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import tensorflow as tf
import numpy as np
import matplotlib.pyplot as plt
 
# Step 2: Data
x_train = np.array([1, 2, 3, 4, 5], dtype=float)
y_train = np.array([2, 4, 6, 8, 10], dtype=float)
 
# Step 3: Build model
model = tf.keras.Sequential([
    tf.keras.layers.Dense(units=1, input_shape=[1])
])
 
# Step 4: Compile model
model.compile(optimizer='sgd', loss='mean_squared_error')
 
# Step 5: Train model
model.fit(x_train, y_train, epochs=500)
 
# Step 6: Predict
print(model.predict([7.0]))

Success #stdin #stdout #stderr 2.42s 232272KB

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Standard input is empty

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Epoch 1/500

5/5 [==============================] - 1s 109ms/sample - loss: 98.7629
Epoch 2/500

5/5 [==============================] - 0s 256us/sample - loss: 57.5985
Epoch 3/500

5/5 [==============================] - 0s 233us/sample - loss: 33.6097
Epoch 4/500

5/5 [==============================] - 0s 233us/sample - loss: 19.6298
Epoch 5/500

5/5 [==============================] - 0s 223us/sample - loss: 11.4828
Epoch 6/500

5/5 [==============================] - 0s 243us/sample - loss: 6.7348
Epoch 7/500

5/5 [==============================] - 0s 245us/sample - loss: 3.9676
Epoch 8/500

5/5 [==============================] - 0s 245us/sample - loss: 2.3548
Epoch 9/500

5/5 [==============================] - 0s 232us/sample - loss: 1.4146
Epoch 10/500

5/5 [==============================] - 0s 213us/sample - loss: 0.8664
Epoch 11/500

5/5 [==============================] - 0s 201us/sample - loss: 0.5467
Epoch 12/500

5/5 [==============================] - 0s 184us/sample - loss: 0.3601
Epoch 13/500

5/5 [==============================] - 0s 192us/sample - loss: 0.2510
Epoch 14/500

5/5 [==============================] - 0s 181us/sample - loss: 0.1872
Epoch 15/500

5/5 [==============================] - 0s 198us/sample - loss: 0.1498
Epoch 16/500

5/5 [==============================] - 0s 206us/sample - loss: 0.1276
Epoch 17/500

5/5 [==============================] - 0s 197us/sample - loss: 0.1145
Epoch 18/500

5/5 [==============================] - 0s 191us/sample - loss: 0.1066
Epoch 19/500

5/5 [==============================] - 0s 186us/sample - loss: 0.1017
Epoch 20/500

5/5 [==============================] - 0s 196us/sample - loss: 0.0985
Epoch 21/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0965
Epoch 22/500

5/5 [==============================] - 0s 184us/sample - loss: 0.0950
Epoch 23/500

5/5 [==============================] - 0s 184us/sample - loss: 0.0939
Epoch 24/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0929
Epoch 25/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0922
Epoch 26/500

5/5 [==============================] - 0s 189us/sample - loss: 0.0914
Epoch 27/500

5/5 [==============================] - 0s 195us/sample - loss: 0.0908
Epoch 28/500

5/5 [==============================] - 0s 189us/sample - loss: 0.0901
Epoch 29/500

5/5 [==============================] - 0s 200us/sample - loss: 0.0895
Epoch 30/500

5/5 [==============================] - 0s 203us/sample - loss: 0.0889
Epoch 31/500

5/5 [==============================] - 0s 204us/sample - loss: 0.0883
Epoch 32/500

5/5 [==============================] - 0s 195us/sample - loss: 0.0877
Epoch 33/500

5/5 [==============================] - 0s 185us/sample - loss: 0.0871
Epoch 34/500

5/5 [==============================] - 0s 157us/sample - loss: 0.0865
Epoch 35/500

5/5 [==============================] - 0s 128us/sample - loss: 0.0859
Epoch 36/500

5/5 [==============================] - 0s 190us/sample - loss: 0.0853
Epoch 37/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0847
Epoch 38/500

5/5 [==============================] - 0s 211us/sample - loss: 0.0842
Epoch 39/500

