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Be Brave, Be Humble
Keras_Simple_Linear_Regression_Exercise_Functional 본문
Functional API
In [ ]:
import tensorflow as tf
from tensorflow.keras.models import Sequential, Model
from tensorflow.keras.layers import Flatten, Dense, Input
from tensorflow.keras.optimizers import SGD
import numpy as np
Data Preparation
In [ ]:
x_data = np.array([ 1, 2, 3, 4, 5, 6])
t_data = np.array([ 3, 4, 5, 6, 7, 8])
Modeling: init W & b randomly
In [ ]:
input_ = Input(shape=(1,))
# x= Flatten()(input_)
output_ = Dense(1, activation = 'linear')(input_)
model = Model(inputs=input_, outputs=output_)
Compile: Define loss & y
In [ ]:
model.compile(optimizer=SGD(), loss = 'mse')
model.summary()
Model: "model"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) [(None, 1)] 0
dense (Dense) (None, 1) 2
=================================================================
Total params: 2
Trainable params: 2
Non-trainable params: 0
_________________________________________________________________
In [ ]:
hist = model.fit(x_data, t_data, epochs = 1000)
Epoch 1/1000
1/1 [==============================] - 0s 427ms/step - loss: 28.8873
Epoch 2/1000
1/1 [==============================] - 0s 5ms/step - loss: 13.6636
Epoch 3/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.6155
Epoch 4/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.3513
Epoch 5/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8384
Epoch 6/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1361
Epoch 7/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.8090
Epoch 8/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.6555
Epoch 9/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.5824
Epoch 10/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.5466
Epoch 11/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.5280
Epoch 12/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.5173
Epoch 13/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.5104
Epoch 14/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.5053
Epoch 15/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.5009
Epoch 16/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4970
Epoch 17/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4932
Epoch 18/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4895
Epoch 19/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.4859
Epoch 20/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4824
Epoch 21/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4789
Epoch 22/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4754
Epoch 23/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4719
Epoch 24/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.4685
Epoch 25/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.4651
Epoch 26/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.4617
Epoch 27/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4583
Epoch 28/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4550
Epoch 29/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4516
Epoch 30/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4484
Epoch 31/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4451
Epoch 32/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4418
Epoch 33/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4386
Epoch 34/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4354
Epoch 35/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.4323
Epoch 36/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4291
Epoch 37/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4260
Epoch 38/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.4229
Epoch 39/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.4198
Epoch 40/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4167
Epoch 41/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4137
Epoch 42/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4107
Epoch 43/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4077
Epoch 44/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.4047
Epoch 45/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.4018
Epoch 46/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3989
Epoch 47/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3959
Epoch 48/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3931
Epoch 49/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3902
Epoch 50/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.3874
Epoch 51/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3845
Epoch 52/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3817
Epoch 53/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3790
Epoch 54/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3762
Epoch 55/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3734
Epoch 56/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.3707
Epoch 57/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3680
Epoch 58/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.3653
Epoch 59/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3627
Epoch 60/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3600
Epoch 61/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3574
Epoch 62/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3548
Epoch 63/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3522
Epoch 64/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3497
Epoch 65/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3471
Epoch 66/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3446
Epoch 67/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.3421
Epoch 68/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3396
Epoch 69/1000
1/1 [==============================] - 0s 25ms/step - loss: 0.3371
Epoch 70/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3347
Epoch 71/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3322
Epoch 72/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3298
Epoch 73/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3274
Epoch 74/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3250
Epoch 75/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.3226
Epoch 76/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.3203
Epoch 77/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.3180
Epoch 78/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.3156
Epoch 79/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.3133
Epoch 80/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.3111
Epoch 81/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.3088
Epoch 82/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.3065
Epoch 83/1000
1/1 [==============================] - 0s 55ms/step - loss: 0.3043
Epoch 84/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.3021
Epoch 85/1000
1/1 [==============================] - 0s 27ms/step - loss: 0.2999
Epoch 86/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2977
Epoch 87/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2955
Epoch 88/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2934
Epoch 89/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2912
Epoch 90/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2891
Epoch 91/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2870
Epoch 92/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.2849
Epoch 93/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2829
Epoch 94/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2808
Epoch 95/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2787
Epoch 96/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2767
Epoch 97/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2747
Epoch 98/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2727
Epoch 99/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.2707
Epoch 100/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.2687
Epoch 101/1000
1/1 [==============================] - 0s 28ms/step - loss: 0.2668
Epoch 102/1000
1/1 [==============================] - 0s 31ms/step - loss: 0.2648
Epoch 103/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2629
Epoch 104/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2610
Epoch 105/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2591
Epoch 106/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2572
Epoch 107/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2553
Epoch 108/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2535
Epoch 109/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2516
Epoch 110/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2498
Epoch 111/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2480
Epoch 112/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2462
Epoch 113/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2444
Epoch 114/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2426
