/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0019
Epoch 257/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0019
Epoch 258/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0018
Epoch 259/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0018
Epoch 260/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0017
Epoch 261/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0017
Epoch 262/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0017
Epoch 263/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0016
Epoch 264/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0016
Epoch 265/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0016
Epoch 266/500

6/6 [==============================] - 0s 91us/sample - loss: 0.0015
Epoch 267/500

6/6 [==============================] - 0s 92us/sample - loss: 0.0015
Epoch 268/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0015
Epoch 269/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0014
Epoch 270/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0014
Epoch 271/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0014
Epoch 272/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0014
Epoch 273/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0013
Epoch 274/500

6/6 [==============================] - 0s 92us/sample - loss: 0.0013
Epoch 275/500

6/6 [==============================] - 0s 100us/sample - loss: 0.0013
Epoch 276/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0012
Epoch 277/500

6/6 [==============================] - 0s 93us/sample - loss: 0.0012
Epoch 278/500

6/6 [==============================] - 0s 96us/sample - loss: 0.0012
Epoch 279/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0012
Epoch 280/500

6/6 [==============================] - 0s 94us/sample - loss: 0.0012
Epoch 281/500

6/6 [==============================] - 0s 104us/sample - loss: 0.0011
Epoch 282/500

6/6 [==============================] - 0s 99us/sample - loss: 0.0011
Epoch 283/500

6/6 [==============================] - 0s 97us/sample - loss: 0.0011
Epoch 284/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0011
Epoch 285/500

6/6 [==============================] - 0s 98us/sample - loss: 0.0010
Epoch 286/500

6/6 [==============================] - 0s 95us/sample - loss: 0.0010
Epoch 287/500

6/6 [==============================] - 0s 109us/sample - loss: 9.9465e-04
Epoch 288/500

6/6 [==============================] - 0s 101us/sample - loss: 9.7423e-04
Epoch 289/500

6/6 [==============================] - 0s 97us/sample - loss: 9.5421e-04
Epoch 290/500

6/6 [==============================] - 0s 100us/sample - loss: 9.3461e-04
Epoch 291/500

6/6 [==============================] - 0s 99us/sample - loss: 9.1541e-04
Epoch 292/500

6/6 [==============================] - 0s 100us/sample - loss: 8.9661e-04
Epoch 293/500

6/6 [==============================] - 0s 102us/sample - loss: 8.7819e-04
Epoch 294/500

6/6 [==============================] - 0s 98us/sample - loss: 8.6015e-04
Epoch 295/500

6/6 [==============================] - 0s 97us/sample - loss: 8.4248e-04
Epoch 296/500

6/6 [==============================] - 0s 98us/sample - loss: 8.2517e-04
Epoch 297/500

6/6 [==============================] - 0s 97us/sample - loss: 8.0823e-04
Epoch 298/500

6/6 [==============================] - 0s 128us/sample - loss: 7.9162e-04
Epoch 299/500

6/6 [==============================] - 0s 99us/sample - loss: 7.7536e-04
Epoch 300/500

6/6 [==============================] - 0s 98us/sample - loss: 7.5943e-04
Epoch 301/500

6/6 [==============================] - 0s 96us/sample - loss: 7.4384e-04
Epoch 302/500

6/6 [==============================] - 0s 95us/sample - loss: 7.2856e-04
Epoch 303/500

6/6 [==============================] - 0s 99us/sample - loss: 7.1358e-04
Epoch 304/500

6/6 [==============================] - 0s 102us/sample - loss: 6.9893e-04
Epoch 305/500

6/6 [==============================] - 0s 96us/sample - loss: 6.8458e-04
Epoch 306/500

6/6 [==============================] - 0s 96us/sample - loss: 6.7051e-04
Epoch 307/500

6/6 [==============================] - 0s 100us/sample - loss: 6.5674e-04
Epoch 308/500

6/6 [==============================] - 0s 97us/sample - loss: 6.4325e-04
Epoch 309/500

6/6 [==============================] - 0s 96us/sample - loss: 6.3003e-04
Epoch 310/500

