multi_variable_linear_regression

Sequential API

In [ ]:

import tensorflow as tf

from tensorflow.keras.models import Sequential, Model
from tensorflow.keras.layers import Input, Dense, Flatten
from tensorflow.keras.optimizers import SGD

import numpy as np

In [ ]:

# Data load
data = np.loadtxt('./TF2_Example_1.csv', delimiter=',', dtype=np.float32)
print(data, data.shape)

[[ 1.  2.  0. -4.]
 [ 5.  4.  3.  4.]
 [ 1.  2. -1. -6.]
 [ 3.  1.  0.  3.]
 [ 2.  4.  2. -4.]
 [ 4.  1.  2.  9.]
 [-1.  3.  2. -7.]
 [ 4.  3.  3.  5.]
 [ 0.  2.  6.  6.]
 [ 2.  2.  1.  0.]
 [ 1. -2. -2.  4.]
 [ 0.  1.  3.  3.]
 [ 1.  1.  3.  5.]
 [ 0.  1.  4.  5.]
 [ 2.  3.  3.  1.]] (15, 4)

In [ ]:

X_train = data[ : , :3]
y_train = data[ :, -1]
print(X_train.shape, y_train.shape)

(15, 3) (15,)

Sequential model

In [ ]:

# modeling : init W&b
model = Sequential() # 모델
 
model.add( Dense(1, input_shape = (3, ), activation = 'linear') ) # input & hidden layer

In [ ]:

# Define loss & y
model.compile( optimizer = SGD(learning_rate = 1e-2), loss = 'mse')
model.summary() # w=3, b=1

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense (Dense)               (None, 1)                 4         
                                                                 
=================================================================
Total params: 4
Trainable params: 4
Non-trainable params: 0
_________________________________________________________________

In [ ]:

# learning

from datetime import datetime 

start_time = datetime.now()

hist = model.fit(X_train, y_train, epochs = 1000)

end_time = datetime.now()
print( '\nElapsed Time => ', end_time-start_time)