5/5 [==============================] - 0s 170us/sample - loss: 0.0836
Epoch 40/500

5/5 [==============================] - 0s 148us/sample - loss: 0.0830
Epoch 41/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0825
Epoch 42/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0819
Epoch 43/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0814
Epoch 44/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0808
Epoch 45/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0803
Epoch 46/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0797
Epoch 47/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0792
Epoch 48/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0787
Epoch 49/500

5/5 [==============================] - 0s 108us/sample - loss: 0.0781
Epoch 50/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0776
Epoch 51/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0771
Epoch 52/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0766
Epoch 53/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0760
Epoch 54/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0755
Epoch 55/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0750
Epoch 56/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0745
Epoch 57/500

5/5 [==============================] - 0s 108us/sample - loss: 0.0740
Epoch 58/500

5/5 [==============================] - 0s 128us/sample - loss: 0.0735
Epoch 59/500

5/5 [==============================] - 0s 169us/sample - loss: 0.0730
Epoch 60/500

5/5 [==============================] - 0s 164us/sample - loss: 0.0725
Epoch 61/500

5/5 [==============================] - 0s 159us/sample - loss: 0.0720
Epoch 62/500

5/5 [==============================] - 0s 158us/sample - loss: 0.0715
Epoch 63/500

5/5 [==============================] - 0s 158us/sample - loss: 0.0711
Epoch 64/500

5/5 [==============================] - 0s 157us/sample - loss: 0.0706
Epoch 65/500

5/5 [==============================] - 0s 164us/sample - loss: 0.0701
Epoch 66/500

5/5 [==============================] - 0s 160us/sample - loss: 0.0696
Epoch 67/500

5/5 [==============================] - 0s 159us/sample - loss: 0.0692
Epoch 68/500

5/5 [==============================] - 0s 162us/sample - loss: 0.0687
Epoch 69/500

5/5 [==============================] - 0s 168us/sample - loss: 0.0682
Epoch 70/500

5/5 [==============================] - 0s 162us/sample - loss: 0.0678
Epoch 71/500

5/5 [==============================] - 0s 162us/sample - loss: 0.0673
Epoch 72/500

5/5 [==============================] - 0s 160us/sample - loss: 0.0669
Epoch 73/500

5/5 [==============================] - 0s 141us/sample - loss: 0.0664
Epoch 74/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0660
Epoch 75/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0655
Epoch 76/500

5/5 [==============================] - 0s 108us/sample - loss: 0.0651
Epoch 77/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0646
Epoch 78/500

5/5 [==============================] - 0s 150us/sample - loss: 0.0642
Epoch 79/500

5/5 [==============================] - 0s 130us/sample - loss: 0.0638
Epoch 80/500

5/5 [==============================] - 0s 124us/sample - loss: 0.0633
Epoch 81/500

5/5 [==============================] - 0s 133us/sample - loss: 0.0629
Epoch 82/500

5/5 [==============================] - 0s 129us/sample - loss: 0.0625
Epoch 83/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0621
Epoch 84/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0616
Epoch 85/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0612
Epoch 86/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0608
Epoch 87/500

5/5 [==============================] - 0s 188us/sample - loss: 0.0604
Epoch 88/500

5/5 [==============================] - 0s 213us/sample - loss: 0.0600
Epoch 89/500

5/5 [==============================] - 0s 208us/sample - loss: 0.0596
Epoch 90/500

5/5 [==============================] - 0s 223us/sample - loss: 0.0592
Epoch 91/500

5/5 [==============================] - 0s 240us/sample - loss: 0.0588
Epoch 92/500

5/5 [==============================] - 0s 239us/sample - loss: 0.0584
Epoch 93/500

5/5 [==============================] - 0s 226us/sample - loss: 0.0580
Epoch 94/500

5/5 [==============================] - 0s 224us/sample - loss: 0.0576
Epoch 95/500

5/5 [==============================] - 0s 213us/sample - loss: 0.0572
Epoch 96/500

5/5 [==============================] - 0s 201us/sample - loss: 0.0568
Epoch 97/500