6/6 [==============================] - 0s 94us/sample - loss: 6.1709e-04
Epoch 311/500

6/6 [==============================] - 0s 95us/sample - loss: 6.0442e-04
Epoch 312/500

6/6 [==============================] - 0s 95us/sample - loss: 5.9201e-04
Epoch 313/500

6/6 [==============================] - 0s 93us/sample - loss: 5.7984e-04
Epoch 314/500

6/6 [==============================] - 0s 95us/sample - loss: 5.6793e-04
Epoch 315/500

6/6 [==============================] - 0s 101us/sample - loss: 5.5627e-04
Epoch 316/500

6/6 [==============================] - 0s 93us/sample - loss: 5.4484e-04
Epoch 317/500

6/6 [==============================] - 0s 94us/sample - loss: 5.3365e-04
Epoch 318/500

6/6 [==============================] - 0s 93us/sample - loss: 5.2269e-04
Epoch 319/500

6/6 [==============================] - 0s 93us/sample - loss: 5.1195e-04
Epoch 320/500

6/6 [==============================] - 0s 94us/sample - loss: 5.0144e-04
Epoch 321/500

6/6 [==============================] - 0s 98us/sample - loss: 4.9114e-04
Epoch 322/500

6/6 [==============================] - 0s 95us/sample - loss: 4.8104e-04
Epoch 323/500

6/6 [==============================] - 0s 95us/sample - loss: 4.7117e-04
Epoch 324/500

6/6 [==============================] - 0s 93us/sample - loss: 4.6149e-04
Epoch 325/500

6/6 [==============================] - 0s 95us/sample - loss: 4.5200e-04
Epoch 326/500

6/6 [==============================] - 0s 95us/sample - loss: 4.4272e-04
Epoch 327/500

6/6 [==============================] - 0s 98us/sample - loss: 4.3363e-04
Epoch 328/500

6/6 [==============================] - 0s 100us/sample - loss: 4.2472e-04
Epoch 329/500

6/6 [==============================] - 0s 93us/sample - loss: 4.1599e-04
Epoch 330/500

6/6 [==============================] - 0s 94us/sample - loss: 4.0745e-04
Epoch 331/500

6/6 [==============================] - 0s 96us/sample - loss: 3.9908e-04
Epoch 332/500

6/6 [==============================] - 0s 93us/sample - loss: 3.9088e-04
Epoch 333/500

6/6 [==============================] - 0s 100us/sample - loss: 3.8285e-04
Epoch 334/500

6/6 [==============================] - 0s 95us/sample - loss: 3.7499e-04
Epoch 335/500

6/6 [==============================] - 0s 93us/sample - loss: 3.6728e-04
Epoch 336/500

6/6 [==============================] - 0s 95us/sample - loss: 3.5973e-04
Epoch 337/500

6/6 [==============================] - 0s 96us/sample - loss: 3.5235e-04
Epoch 338/500

6/6 [==============================] - 0s 93us/sample - loss: 3.4511e-04
Epoch 339/500

6/6 [==============================] - 0s 101us/sample - loss: 3.3802e-04
Epoch 340/500

6/6 [==============================] - 0s 96us/sample - loss: 3.3108e-04
Epoch 341/500

6/6 [==============================] - 0s 93us/sample - loss: 3.2428e-04
Epoch 342/500

6/6 [==============================] - 0s 95us/sample - loss: 3.1762e-04
Epoch 343/500

6/6 [==============================] - 0s 93us/sample - loss: 3.1110e-04
Epoch 344/500

6/6 [==============================] - 0s 93us/sample - loss: 3.0471e-04
Epoch 345/500

6/6 [==============================] - 0s 100us/sample - loss: 2.9845e-04
Epoch 346/500

6/6 [==============================] - 0s 93us/sample - loss: 2.9232e-04
Epoch 347/500

6/6 [==============================] - 0s 95us/sample - loss: 2.8632e-04
Epoch 348/500

6/6 [==============================] - 0s 99us/sample - loss: 2.8044e-04
Epoch 349/500