Epoch 1/1000
1/1 [==============================] - 1s 548ms/step - loss: 59.8299
Epoch 2/1000
1/1 [==============================] - 0s 9ms/step - loss: 37.6122
Epoch 3/1000
1/1 [==============================] - 0s 8ms/step - loss: 26.1797
Epoch 4/1000
1/1 [==============================] - 0s 8ms/step - loss: 20.1034
Epoch 5/1000
1/1 [==============================] - 0s 7ms/step - loss: 16.7010
Epoch 6/1000
1/1 [==============================] - 0s 8ms/step - loss: 14.6459
Epoch 7/1000
1/1 [==============================] - 0s 7ms/step - loss: 13.2809
Epoch 8/1000
1/1 [==============================] - 0s 6ms/step - loss: 12.2796
Epoch 9/1000
1/1 [==============================] - 0s 7ms/step - loss: 11.4788
Epoch 10/1000
1/1 [==============================] - 0s 6ms/step - loss: 10.7964
Epoch 11/1000
1/1 [==============================] - 0s 7ms/step - loss: 10.1901
Epoch 12/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.6378
Epoch 13/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.1272
Epoch 14/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.6513
Epoch 15/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.2054
Epoch 16/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.7863
Epoch 17/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.3917
Epoch 18/1000
1/1 [==============================] - 0s 15ms/step - loss: 7.0196
Epoch 19/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.6683
Epoch 20/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.3363
Epoch 21/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.0224
Epoch 22/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.7254
Epoch 23/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.4442
Epoch 24/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1778
Epoch 25/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.9253
Epoch 26/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.6859
Epoch 27/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.4587
Epoch 28/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.2432
Epoch 29/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.0386
Epoch 30/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8443
Epoch 31/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.6598
Epoch 32/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4844
Epoch 33/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3178
Epoch 34/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.1594
Epoch 35/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.0088
Epoch 36/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.8656
Epoch 37/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.7294
Epoch 38/1000
1/1 [==============================] - 0s 19ms/step - loss: 2.5998
Epoch 39/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.4765
Epoch 40/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.3592
Epoch 41/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.2476
Epoch 42/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.1414
Epoch 43/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.0402
Epoch 44/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.9440
Epoch 45/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.8523
Epoch 46/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.7651
Epoch 47/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6820
Epoch 48/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6029
Epoch 49/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.5276
Epoch 50/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.4559
Epoch 51/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.3876
Epoch 52/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3225
Epoch 53/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.2606
Epoch 54/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2015
Epoch 55/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1453
Epoch 56/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0918
Epoch 57/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0408
Epoch 58/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.9922
Epoch 59/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.9459
Epoch 60/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.9018
Epoch 61/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.8598
Epoch 62/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.8198
Epoch 63/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.7816
Epoch 64/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.7453
Epoch 65/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.7107
Epoch 66/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.6777
Epoch 67/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.6463
Epoch 68/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.6163
Epoch 69/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.5878
Epoch 70/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.5606
Epoch 71/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.5347
Epoch 72/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.5100
Epoch 73/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.4865
Epoch 74/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.4641
Epoch 75/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.4428
Epoch 76/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.4224
Epoch 77/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.4030
Epoch 78/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.3845
Epoch 79/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3669
Epoch 80/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3501
Epoch 81/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3341
Epoch 82/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3189
Epoch 83/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.3044
Epoch 84/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2905
Epoch 85/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2773
Epoch 86/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2647
Epoch 87/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.2527
Epoch 88/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2413
Epoch 89/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2304
Epoch 90/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2200
Epoch 91/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2101
Epoch 92/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.2007
Epoch 93/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1917
Epoch 94/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1831
Epoch 95/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1750
Epoch 96/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1672
Epoch 97/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1597
Epoch 98/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1527
Epoch 99/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1459
Epoch 100/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.1395
Epoch 101/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1333
Epoch 102/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.1275
Epoch 103/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1219
Epoch 104/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1166
Epoch 105/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1115
Epoch 106/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.1067
Epoch 107/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.1021
Epoch 108/1000
1/1 [==============================] - 0s 24ms/step - loss: 0.0977
Epoch 109/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0935
Epoch 110/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0895
Epoch 111/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0856
Epoch 112/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0820
Epoch 113/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0785
Epoch 114/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0752
Epoch 115/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0721
Epoch 116/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0690
Epoch 117/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0662
Epoch 118/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0634
Epoch 119/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0608
Epoch 120/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0583
Epoch 121/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0559
Epoch 122/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0536
Epoch 123/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0515
Epoch 124/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0494
Epoch 125/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0474
Epoch 126/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0455
Epoch 127/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0437
Epoch 128/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0420
Epoch 129/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0403
Epoch 130/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0388
Epoch 131/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0373
Epoch 132/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0358
Epoch 133/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0345
Epoch 134/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0332
Epoch 135/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0319
Epoch 136/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0307
Epoch 137/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0296
Epoch 138/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0285
Epoch 139/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0275
Epoch 140/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0265
Epoch 141/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0255
Epoch 142/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0246
Epoch 143/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0237
Epoch 144/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0229
Epoch 145/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0221
Epoch 146/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0213
Epoch 147/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0206
Epoch 148/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0199
Epoch 149/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0192
Epoch 150/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0186
Epoch 151/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0180
Epoch 152/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0174
Epoch 153/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0169
Epoch 154/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0163
Epoch 155/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0158
Epoch 156/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0153
Epoch 157/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0148
Epoch 158/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0144
Epoch 159/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0140
Epoch 160/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0135
Epoch 161/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0131
Epoch 162/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0128
Epoch 163/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0124
Epoch 164/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0120
Epoch 165/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0117
Epoch 166/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0114
Epoch 167/1000
1/1 [==============================] - 0s 22ms/step - loss: 0.0111
Epoch 168/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0108
Epoch 169/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0105
Epoch 170/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0102
Epoch 171/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0099
Epoch 172/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0097
Epoch 173/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0094
Epoch 174/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0092
Epoch 175/1000
1/1 [==============================] - 0s 15ms/step - loss: 0.0090
Epoch 176/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0087
Epoch 177/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0085
Epoch 178/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0083
Epoch 179/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0081
Epoch 180/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0080
Epoch 181/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0078
Epoch 182/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0076
Epoch 183/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0074
Epoch 184/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0073
Epoch 185/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0071
Epoch 186/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0070
Epoch 187/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0068
Epoch 188/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0067
Epoch 189/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0065
Epoch 190/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0064
Epoch 191/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0063
Epoch 192/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0061
Epoch 193/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0060
Epoch 194/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0059
Epoch 195/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0058
Epoch 196/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0057
Epoch 197/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0056
Epoch 198/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0055
Epoch 199/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0054
Epoch 200/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0053
Epoch 201/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0052
Epoch 202/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0051
Epoch 203/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0050
Epoch 204/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0049
Epoch 205/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0048
Epoch 206/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0048
Epoch 207/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0047
Epoch 208/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0046
Epoch 209/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0045
Epoch 210/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0045
Epoch 211/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0044
Epoch 212/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0043
Epoch 213/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0043
Epoch 214/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0042
Epoch 215/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0041
Epoch 216/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0041
Epoch 217/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0040
Epoch 218/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0039
Epoch 219/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0039
Epoch 220/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0038
Epoch 221/1000
1/1 [==============================] - 0s 16ms/step - loss: 0.0038
Epoch 222/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0037
Epoch 223/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0037
Epoch 224/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0036
Epoch 225/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0036
Epoch 226/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0035
Epoch 227/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0035
Epoch 228/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0034
Epoch 229/1000
1/1 [==============================] - 0s 18ms/step - loss: 0.0034
Epoch 230/1000
1/1 [==============================] - 0s 14ms/step - loss: 0.0033
Epoch 231/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0033
Epoch 232/1000
1/1 [==============================] - 0s 13ms/step - loss: 0.0032
Epoch 233/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0032
Epoch 234/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0032
Epoch 235/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0031
Epoch 236/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0031
Epoch 237/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0030
Epoch 238/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0030
Epoch 239/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0030
Epoch 240/1000
1/1 [==============================] - 0s 11ms/step - loss: 0.0029
Epoch 241/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0029
Epoch 242/1000
1/1 [==============================] - 0s 10ms/step - loss: 0.0029
Epoch 243/1000
1/1 [==============================] - 0s 12ms/step - loss: 0.0028
Epoch 244/1000
1/1 [==============================] - 0s 9ms/step - loss: 0.0028
Epoch 245/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0027
Epoch 246/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0027
Epoch 247/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0027
Epoch 248/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0026
Epoch 249/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0026
Epoch 250/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0026
Epoch 251/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0026
Epoch 252/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0025
Epoch 253/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0025
Epoch 254/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0025
Epoch 255/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0024
Epoch 256/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0024
Epoch 257/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0024
Epoch 258/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0023
Epoch 259/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 260/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0023
Epoch 261/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0023
Epoch 262/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 263/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 264/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 265/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0022
Epoch 266/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021
Epoch 267/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021
Epoch 268/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0021
Epoch 269/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0021
Epoch 270/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0020
Epoch 271/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0020
Epoch 272/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0020
Epoch 273/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0020
Epoch 274/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0019
Epoch 275/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0019
Epoch 276/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0019
Epoch 277/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0019
Epoch 278/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0019
Epoch 279/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0018
Epoch 280/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0018
Epoch 281/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018
Epoch 282/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0018
Epoch 283/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0018
Epoch 284/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0017
Epoch 285/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0017
Epoch 286/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0017
Epoch 287/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0017
Epoch 288/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0017
Epoch 289/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0016
Epoch 290/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0016
Epoch 291/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0016
Epoch 292/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0016
Epoch 293/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0016
Epoch 294/1000
1/1 [==============================] - 0s 5ms/step - loss: 0.0016
Epoch 295/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0015
Epoch 296/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0015
Epoch 297/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0015
Epoch 298/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0015
Epoch 299/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0015
Epoch 300/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0015
Epoch 301/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014
Epoch 302/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014
Epoch 303/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0014
Epoch 304/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014
Epoch 305/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014
Epoch 306/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0014
Epoch 307/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0013
Epoch 308/1000
1/1 [==============================] - 0s 8ms/step - loss: 0.0013
Epoch 309/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013
Epoch 310/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013
Epoch 311/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013
Epoch 312/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0013
Epoch 313/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0013
Epoch 314/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0012
Epoch 315/1000
1/1 [==============================] - 0s 19ms/step - loss: 0.0012
Epoch 316/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0012
Epoch 317/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012
Epoch 318/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012
Epoch 319/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012
Epoch 320/1000
1/1 [==============================] - 0s 7ms/step - loss: 0.0012
Epoch 321/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0012
Epoch 322/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 323/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 324/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 325/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 326/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 327/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 328/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 329/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0011
Epoch 330/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0010
Epoch 331/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0010
Epoch 332/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0010
Epoch 333/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0010
Epoch 334/1000
1/1 [==============================] - 0s 6ms/step - loss: 0.0010
Epoch 335/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.9307e-04
Epoch 336/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.8230e-04
Epoch 337/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.7165e-04
Epoch 338/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.6111e-04
Epoch 339/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.5069e-04
Epoch 340/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.4038e-04
Epoch 341/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.3020e-04
Epoch 342/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.2013e-04
Epoch 343/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.1015e-04
Epoch 344/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.0030e-04
Epoch 345/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.9055e-04
Epoch 346/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.8089e-04
Epoch 347/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.7137e-04
Epoch 348/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.6192e-04
Epoch 349/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.5260e-04
Epoch 350/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.4336e-04
Epoch 351/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.3426e-04
Epoch 352/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.2522e-04
Epoch 353/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.1630e-04
Epoch 354/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.0745e-04
Epoch 355/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.9872e-04
Epoch 356/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.9008e-04
Epoch 357/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.8154e-04
Epoch 358/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.7308e-04
Epoch 359/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.6472e-04
Epoch 360/1000
1/1 [==============================] - 0s 15ms/step - loss: 7.5646e-04
Epoch 361/1000
1/1 [==============================] - 0s 15ms/step - loss: 7.4828e-04
Epoch 362/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.4019e-04
Epoch 363/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.3219e-04
Epoch 364/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.2427e-04
Epoch 365/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.1644e-04
Epoch 366/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.0869e-04
Epoch 367/1000
1/1 [==============================] - 0s 14ms/step - loss: 7.0103e-04
Epoch 368/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.9346e-04
Epoch 369/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.8597e-04
Epoch 370/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.7855e-04
Epoch 371/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.7122e-04
Epoch 372/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.6397e-04
Epoch 373/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.5679e-04
Epoch 374/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4970e-04
Epoch 375/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.4267e-04
Epoch 376/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.3574e-04
Epoch 377/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.2886e-04
Epoch 378/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.2208e-04
Epoch 379/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.1535e-04
Epoch 380/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.0871e-04
Epoch 381/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.0212e-04
Epoch 382/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.9563e-04
Epoch 383/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.8919e-04
Epoch 384/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.8282e-04
Epoch 385/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.7653e-04
Epoch 386/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.7031e-04
Epoch 387/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.6415e-04
Epoch 388/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.5806e-04
Epoch 389/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.5203e-04
Epoch 390/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.4607e-04
Epoch 391/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.4018e-04
Epoch 392/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.3434e-04
Epoch 393/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.2857e-04
Epoch 394/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.2286e-04
Epoch 395/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.1721e-04
Epoch 396/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.1163e-04
Epoch 397/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.0611e-04
Epoch 398/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0064e-04
Epoch 399/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.9523e-04
Epoch 400/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.8989e-04
Epoch 401/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.8460e-04
Epoch 402/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.7936e-04
Epoch 403/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.7419e-04
Epoch 404/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.6907e-04
Epoch 405/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.6401e-04
Epoch 406/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.5900e-04
Epoch 407/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5404e-04
Epoch 408/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.4914e-04
Epoch 409/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4429e-04
Epoch 410/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3950e-04
Epoch 411/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.3475e-04
Epoch 412/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3005e-04
Epoch 413/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2542e-04
Epoch 414/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.2082e-04
Epoch 415/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.1628e-04
Epoch 416/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.1179e-04
Epoch 417/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.0734e-04
Epoch 418/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0294e-04
Epoch 419/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.9859e-04
Epoch 420/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.9429e-04
Epoch 421/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.9003e-04
Epoch 422/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.8583e-04
Epoch 423/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8166e-04
Epoch 424/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.7754e-04
Epoch 425/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.7347e-04
Epoch 426/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.6943e-04
Epoch 427/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.6544e-04
Epoch 428/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.6150e-04
Epoch 429/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.5760e-04
Epoch 430/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5374e-04
Epoch 431/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4992e-04
Epoch 432/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4615e-04
Epoch 433/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4241e-04
Epoch 434/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3872e-04
Epoch 435/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3505e-04
Epoch 436/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3144e-04
Epoch 437/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.2787e-04
Epoch 438/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.2433e-04
Epoch 439/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.2083e-04
Epoch 440/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.1736e-04
Epoch 441/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.1394e-04
Epoch 442/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.1055e-04
Epoch 443/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0719e-04
Epoch 444/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0388e-04
Epoch 445/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0060e-04
Epoch 446/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.9736e-04
Epoch 447/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.9415e-04
Epoch 448/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.9097e-04
Epoch 449/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.8783e-04
Epoch 450/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.8473e-04
Epoch 451/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.8165e-04
Epoch 452/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.7861e-04
Epoch 453/1000
1/1 [==============================] - 0s 14ms/step - loss: 2.7561e-04
Epoch 454/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.7263e-04
Epoch 455/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.6969e-04
Epoch 456/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.6678e-04
Epoch 457/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.6390e-04
Epoch 458/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.6105e-04
Epoch 459/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.5823e-04
Epoch 460/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.5545e-04
Epoch 461/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.5269e-04
Epoch 462/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.4996e-04
Epoch 463/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.4726e-04
Epoch 464/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.4459e-04
Epoch 465/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.4195e-04
Epoch 466/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.3935e-04
Epoch 467/1000
1/1 [==============================] - 0s 18ms/step - loss: 2.3676e-04
Epoch 468/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.3420e-04
Epoch 469/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3168e-04
Epoch 470/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2918e-04
Epoch 471/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2671e-04
Epoch 472/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2426e-04
Epoch 473/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2184e-04
Epoch 474/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.1944e-04
Epoch 475/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1707e-04
Epoch 476/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1473e-04
Epoch 477/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1241e-04
Epoch 478/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1012e-04
Epoch 479/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0785e-04
Epoch 480/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0561e-04
Epoch 481/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0339e-04
Epoch 482/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0119e-04
Epoch 483/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9902e-04
Epoch 484/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9688e-04
Epoch 485/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9476e-04
Epoch 486/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9265e-04
Epoch 487/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9058e-04
Epoch 488/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8851e-04
Epoch 489/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.8648e-04
Epoch 490/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.8447e-04
Epoch 491/1000
1/1 [==============================] - 0s 16ms/step - loss: 1.8247e-04
Epoch 492/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.8051e-04
Epoch 493/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.7856e-04
Epoch 494/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.7664e-04
Epoch 495/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.7473e-04
Epoch 496/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7284e-04
Epoch 497/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.7098e-04
Epoch 498/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6913e-04
Epoch 499/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6730e-04
Epoch 500/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6550e-04
Epoch 501/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6371e-04
Epoch 502/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6195e-04
Epoch 503/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6020e-04
Epoch 504/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5847e-04
Epoch 505/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5676e-04
Epoch 506/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5507e-04
Epoch 507/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5339e-04
Epoch 508/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5174e-04
Epoch 509/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5010e-04
Epoch 510/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4848e-04