5/5 [==============================] - 0s 206us/sample - loss: 0.0564
Epoch 98/500

5/5 [==============================] - 0s 203us/sample - loss: 0.0561
Epoch 99/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0557
Epoch 100/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0553
Epoch 101/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0549
Epoch 102/500

5/5 [==============================] - 0s 166us/sample - loss: 0.0546
Epoch 103/500

5/5 [==============================] - 0s 143us/sample - loss: 0.0542
Epoch 104/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0538
Epoch 105/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0535
Epoch 106/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0531
Epoch 107/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0527
Epoch 108/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0524
Epoch 109/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0520
Epoch 110/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0517
Epoch 111/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0513
Epoch 112/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0510
Epoch 113/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0506
Epoch 114/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0503
Epoch 115/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0500
Epoch 116/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0496
Epoch 117/500

5/5 [==============================] - 0s 141us/sample - loss: 0.0493
Epoch 118/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0490
Epoch 119/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0486
Epoch 120/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0483
Epoch 121/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0480
Epoch 122/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0477
Epoch 123/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0473
Epoch 124/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0470
Epoch 125/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0467
Epoch 126/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0464
Epoch 127/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0461
Epoch 128/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0458
Epoch 129/500

5/5 [==============================] - 0s 120us/sample - loss: 0.0454
Epoch 130/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0451
Epoch 131/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0448
Epoch 132/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0445
Epoch 133/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0442
Epoch 134/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0439
Epoch 135/500

5/5 [==============================] - 0s 120us/sample - loss: 0.0436
Epoch 136/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0433
Epoch 137/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0430
Epoch 138/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0428
Epoch 139/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0425
Epoch 140/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0422
Epoch 141/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0419
Epoch 142/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0416
Epoch 143/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0413
Epoch 144/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0411
Epoch 145/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0408
Epoch 146/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0405
Epoch 147/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0402
Epoch 148/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0400
Epoch 149/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0397
Epoch 150/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0394
Epoch 151/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0392
Epoch 152/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0389
Epoch 153/500

5/5 [==============================] - 0s 121us/sample - loss: 0.0386
Epoch 154/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0384
Epoch 155/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0381
Epoch 156/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0378
Epoch 157/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0376
Epoch 158/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0373
Epoch 159/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0371
Epoch 160/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0368
Epoch 161/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0366
Epoch 162/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0363
Epoch 163/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0361
Epoch 164/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0359
Epoch 165/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0356
Epoch 166/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0354
Epoch 167/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0351
Epoch 168/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0349
Epoch 169/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0347
Epoch 170/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0344
Epoch 171/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0342
Epoch 172/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0340
Epoch 173/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0337
Epoch 174/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0335
Epoch 175/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0333
Epoch 176/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0331
Epoch 177/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0328
Epoch 178/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0326
Epoch 179/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0324
Epoch 180/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0322
Epoch 181/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0320
Epoch 182/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0317
Epoch 183/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0315
Epoch 184/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0313
Epoch 185/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0311
Epoch 186/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0309
Epoch 187/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0307
Epoch 188/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0305
Epoch 189/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0303
Epoch 190/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0301
Epoch 191/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0299
Epoch 192/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0297
Epoch 193/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0295
Epoch 194/500

5/5 [==============================] - 0s 146us/sample - loss: 0.0293
Epoch 195/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0291
Epoch 196/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0289
Epoch 197/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0287
Epoch 198/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0285
Epoch 199/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0283
Epoch 200/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0281
Epoch 201/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0279
Epoch 202/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0277
Epoch 203/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0275
Epoch 204/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0273
Epoch 205/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0272
Epoch 206/500

5/5 [==============================] - 0s 120us/sample - loss: 0.0270
Epoch 207/500

5/5 [==============================] - 0s 118us/sample - loss: 0.0268
Epoch 208/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0266
Epoch 209/500

5/5 [==============================] - 0s 121us/sample - loss: 0.0264
Epoch 210/500

5/5 [==============================] - 0s 123us/sample - loss: 0.0263
Epoch 211/500

5/5 [==============================] - 0s 127us/sample - loss: 0.0261
Epoch 212/500