6/6 [==============================] - 0s 94us/sample - loss: 2.7468e-04
Epoch 350/500

6/6 [==============================] - 0s 95us/sample - loss: 2.6903e-04
Epoch 351/500

6/6 [==============================] - 0s 103us/sample - loss: 2.6351e-04
Epoch 352/500

6/6 [==============================] - 0s 94us/sample - loss: 2.5809e-04
Epoch 353/500

6/6 [==============================] - 0s 96us/sample - loss: 2.5280e-04
Epoch 354/500

6/6 [==============================] - 0s 96us/sample - loss: 2.4760e-04
Epoch 355/500

6/6 [==============================] - 0s 94us/sample - loss: 2.4251e-04
Epoch 356/500

6/6 [==============================] - 0s 96us/sample - loss: 2.3753e-04
Epoch 357/500

6/6 [==============================] - 0s 99us/sample - loss: 2.3265e-04
Epoch 358/500

6/6 [==============================] - 0s 102us/sample - loss: 2.2788e-04
Epoch 359/500

6/6 [==============================] - 0s 102us/sample - loss: 2.2319e-04
Epoch 360/500

6/6 [==============================] - 0s 110us/sample - loss: 2.1861e-04
Epoch 361/500

6/6 [==============================] - 0s 96us/sample - loss: 2.1412e-04
Epoch 362/500

6/6 [==============================] - 0s 103us/sample - loss: 2.0972e-04
Epoch 363/500

6/6 [==============================] - 0s 101us/sample - loss: 2.0541e-04
Epoch 364/500

6/6 [==============================] - 0s 93us/sample - loss: 2.0119e-04
Epoch 365/500

6/6 [==============================] - 0s 95us/sample - loss: 1.9706e-04
Epoch 366/500

6/6 [==============================] - 0s 94us/sample - loss: 1.9301e-04
Epoch 367/500

6/6 [==============================] - 0s 94us/sample - loss: 1.8905e-04
Epoch 368/500

6/6 [==============================] - 0s 106us/sample - loss: 1.8517e-04
Epoch 369/500

6/6 [==============================] - 0s 95us/sample - loss: 1.8136e-04
Epoch 370/500

6/6 [==============================] - 0s 94us/sample - loss: 1.7764e-04
Epoch 371/500

6/6 [==============================] - 0s 95us/sample - loss: 1.7399e-04
Epoch 372/500

6/6 [==============================] - 0s 93us/sample - loss: 1.7042e-04
Epoch 373/500

6/6 [==============================] - 0s 97us/sample - loss: 1.6691e-04
Epoch 374/500

6/6 [==============================] - 0s 103us/sample - loss: 1.6349e-04
Epoch 375/500

6/6 [==============================] - 0s 112us/sample - loss: 1.6013e-04
Epoch 376/500

6/6 [==============================] - 0s 92us/sample - loss: 1.5684e-04
Epoch 377/500

6/6 [==============================] - 0s 93us/sample - loss: 1.5362e-04
Epoch 378/500

6/6 [==============================] - 0s 90us/sample - loss: 1.5046e-04
Epoch 379/500

6/6 [==============================] - 0s 92us/sample - loss: 1.4737e-04
Epoch 380/500

6/6 [==============================] - 0s 97us/sample - loss: 1.4434e-04
Epoch 381/500

6/6 [==============================] - 0s 90us/sample - loss: 1.4138e-04
Epoch 382/500

6/6 [==============================] - 0s 93us/sample - loss: 1.3848e-04
Epoch 383/500

6/6 [==============================] - 0s 90us/sample - loss: 1.3563e-04
Epoch 384/500

6/6 [==============================] - 0s 93us/sample - loss: 1.3284e-04
Epoch 385/500

6/6 [==============================] - 0s 93us/sample - loss: 1.3012e-04
Epoch 386/500

6/6 [==============================] - 0s 105us/sample - loss: 1.2744e-04
Epoch 387/500

6/6 [==============================] - 0s 134us/sample - loss: 1.2482e-04
Epoch 388/500