Epoch 511/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4688e-04
Epoch 512/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4530e-04
Epoch 513/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4372e-04
Epoch 514/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4217e-04
Epoch 515/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4064e-04
Epoch 516/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3912e-04
Epoch 517/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3762e-04
Epoch 518/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3613e-04
Epoch 519/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.3467e-04
Epoch 520/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3321e-04
Epoch 521/1000
1/1 [==============================] - 0s 16ms/step - loss: 1.3178e-04
Epoch 522/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3035e-04
Epoch 523/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2895e-04
Epoch 524/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2755e-04
Epoch 525/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.2618e-04
Epoch 526/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2482e-04
Epoch 527/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2347e-04
Epoch 528/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.2214e-04
Epoch 529/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.2082e-04
Epoch 530/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.1952e-04
Epoch 531/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.1823e-04
Epoch 532/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.1695e-04
Epoch 533/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.1568e-04
Epoch 534/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.1444e-04
Epoch 535/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.1320e-04
Epoch 536/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.1198e-04
Epoch 537/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.1077e-04
Epoch 538/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0958e-04
Epoch 539/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0839e-04
Epoch 540/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0722e-04
Epoch 541/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0606e-04
Epoch 542/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0492e-04
Epoch 543/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0379e-04
Epoch 544/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0267e-04
Epoch 545/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0156e-04
Epoch 546/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0047e-04
Epoch 547/1000
1/1 [==============================] - 0s 11ms/step - loss: 9.9384e-05
Epoch 548/1000
1/1 [==============================] - 0s 10ms/step - loss: 9.8307e-05
Epoch 549/1000
1/1 [==============================] - 0s 14ms/step - loss: 9.7251e-05
Epoch 550/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.6197e-05
Epoch 551/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.5162e-05
Epoch 552/1000
1/1 [==============================] - 0s 12ms/step - loss: 9.4135e-05
Epoch 553/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.3117e-05
Epoch 554/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.2115e-05
Epoch 555/1000
1/1 [==============================] - 0s 10ms/step - loss: 9.1118e-05
Epoch 556/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.0132e-05
Epoch 557/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.9164e-05
Epoch 558/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.8198e-05
Epoch 559/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.7249e-05
Epoch 560/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.6307e-05
Epoch 561/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.5374e-05
Epoch 562/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.4451e-05
Epoch 563/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.3544e-05
Epoch 564/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.2641e-05
Epoch 565/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.1751e-05
Epoch 566/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.0866e-05
Epoch 567/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.9993e-05
Epoch 568/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.9131e-05
Epoch 569/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.8276e-05
Epoch 570/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.7430e-05
Epoch 571/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.6593e-05
Epoch 572/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.5771e-05
Epoch 573/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.4952e-05
Epoch 574/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.4144e-05
Epoch 575/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.3343e-05
Epoch 576/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.2550e-05
Epoch 577/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.1768e-05
Epoch 578/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.0990e-05
Epoch 579/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.0229e-05
Epoch 580/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.9471e-05
Epoch 581/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.8719e-05
Epoch 582/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.7979e-05
Epoch 583/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.7245e-05
Epoch 584/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.6517e-05
Epoch 585/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.5801e-05
Epoch 586/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.5092e-05
Epoch 587/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.4386e-05
Epoch 588/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.3692e-05
Epoch 589/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.3005e-05
Epoch 590/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.2323e-05
Epoch 591/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.1654e-05
Epoch 592/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.0987e-05
Epoch 593/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.0328e-05
Epoch 594/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.9680e-05
Epoch 595/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.9034e-05
Epoch 596/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.8394e-05
Epoch 597/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.7768e-05
Epoch 598/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.7143e-05
Epoch 599/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.6526e-05
Epoch 600/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.5915e-05
Epoch 601/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.5315e-05
Epoch 602/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.4716e-05
Epoch 603/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.4124e-05
Epoch 604/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.3541e-05
Epoch 605/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.2963e-05
Epoch 606/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.2391e-05
Epoch 607/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1828e-05
Epoch 608/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1267e-05
Epoch 609/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0716e-05
Epoch 610/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0169e-05
Epoch 611/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.9623e-05
Epoch 612/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.9091e-05
Epoch 613/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.8559e-05
Epoch 614/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.8037e-05
Epoch 615/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.7518e-05
Epoch 616/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.7003e-05
Epoch 617/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.6497e-05
Epoch 618/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.5996e-05
Epoch 619/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.5500e-05
Epoch 620/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.5009e-05
Epoch 621/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4523e-05
Epoch 622/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.4043e-05
Epoch 623/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.3568e-05
Epoch 624/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3098e-05
Epoch 625/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.2631e-05
Epoch 626/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.2172e-05
Epoch 627/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.1717e-05
Epoch 628/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.1268e-05
Epoch 629/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.0820e-05
Epoch 630/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.0382e-05
Epoch 631/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.9947e-05
Epoch 632/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9513e-05
Epoch 633/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.9086e-05
Epoch 634/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8664e-05
Epoch 635/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8247e-05
Epoch 636/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7837e-05
Epoch 637/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.7426e-05
Epoch 638/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.7022e-05
Epoch 639/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.6624e-05
Epoch 640/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.6229e-05
Epoch 641/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5838e-05
Epoch 642/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5451e-05
Epoch 643/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5066e-05
Epoch 644/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4689e-05
Epoch 645/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.4316e-05
Epoch 646/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.3945e-05
Epoch 647/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3579e-05
Epoch 648/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3218e-05
Epoch 649/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2856e-05
Epoch 650/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2502e-05
Epoch 651/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2153e-05
Epoch 652/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.1805e-05
Epoch 653/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1462e-05
Epoch 654/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.1123e-05
Epoch 655/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.0786e-05
Epoch 656/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0453e-05
Epoch 657/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.0126e-05
Epoch 658/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.9800e-05
Epoch 659/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.9477e-05
Epoch 660/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.9160e-05
Epoch 661/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8845e-05
Epoch 662/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8534e-05
Epoch 663/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8227e-05
Epoch 664/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7923e-05
Epoch 665/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7621e-05
Epoch 666/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.7322e-05
Epoch 667/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7027e-05
Epoch 668/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6737e-05
Epoch 669/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6448e-05
Epoch 670/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6162e-05
Epoch 671/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5880e-05
Epoch 672/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5599e-05
Epoch 673/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5324e-05
Epoch 674/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.5050e-05
Epoch 675/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4781e-05
Epoch 676/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4514e-05
Epoch 677/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4249e-05
Epoch 678/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.3986e-05
Epoch 679/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3727e-05
Epoch 680/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3473e-05
Epoch 681/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3219e-05
Epoch 682/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2970e-05
Epoch 683/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2721e-05
Epoch 684/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2477e-05
Epoch 685/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2233e-05
Epoch 686/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1992e-05
Epoch 687/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.1754e-05
Epoch 688/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1522e-05
Epoch 689/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1288e-05
Epoch 690/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1059e-05
Epoch 691/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0832e-05
Epoch 692/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0606e-05
Epoch 693/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.0383e-05
Epoch 694/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0166e-05
Epoch 695/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.9946e-05
Epoch 696/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.9732e-05
Epoch 697/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.9518e-05
Epoch 698/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.9307e-05
Epoch 699/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.9101e-05
Epoch 700/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.8893e-05
Epoch 701/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.8689e-05
Epoch 702/1000
1/1 [==============================] - 0s 20ms/step - loss: 1.8487e-05
Epoch 703/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.8288e-05
Epoch 704/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.8091e-05
Epoch 705/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.7896e-05
Epoch 706/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7702e-05
Epoch 707/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.7510e-05
Epoch 708/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.7323e-05
Epoch 709/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.7135e-05
Epoch 710/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6950e-05
Epoch 711/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.6768e-05
Epoch 712/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.6586e-05
Epoch 713/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.6410e-05
Epoch 714/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6232e-05
Epoch 715/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6055e-05
Epoch 716/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5882e-05
Epoch 717/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5711e-05
Epoch 718/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5540e-05
Epoch 719/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5373e-05
Epoch 720/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5209e-05
Epoch 721/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5043e-05
Epoch 722/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4881e-05
Epoch 723/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4720e-05
Epoch 724/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4563e-05
Epoch 725/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4405e-05
Epoch 726/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4249e-05
Epoch 727/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4095e-05
Epoch 728/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3943e-05
Epoch 729/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.3793e-05
Epoch 730/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3644e-05
Epoch 731/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3497e-05
Epoch 732/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.3352e-05
Epoch 733/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3207e-05
Epoch 734/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3064e-05
Epoch 735/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.2923e-05
Epoch 736/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.2784e-05
Epoch 737/1000
1/1 [==============================] - 0s 16ms/step - loss: 1.2646e-05
Epoch 738/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.2509e-05
Epoch 739/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2374e-05
Epoch 740/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.2242e-05
Epoch 741/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2109e-05
Epoch 742/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.1979e-05
Epoch 743/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1849e-05
Epoch 744/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1721e-05
Epoch 745/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.1594e-05
Epoch 746/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.1470e-05
Epoch 747/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1346e-05
Epoch 748/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.1225e-05
Epoch 749/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1103e-05
Epoch 750/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0983e-05
Epoch 751/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0864e-05
Epoch 752/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0746e-05
Epoch 753/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0631e-05
Epoch 754/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0517e-05
Epoch 755/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0402e-05
Epoch 756/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.0290e-05
Epoch 757/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0178e-05
Epoch 758/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0069e-05
Epoch 759/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.9606e-06
Epoch 760/1000
1/1 [==============================] - 0s 10ms/step - loss: 9.8534e-06
Epoch 761/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.7472e-06
Epoch 762/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.6419e-06
Epoch 763/1000
1/1 [==============================] - 0s 13ms/step - loss: 9.5376e-06
Epoch 764/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.4345e-06
Epoch 765/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.3327e-06
Epoch 766/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.2326e-06
Epoch 767/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.1325e-06
Epoch 768/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.0343e-06
Epoch 769/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.9363e-06
Epoch 770/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.8405e-06
Epoch 771/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.7450e-06
Epoch 772/1000
1/1 [==============================] - 0s 14ms/step - loss: 8.6509e-06
Epoch 773/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.5575e-06
Epoch 774/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.4647e-06
Epoch 775/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.3731e-06
Epoch 776/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.2834e-06
Epoch 777/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.1941e-06
Epoch 778/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.1048e-06
Epoch 779/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.0172e-06
Epoch 780/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.9307e-06
Epoch 781/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.8459e-06
Epoch 782/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.7610e-06
Epoch 783/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.6771e-06
Epoch 784/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.5947e-06
Epoch 785/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.5131e-06
Epoch 786/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.4309e-06
Epoch 787/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.3524e-06
Epoch 788/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.2711e-06
Epoch 789/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.1935e-06
Epoch 790/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.1164e-06
Epoch 791/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.0380e-06
Epoch 792/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.9626e-06
Epoch 793/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.8883e-06
Epoch 794/1000
1/1 [==============================] - 0s 13ms/step - loss: 6.8136e-06
Epoch 795/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.7401e-06
Epoch 796/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.6682e-06
Epoch 797/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.5950e-06
Epoch 798/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.5243e-06
Epoch 799/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4537e-06
Epoch 800/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.3844e-06
Epoch 801/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.3149e-06
Epoch 802/1000
1/1 [==============================] - 0s 17ms/step - loss: 6.2474e-06
Epoch 803/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.1797e-06
Epoch 804/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.1136e-06
Epoch 805/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.0473e-06
Epoch 806/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.9825e-06
Epoch 807/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.9175e-06
Epoch 808/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.8526e-06
Epoch 809/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.7900e-06
Epoch 810/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.7285e-06
Epoch 811/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.6663e-06
Epoch 812/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.6042e-06
Epoch 813/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.5448e-06
Epoch 814/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.4849e-06
Epoch 815/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.4251e-06
Epoch 816/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3668e-06
Epoch 817/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.3090e-06
Epoch 818/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.2516e-06
Epoch 819/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.1945e-06
Epoch 820/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.1393e-06
Epoch 821/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.0838e-06
Epoch 822/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.0289e-06
Epoch 823/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.9737e-06
Epoch 824/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.9203e-06
Epoch 825/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.8679e-06
Epoch 826/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.8150e-06
Epoch 827/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.7630e-06
Epoch 828/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.7112e-06
Epoch 829/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.6612e-06
Epoch 830/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.6109e-06
Epoch 831/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5602e-06
Epoch 832/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5114e-06
Epoch 833/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4629e-06
Epoch 834/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4142e-06
Epoch 835/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3668e-06
Epoch 836/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.3191e-06
Epoch 837/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.2735e-06
Epoch 838/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2273e-06
Epoch 839/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1811e-06
Epoch 840/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.1359e-06
Epoch 841/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0921e-06
Epoch 842/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.0480e-06
Epoch 843/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.0039e-06
Epoch 844/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9614e-06
Epoch 845/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9184e-06
Epoch 846/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8757e-06
Epoch 847/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8346e-06
Epoch 848/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.7921e-06
Epoch 849/1000
1/1 [==============================] - 0s 25ms/step - loss: 3.7514e-06
Epoch 850/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.7111e-06
Epoch 851/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.6712e-06
Epoch 852/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.6313e-06
Epoch 853/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.5924e-06
Epoch 854/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.5530e-06
Epoch 855/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.5148e-06
Epoch 856/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.4774e-06
Epoch 857/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.4396e-06
Epoch 858/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.4027e-06
Epoch 859/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3663e-06
Epoch 860/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3302e-06
Epoch 861/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2940e-06
Epoch 862/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2582e-06
Epoch 863/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.2224e-06
Epoch 864/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.1881e-06
Epoch 865/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.1539e-06
Epoch 866/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1195e-06
Epoch 867/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0866e-06
Epoch 868/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0524e-06
Epoch 869/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0196e-06
Epoch 870/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.9879e-06
Epoch 871/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.9552e-06
Epoch 872/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.9229e-06
Epoch 873/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.8920e-06
Epoch 874/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8608e-06
Epoch 875/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.8297e-06
Epoch 876/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.7988e-06
Epoch 877/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7689e-06
Epoch 878/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7393e-06
Epoch 879/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7090e-06
Epoch 880/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6803e-06
Epoch 881/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6509e-06
Epoch 882/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6228e-06
Epoch 883/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5947e-06
Epoch 884/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.5663e-06
Epoch 885/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.5389e-06
Epoch 886/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.5121e-06
Epoch 887/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.4841e-06
Epoch 888/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.4573e-06
Epoch 889/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.4307e-06
Epoch 890/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.4052e-06
Epoch 891/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.3787e-06
Epoch 892/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.3531e-06
Epoch 893/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.3278e-06
Epoch 894/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3028e-06
Epoch 895/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2774e-06
Epoch 896/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.2530e-06
Epoch 897/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.2290e-06
Epoch 898/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.2051e-06
Epoch 899/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.1809e-06
Epoch 900/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.1572e-06
Epoch 901/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.1342e-06
Epoch 902/1000
1/1 [==============================] - 0s 18ms/step - loss: 2.1116e-06
Epoch 903/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0886e-06
Epoch 904/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.0656e-06
Epoch 905/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0435e-06
Epoch 906/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0216e-06
Epoch 907/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9998e-06
Epoch 908/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9781e-06
Epoch 909/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9567e-06
Epoch 910/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9361e-06
Epoch 911/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9149e-06
Epoch 912/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8942e-06
Epoch 913/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.8738e-06
Epoch 914/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.8539e-06
Epoch 915/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.8334e-06
Epoch 916/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.8140e-06
Epoch 917/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.7939e-06
Epoch 918/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.7747e-06
Epoch 919/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.7561e-06
Epoch 920/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7371e-06
Epoch 921/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.7185e-06
Epoch 922/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.7000e-06
Epoch 923/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.6814e-06
Epoch 924/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.6630e-06
Epoch 925/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6450e-06
Epoch 926/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6274e-06
Epoch 927/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.6098e-06
Epoch 928/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5923e-06
Epoch 929/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5751e-06
Epoch 930/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5585e-06
Epoch 931/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.5414e-06
Epoch 932/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.5248e-06
Epoch 933/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.5086e-06
Epoch 934/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.4926e-06
Epoch 935/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4763e-06
Epoch 936/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.4604e-06
Epoch 937/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.4444e-06
Epoch 938/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.4288e-06
Epoch 939/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.4132e-06
Epoch 940/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3978e-06
Epoch 941/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3829e-06
Epoch 942/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3679e-06
Epoch 943/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.3534e-06
Epoch 944/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3384e-06
Epoch 945/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3242e-06
Epoch 946/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3099e-06
Epoch 947/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2959e-06
Epoch 948/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2820e-06
Epoch 949/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2679e-06
Epoch 950/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2543e-06
Epoch 951/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.2408e-06
Epoch 952/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2277e-06
Epoch 953/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2140e-06
Epoch 954/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.2012e-06
Epoch 955/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1884e-06
Epoch 956/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1752e-06
Epoch 957/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1625e-06
Epoch 958/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1499e-06
Epoch 959/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1378e-06
Epoch 960/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1257e-06
Epoch 961/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1137e-06
Epoch 962/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1013e-06
Epoch 963/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0893e-06
Epoch 964/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0775e-06
Epoch 965/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.0661e-06
Epoch 966/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0545e-06
Epoch 967/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.0431e-06
Epoch 968/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.0320e-06
Epoch 969/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.0208e-06
Epoch 970/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.0096e-06
Epoch 971/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.9891e-07
Epoch 972/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.8812e-07
Epoch 973/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.7759e-07
Epoch 974/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.6713e-07
Epoch 975/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.5658e-07
Epoch 976/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.4621e-07
Epoch 977/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.3571e-07
Epoch 978/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.2598e-07
Epoch 979/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.1569e-07
Epoch 980/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.0608e-07
Epoch 981/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.9630e-07
Epoch 982/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.8684e-07
Epoch 983/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.7709e-07
Epoch 984/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.6777e-07
Epoch 985/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.5819e-07
Epoch 986/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.4927e-07
Epoch 987/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.3979e-07
Epoch 988/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.3103e-07
Epoch 989/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.2172e-07
Epoch 990/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.1299e-07
Epoch 991/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.0414e-07
Epoch 992/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.9546e-07
Epoch 993/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.8706e-07
Epoch 994/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.7838e-07
Epoch 995/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.6993e-07
Epoch 996/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.6175e-07
Epoch 997/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.5322e-07
Epoch 998/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.4539e-07
Epoch 999/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.3707e-07
Epoch 1000/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.2930e-07