5/5 [==============================] - 0s 134us/sample - loss: 0.0259
Epoch 213/500

5/5 [==============================] - 0s 131us/sample - loss: 0.0257
Epoch 214/500

5/5 [==============================] - 0s 129us/sample - loss: 0.0256
Epoch 215/500

5/5 [==============================] - 0s 135us/sample - loss: 0.0254
Epoch 216/500

5/5 [==============================] - 0s 133us/sample - loss: 0.0252
Epoch 217/500

5/5 [==============================] - 0s 128us/sample - loss: 0.0250
Epoch 218/500

5/5 [==============================] - 0s 123us/sample - loss: 0.0249
Epoch 219/500

5/5 [==============================] - 0s 126us/sample - loss: 0.0247
Epoch 220/500

5/5 [==============================] - 0s 121us/sample - loss: 0.0245
Epoch 221/500

5/5 [==============================] - 0s 130us/sample - loss: 0.0244
Epoch 222/500

5/5 [==============================] - 0s 124us/sample - loss: 0.0242
Epoch 223/500

5/5 [==============================] - 0s 129us/sample - loss: 0.0240
Epoch 224/500

5/5 [==============================] - 0s 121us/sample - loss: 0.0239
Epoch 225/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0237
Epoch 226/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0236
Epoch 227/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0234
Epoch 228/500

5/5 [==============================] - 0s 121us/sample - loss: 0.0232
Epoch 229/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0231
Epoch 230/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0229
Epoch 231/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0228
Epoch 232/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0226
Epoch 233/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0225
Epoch 234/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0223
Epoch 235/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0222
Epoch 236/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0220
Epoch 237/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0219
Epoch 238/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0217
Epoch 239/500

5/5 [==============================] - 0s 117us/sample - loss: 0.0216
Epoch 240/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0214
Epoch 241/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0213
Epoch 242/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0211
Epoch 243/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0210
Epoch 244/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0209
Epoch 245/500

5/5 [==============================] - 0s 120us/sample - loss: 0.0207
Epoch 246/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0206
Epoch 247/500

5/5 [==============================] - 0s 112us/sample - loss: 0.0204
Epoch 248/500

5/5 [==============================] - 0s 137us/sample - loss: 0.0203
Epoch 249/500

5/5 [==============================] - 0s 163us/sample - loss: 0.0202
Epoch 250/500

5/5 [==============================] - 0s 129us/sample - loss: 0.0200
Epoch 251/500

5/5 [==============================] - 0s 136us/sample - loss: 0.0199
Epoch 252/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0198
Epoch 253/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0196
Epoch 254/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0195
Epoch 255/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0194
Epoch 256/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0192
Epoch 257/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0191
Epoch 258/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0190
Epoch 259/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0188
Epoch 260/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0187
Epoch 261/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0186
Epoch 262/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0185
Epoch 263/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0183
Epoch 264/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0182
Epoch 265/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0181
Epoch 266/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0180
Epoch 267/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0178
Epoch 268/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0177
Epoch 269/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0176
Epoch 270/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0175
Epoch 271/500

5/5 [==============================] - 0s 220us/sample - loss: 0.0174
Epoch 272/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0173
Epoch 273/500

5/5 [==============================] - 0s 184us/sample - loss: 0.0171
Epoch 274/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0170
Epoch 275/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0169
Epoch 276/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0168
Epoch 277/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0167
Epoch 278/500

5/5 [==============================] - 0s 194us/sample - loss: 0.0166
Epoch 279/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0165
Epoch 280/500

5/5 [==============================] - 0s 185us/sample - loss: 0.0163
Epoch 281/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0162
Epoch 282/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0161
Epoch 283/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0160
Epoch 284/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0159
Epoch 285/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0158
Epoch 286/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0157
Epoch 287/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0156
Epoch 288/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0155
Epoch 289/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0154
Epoch 290/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0153
Epoch 291/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0152
Epoch 292/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0151
Epoch 293/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0150
Epoch 294/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0149
Epoch 295/500

5/5 [==============================] - 0s 170us/sample - loss: 0.0148
Epoch 296/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0147
Epoch 297/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0146
Epoch 298/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0145
Epoch 299/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0144
Epoch 300/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0143
Epoch 301/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0142
Epoch 302/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0141
Epoch 303/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0140
Epoch 304/500

5/5 [==============================] - 0s 172us/sample - loss: 0.0139
Epoch 305/500

5/5 [==============================] - 0s 172us/sample - loss: 0.0138
Epoch 306/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0137
Epoch 307/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0136
Epoch 308/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0135
Epoch 309/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0134
Epoch 310/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0133
Epoch 311/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0132
Epoch 312/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0132
Epoch 313/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0131
Epoch 314/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0130
Epoch 315/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0129
Epoch 316/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0128
Epoch 317/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0127
Epoch 318/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0126
Epoch 319/500

5/5 [==============================] - 0s 196us/sample - loss: 0.0125
Epoch 320/500

5/5 [==============================] - 0s 207us/sample - loss: 0.0125
Epoch 321/500

5/5 [==============================] - 0s 229us/sample - loss: 0.0124
Epoch 322/500

5/5 [==============================] - 0s 248us/sample - loss: 0.0123
Epoch 323/500

5/5 [==============================] - 0s 258us/sample - loss: 0.0122
Epoch 324/500

5/5 [==============================] - 0s 273us/sample - loss: 0.0121
Epoch 325/500

5/5 [==============================] - 0s 273us/sample - loss: 0.0120
Epoch 326/500

5/5 [==============================] - 0s 258us/sample - loss: 0.0120
Epoch 327/500

5/5 [==============================] - 0s 253us/sample - loss: 0.0119
Epoch 328/500

5/5 [==============================] - 0s 277us/sample - loss: 0.0118
Epoch 329/500

5/5 [==============================] - 0s 255us/sample - loss: 0.0117
Epoch 330/500

5/5 [==============================] - 0s 253us/sample - loss: 0.0116
Epoch 331/500

5/5 [==============================] - 0s 234us/sample - loss: 0.0116
Epoch 332/500

5/5 [==============================] - 0s 201us/sample - loss: 0.0115
Epoch 333/500

5/5 [==============================] - 0s 191us/sample - loss: 0.0114
Epoch 334/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0113
Epoch 335/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0113
Epoch 336/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0112
Epoch 337/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0111
Epoch 338/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0110
Epoch 339/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0110
Epoch 340/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0109
Epoch 341/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0108
Epoch 342/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0107
Epoch 343/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0107
Epoch 344/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0106
Epoch 345/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0105
Epoch 346/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0105
Epoch 347/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0104
Epoch 348/500

5/5 [==============================] - 0s 224us/sample - loss: 0.0103
Epoch 349/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0102
Epoch 350/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0102
Epoch 351/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0101
Epoch 352/500

5/5 [==============================] - 0s 188us/sample - loss: 0.0100
Epoch 353/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0100
Epoch 354/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0099
Epoch 355/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0098
Epoch 356/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0098
Epoch 357/500

5/5 [==============================] - 0s 191us/sample - loss: 0.0097
Epoch 358/500

5/5 [==============================] - 0s 191us/sample - loss: 0.0096
Epoch 359/500

5/5 [==============================] - 0s 192us/sample - loss: 0.0096
Epoch 360/500

5/5 [==============================] - 0s 189us/sample - loss: 0.0095
Epoch 361/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0094
Epoch 362/500

5/5 [==============================] - 0s 154us/sample - loss: 0.0094
Epoch 363/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0093
Epoch 364/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0093
Epoch 365/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0092
Epoch 366/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0091
Epoch 367/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0091
Epoch 368/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0090
Epoch 369/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0089
Epoch 370/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0089
Epoch 371/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0088
Epoch 372/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0088
Epoch 373/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0087
Epoch 374/500

5/5 [==============================] - 0s 115us/sample - loss: 0.0086
Epoch 375/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0086
Epoch 376/500

5/5 [==============================] - 0s 108us/sample - loss: 0.0085
Epoch 377/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0085
Epoch 378/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0084
Epoch 379/500