6/6 [==============================] - 0s 101us/sample - loss: 1.2226e-04
Epoch 389/500

6/6 [==============================] - 0s 92us/sample - loss: 1.1975e-04
Epoch 390/500

6/6 [==============================] - 0s 140us/sample - loss: 1.1729e-04
Epoch 391/500

6/6 [==============================] - 0s 152us/sample - loss: 1.1488e-04
Epoch 392/500

6/6 [==============================] - 0s 142us/sample - loss: 1.1252e-04
Epoch 393/500

6/6 [==============================] - 0s 143us/sample - loss: 1.1021e-04
Epoch 394/500

6/6 [==============================] - 0s 142us/sample - loss: 1.0795e-04
Epoch 395/500

6/6 [==============================] - 0s 152us/sample - loss: 1.0573e-04
Epoch 396/500

6/6 [==============================] - 0s 146us/sample - loss: 1.0356e-04
Epoch 397/500

6/6 [==============================] - 0s 150us/sample - loss: 1.0144e-04
Epoch 398/500

6/6 [==============================] - 0s 150us/sample - loss: 9.9353e-05
Epoch 399/500

6/6 [==============================] - 0s 148us/sample - loss: 9.7313e-05
Epoch 400/500

6/6 [==============================] - 0s 145us/sample - loss: 9.5319e-05
Epoch 401/500

6/6 [==============================] - 0s 149us/sample - loss: 9.3358e-05
Epoch 402/500

6/6 [==============================] - 0s 151us/sample - loss: 9.1440e-05
Epoch 403/500

6/6 [==============================] - 0s 150us/sample - loss: 8.9558e-05
Epoch 404/500

6/6 [==============================] - 0s 150us/sample - loss: 8.7719e-05
Epoch 405/500

6/6 [==============================] - 0s 150us/sample - loss: 8.5915e-05
Epoch 406/500

6/6 [==============================] - 0s 154us/sample - loss: 8.4153e-05
Epoch 407/500

6/6 [==============================] - 0s 150us/sample - loss: 8.2426e-05
Epoch 408/500

6/6 [==============================] - 0s 152us/sample - loss: 8.0730e-05
Epoch 409/500

6/6 [==============================] - 0s 156us/sample - loss: 7.9071e-05
Epoch 410/500

6/6 [==============================] - 0s 168us/sample - loss: 7.7447e-05
Epoch 411/500

6/6 [==============================] - 0s 167us/sample - loss: 7.5859e-05
Epoch 412/500

6/6 [==============================] - 0s 169us/sample - loss: 7.4298e-05
Epoch 413/500

6/6 [==============================] - 0s 195us/sample - loss: 7.2772e-05
Epoch 414/500

6/6 [==============================] - 0s 196us/sample - loss: 7.1276e-05
Epoch 415/500

6/6 [==============================] - 0s 186us/sample - loss: 6.9813e-05
Epoch 416/500

6/6 [==============================] - 0s 177us/sample - loss: 6.8378e-05
Epoch 417/500

6/6 [==============================] - 0s 175us/sample - loss: 6.6974e-05
Epoch 418/500

6/6 [==============================] - 0s 176us/sample - loss: 6.5597e-05
Epoch 419/500

6/6 [==============================] - 0s 173us/sample - loss: 6.4251e-05
Epoch 420/500

6/6 [==============================] - 0s 171us/sample - loss: 6.2932e-05
Epoch 421/500

6/6 [==============================] - 0s 157us/sample - loss: 6.1636e-05
Epoch 422/500

6/6 [==============================] - 0s 146us/sample - loss: 6.0371e-05
Epoch 423/500

6/6 [==============================] - 0s 149us/sample - loss: 5.9129e-05
Epoch 424/500

6/6 [==============================] - 0s 145us/sample - loss: 5.7918e-05
Epoch 425/500

6/6 [==============================] - 0s 146us/sample - loss: 5.6727e-05
Epoch 426/500

6/6 [==============================] - 0s 145us/sample - loss: 5.5562e-05
Epoch 427/500