Elapsed Time =>  0:00:11.922895

In [ ]:

# 손실함수 출력

import matplotlib.pyplot as plt

plt.title('Loss Trend')
plt.xlabel('epochs')
plt.ylabel('loss')
plt.grid()

plt.plot(hist.history['loss'], label='train')
plt.legend(loc='best')

plt.show()

# 이렇게 값이 0으로 쭉~ 수렴해야 좋은 그래프!

In [ ]:

# Prediction

X_test = [ [5, 5, 0], [2, 3, 1], [-1, 0, -1], [10, 5, 2], [4, -1, -2] ]

y_test = [ 2*data[0] -3*data[1] + 2*data[2] for data in X_test ] 

prediction_val = model.predict( np.array(X_test) )

print(prediction_val)
print('='*20)
print(y_test)

[[-5.0007997]
 [-2.9997706]
 [-3.9980123]
 [ 8.997697 ]
 [ 7.0012136]]
====================
[-5, -3, -4, 9, 7]

In [ ]:

# 모델 입력, 출력, 가중치 확인
print(model.input)
print(model.output)
print(model.weights)

KerasTensor(type_spec=TensorSpec(shape=(None, 3), dtype=tf.float32, name='dense_input'), name='dense_input', description="created by layer 'dense_input'")
KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='dense/BiasAdd:0', description="created by layer 'dense'")
[<tf.Variable 'dense/kernel:0' shape=(3, 1) dtype=float32, numpy=
array([[ 1.9997643],
       [-3.000242 ],
       [ 1.9998373]], dtype=float32)>, <tf.Variable 'dense/bias:0' shape=(1,) dtype=float32, numpy=array([0.00158933], dtype=float32)>]

Functional API

Functional model

In [ ]:

# Linear Regression을 keras 이용하여 생성

input_ = Input(shape = (3,))

# x = Dense(1, activation = 'linear')

output_ = Dense(1, activation = 'linear')(input_)

model = Model(inputs = input_, outputs = output_)

In [ ]:

# Compile : init W & b
model.compile(optimizer = SGD(learning_rate = 1e-2), loss = 'mse')
model.summary()

Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_2 (InputLayer)        [(None, 3)]               0         
                                                                 
 dense_2 (Dense)             (None, 1)                 4         
                                                                 
=================================================================
Total params: 4
Trainable params: 4
Non-trainable params: 0
_________________________________________________________________

In [ ]:

# learning
start_time = datetime.now()

hist = model.fit(X_train, y_train, epochs=1000)

end_time = datetime.now()
print('\nElapsed Time => ', start_time-end_time)