Epoch 115/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.2408
Epoch 116/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.2391
Epoch 117/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.2373
Epoch 118/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.2356
Epoch 119/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.2339
Epoch 120/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.2322
Epoch 121/1000
1/1 [==============================] - 0s 27ms/step - loss: 0.2305
Epoch 122/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.2288
Epoch 123/1000
1/1 [==============================] - 0s 26ms/step - loss: 0.2271
Epoch 124/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.2255
Epoch 125/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2238
Epoch 126/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2222
Epoch 127/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2206
Epoch 128/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2190
Epoch 129/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2174
Epoch 130/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2158
Epoch 131/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2142
Epoch 132/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2127
Epoch 133/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2111
Epoch 134/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2096
Epoch 135/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2081
Epoch 136/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.2065
Epoch 137/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2050
Epoch 138/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.2035
Epoch 139/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2021
Epoch 140/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.2006
Epoch 141/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1991
Epoch 142/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1977
Epoch 143/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1962
Epoch 144/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1948
Epoch 145/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1934
Epoch 146/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1920
Epoch 147/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1906
Epoch 148/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1892
Epoch 149/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1878
Epoch 150/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1864
Epoch 151/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1851
Epoch 152/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1837
Epoch 153/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1824
Epoch 154/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1811
Epoch 155/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1797
Epoch 156/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1784
Epoch 157/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1771
Epoch 158/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1758
Epoch 159/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1746
Epoch 160/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1733
Epoch 161/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1720
Epoch 162/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1708
Epoch 163/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1695
Epoch 164/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1683
Epoch 165/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1671
Epoch 166/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1659
Epoch 167/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1646
Epoch 168/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1634
Epoch 169/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1623
Epoch 170/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1611
Epoch 171/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1599
Epoch 172/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.1587
Epoch 173/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1576
Epoch 174/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1564
Epoch 175/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.1553
Epoch 176/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.1542
Epoch 177/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.1530
Epoch 178/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.1519
Epoch 179/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1508
Epoch 180/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.1497
Epoch 181/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.1486
Epoch 182/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1475
Epoch 183/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1465
Epoch 184/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1454
Epoch 185/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1443
Epoch 186/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1433
Epoch 187/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1422
Epoch 188/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.1412
Epoch 189/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1402
Epoch 190/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.1392
Epoch 191/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1381
Epoch 192/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1371
Epoch 193/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1361
Epoch 194/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1351
Epoch 195/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1342
Epoch 196/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1332
Epoch 197/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1322
Epoch 198/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1313
Epoch 199/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1303
Epoch 200/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1293
Epoch 201/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1284
Epoch 202/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1275
Epoch 203/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1265
Epoch 204/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1256
Epoch 205/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1247
Epoch 206/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1238
Epoch 207/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1229
Epoch 208/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1220
Epoch 209/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1211
Epoch 210/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1202
Epoch 211/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1194
Epoch 212/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.1185
Epoch 213/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1176
Epoch 214/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1168
Epoch 215/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.1159
Epoch 216/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.1151
Epoch 217/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1142
Epoch 218/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.1134
Epoch 219/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.1126
Epoch 220/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1118
Epoch 221/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1109
Epoch 222/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1101
Epoch 223/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1093
Epoch 224/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1085
Epoch 225/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1077
Epoch 226/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1070
Epoch 227/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1062
Epoch 228/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1054
Epoch 229/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1046
Epoch 230/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1039
Epoch 231/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1031
Epoch 232/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1024
Epoch 233/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1016
Epoch 234/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1009
Epoch 235/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.1001
Epoch 236/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0994
Epoch 237/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0987
Epoch 238/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0980
Epoch 239/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0973
Epoch 240/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0965
Epoch 241/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0958
Epoch 242/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0951
Epoch 243/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0945