6/6 [==============================] - 0s 146us/sample - loss: 5.4423e-05
Epoch 428/500

6/6 [==============================] - 0s 152us/sample - loss: 5.3302e-05
Epoch 429/500

6/6 [==============================] - 0s 146us/sample - loss: 5.2208e-05
Epoch 430/500

6/6 [==============================] - 0s 145us/sample - loss: 5.1135e-05
Epoch 431/500

6/6 [==============================] - 0s 154us/sample - loss: 5.0085e-05
Epoch 432/500

6/6 [==============================] - 0s 147us/sample - loss: 4.9058e-05
Epoch 433/500

6/6 [==============================] - 0s 149us/sample - loss: 4.8050e-05
Epoch 434/500

6/6 [==============================] - 0s 147us/sample - loss: 4.7062e-05
Epoch 435/500

6/6 [==============================] - 0s 153us/sample - loss: 4.6097e-05
Epoch 436/500

6/6 [==============================] - 0s 158us/sample - loss: 4.5149e-05
Epoch 437/500

6/6 [==============================] - 0s 147us/sample - loss: 4.4224e-05
Epoch 438/500

6/6 [==============================] - 0s 151us/sample - loss: 4.3312e-05
Epoch 439/500

6/6 [==============================] - 0s 144us/sample - loss: 4.2422e-05
Epoch 440/500

6/6 [==============================] - 0s 146us/sample - loss: 4.1553e-05
Epoch 441/500

6/6 [==============================] - 0s 145us/sample - loss: 4.0696e-05
Epoch 442/500

6/6 [==============================] - 0s 149us/sample - loss: 3.9861e-05
Epoch 443/500

6/6 [==============================] - 0s 145us/sample - loss: 3.9043e-05
Epoch 444/500

6/6 [==============================] - 0s 147us/sample - loss: 3.8241e-05
Epoch 445/500

6/6 [==============================] - 0s 144us/sample - loss: 3.7457e-05
Epoch 446/500

6/6 [==============================] - 0s 151us/sample - loss: 3.6686e-05
Epoch 447/500

6/6 [==============================] - 0s 147us/sample - loss: 3.5933e-05
Epoch 448/500

6/6 [==============================] - 0s 150us/sample - loss: 3.5196e-05
Epoch 449/500

6/6 [==============================] - 0s 148us/sample - loss: 3.4471e-05
Epoch 450/500

6/6 [==============================] - 0s 147us/sample - loss: 3.3764e-05
Epoch 451/500

6/6 [==============================] - 0s 146us/sample - loss: 3.3070e-05
Epoch 452/500

6/6 [==============================] - 0s 178us/sample - loss: 3.2390e-05
Epoch 453/500

6/6 [==============================] - 0s 148us/sample - loss: 3.1724e-05
Epoch 454/500

6/6 [==============================] - 0s 146us/sample - loss: 3.1075e-05
Epoch 455/500

6/6 [==============================] - 0s 144us/sample - loss: 3.0436e-05
Epoch 456/500

6/6 [==============================] - 0s 145us/sample - loss: 2.9811e-05
Epoch 457/500

6/6 [==============================] - 0s 150us/sample - loss: 2.9198e-05
Epoch 458/500

6/6 [==============================] - 0s 158us/sample - loss: 2.8598e-05
Epoch 459/500

6/6 [==============================] - 0s 160us/sample - loss: 2.8012e-05
Epoch 460/500

6/6 [==============================] - 0s 154us/sample - loss: 2.7436e-05
Epoch 461/500

6/6 [==============================] - 0s 154us/sample - loss: 2.6873e-05
Epoch 462/500

6/6 [==============================] - 0s 145us/sample - loss: 2.6320e-05
Epoch 463/500

6/6 [==============================] - 0s 146us/sample - loss: 2.5780e-05
Epoch 464/500

6/6 [==============================] - 0s 146us/sample - loss: 2.5250e-05
Epoch 465/500

6/6 [==============================] - 0s 149us/sample - loss: 2.4732e-05
Epoch 466/500