Epoch 1/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.8320e-07
Epoch 2/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.7905e-07
Epoch 3/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.7494e-07
Epoch 4/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.7091e-07
Epoch 5/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.6696e-07
Epoch 6/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.6286e-07
Epoch 7/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.5892e-07
Epoch 8/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.5519e-07
Epoch 9/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.5128e-07
Epoch 10/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4742e-07
Epoch 11/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.4381e-07
Epoch 12/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.4025e-07
Epoch 13/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.3661e-07
Epoch 14/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.3288e-07
Epoch 15/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.2920e-07
Epoch 16/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.2555e-07
Epoch 17/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.2204e-07
Epoch 18/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.1858e-07
Epoch 19/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1519e-07
Epoch 20/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1179e-07
Epoch 21/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.0854e-07
Epoch 22/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.0517e-07
Epoch 23/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.0182e-07
Epoch 24/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.9841e-07
Epoch 25/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.9528e-07
Epoch 26/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.9218e-07
Epoch 27/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8905e-07
Epoch 28/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.8583e-07
Epoch 29/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8275e-07
Epoch 30/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7982e-07
Epoch 31/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7669e-07
Epoch 32/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7373e-07
Epoch 33/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7087e-07
Epoch 34/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6788e-07
Epoch 35/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6509e-07
Epoch 36/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.6214e-07
Epoch 37/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5921e-07
Epoch 38/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5644e-07
Epoch 39/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5384e-07
Epoch 40/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.5108e-07
Epoch 41/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4819e-07
Epoch 42/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4568e-07
Epoch 43/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4302e-07
Epoch 44/1000
1/1 [==============================] - 0s 13ms/step - loss: 2.4039e-07
Epoch 45/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.3788e-07
Epoch 46/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3528e-07
Epoch 47/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3272e-07
Epoch 48/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3032e-07
Epoch 49/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2790e-07
Epoch 50/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.2521e-07
Epoch 51/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2280e-07
Epoch 52/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2049e-07
Epoch 53/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1827e-07
Epoch 54/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1581e-07
Epoch 55/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1347e-07
Epoch 56/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1121e-07
Epoch 57/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0892e-07
Epoch 58/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0667e-07
Epoch 59/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0438e-07
Epoch 60/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0220e-07
Epoch 61/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0010e-07
Epoch 62/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9778e-07
Epoch 63/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9564e-07
Epoch 64/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9382e-07
Epoch 65/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9157e-07
Epoch 66/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8949e-07
Epoch 67/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8748e-07
Epoch 68/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8549e-07
Epoch 69/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8329e-07
Epoch 70/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8133e-07
Epoch 71/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7936e-07
Epoch 72/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7729e-07
Epoch 73/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7556e-07
Epoch 74/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7365e-07
Epoch 75/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7192e-07
Epoch 76/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6999e-07
Epoch 77/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6808e-07
Epoch 78/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6626e-07
Epoch 79/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6454e-07
Epoch 80/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6285e-07
Epoch 81/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6093e-07
Epoch 82/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5922e-07
Epoch 83/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5741e-07
Epoch 84/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5578e-07
Epoch 85/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5420e-07
Epoch 86/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.5247e-07
Epoch 87/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.5080e-07
Epoch 88/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.4925e-07
Epoch 89/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.4749e-07
Epoch 90/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.4583e-07
Epoch 91/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4435e-07
Epoch 92/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4288e-07
Epoch 93/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.4129e-07
Epoch 94/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.3978e-07
Epoch 95/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3828e-07
Epoch 96/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.3683e-07
Epoch 97/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.3538e-07
Epoch 98/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3388e-07
Epoch 99/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.3254e-07
Epoch 100/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.3093e-07
Epoch 101/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.2960e-07
Epoch 102/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.2809e-07
Epoch 103/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2673e-07
Epoch 104/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2553e-07
Epoch 105/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.2402e-07
Epoch 106/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2281e-07
Epoch 107/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2133e-07
Epoch 108/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2014e-07
Epoch 109/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1896e-07
Epoch 110/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1756e-07
Epoch 111/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1623e-07
Epoch 112/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1505e-07
Epoch 113/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1383e-07
Epoch 114/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1269e-07
Epoch 115/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1140e-07
Epoch 116/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.1025e-07
Epoch 117/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0903e-07
Epoch 118/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.0795e-07
Epoch 119/1000
1/1 [==============================] - 0s 18ms/step - loss: 1.0670e-07
Epoch 120/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.0557e-07
Epoch 121/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0442e-07
Epoch 122/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0335e-07
Epoch 123/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0214e-07
Epoch 124/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.0115e-07
Epoch 125/1000
1/1 [==============================] - 0s 12ms/step - loss: 9.9993e-08
Epoch 126/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.8970e-08
Epoch 127/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.7897e-08
Epoch 128/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.6837e-08
Epoch 129/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.5737e-08
Epoch 130/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.4832e-08
Epoch 131/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.3676e-08
Epoch 132/1000
1/1 [==============================] - 0s 9ms/step - loss: 9.2746e-08
Epoch 133/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.1644e-08
Epoch 134/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.0788e-08
Epoch 135/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.9743e-08
Epoch 136/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.8792e-08
Epoch 137/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.7831e-08
Epoch 138/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.6912e-08
Epoch 139/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.5896e-08
Epoch 140/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.4993e-08
Epoch 141/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.4083e-08
Epoch 142/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.3174e-08
Epoch 143/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.2304e-08
Epoch 144/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.1447e-08
Epoch 145/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.0614e-08
Epoch 146/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.9602e-08
Epoch 147/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.8737e-08
Epoch 148/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.7980e-08
Epoch 149/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.7035e-08
Epoch 150/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.6348e-08
Epoch 151/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.5426e-08
Epoch 152/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.4660e-08
Epoch 153/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.3771e-08
Epoch 154/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.3035e-08
Epoch 155/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.2307e-08
Epoch 156/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.1422e-08
Epoch 157/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.0705e-08
Epoch 158/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.9930e-08
Epoch 159/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.9161e-08
Epoch 160/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.8469e-08
Epoch 161/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.7684e-08
Epoch 162/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.6864e-08
Epoch 163/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.6285e-08
Epoch 164/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.5437e-08
Epoch 165/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4845e-08
Epoch 166/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4118e-08
Epoch 167/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.3383e-08
Epoch 168/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.2735e-08
Epoch 169/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.2136e-08
Epoch 170/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.1309e-08
Epoch 171/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.0722e-08
Epoch 172/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.0052e-08
Epoch 173/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.9487e-08
Epoch 174/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.8724e-08
Epoch 175/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.8141e-08
Epoch 176/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.7432e-08
Epoch 177/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.6882e-08
Epoch 178/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.6257e-08
Epoch 179/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.5691e-08
Epoch 180/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.5064e-08
Epoch 181/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.4523e-08
Epoch 182/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3871e-08
Epoch 183/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3331e-08
Epoch 184/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.2724e-08
Epoch 185/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.2142e-08
Epoch 186/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.1526e-08
Epoch 187/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.1080e-08
Epoch 188/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.0491e-08
Epoch 189/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.9947e-08
Epoch 190/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.9351e-08
Epoch 191/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.8914e-08
Epoch 192/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.8295e-08
Epoch 193/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.7819e-08
Epoch 194/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.7368e-08
Epoch 195/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.6858e-08
Epoch 196/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.6321e-08
Epoch 197/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5833e-08
Epoch 198/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5284e-08
Epoch 199/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4872e-08
Epoch 200/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4402e-08
Epoch 201/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.3926e-08
Epoch 202/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.3418e-08
Epoch 203/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.2968e-08
Epoch 204/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2538e-08
Epoch 205/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.2028e-08
Epoch 206/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.1573e-08
Epoch 207/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1149e-08
Epoch 208/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0704e-08
Epoch 209/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.0257e-08
Epoch 210/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.9813e-08
Epoch 211/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9431e-08
Epoch 212/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.8952e-08
Epoch 213/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.8528e-08
Epoch 214/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8095e-08
Epoch 215/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7768e-08
Epoch 216/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.7297e-08
Epoch 217/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6936e-08
Epoch 218/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6528e-08
Epoch 219/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6145e-08
Epoch 220/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.5737e-08
Epoch 221/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.5377e-08
Epoch 222/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4984e-08
Epoch 223/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4682e-08
Epoch 224/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4283e-08
Epoch 225/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3861e-08
Epoch 226/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3461e-08
Epoch 227/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3167e-08
Epoch 228/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2833e-08
Epoch 229/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2461e-08
Epoch 230/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2091e-08
Epoch 231/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.1776e-08
Epoch 232/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1412e-08
Epoch 233/1000
1/1 [==============================] - 0s 18ms/step - loss: 3.1136e-08
Epoch 234/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.0764e-08
Epoch 235/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.0388e-08
Epoch 236/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.0158e-08
Epoch 237/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.9798e-08
Epoch 238/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.9425e-08
Epoch 239/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.9142e-08
Epoch 240/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.8823e-08
Epoch 241/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.8534e-08
Epoch 242/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8224e-08
Epoch 243/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7917e-08
Epoch 244/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7619e-08
Epoch 245/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7301e-08
Epoch 246/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7016e-08
Epoch 247/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.6732e-08
Epoch 248/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.6461e-08
Epoch 249/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.6167e-08
Epoch 250/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.5867e-08
Epoch 251/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.5643e-08
Epoch 252/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.5314e-08
Epoch 253/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.5066e-08
Epoch 254/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.4805e-08
Epoch 255/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.4519e-08
Epoch 256/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.4284e-08
Epoch 257/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.4019e-08
Epoch 258/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3761e-08
Epoch 259/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.3506e-08
Epoch 260/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.3263e-08
Epoch 261/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2983e-08