Epoch 244/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0938
Epoch 245/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0931
Epoch 246/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0924
Epoch 247/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0917
Epoch 248/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0911
Epoch 249/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0904
Epoch 250/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0897
Epoch 251/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0891
Epoch 252/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0884
Epoch 253/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0878
Epoch 254/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0872
Epoch 255/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0865
Epoch 256/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0859
Epoch 257/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0853
Epoch 258/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0846
Epoch 259/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0840
Epoch 260/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0834
Epoch 261/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0828
Epoch 262/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0822
Epoch 263/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0816
Epoch 264/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0810
Epoch 265/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0804
Epoch 266/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0798
Epoch 267/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0792
Epoch 268/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0787
Epoch 269/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0781
Epoch 270/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0775
Epoch 271/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0770
Epoch 272/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0764
Epoch 273/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0758
Epoch 274/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0753
Epoch 275/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0747
Epoch 276/1000
1/1 [==============================] - 0s 28ms/step - loss: 0.0742
Epoch 277/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0737
Epoch 278/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0731
Epoch 279/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0726
Epoch 280/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0721
Epoch 281/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0715
Epoch 282/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0710
Epoch 283/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0705
Epoch 284/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0700
Epoch 285/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0695
Epoch 286/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0690
Epoch 287/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0685
Epoch 288/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0680
Epoch 289/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0675
Epoch 290/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0670
Epoch 291/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0665
Epoch 292/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0660
Epoch 293/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0655
Epoch 294/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0651
Epoch 295/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0646
Epoch 296/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0641
Epoch 297/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0636
Epoch 298/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0632
Epoch 299/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0627
Epoch 300/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0623
Epoch 301/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0618
Epoch 302/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0614
Epoch 303/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0609
Epoch 304/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0605
Epoch 305/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0600
Epoch 306/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0596
Epoch 307/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0592
Epoch 308/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0587
Epoch 309/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0583
Epoch 310/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0579
Epoch 311/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0574
Epoch 312/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0570
Epoch 313/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0566
Epoch 314/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0562
Epoch 315/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0558
Epoch 316/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0554
Epoch 317/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0550
Epoch 318/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0546
Epoch 319/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0542
Epoch 320/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0538
Epoch 321/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0534
Epoch 322/1000
1/1 [==============================] - 0s 47ms/step - loss: 0.0530
Epoch 323/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0526
Epoch 324/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0522
Epoch 325/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0519
Epoch 326/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0515
Epoch 327/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0511
Epoch 328/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0507
Epoch 329/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0504
Epoch 330/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0500
Epoch 331/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0496
Epoch 332/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0493
Epoch 333/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0489
Epoch 334/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0486
Epoch 335/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0482
Epoch 336/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0478
Epoch 337/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0475
Epoch 338/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0472
Epoch 339/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0468
Epoch 340/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0465
Epoch 341/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0461
Epoch 342/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0458
Epoch 343/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0455
Epoch 344/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0451
Epoch 345/1000
1/1 [==============================] - 0s 34ms/step - loss: 0.0448
Epoch 346/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0445
Epoch 347/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0442
Epoch 348/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0438
Epoch 349/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0435
Epoch 350/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0432
Epoch 351/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0429
Epoch 352/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0426
Epoch 353/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0423
Epoch 354/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0419
Epoch 355/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0416
Epoch 356/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0413
Epoch 357/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0410
Epoch 358/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0407
Epoch 359/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0404
Epoch 360/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0401
Epoch 361/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0399
Epoch 362/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0396
Epoch 363/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0393
Epoch 364/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0390
Epoch 365/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0387
Epoch 366/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0384
Epoch 367/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0381
Epoch 368/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0379
Epoch 369/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0376
Epoch 370/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0373
Epoch 371/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0370
Epoch 372/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0368
Epoch 373/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0365