5/5 [==============================] - 0s 110us/sample - loss: 0.0084
Epoch 380/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0083
Epoch 381/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0082
Epoch 382/500

5/5 [==============================] - 0s 109us/sample - loss: 0.0082
Epoch 383/500

5/5 [==============================] - 0s 120us/sample - loss: 0.0081
Epoch 384/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0081
Epoch 385/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0080
Epoch 386/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0080
Epoch 387/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0079
Epoch 388/500

5/5 [==============================] - 0s 116us/sample - loss: 0.0079
Epoch 389/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0078
Epoch 390/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0078
Epoch 391/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0077
Epoch 392/500

5/5 [==============================] - 0s 119us/sample - loss: 0.0077
Epoch 393/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0076
Epoch 394/500

5/5 [==============================] - 0s 114us/sample - loss: 0.0076
Epoch 395/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0075
Epoch 396/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0074
Epoch 397/500

5/5 [==============================] - 0s 113us/sample - loss: 0.0074
Epoch 398/500

5/5 [==============================] - 0s 123us/sample - loss: 0.0073
Epoch 399/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0073
Epoch 400/500

5/5 [==============================] - 0s 111us/sample - loss: 0.0072
Epoch 401/500

5/5 [==============================] - 0s 108us/sample - loss: 0.0072
Epoch 402/500

5/5 [==============================] - 0s 127us/sample - loss: 0.0072
Epoch 403/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0071
Epoch 404/500

5/5 [==============================] - 0s 164us/sample - loss: 0.0071
Epoch 405/500

5/5 [==============================] - 0s 164us/sample - loss: 0.0070
Epoch 406/500

5/5 [==============================] - 0s 162us/sample - loss: 0.0070
Epoch 407/500

5/5 [==============================] - 0s 164us/sample - loss: 0.0069
Epoch 408/500

5/5 [==============================] - 0s 164us/sample - loss: 0.0069
Epoch 409/500

5/5 [==============================] - 0s 165us/sample - loss: 0.0068
Epoch 410/500

5/5 [==============================] - 0s 167us/sample - loss: 0.0068
Epoch 411/500

5/5 [==============================] - 0s 165us/sample - loss: 0.0067
Epoch 412/500

5/5 [==============================] - 0s 165us/sample - loss: 0.0067
Epoch 413/500

5/5 [==============================] - 0s 166us/sample - loss: 0.0066
Epoch 414/500

5/5 [==============================] - 0s 168us/sample - loss: 0.0066
Epoch 415/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0065
Epoch 416/500

5/5 [==============================] - 0s 185us/sample - loss: 0.0065
Epoch 417/500

5/5 [==============================] - 0s 142us/sample - loss: 0.0065
Epoch 418/500

5/5 [==============================] - 0s 132us/sample - loss: 0.0064
Epoch 419/500

5/5 [==============================] - 0s 131us/sample - loss: 0.0064
Epoch 420/500

5/5 [==============================] - 0s 129us/sample - loss: 0.0063
Epoch 421/500

5/5 [==============================] - 0s 158us/sample - loss: 0.0063
Epoch 422/500

5/5 [==============================] - 0s 167us/sample - loss: 0.0062
Epoch 423/500

5/5 [==============================] - 0s 163us/sample - loss: 0.0062
Epoch 424/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0062
Epoch 425/500

5/5 [==============================] - 0s 232us/sample - loss: 0.0061
Epoch 426/500

5/5 [==============================] - 0s 186us/sample - loss: 0.0061
Epoch 427/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0060
Epoch 428/500

5/5 [==============================] - 0s 296us/sample - loss: 0.0060
Epoch 429/500

5/5 [==============================] - 0s 204us/sample - loss: 0.0060
Epoch 430/500

5/5 [==============================] - 0s 230us/sample - loss: 0.0059
Epoch 431/500

5/5 [==============================] - 0s 266us/sample - loss: 0.0059
Epoch 432/500

5/5 [==============================] - 0s 259us/sample - loss: 0.0058
Epoch 433/500

5/5 [==============================] - 0s 236us/sample - loss: 0.0058
Epoch 434/500