Epoch 262/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2763e-08
Epoch 263/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2563e-08
Epoch 264/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2276e-08
Epoch 265/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2013e-08
Epoch 266/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1796e-08
Epoch 267/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1584e-08
Epoch 268/1000
1/1 [==============================] - 0s 13ms/step - loss: 2.1331e-08
Epoch 269/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.1103e-08
Epoch 270/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0896e-08
Epoch 271/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0678e-08
Epoch 272/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0444e-08
Epoch 273/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0221e-08
Epoch 274/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.0011e-08
Epoch 275/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.9817e-08
Epoch 276/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9576e-08
Epoch 277/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9358e-08
Epoch 278/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.9161e-08
Epoch 279/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8952e-08
Epoch 280/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8730e-08
Epoch 281/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8516e-08
Epoch 282/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8335e-08
Epoch 283/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.8129e-08
Epoch 284/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7939e-08
Epoch 285/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7743e-08
Epoch 286/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7586e-08
Epoch 287/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7408e-08
Epoch 288/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.7126e-08
Epoch 289/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.7034e-08
Epoch 290/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.6823e-08
Epoch 291/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6626e-08
Epoch 292/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6463e-08
Epoch 293/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.6313e-08
Epoch 294/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.6116e-08
Epoch 295/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.5925e-08
Epoch 296/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5771e-08
Epoch 297/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5585e-08
Epoch 298/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.5435e-08
Epoch 299/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5302e-08
Epoch 300/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5069e-08
Epoch 301/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4925e-08
Epoch 302/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.4765e-08
Epoch 303/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.4582e-08
Epoch 304/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.4454e-08
Epoch 305/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.4289e-08
Epoch 306/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.4158e-08
Epoch 307/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3990e-08
Epoch 308/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3830e-08
Epoch 309/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.3682e-08
Epoch 310/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.3575e-08
Epoch 311/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.3377e-08
Epoch 312/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3250e-08
Epoch 313/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3099e-08
Epoch 314/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2956e-08
Epoch 315/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2824e-08
Epoch 316/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2693e-08
Epoch 317/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2548e-08
Epoch 318/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.2437e-08
Epoch 319/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.2272e-08
Epoch 320/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.2113e-08
Epoch 321/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2011e-08
Epoch 322/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1871e-08
Epoch 323/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1742e-08
Epoch 324/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1613e-08
Epoch 325/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1514e-08
Epoch 326/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1345e-08
Epoch 327/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1265e-08
Epoch 328/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1117e-08
Epoch 329/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.1014e-08
Epoch 330/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0865e-08
Epoch 331/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0765e-08
Epoch 332/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0646e-08
Epoch 333/1000
1/1 [==============================] - 0s 16ms/step - loss: 1.0542e-08
Epoch 334/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0429e-08
Epoch 335/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0311e-08
Epoch 336/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0161e-08
Epoch 337/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0072e-08
Epoch 338/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.9609e-09
Epoch 339/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.8930e-09
Epoch 340/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.7902e-09
Epoch 341/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.6708e-09
Epoch 342/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.5006e-09
Epoch 343/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.4306e-09
Epoch 344/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.3312e-09
Epoch 345/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.2342e-09
Epoch 346/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.1279e-09
Epoch 347/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.0274e-09
Epoch 348/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.9439e-09
Epoch 349/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.8644e-09
Epoch 350/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.7359e-09
Epoch 351/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.6631e-09
Epoch 352/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.5462e-09
Epoch 353/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.4735e-09
Epoch 354/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.3773e-09
Epoch 355/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.2819e-09
Epoch 356/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.1747e-09
Epoch 357/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.1199e-09
Epoch 358/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.0063e-09
Epoch 359/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.9571e-09
Epoch 360/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.8689e-09
Epoch 361/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.7801e-09
Epoch 362/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.6887e-09
Epoch 363/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.5805e-09
Epoch 364/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.5098e-09
Epoch 365/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.4131e-09
Epoch 366/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.3627e-09
Epoch 367/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.2745e-09
Epoch 368/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.1946e-09
Epoch 369/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.1082e-09
Epoch 370/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.0493e-09
Epoch 371/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.9869e-09
Epoch 372/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.9003e-09
Epoch 373/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.8423e-09
Epoch 374/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.7418e-09
Epoch 375/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.6976e-09
Epoch 376/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.5994e-09
Epoch 377/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.5282e-09
Epoch 378/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.4568e-09
Epoch 379/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.4026e-09
Epoch 380/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.3337e-09
Epoch 381/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.2733e-09
Epoch 382/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.1970e-09
Epoch 383/1000
1/1 [==============================] - 0s 7ms/step - loss: 6.1128e-09
Epoch 384/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.0632e-09
Epoch 385/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.9770e-09
Epoch 386/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.9234e-09
Epoch 387/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.8467e-09
Epoch 388/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.7998e-09
Epoch 389/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.7332e-09
Epoch 390/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.6969e-09
Epoch 391/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.6230e-09
Epoch 392/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.5492e-09
Epoch 393/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.4803e-09
Epoch 394/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.4245e-09
Epoch 395/1000
1/1 [==============================] - 0s 5ms/step - loss: 5.4019e-09
Epoch 396/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.3317e-09
Epoch 397/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.2696e-09
Epoch 398/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.2058e-09
Epoch 399/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.1669e-09
Epoch 400/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0843e-09
Epoch 401/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.0576e-09
Epoch 402/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.9954e-09
Epoch 403/1000
1/1 [==============================] - 0s 16ms/step - loss: 4.9422e-09
Epoch 404/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.8926e-09
Epoch 405/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.8376e-09
Epoch 406/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.7660e-09
Epoch 407/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.7072e-09
Epoch 408/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.6675e-09
Epoch 409/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.6179e-09
Epoch 410/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5799e-09
Epoch 411/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5336e-09
Epoch 412/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.4797e-09
Epoch 413/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.4221e-09
Epoch 414/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3940e-09
Epoch 415/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.3314e-09
Epoch 416/1000
1/1 [==============================] - 0s 14ms/step - loss: 4.2951e-09
Epoch 417/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.2637e-09
Epoch 418/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.2063e-09
Epoch 419/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.1686e-09
Epoch 420/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.1029e-09
Epoch 421/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.0702e-09
Epoch 422/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.0219e-09
Epoch 423/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9777e-09
Epoch 424/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9424e-09
Epoch 425/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8791e-09
Epoch 426/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.8370e-09
Epoch 427/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8138e-09
Epoch 428/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.7757e-09
Epoch 429/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.7517e-09
Epoch 430/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6936e-09
Epoch 431/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.6641e-09
Epoch 432/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.6172e-09
Epoch 433/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.5520e-09
Epoch 434/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.5235e-09
Epoch 435/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.5025e-09
Epoch 436/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.4553e-09
Epoch 437/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4102e-09
Epoch 438/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3786e-09
Epoch 439/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3547e-09
Epoch 440/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.3062e-09
Epoch 441/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2670e-09
Epoch 442/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2286e-09
Epoch 443/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.2114e-09
Epoch 444/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.1660e-09
Epoch 445/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1361e-09
Epoch 446/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1140e-09
Epoch 447/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0664e-09
Epoch 448/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.0494e-09
Epoch 449/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.9947e-09
Epoch 450/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.9584e-09
Epoch 451/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.9421e-09
Epoch 452/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.9280e-09
Epoch 453/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.8685e-09
Epoch 454/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.8430e-09
Epoch 455/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.8088e-09
Epoch 456/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.7860e-09
Epoch 457/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7596e-09
Epoch 458/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.7339e-09
Epoch 459/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.6865e-09
Epoch 460/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.6611e-09
Epoch 461/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.6470e-09
Epoch 462/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.6042e-09
Epoch 463/1000
1/1 [==============================] - 0s 13ms/step - loss: 2.5831e-09
Epoch 464/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.5578e-09
Epoch 465/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.5322e-09
Epoch 466/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.5011e-09
Epoch 467/1000
1/1 [==============================] - 0s 16ms/step - loss: 2.4737e-09
Epoch 468/1000
1/1 [==============================] - 0s 18ms/step - loss: 2.4494e-09
Epoch 469/1000
1/1 [==============================] - 0s 13ms/step - loss: 2.4319e-09
Epoch 470/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.4060e-09
Epoch 471/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.3822e-09
Epoch 472/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.3633e-09
Epoch 473/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.3280e-09
Epoch 474/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.2979e-09
Epoch 475/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.2746e-09
Epoch 476/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.2570e-09
Epoch 477/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.2277e-09
Epoch 478/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.2080e-09
Epoch 479/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.1852e-09
Epoch 480/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.1520e-09
Epoch 481/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.1292e-09
Epoch 482/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.1033e-09
Epoch 483/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.0811e-09
Epoch 484/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0538e-09
Epoch 485/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0327e-09
Epoch 486/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0130e-09
Epoch 487/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.9963e-09
Epoch 488/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.9746e-09
Epoch 489/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.9597e-09
Epoch 490/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.9386e-09
Epoch 491/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.9032e-09
Epoch 492/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.8970e-09
Epoch 493/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.8855e-09
Epoch 494/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.8523e-09
Epoch 495/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.8322e-09
Epoch 496/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.8117e-09
Epoch 497/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7941e-09
Epoch 498/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7743e-09
Epoch 499/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7561e-09
Epoch 500/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7383e-09
Epoch 501/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.7320e-09
Epoch 502/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.7126e-09
Epoch 503/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6949e-09
Epoch 504/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.6587e-09
Epoch 505/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6398e-09
Epoch 506/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6242e-09
Epoch 507/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6122e-09
Epoch 508/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6094e-09
Epoch 509/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5895e-09
Epoch 510/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.5709e-09
Epoch 511/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.5450e-09
Epoch 512/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5289e-09
Epoch 513/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.5226e-09
Epoch 514/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.5049e-09
Epoch 515/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.4772e-09
Epoch 516/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.4597e-09
Epoch 517/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4458e-09
Epoch 518/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4407e-09