Epoch 374/1000
1/1 [==============================] - 0s 35ms/step - loss: 0.0362
Epoch 375/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0360
Epoch 376/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0357
Epoch 377/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0355
Epoch 378/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0352
Epoch 379/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0349
Epoch 380/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0347
Epoch 381/1000
1/1 [==============================] - 0s 27ms/step - loss: 0.0344
Epoch 382/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0342
Epoch 383/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0339
Epoch 384/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0337
Epoch 385/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0334
Epoch 386/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0332
Epoch 387/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0330
Epoch 388/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0327
Epoch 389/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0325
Epoch 390/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0322
Epoch 391/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0320
Epoch 392/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0318
Epoch 393/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0315
Epoch 394/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0313
Epoch 395/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0311
Epoch 396/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0309
Epoch 397/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0306
Epoch 398/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0304
Epoch 399/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0302
Epoch 400/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0300
Epoch 401/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0297
Epoch 402/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0295
Epoch 403/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0293
Epoch 404/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0291
Epoch 405/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0289
Epoch 406/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0287
Epoch 407/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0285
Epoch 408/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0283
Epoch 409/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0281
Epoch 410/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0279
Epoch 411/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0277
Epoch 412/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0274
Epoch 413/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0272
Epoch 414/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0271
Epoch 415/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0269
Epoch 416/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0267
Epoch 417/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0265
Epoch 418/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0263
Epoch 419/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0261
Epoch 420/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0259
Epoch 421/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0257
Epoch 422/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0255
Epoch 423/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0253
Epoch 424/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0251
Epoch 425/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0250
Epoch 426/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0248
Epoch 427/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0246
Epoch 428/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0244
Epoch 429/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0242
Epoch 430/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0241
Epoch 431/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0239
Epoch 432/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0237
Epoch 433/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0235
Epoch 434/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0234
Epoch 435/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0232
Epoch 436/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0230
Epoch 437/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0229
Epoch 438/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0227
Epoch 439/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0225
Epoch 440/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0224
Epoch 441/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0222
Epoch 442/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0220
Epoch 443/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0219
Epoch 444/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0217
Epoch 445/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0216
Epoch 446/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0214
Epoch 447/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0213
Epoch 448/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0211
Epoch 449/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0209
Epoch 450/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0208
Epoch 451/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0206
Epoch 452/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0205
Epoch 453/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0203
Epoch 454/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0202
Epoch 455/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0200
Epoch 456/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0199
Epoch 457/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0198
Epoch 458/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0196
Epoch 459/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0195
Epoch 460/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0193
Epoch 461/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0192
Epoch 462/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0190
Epoch 463/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0189
Epoch 464/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0188
Epoch 465/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0186
Epoch 466/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0185
Epoch 467/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0184
Epoch 468/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0182
Epoch 469/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0181
Epoch 470/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0180
Epoch 471/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0178
Epoch 472/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0177
Epoch 473/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0176
Epoch 474/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0174
Epoch 475/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0173
Epoch 476/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0172
Epoch 477/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0171
Epoch 478/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0169
Epoch 479/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0168
Epoch 480/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0167
Epoch 481/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0166
Epoch 482/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0165
Epoch 483/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0163
Epoch 484/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0162
Epoch 485/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0161
Epoch 486/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0160
Epoch 487/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0159
Epoch 488/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0157
Epoch 489/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0156
Epoch 490/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0155
Epoch 491/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0154
Epoch 492/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0153
Epoch 493/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0152
Epoch 494/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0151
Epoch 495/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0150
Epoch 496/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0149
Epoch 497/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0147
Epoch 498/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0146
Epoch 499/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0145
Epoch 500/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0144
Epoch 501/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0143
Epoch 502/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0142
Epoch 503/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0141
Epoch 504/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0140
Epoch 505/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0139
Epoch 506/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0138
Epoch 507/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0137
Epoch 508/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0136
Epoch 509/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0135
Epoch 510/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0134
Epoch 511/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0133
Epoch 512/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0132
Epoch 513/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0131
Epoch 514/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0130
Epoch 515/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0129
Epoch 516/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0128
Epoch 517/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0127
Epoch 518/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0126
Epoch 519/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0126
Epoch 520/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0125
Epoch 521/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0124
Epoch 522/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0123
Epoch 523/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0122
Epoch 524/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0121
Epoch 525/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0120
Epoch 526/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0119
Epoch 527/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0118
Epoch 528/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0118
Epoch 529/1000
1/1 [==============================] - 0s 25ms/step - loss: 0.0117
Epoch 530/1000
1/1 [==============================] - 0s 27ms/step - loss: 0.0116
Epoch 531/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0115
Epoch 532/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0114
Epoch 533/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0113
Epoch 534/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0112
Epoch 535/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0112
Epoch 536/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0111
Epoch 537/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0110
Epoch 538/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0109
Epoch 539/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0108
Epoch 540/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0108
Epoch 541/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0107
Epoch 542/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0106
Epoch 543/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0105
Epoch 544/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0105
Epoch 545/1000
1/1 [==============================] - 0s 36ms/step - loss: 0.0104
Epoch 546/1000
1/1 [==============================] - 0s 37ms/step - loss: 0.0103
Epoch 547/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0102
Epoch 548/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0102
Epoch 549/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0101
Epoch 550/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0100
Epoch 551/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0099
Epoch 552/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0099
Epoch 553/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0098
Epoch 554/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0097
Epoch 555/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0096
Epoch 556/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0096
Epoch 557/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0095
Epoch 558/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0094
Epoch 559/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0094
Epoch 560/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0093
Epoch 561/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0092
Epoch 562/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0092
Epoch 563/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0091
Epoch 564/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0090
Epoch 565/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0090
Epoch 566/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0089
Epoch 567/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0088
Epoch 568/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0088
Epoch 569/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0087
Epoch 570/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0086
Epoch 571/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0086
Epoch 572/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0085
Epoch 573/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0085
Epoch 574/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0084
Epoch 575/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0083
Epoch 576/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0083
Epoch 577/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0082
Epoch 578/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0082
Epoch 579/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0081
Epoch 580/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0080
Epoch 581/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0080
Epoch 582/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0079
Epoch 583/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0079
Epoch 584/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0078
Epoch 585/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0077
Epoch 586/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0077
Epoch 587/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0076
Epoch 588/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0076
Epoch 589/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0075
Epoch 590/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0075
Epoch 591/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0074
Epoch 592/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0074
Epoch 593/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0073
Epoch 594/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0073
Epoch 595/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0072
Epoch 596/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0071
Epoch 597/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0071
Epoch 598/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0070
Epoch 599/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0070
Epoch 600/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0069
Epoch 601/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0069
Epoch 602/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0068
Epoch 603/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0068
Epoch 604/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0067
Epoch 605/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0067
Epoch 606/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0066
Epoch 607/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0066
Epoch 608/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0065
Epoch 609/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0065
Epoch 610/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0065
Epoch 611/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0064
Epoch 612/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0064
Epoch 613/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0063
Epoch 614/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0063
Epoch 615/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0062
Epoch 616/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0062
Epoch 617/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0061
Epoch 618/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0061
Epoch 619/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0060
Epoch 620/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0060
Epoch 621/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0060
Epoch 622/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0059
Epoch 623/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0059
Epoch 624/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0058
Epoch 625/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0058
Epoch 626/1000
1/1 [==============================] - 0s 56ms/step - loss: 0.0057
Epoch 627/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0057
Epoch 628/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0057
Epoch 629/1000
1/1 [==============================] - 0s 95ms/step - loss: 0.0056
Epoch 630/1000
1/1 [==============================] - 0s 41ms/step - loss: 0.0056
Epoch 631/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0055
Epoch 632/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0055
Epoch 633/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0055
Epoch 634/1000
1/1 [==============================] - 0s 37ms/step - loss: 0.0054
Epoch 635/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0054
Epoch 636/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0053
Epoch 637/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0053
Epoch 638/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0053
Epoch 639/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0052
Epoch 640/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0052
Epoch 641/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0051
Epoch 642/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0051
Epoch 643/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0051
Epoch 644/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0050
Epoch 645/1000
1/1 [==============================] - 0s 30ms/step - loss: 0.0050
Epoch 646/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0050
Epoch 647/1000
1/1 [==============================] - 0s 25ms/step - loss: 0.0049
Epoch 648/1000
1/1 [==============================] - 0s 28ms/step - loss: 0.0049
Epoch 649/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0049
Epoch 650/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0048
Epoch 651/1000
1/1 [==============================] - 0s 39ms/step - loss: 0.0048
Epoch 652/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0047
Epoch 653/1000
1/1 [==============================] - 0s 25ms/step - loss: 0.0047
Epoch 654/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0047
Epoch 655/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0046
Epoch 656/1000
1/1 [==============================] - 0s 41ms/step - loss: 0.0046
Epoch 657/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0046
Epoch 658/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0045
Epoch 659/1000
1/1 [==============================] - 0s 54ms/step - loss: 0.0045
Epoch 660/1000
1/1 [==============================] - 0s 26ms/step - loss: 0.0045
Epoch 661/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0044
Epoch 662/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0044
Epoch 663/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0044
Epoch 664/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0043
Epoch 665/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0043
Epoch 666/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0043
Epoch 667/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0043
Epoch 668/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0042
Epoch 669/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0042
Epoch 670/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0042
Epoch 671/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0041
Epoch 672/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0041
Epoch 673/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0041
Epoch 674/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0040
Epoch 675/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0040
Epoch 676/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0040
Epoch 677/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0040
Epoch 678/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0039
Epoch 679/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0039
Epoch 680/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0039
Epoch 681/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0038
Epoch 682/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0038
Epoch 683/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0038
Epoch 684/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0038
Epoch 685/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0037
Epoch 686/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0037
Epoch 687/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0037
Epoch 688/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0036
Epoch 689/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0036
Epoch 690/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0036
Epoch 691/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0036
Epoch 692/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0035
Epoch 693/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0035
Epoch 694/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0035
Epoch 695/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0035
Epoch 696/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0034
Epoch 697/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0034
Epoch 698/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0034
Epoch 699/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0034
Epoch 700/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0033
Epoch 701/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0033
Epoch 702/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0033
Epoch 703/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0033
Epoch 704/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0032
Epoch 705/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0032
Epoch 706/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0032
Epoch 707/1000
1/1 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 708/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0032
Epoch 709/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0031
Epoch 710/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0031
Epoch 711/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0031
Epoch 712/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0031
Epoch 713/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0030
Epoch 714/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0030
Epoch 715/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0030
Epoch 716/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0030
Epoch 717/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0030
Epoch 718/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0029
Epoch 719/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0029
Epoch 720/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0029
Epoch 721/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0029
Epoch 722/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0028
Epoch 723/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0028
Epoch 724/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0028
Epoch 725/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0028
Epoch 726/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0028
Epoch 727/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0027
Epoch 728/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0027
Epoch 729/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0027
Epoch 730/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0027
Epoch 731/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0027
Epoch 732/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0026
Epoch 733/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0026
Epoch 734/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0026
Epoch 735/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0026
Epoch 736/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0026
Epoch 737/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0025
Epoch 738/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0025
Epoch 739/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0025
Epoch 740/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0025
Epoch 741/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0025
Epoch 742/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0025
Epoch 743/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0024
Epoch 744/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0024
Epoch 745/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0024
Epoch 746/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0024
Epoch 747/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0024
Epoch 748/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0024
Epoch 749/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 750/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 751/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 752/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 753/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 754/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 755/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 756/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 757/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 758/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0022
Epoch 759/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 760/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 761/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0021
Epoch 762/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021
Epoch 763/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0021
Epoch 764/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021
Epoch 765/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0021
Epoch 766/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021
Epoch 767/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0020
Epoch 768/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0020
Epoch 769/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0020
Epoch 770/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0020
Epoch 771/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0020
Epoch 772/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0020
Epoch 773/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0020
Epoch 774/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0019
Epoch 775/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0019
Epoch 776/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0019
Epoch 777/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0019
Epoch 778/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0019
Epoch 779/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0019
Epoch 780/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0019
Epoch 781/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0018
Epoch 782/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018
Epoch 783/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018
Epoch 784/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018
Epoch 785/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0018
Epoch 786/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0018
Epoch 787/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0018
Epoch 788/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0018
Epoch 789/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017
Epoch 790/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017
Epoch 791/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017
Epoch 792/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017
Epoch 793/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017
Epoch 794/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0017
Epoch 795/1000
1/1 [==============================] - 0s 30ms/step - loss: 0.0017
Epoch 796/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0017
Epoch 797/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0016
Epoch 798/1000
1/1 [==============================] - 0s 29ms/step - loss: 0.0016
Epoch 799/1000
1/1 [==============================] - 0s 33ms/step - loss: 0.0016
Epoch 800/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0016
Epoch 801/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0016
Epoch 802/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0016
Epoch 803/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0016
Epoch 804/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0016
Epoch 805/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0016
Epoch 806/1000
1/1 [==============================] - 0s 34ms/step - loss: 0.0015
Epoch 807/1000
1/1 [==============================] - 0s 23ms/step - loss: 0.0015
Epoch 808/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0015
Epoch 809/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0015
Epoch 810/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0015
Epoch 811/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0015
Epoch 812/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0015
Epoch 813/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0015
Epoch 814/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0015
Epoch 815/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0014
Epoch 816/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0014
Epoch 817/1000
1/1 [==============================] - 0s 37ms/step - loss: 0.0014
Epoch 818/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0014
Epoch 819/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0014
Epoch 820/1000
1/1 [==============================] - 0s 20ms/step - loss: 0.0014
Epoch 821/1000
1/1 [==============================] - 0s 35ms/step - loss: 0.0014
Epoch 822/1000
1/1 [==============================] - 0s 52ms/step - loss: 0.0014
Epoch 823/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0014
Epoch 824/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0013
Epoch 825/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0013
Epoch 826/1000
1/1 [==============================] - 0s 26ms/step - loss: 0.0013
Epoch 827/1000
1/1 [==============================] - 0s 43ms/step - loss: 0.0013
Epoch 828/1000
1/1 [==============================] - 0s 35ms/step - loss: 0.0013
Epoch 829/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0013
Epoch 830/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0013
Epoch 831/1000
1/1 [==============================] - 0s 46ms/step - loss: 0.0013
Epoch 832/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0013
Epoch 833/1000
1/1 [==============================] - 0s 54ms/step - loss: 0.0013
Epoch 834/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0013
Epoch 835/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0012
Epoch 836/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0012
Epoch 837/1000
1/1 [==============================] - 0s 30ms/step - loss: 0.0012
Epoch 838/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0012
Epoch 839/1000
1/1 [==============================] - 0s 29ms/step - loss: 0.0012
Epoch 840/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0012
Epoch 841/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0012
Epoch 842/1000
1/1 [==============================] - 0s 17ms/step - loss: 0.0012
Epoch 843/1000
1/1 [==============================] - 0s 21ms/step - loss: 0.0012
Epoch 844/1000
1/1 [==============================] - 0s 35ms/step - loss: 0.0012
Epoch 845/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012
Epoch 846/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0011
Epoch 847/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0011
Epoch 848/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 849/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 850/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0011
Epoch 851/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0011
Epoch 852/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 853/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 854/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 855/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 856/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 857/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 858/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0011
Epoch 859/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0010
Epoch 860/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0010
Epoch 861/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0010
Epoch 862/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0010
Epoch 863/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0010
Epoch 864/1000
1/1 [==============================] - 0s 4ms/step - loss: 0.0010
Epoch 865/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.9987e-04
Epoch 866/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.9258e-04
Epoch 867/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.8534e-04
Epoch 868/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.7816e-04
Epoch 869/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.7104e-04
Epoch 870/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.6396e-04
Epoch 871/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.5694e-04
Epoch 872/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.4997e-04
Epoch 873/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.4305e-04
Epoch 874/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.3618e-04
Epoch 875/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.2936e-04
Epoch 876/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.2259e-04
Epoch 877/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.1586e-04
Epoch 878/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.0920e-04
Epoch 879/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.0257e-04
Epoch 880/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.9599e-04
Epoch 881/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.8947e-04
Epoch 882/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.8299e-04
Epoch 883/1000
1/1 [==============================] - 0s 5ms/step - loss: 8.7655e-04
Epoch 884/1000
1/1 [==============================] - 0s 5ms/step - loss: 8.7017e-04
Epoch 885/1000
1/1 [==============================] - 0s 17ms/step - loss: 8.6382e-04
Epoch 886/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.5753e-04
Epoch 887/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.5128e-04
Epoch 888/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.4508e-04
Epoch 889/1000
1/1 [==============================] - 0s 12ms/step - loss: 8.3893e-04
Epoch 890/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.3281e-04
Epoch 891/1000
1/1 [==============================] - 0s 19ms/step - loss: 8.2674e-04
Epoch 892/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.2072e-04
Epoch 893/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.1474e-04
Epoch 894/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.0880e-04
Epoch 895/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.0291e-04
Epoch 896/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.9706e-04
Epoch 897/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.9125e-04
Epoch 898/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.8549e-04
Epoch 899/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.7977e-04
Epoch 900/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.7408e-04
Epoch 901/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.6844e-04
Epoch 902/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.6284e-04
Epoch 903/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.5729e-04
Epoch 904/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.5177e-04
Epoch 905/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.4630e-04
Epoch 906/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.4086e-04
Epoch 907/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.3546e-04
Epoch 908/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.3010e-04
Epoch 909/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.2478e-04
Epoch 910/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.1950e-04
Epoch 911/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.1426e-04
Epoch 912/1000
1/1 [==============================] - 0s 3ms/step - loss: 7.0906e-04
Epoch 913/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.0389e-04
Epoch 914/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.9876e-04
Epoch 915/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.9367e-04
Epoch 916/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.8862e-04
Epoch 917/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.8360e-04
Epoch 918/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.7862e-04
Epoch 919/1000
1/1 [==============================] - 0s 25ms/step - loss: 6.7367e-04
Epoch 920/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.6877e-04
Epoch 921/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.6389e-04
Epoch 922/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.5905e-04
Epoch 923/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.5425e-04
Epoch 924/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4949e-04
Epoch 925/1000
1/1 [==============================] - 0s 17ms/step - loss: 6.4475e-04
Epoch 926/1000
1/1 [==============================] - 0s 21ms/step - loss: 6.4006e-04
Epoch 927/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.3539e-04
Epoch 928/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.3076e-04
Epoch 929/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.2617e-04
Epoch 930/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.2161e-04
Epoch 931/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.1708e-04
Epoch 932/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.1258e-04
Epoch 933/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.0812e-04
Epoch 934/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.0369e-04
Epoch 935/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.9930e-04
Epoch 936/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.9492e-04
Epoch 937/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.9059e-04
Epoch 938/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.8629e-04
Epoch 939/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.8202e-04
Epoch 940/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.7778e-04
Epoch 941/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.7357e-04
Epoch 942/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.6939e-04
Epoch 943/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.6524e-04
Epoch 944/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.6113e-04
Epoch 945/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.5704e-04
Epoch 946/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.5298e-04
Epoch 947/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.4895e-04
Epoch 948/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.4496e-04
Epoch 949/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.4098e-04
Epoch 950/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.3704e-04
Epoch 951/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.3313e-04
Epoch 952/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.2925e-04
Epoch 953/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.2539e-04
Epoch 954/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.2156e-04
Epoch 955/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.1776e-04
Epoch 956/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.1399e-04
Epoch 957/1000
1/1 [==============================] - 0s 16ms/step - loss: 5.1025e-04
Epoch 958/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.0653e-04
Epoch 959/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.0284e-04
Epoch 960/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.9917e-04
Epoch 961/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.9554e-04
Epoch 962/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.9193e-04
Epoch 963/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.8834e-04
Epoch 964/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.8479e-04
Epoch 965/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.8125e-04
Epoch 966/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7775e-04
Epoch 967/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.7427e-04
Epoch 968/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7081e-04
Epoch 969/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.6738e-04
Epoch 970/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.6398e-04
Epoch 971/1000
1/1 [==============================] - 0s 15ms/step - loss: 4.6060e-04
Epoch 972/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.5724e-04
Epoch 973/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.5391e-04
Epoch 974/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5060e-04
Epoch 975/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.4733e-04
Epoch 976/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.4406e-04
Epoch 977/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4082e-04
Epoch 978/1000
1/1 [==============================] - 0s 16ms/step - loss: 4.3761e-04
Epoch 979/1000
1/1 [==============================] - 0s 16ms/step - loss: 4.3443e-04
Epoch 980/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3126e-04
Epoch 981/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.2812e-04
Epoch 982/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.2500e-04
Epoch 983/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.2190e-04
Epoch 984/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.1883e-04
Epoch 985/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1578e-04
Epoch 986/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.1275e-04
Epoch 987/1000
1/1 [==============================] - 0s 19ms/step - loss: 4.0974e-04
Epoch 988/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.0675e-04
Epoch 989/1000
1/1 [==============================] - 0s 14ms/step - loss: 4.0380e-04
Epoch 990/1000
1/1 [==============================] - 0s 15ms/step - loss: 4.0085e-04
Epoch 991/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.9794e-04
Epoch 992/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.9503e-04
Epoch 993/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.9215e-04
Epoch 994/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.8930e-04
Epoch 995/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.8646e-04
Epoch 996/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.8365e-04
Epoch 997/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.8085e-04
Epoch 998/1000
1/1 [==============================] - 0s 21ms/step - loss: 3.7808e-04
Epoch 999/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.7533e-04
Epoch 1000/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.7259e-04
In [ ]:
test_input_data = np.array ([-3.1, 3.0, 3.5, 15.0, 10.1])
label_data = test_input_data + 2.0
result = model.predict(test_input_data)
print(result)
print(label_data.reshape(5,1))
[[-1.1755884]
[ 4.98688 ]
[ 5.492 ]
[17.109768 ]
[12.159589 ]]
[[-1.1]
[ 5. ]
[ 5.5]
[17. ]
[12.1]]
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
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