5/5 [==============================] - 0s 220us/sample - loss: 0.0058
Epoch 435/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0057
Epoch 436/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0057
Epoch 437/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0056
Epoch 438/500

5/5 [==============================] - 0s 172us/sample - loss: 0.0056
Epoch 439/500

5/5 [==============================] - 0s 166us/sample - loss: 0.0056
Epoch 440/500

5/5 [==============================] - 0s 170us/sample - loss: 0.0055
Epoch 441/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0055
Epoch 442/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0055
Epoch 443/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0054
Epoch 444/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0054
Epoch 445/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0053
Epoch 446/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0053
Epoch 447/500

5/5 [==============================] - 0s 187us/sample - loss: 0.0053
Epoch 448/500

5/5 [==============================] - 0s 191us/sample - loss: 0.0052
Epoch 449/500

5/5 [==============================] - 0s 184us/sample - loss: 0.0052
Epoch 450/500

5/5 [==============================] - 0s 184us/sample - loss: 0.0052
Epoch 451/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0051
Epoch 452/500

5/5 [==============================] - 0s 201us/sample - loss: 0.0051
Epoch 453/500

5/5 [==============================] - 0s 196us/sample - loss: 0.0051
Epoch 454/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0050
Epoch 455/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0050
Epoch 456/500

5/5 [==============================] - 0s 183us/sample - loss: 0.0050
Epoch 457/500

5/5 [==============================] - 0s 185us/sample - loss: 0.0049
Epoch 458/500

5/5 [==============================] - 0s 185us/sample - loss: 0.0049
Epoch 459/500

5/5 [==============================] - 0s 191us/sample - loss: 0.0049
Epoch 460/500

5/5 [==============================] - 0s 191us/sample - loss: 0.0048
Epoch 461/500

5/5 [==============================] - 0s 180us/sample - loss: 0.0048
Epoch 462/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0048
Epoch 463/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0047
Epoch 464/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0047
Epoch 465/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0047
Epoch 466/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0046
Epoch 467/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0046
Epoch 468/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0046
Epoch 469/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0045
Epoch 470/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0045
Epoch 471/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0045
Epoch 472/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0045
Epoch 473/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0044
Epoch 474/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0044
Epoch 475/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0044
Epoch 476/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0043
Epoch 477/500

5/5 [==============================] - 0s 172us/sample - loss: 0.0043
Epoch 478/500

5/5 [==============================] - 0s 185us/sample - loss: 0.0043
Epoch 479/500

5/5 [==============================] - 0s 172us/sample - loss: 0.0042
Epoch 480/500

5/5 [==============================] - 0s 172us/sample - loss: 0.0042
Epoch 481/500

5/5 [==============================] - 0s 171us/sample - loss: 0.0042
Epoch 482/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0042
Epoch 483/500

5/5 [==============================] - 0s 170us/sample - loss: 0.0041
Epoch 484/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0041
Epoch 485/500

5/5 [==============================] - 0s 171us/sample - loss: 0.0041
Epoch 486/500

5/5 [==============================] - 0s 181us/sample - loss: 0.0040
Epoch 487/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0040
Epoch 488/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0040
Epoch 489/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0040
Epoch 490/500

5/5 [==============================] - 0s 178us/sample - loss: 0.0039
Epoch 491/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0039
Epoch 492/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0039
Epoch 493/500

5/5 [==============================] - 0s 174us/sample - loss: 0.0039
Epoch 494/500

5/5 [==============================] - 0s 179us/sample - loss: 0.0038
Epoch 495/500

5/5 [==============================] - 0s 175us/sample - loss: 0.0038
Epoch 496/500

5/5 [==============================] - 0s 173us/sample - loss: 0.0038
Epoch 497/500

5/5 [==============================] - 0s 176us/sample - loss: 0.0038
Epoch 498/500

5/5 [==============================] - 0s 182us/sample - loss: 0.0037
Epoch 499/500

5/5 [==============================] - 0s 177us/sample - loss: 0.0037
Epoch 500/500

5/5 [==============================] - 0s 168us/sample - loss: 0.0037
[[13.866906]]

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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