Epoch 519/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.4180e-09
Epoch 520/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.4108e-09
Epoch 521/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3937e-09
Epoch 522/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3810e-09
Epoch 523/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3718e-09
Epoch 524/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3569e-09
Epoch 525/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.3352e-09
Epoch 526/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3196e-09
Epoch 527/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3154e-09
Epoch 528/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.3080e-09
Epoch 529/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2919e-09
Epoch 530/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2564e-09
Epoch 531/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2517e-09
Epoch 532/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2390e-09
Epoch 533/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.2225e-09
Epoch 534/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2177e-09
Epoch 535/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2036e-09
Epoch 536/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1881e-09
Epoch 537/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.1762e-09
Epoch 538/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1722e-09
Epoch 539/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.1576e-09
Epoch 540/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1425e-09
Epoch 541/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.1324e-09
Epoch 542/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.1182e-09
Epoch 543/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.1038e-09
Epoch 544/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0905e-09
Epoch 545/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0931e-09
Epoch 546/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0739e-09
Epoch 547/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0650e-09
Epoch 548/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0625e-09
Epoch 549/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0482e-09
Epoch 550/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0297e-09
Epoch 551/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.0159e-09
Epoch 552/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.0016e-09
Epoch 553/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.0065e-09
Epoch 554/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.9322e-10
Epoch 555/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.7093e-10
Epoch 556/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.6901e-10
Epoch 557/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.5620e-10
Epoch 558/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.3944e-10
Epoch 559/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.3609e-10
Epoch 560/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.2406e-10
Epoch 561/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.1558e-10
Epoch 562/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.1379e-10
Epoch 563/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.9267e-10
Epoch 564/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.8863e-10
Epoch 565/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.7669e-10
Epoch 566/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.6507e-10
Epoch 567/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.6849e-10
Epoch 568/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.5574e-10
Epoch 569/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.4290e-10
Epoch 570/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.3139e-10
Epoch 571/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.1967e-10
Epoch 572/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.1807e-10
Epoch 573/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.0637e-10
Epoch 574/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.0256e-10
Epoch 575/1000
1/1 [==============================] - 0s 13ms/step - loss: 7.9126e-10
Epoch 576/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.8964e-10
Epoch 577/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.7812e-10
Epoch 578/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.6651e-10
Epoch 579/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.6478e-10
Epoch 580/1000
1/1 [==============================] - 0s 14ms/step - loss: 7.5393e-10
Epoch 581/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.5185e-10
Epoch 582/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.3918e-10
Epoch 583/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.3758e-10
Epoch 584/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.2687e-10
Epoch 585/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.2480e-10
Epoch 586/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.1471e-10
Epoch 587/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.1020e-10
Epoch 588/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.9888e-10
Epoch 589/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.8858e-10
Epoch 590/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.8709e-10
Epoch 591/1000
1/1 [==============================] - 0s 19ms/step - loss: 6.7710e-10
Epoch 592/1000
1/1 [==============================] - 0s 30ms/step - loss: 6.6104e-10
Epoch 593/1000
1/1 [==============================] - 0s 17ms/step - loss: 6.5094e-10
Epoch 594/1000
1/1 [==============================] - 0s 29ms/step - loss: 6.4949e-10
Epoch 595/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.3978e-10
Epoch 596/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.4117e-10
Epoch 597/1000
1/1 [==============================] - 0s 15ms/step - loss: 6.3150e-10
Epoch 598/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.2760e-10
Epoch 599/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.1803e-10
Epoch 600/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.1751e-10
Epoch 601/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.0809e-10
Epoch 602/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.9853e-10
Epoch 603/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.8900e-10
Epoch 604/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.8723e-10
Epoch 605/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.7805e-10
Epoch 606/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.7805e-10
Epoch 607/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.6864e-10
Epoch 608/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.6678e-10
Epoch 609/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.5775e-10
Epoch 610/1000
1/1 [==============================] - 0s 32ms/step - loss: 5.5475e-10
Epoch 611/1000
1/1 [==============================] - 0s 16ms/step - loss: 5.5347e-10
Epoch 612/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.4461e-10
Epoch 613/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.3855e-10
Epoch 614/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.2943e-10
Epoch 615/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.2814e-10
Epoch 616/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.2036e-10
Epoch 617/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.1875e-10
Epoch 618/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.0833e-10
Epoch 619/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.0719e-10
Epoch 620/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0304e-10
Epoch 621/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.0189e-10
Epoch 622/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.0031e-10
Epoch 623/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.8486e-10
Epoch 624/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.8362e-10
Epoch 625/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.7612e-10
Epoch 626/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.7438e-10
Epoch 627/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.6620e-10
Epoch 628/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.6510e-10
Epoch 629/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.6070e-10
Epoch 630/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.5271e-10
Epoch 631/1000
1/1 [==============================] - 0s 21ms/step - loss: 4.5251e-10
Epoch 632/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.4734e-10
Epoch 633/1000
1/1 [==============================] - 0s 26ms/step - loss: 4.3958e-10
Epoch 634/1000
1/1 [==============================] - 0s 23ms/step - loss: 4.3848e-10
Epoch 635/1000
1/1 [==============================] - 0s 34ms/step - loss: 4.3058e-10
Epoch 636/1000
1/1 [==============================] - 0s 25ms/step - loss: 4.2899e-10
Epoch 637/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.2227e-10
Epoch 638/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2077e-10
Epoch 639/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1963e-10
Epoch 640/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1163e-10
Epoch 641/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1013e-10
Epoch 642/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0336e-10
Epoch 643/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.0235e-10
Epoch 644/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0138e-10
Epoch 645/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.9405e-10
Epoch 646/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8851e-10
Epoch 647/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8107e-10
Epoch 648/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8009e-10
Epoch 649/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7914e-10
Epoch 650/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.7287e-10
Epoch 651/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.7573e-10
Epoch 652/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.7482e-10
Epoch 653/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.6782e-10
Epoch 654/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.5559e-10
Epoch 655/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.4834e-10
Epoch 656/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4736e-10
Epoch 657/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.4597e-10
Epoch 658/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3986e-10
Epoch 659/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.3897e-10
Epoch 660/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.3813e-10
Epoch 661/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.3359e-10
Epoch 662/1000
1/1 [==============================] - 0s 17ms/step - loss: 3.3230e-10
Epoch 663/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.2976e-10
Epoch 664/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.2380e-10
Epoch 665/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.2295e-10
Epoch 666/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.2211e-10
Epoch 667/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.1944e-10
Epoch 668/1000
1/1 [==============================] - 0s 31ms/step - loss: 3.1986e-10
Epoch 669/1000
1/1 [==============================] - 0s 20ms/step - loss: 3.1901e-10
Epoch 670/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.1262e-10
Epoch 671/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.0459e-10
Epoch 672/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.0366e-10
Epoch 673/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.9706e-10
Epoch 674/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.9654e-10
Epoch 675/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.9573e-10
Epoch 676/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.8944e-10
Epoch 677/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.8938e-10
Epoch 678/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.8862e-10
Epoch 679/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.7966e-10
Epoch 680/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.7861e-10
Epoch 681/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.8123e-10
Epoch 682/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.7579e-10
Epoch 683/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.7503e-10
Epoch 684/1000
1/1 [==============================] - 0s 48ms/step - loss: 2.7428e-10
Epoch 685/1000
1/1 [==============================] - 0s 35ms/step - loss: 2.6913e-10
Epoch 686/1000
1/1 [==============================] - 0s 26ms/step - loss: 2.6574e-10
Epoch 687/1000
1/1 [==============================] - 0s 26ms/step - loss: 2.6525e-10
Epoch 688/1000
1/1 [==============================] - 0s 15ms/step - loss: 2.6284e-10
Epoch 689/1000
1/1 [==============================] - 0s 14ms/step - loss: 2.5704e-10
Epoch 690/1000
1/1 [==============================] - 0s 18ms/step - loss: 2.5701e-10
Epoch 691/1000
1/1 [==============================] - 0s 15ms/step - loss: 2.5633e-10
Epoch 692/1000
1/1 [==============================] - 0s 14ms/step - loss: 2.5008e-10
Epoch 693/1000
1/1 [==============================] - 0s 20ms/step - loss: 2.4933e-10
Epoch 694/1000
1/1 [==============================] - 0s 16ms/step - loss: 2.4883e-10
Epoch 695/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.4318e-10
Epoch 696/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.4251e-10
Epoch 697/1000
1/1 [==============================] - 0s 22ms/step - loss: 2.4245e-10
Epoch 698/1000
1/1 [==============================] - 0s 20ms/step - loss: 2.4180e-10
Epoch 699/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.3708e-10
Epoch 700/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.3148e-10
Epoch 701/1000
1/1 [==============================] - 0s 14ms/step - loss: 2.3099e-10
Epoch 702/1000
1/1 [==============================] - 0s 10ms/step - loss: 2.2546e-10
Epoch 703/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2477e-10
Epoch 704/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.2473e-10
Epoch 705/1000
1/1 [==============================] - 0s 13ms/step - loss: 2.2407e-10
Epoch 706/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.1947e-10
Epoch 707/1000
1/1 [==============================] - 0s 23ms/step - loss: 2.1886e-10
Epoch 708/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.1700e-10
Epoch 709/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1637e-10
Epoch 710/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.1186e-10
Epoch 711/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0980e-10
Epoch 712/1000
1/1 [==============================] - 0s 15ms/step - loss: 2.0976e-10
Epoch 713/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0921e-10
Epoch 714/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.0279e-10
Epoch 715/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0222e-10
Epoch 716/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.0176e-10
Epoch 717/1000
1/1 [==============================] - 0s 8ms/step - loss: 2.0268e-10
Epoch 718/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.9840e-10
Epoch 719/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.9387e-10
Epoch 720/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.9381e-10
Epoch 721/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.9318e-10
Epoch 722/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.8821e-10
Epoch 723/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.8774e-10
Epoch 724/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.8719e-10
Epoch 725/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.8303e-10
Epoch 726/1000
1/1 [==============================] - 0s 39ms/step - loss: 1.8300e-10
Epoch 727/1000
1/1 [==============================] - 0s 53ms/step - loss: 1.8250e-10
Epoch 728/1000
1/1 [==============================] - 0s 53ms/step - loss: 1.8248e-10
Epoch 729/1000
1/1 [==============================] - 0s 25ms/step - loss: 1.7889e-10
Epoch 730/1000
1/1 [==============================] - 0s 53ms/step - loss: 1.7496e-10
Epoch 731/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.7653e-10
Epoch 732/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7604e-10
Epoch 733/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.7546e-10
Epoch 734/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7120e-10
Epoch 735/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7066e-10
Epoch 736/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7062e-10
Epoch 737/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7012e-10
Epoch 738/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6612e-10
Epoch 739/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6566e-10
Epoch 740/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6532e-10
Epoch 741/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6480e-10
Epoch 742/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6299e-10
Epoch 743/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.5917e-10
Epoch 744/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.5869e-10
Epoch 745/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.5868e-10
Epoch 746/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.5826e-10
Epoch 747/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.5391e-10
Epoch 748/1000
1/1 [==============================] - 0s 24ms/step - loss: 1.5346e-10
Epoch 749/1000
1/1 [==============================] - 0s 18ms/step - loss: 1.5282e-10
Epoch 750/1000
1/1 [==============================] - 0s 15ms/step - loss: 1.5235e-10
Epoch 751/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.5190e-10
Epoch 752/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.4825e-10
Epoch 753/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.4784e-10
Epoch 754/1000
1/1 [==============================] - 0s 24ms/step - loss: 1.4781e-10
Epoch 755/1000
1/1 [==============================] - 0s 29ms/step - loss: 1.4782e-10
Epoch 756/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.4534e-10
Epoch 757/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.4193e-10
Epoch 758/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3661e-10
Epoch 759/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3630e-10
Epoch 760/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3629e-10
Epoch 761/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.3584e-10
Epoch 762/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.3244e-10
Epoch 763/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.3202e-10
Epoch 764/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.3191e-10
Epoch 765/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.3189e-10
Epoch 766/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.3151e-10
Epoch 767/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.2830e-10
Epoch 768/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2496e-10
Epoch 769/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.2448e-10