6/6 [==============================] - 0s 145us/sample - loss: 2.4224e-05
Epoch 467/500

6/6 [==============================] - 0s 149us/sample - loss: 2.3725e-05
Epoch 468/500

6/6 [==============================] - 0s 145us/sample - loss: 2.3238e-05
Epoch 469/500

6/6 [==============================] - 0s 149us/sample - loss: 2.2761e-05
Epoch 470/500

6/6 [==============================] - 0s 143us/sample - loss: 2.2293e-05
Epoch 471/500

6/6 [==============================] - 0s 144us/sample - loss: 2.1834e-05
Epoch 472/500

6/6 [==============================] - 0s 145us/sample - loss: 2.1386e-05
Epoch 473/500

6/6 [==============================] - 0s 150us/sample - loss: 2.0945e-05
Epoch 474/500

6/6 [==============================] - 0s 145us/sample - loss: 2.0516e-05
Epoch 475/500

6/6 [==============================] - 0s 147us/sample - loss: 2.0094e-05
Epoch 476/500

6/6 [==============================] - 0s 149us/sample - loss: 1.9683e-05
Epoch 477/500

6/6 [==============================] - 0s 147us/sample - loss: 1.9279e-05
Epoch 478/500

6/6 [==============================] - 0s 145us/sample - loss: 1.8881e-05
Epoch 479/500

6/6 [==============================] - 0s 146us/sample - loss: 1.8493e-05
Epoch 480/500

6/6 [==============================] - 0s 156us/sample - loss: 1.8113e-05
Epoch 481/500

6/6 [==============================] - 0s 181us/sample - loss: 1.7743e-05
Epoch 482/500

6/6 [==============================] - 0s 170us/sample - loss: 1.7378e-05
Epoch 483/500

6/6 [==============================] - 0s 159us/sample - loss: 1.7021e-05
Epoch 484/500

6/6 [==============================] - 0s 160us/sample - loss: 1.6671e-05
Epoch 485/500

6/6 [==============================] - 0s 146us/sample - loss: 1.6329e-05
Epoch 486/500

6/6 [==============================] - 0s 144us/sample - loss: 1.5994e-05
Epoch 487/500

6/6 [==============================] - 0s 148us/sample - loss: 1.5664e-05
Epoch 488/500

6/6 [==============================] - 0s 152us/sample - loss: 1.5344e-05
Epoch 489/500

6/6 [==============================] - 0s 146us/sample - loss: 1.5028e-05
Epoch 490/500

6/6 [==============================] - 0s 145us/sample - loss: 1.4718e-05
Epoch 491/500

6/6 [==============================] - 0s 150us/sample - loss: 1.4417e-05
Epoch 492/500

6/6 [==============================] - 0s 142us/sample - loss: 1.4120e-05
Epoch 493/500

6/6 [==============================] - 0s 143us/sample - loss: 1.3831e-05
Epoch 494/500

6/6 [==============================] - 0s 140us/sample - loss: 1.3547e-05
Epoch 495/500

6/6 [==============================] - 0s 146us/sample - loss: 1.3268e-05
Epoch 496/500

6/6 [==============================] - 0s 141us/sample - loss: 1.2996e-05
Epoch 497/500

6/6 [==============================] - 0s 141us/sample - loss: 1.2728e-05
Epoch 498/500

6/6 [==============================] - 0s 147us/sample - loss: 1.2467e-05
Epoch 499/500

6/6 [==============================] - 0s 162us/sample - loss: 1.2212e-05
Epoch 500/500

6/6 [==============================] - 0s 155us/sample - loss: 1.1960e-05
[[50.98991]]

stderr

copy

WARNING:tensorflow:From /usr/local/lib/python2.7/dist-packages/tensorflow/python/ops/resource_variable_ops.py:435: 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 /usr/local/lib/python2.7/dist-packages/tensorflow/python/keras/utils/losses_utils.py:170: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From /usr/local/lib/python2.7/dist-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.

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Python (cpython 2.7.16)

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