Epoch 770/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.2401e-10
Epoch 771/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.2356e-10
Epoch 772/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.2014e-10
Epoch 773/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.1971e-10
Epoch 774/1000
1/1 [==============================] - 0s 23ms/step - loss: 1.1971e-10
Epoch 775/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.1968e-10
Epoch 776/1000
1/1 [==============================] - 0s 14ms/step - loss: 1.1931e-10
Epoch 777/1000
1/1 [==============================] - 0s 32ms/step - loss: 1.1613e-10
Epoch 778/1000
1/1 [==============================] - 0s 20ms/step - loss: 1.1613e-10
Epoch 779/1000
1/1 [==============================] - 0s 46ms/step - loss: 1.1578e-10
Epoch 780/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1516e-10
Epoch 781/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1516e-10
Epoch 782/1000
1/1 [==============================] - 0s 9ms/step - loss: 1.1481e-10
Epoch 783/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1178e-10
Epoch 784/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1083e-10
Epoch 785/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1042e-10
Epoch 786/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1042e-10
Epoch 787/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.1006e-10
Epoch 788/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.1004e-10
Epoch 789/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0708e-10
Epoch 790/1000
1/1 [==============================] - 0s 8ms/step - loss: 1.0675e-10
Epoch 791/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0674e-10
Epoch 792/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.0657e-10
Epoch 793/1000
1/1 [==============================] - 0s 21ms/step - loss: 1.0681e-10
Epoch 794/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.0650e-10
Epoch 795/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.0374e-10
Epoch 796/1000
1/1 [==============================] - 0s 15ms/step - loss: 9.9347e-11
Epoch 797/1000
1/1 [==============================] - 0s 11ms/step - loss: 9.8948e-11
Epoch 798/1000
1/1 [==============================] - 0s 13ms/step - loss: 9.8930e-11
Epoch 799/1000
1/1 [==============================] - 0s 31ms/step - loss: 9.8941e-11
Epoch 800/1000
1/1 [==============================] - 0s 26ms/step - loss: 9.8578e-11
Epoch 801/1000
1/1 [==============================] - 0s 10ms/step - loss: 9.5777e-11
Epoch 802/1000
1/1 [==============================] - 0s 19ms/step - loss: 9.5797e-11
Epoch 803/1000
1/1 [==============================] - 0s 26ms/step - loss: 9.5472e-11
Epoch 804/1000
1/1 [==============================] - 0s 17ms/step - loss: 9.5165e-11
Epoch 805/1000
1/1 [==============================] - 0s 15ms/step - loss: 9.5162e-11
Epoch 806/1000
1/1 [==============================] - 0s 8ms/step - loss: 9.4872e-11
Epoch 807/1000
1/1 [==============================] - 0s 23ms/step - loss: 9.4904e-11
Epoch 808/1000
1/1 [==============================] - 0s 16ms/step - loss: 9.2359e-11
Epoch 809/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.6912e-11
Epoch 810/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.6522e-11
Epoch 811/1000
1/1 [==============================] - 0s 12ms/step - loss: 8.6518e-11
Epoch 812/1000
1/1 [==============================] - 0s 14ms/step - loss: 8.6496e-11
Epoch 813/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.6143e-11
Epoch 814/1000
1/1 [==============================] - 0s 16ms/step - loss: 8.3417e-11
Epoch 815/1000
1/1 [==============================] - 0s 9ms/step - loss: 8.3403e-11
Epoch 816/1000
1/1 [==============================] - 0s 14ms/step - loss: 8.3088e-11
Epoch 817/1000
1/1 [==============================] - 0s 14ms/step - loss: 8.2774e-11
Epoch 818/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.2765e-11
Epoch 819/1000
1/1 [==============================] - 0s 27ms/step - loss: 8.2508e-11
Epoch 820/1000
1/1 [==============================] - 0s 38ms/step - loss: 8.2503e-11
Epoch 821/1000
1/1 [==============================] - 0s 17ms/step - loss: 8.0013e-11
Epoch 822/1000
1/1 [==============================] - 0s 13ms/step - loss: 8.0012e-11
Epoch 823/1000
1/1 [==============================] - 0s 14ms/step - loss: 7.9769e-11
Epoch 824/1000
1/1 [==============================] - 0s 17ms/step - loss: 7.8399e-11
Epoch 825/1000
1/1 [==============================] - 0s 20ms/step - loss: 7.8398e-11
Epoch 826/1000
1/1 [==============================] - 0s 16ms/step - loss: 7.8140e-11
Epoch 827/1000
1/1 [==============================] - 0s 24ms/step - loss: 7.8142e-11
Epoch 828/1000
1/1 [==============================] - 0s 19ms/step - loss: 7.5871e-11
Epoch 829/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.6982e-11
Epoch 830/1000
1/1 [==============================] - 0s 16ms/step - loss: 7.6723e-11
Epoch 831/1000
1/1 [==============================] - 0s 19ms/step - loss: 7.6725e-11
Epoch 832/1000
1/1 [==============================] - 0s 15ms/step - loss: 7.6450e-11
Epoch 833/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.6455e-11
Epoch 834/1000
1/1 [==============================] - 0s 6ms/step - loss: 7.6233e-11
Epoch 835/1000
1/1 [==============================] - 0s 18ms/step - loss: 7.6239e-11
Epoch 836/1000
1/1 [==============================] - 0s 14ms/step - loss: 7.4004e-11
Epoch 837/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.5372e-11
Epoch 838/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.5108e-11
Epoch 839/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.5117e-11
Epoch 840/1000
1/1 [==============================] - 0s 18ms/step - loss: 7.5127e-11
Epoch 841/1000
1/1 [==============================] - 0s 36ms/step - loss: 7.5138e-11
Epoch 842/1000
1/1 [==============================] - 0s 15ms/step - loss: 7.4938e-11
Epoch 843/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.4951e-11
Epoch 844/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.7970e-11
Epoch 845/1000
1/1 [==============================] - 0s 21ms/step - loss: 6.7973e-11
Epoch 846/1000
1/1 [==============================] - 0s 16ms/step - loss: 6.7734e-11
Epoch 847/1000
1/1 [==============================] - 0s 16ms/step - loss: 6.7739e-11
Epoch 848/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.7564e-11
Epoch 849/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.7572e-11
Epoch 850/1000
1/1 [==============================] - 0s 14ms/step - loss: 6.7580e-11
Epoch 851/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.7378e-11
Epoch 852/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.7393e-11
Epoch 853/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.5337e-11
Epoch 854/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.5319e-11
Epoch 855/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.5130e-11
Epoch 856/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.5714e-11
Epoch 857/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.5717e-11
Epoch 858/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.5722e-11
Epoch 859/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.5728e-11
Epoch 860/1000
1/1 [==============================] - 0s 8ms/step - loss: 6.5537e-11
Epoch 861/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.5545e-11
Epoch 862/1000
1/1 [==============================] - 0s 40ms/step - loss: 6.3553e-11
Epoch 863/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.3564e-11
Epoch 864/1000
1/1 [==============================] - 0s 14ms/step - loss: 6.1431e-11
Epoch 865/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.1437e-11
Epoch 866/1000
1/1 [==============================] - 0s 14ms/step - loss: 6.1140e-11
Epoch 867/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.1147e-11
Epoch 868/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.1156e-11
Epoch 869/1000
1/1 [==============================] - 0s 13ms/step - loss: 6.0983e-11
Epoch 870/1000
1/1 [==============================] - 0s 12ms/step - loss: 6.0994e-11
Epoch 871/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.9100e-11
Epoch 872/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.7368e-11
Epoch 873/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.7376e-11
Epoch 874/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.7203e-11
Epoch 875/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.7213e-11
Epoch 876/1000
1/1 [==============================] - 0s 26ms/step - loss: 5.7200e-11
Epoch 877/1000
1/1 [==============================] - 0s 35ms/step - loss: 5.7211e-11
Epoch 878/1000
1/1 [==============================] - 0s 31ms/step - loss: 5.7072e-11
Epoch 879/1000
1/1 [==============================] - 0s 33ms/step - loss: 5.7085e-11
Epoch 880/1000
1/1 [==============================] - 0s 16ms/step - loss: 5.7098e-11
Epoch 881/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.5299e-11
Epoch 882/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.5264e-11
Epoch 883/1000
1/1 [==============================] - 0s 14ms/step - loss: 5.5279e-11
Epoch 884/1000
1/1 [==============================] - 0s 21ms/step - loss: 5.5158e-11
Epoch 885/1000
1/1 [==============================] - 0s 19ms/step - loss: 5.6420e-11
Epoch 886/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.6434e-11
Epoch 887/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.6147e-11
Epoch 888/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.6136e-11
Epoch 889/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.6001e-11
Epoch 890/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.2537e-11
Epoch 891/1000
1/1 [==============================] - 0s 32ms/step - loss: 5.2542e-11
Epoch 892/1000
1/1 [==============================] - 0s 11ms/step - loss: 5.0699e-11
Epoch 893/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.0685e-11
Epoch 894/1000
1/1 [==============================] - 0s 19ms/step - loss: 5.0512e-11
Epoch 895/1000
1/1 [==============================] - 0s 15ms/step - loss: 5.0522e-11
Epoch 896/1000
1/1 [==============================] - 0s 10ms/step - loss: 5.0533e-11
Epoch 897/1000
1/1 [==============================] - 0s 14ms/step - loss: 5.0544e-11
Epoch 898/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.0533e-11
Epoch 899/1000
1/1 [==============================] - 0s 14ms/step - loss: 5.0394e-11
Epoch 900/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.0407e-11
Epoch 901/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.0422e-11
Epoch 902/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.8805e-11
Epoch 903/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.8821e-11
Epoch 904/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.8839e-11
Epoch 905/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.8709e-11
Epoch 906/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.8728e-11
Epoch 907/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.7710e-11
Epoch 908/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.7399e-11
Epoch 909/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.7418e-11
Epoch 910/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.7411e-11
Epoch 911/1000
1/1 [==============================] - 0s 10ms/step - loss: 4.7340e-11
Epoch 912/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5488e-11
Epoch 913/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.5479e-11
Epoch 914/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.5496e-11
Epoch 915/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.4058e-11
Epoch 916/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.4051e-11
Epoch 917/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.4070e-11
Epoch 918/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.3973e-11
Epoch 919/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2463e-11
Epoch 920/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.2465e-11
Epoch 921/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.2453e-11
Epoch 922/1000
1/1 [==============================] - 0s 12ms/step - loss: 4.2456e-11
Epoch 923/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.2293e-11
Epoch 924/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.2298e-11
Epoch 925/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.2304e-11
Epoch 926/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0566e-11
Epoch 927/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.0574e-11
Epoch 928/1000
1/1 [==============================] - 0s 18ms/step - loss: 4.0583e-11
Epoch 929/1000
1/1 [==============================] - 0s 19ms/step - loss: 4.0438e-11
Epoch 930/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.0448e-11
Epoch 931/1000
1/1 [==============================] - 0s 15ms/step - loss: 4.0459e-11
Epoch 932/1000
1/1 [==============================] - 0s 17ms/step - loss: 4.0289e-11
Epoch 933/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.0282e-11
Epoch 934/1000
1/1 [==============================] - 0s 21ms/step - loss: 4.0295e-11
Epoch 935/1000
1/1 [==============================] - 0s 18ms/step - loss: 4.0182e-11
Epoch 936/1000
1/1 [==============================] - 0s 22ms/step - loss: 4.0196e-11
Epoch 937/1000
1/1 [==============================] - 0s 20ms/step - loss: 4.0210e-11
Epoch 938/1000
1/1 [==============================] - 0s 25ms/step - loss: 3.8719e-11
Epoch 939/1000
1/1 [==============================] - 0s 24ms/step - loss: 3.8735e-11
Epoch 940/1000
1/1 [==============================] - 0s 20ms/step - loss: 3.8730e-11
Epoch 941/1000
1/1 [==============================] - 0s 19ms/step - loss: 3.8747e-11
Epoch 942/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.8667e-11
Epoch 943/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8649e-11
Epoch 944/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8662e-11
Epoch 945/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8657e-11
Epoch 946/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8671e-11
Epoch 947/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8666e-11
Epoch 948/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.8680e-11
Epoch 949/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8615e-11
Epoch 950/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8631e-11
Epoch 951/1000
1/1 [==============================] - 0s 9ms/step - loss: 3.8626e-11
Epoch 952/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.8643e-11
Epoch 953/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.7366e-11
Epoch 954/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7380e-11
Epoch 955/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.7376e-11
Epoch 956/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.7389e-11
Epoch 957/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7325e-11
Epoch 958/1000
1/1 [==============================] - 0s 8ms/step - loss: 3.7339e-11
Epoch 959/1000
1/1 [==============================] - 0s 17ms/step - loss: 3.7336e-11
Epoch 960/1000
1/1 [==============================] - 0s 17ms/step - loss: 3.7351e-11
Epoch 961/1000
1/1 [==============================] - 0s 18ms/step - loss: 3.7166e-11
Epoch 962/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.7182e-11
Epoch 963/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.6116e-11
Epoch 964/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.6131e-11
Epoch 965/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.6051e-11
Epoch 966/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.6068e-11
Epoch 967/1000
1/1 [==============================] - 0s 15ms/step - loss: 3.6085e-11
Epoch 968/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.4868e-11
Epoch 969/1000
1/1 [==============================] - 0s 33ms/step - loss: 3.4866e-11
Epoch 970/1000
1/1 [==============================] - 0s 17ms/step - loss: 3.4884e-11
Epoch 971/1000
1/1 [==============================] - 0s 19ms/step - loss: 3.4881e-11
Epoch 972/1000
1/1 [==============================] - 0s 19ms/step - loss: 3.4900e-11
Epoch 973/1000
1/1 [==============================] - 0s 33ms/step - loss: 3.4853e-11
Epoch 974/1000
1/1 [==============================] - 0s 58ms/step - loss: 3.4872e-11
Epoch 975/1000
1/1 [==============================] - 0s 22ms/step - loss: 3.4870e-11
Epoch 976/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4868e-11
Epoch 977/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.4889e-11
Epoch 978/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.4887e-11
Epoch 979/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.4908e-11
Epoch 980/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4906e-11
Epoch 981/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4905e-11
Epoch 982/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.4926e-11
Epoch 983/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.3901e-11
Epoch 984/1000
1/1 [==============================] - 0s 11ms/step - loss: 3.3922e-11
Epoch 985/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.3918e-11
Epoch 986/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.3939e-11
Epoch 987/1000
1/1 [==============================] - 0s 18ms/step - loss: 3.2814e-11
Epoch 988/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.2812e-11
Epoch 989/1000
1/1 [==============================] - 0s 45ms/step - loss: 3.2834e-11
Epoch 990/1000
1/1 [==============================] - 0s 20ms/step - loss: 3.2832e-11
Epoch 991/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.2855e-11
Epoch 992/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.2853e-11
Epoch 993/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.2805e-11
Epoch 994/1000
1/1 [==============================] - 0s 14ms/step - loss: 3.2829e-11
Epoch 995/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.2827e-11
Epoch 996/1000
1/1 [==============================] - 0s 13ms/step - loss: 3.2063e-11
Epoch 997/1000
1/1 [==============================] - 0s 19ms/step - loss: 3.2087e-11
Epoch 998/1000
1/1 [==============================] - 0s 22ms/step - loss: 3.1903e-11
Epoch 999/1000
1/1 [==============================] - 0s 21ms/step - loss: 3.0756e-11
Epoch 1000/1000
1/1 [==============================] - 0s 16ms/step - loss: 3.0753e-11

Elapsed Time =>  -1 day, 23:59:45.418383

In [ ]:

# loss 시각화
import matplotlib.pyplot as plt

plt.title('Loss Trend')
plt.xlabel('epochs')
plt.ylabel('loss')
plt.grid()

plt.plot(hist.history['loss'], label = 'train loss')
plt.legend(loc = 'best')

plt.show()

In [ ]:

# Prediction

X_test = [ [5, 5, 0], [2, 3, 1], [-1, 0, -1], [10, 5, 2], [4, -1, -2] ]

y_test = [ 2*data[0] -3*data[1] + 2*data[2] for data in X_test ] 

prediction_val = model.predict( np.array(X_test) )

print(prediction_val)
print('='*20)
print(y_test)

[[-5.00001  ]
 [-3.0000021]
 [-3.99999  ]
 [ 8.999986 ]
 [ 7.0000095]]
====================
[-5, -3, -4, 9, 7]

In [ ]: