빅데이터 분석 특강 (13주차) 5월30일

• imports
• 오버피팅
  • 오버피팅으로 착각하기 쉬운 상황
  • 텐서보드: 적합결과 시각화
• 학습과정분석
  • 텐서보드: 가중치 시각화
  • 텐서보드: 사용자지정그림 에폭별로 시각화 (1)
  • 텐서보드: 사용자지정그림 에폭별로 시각화 (2)

imports

import numpy as np
import tensorflow as tf 
import tensorflow.experimental.numpy as tnp 

tnp.experimental_enable_numpy_behavior()

import matplotlib.pyplot as plt 

%load_ext tensorboard

오버피팅

오버피팅으로 착각하기 쉬운 상황

3-(1) 아래와 같은 모형을 고려하자.

• 중간 문제였음

$$y_i= \beta_0 + \sum_{k=1}^{5} \beta_k \cos(k t_i)+\epsilon_i$$

여기에서 $t=(t_1,\dots,t_{1000})=$ np.linspace(0,5,1000) 이다. 그리고 $\epsilon_i \sim i.i.d~ N(0,\sigma^2)$, 즉 서로 독립인 표준정규분포에서 추출된 샘플이다. 위의 모형에서 아래와 같은 데이터를 관측했다고 가정하자.

np.random.seed(43052)
t= np.linspace(0,5,1000)
y = -2+ 3*np.cos(t) + 1*np.cos(2*t) + 0.5*np.cos(5*t) + np.random.randn(1000)*0.2
plt.plot(t,y,'.',alpha=0.1)

[<matplotlib.lines.Line2D at 0x7fcae831de10>]

tf.keras를 이용하여 $\beta_0,\dots,\beta_5$를 추정하라. ($\beta_0,\dots,\beta_5$의 참값은 각각 -2,3,1,0,0,0.5 이다)

위는 중간고사 문제를 조금 변형한 것!

(풀이)

- 다시 풀어보자

y = y.reshape(1000,1)
x1 = np.cos(t) 
x2 = np.cos(2*t)
x3 = np.cos(3*t)
x4 = np.cos(4*t)
x5 = np.cos(5*t)
X = tf.stack([x1,x2,x3,x4,x5],axis=1)

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1)) 
net.compile(loss='mse',optimizer='adam')
net.fit(X,y,epochs=500,batch_size=100, validation_split=0.45, callbacks=tf.keras.callbacks.TensorBoard()) 
# 텐서보드를 이용한 시각화기능 추가 
# validation_split 이용

Epoch 1/500
6/6 [==============================] - 0s 14ms/step - loss: 5.7677 - val_loss: 14.9650
Epoch 2/500
6/6 [==============================] - 0s 6ms/step - loss: 5.7181 - val_loss: 14.8931
Epoch 3/500
6/6 [==============================] - 0s 6ms/step - loss: 5.6712 - val_loss: 14.8179
Epoch 4/500
6/6 [==============================] - 0s 8ms/step - loss: 5.6199 - val_loss: 14.7467
Epoch 5/500
6/6 [==============================] - 0s 10ms/step - loss: 5.5737 - val_loss: 14.6738
Epoch 6/500
6/6 [==============================] - 0s 10ms/step - loss: 5.5251 - val_loss: 14.6024
Epoch 7/500
6/6 [==============================] - 0s 11ms/step - loss: 5.4773 - val_loss: 14.5316
Epoch 8/500
6/6 [==============================] - 0s 11ms/step - loss: 5.4308 - val_loss: 14.4619
Epoch 9/500
6/6 [==============================] - 0s 10ms/step - loss: 5.3841 - val_loss: 14.3927
Epoch 10/500
6/6 [==============================] - 0s 11ms/step - loss: 5.3373 - val_loss: 14.3226
Epoch 11/500
6/6 [==============================] - 0s 10ms/step - loss: 5.2924 - val_loss: 14.2522
Epoch 12/500
6/6 [==============================] - 0s 12ms/step - loss: 5.2462 - val_loss: 14.1838
Epoch 13/500
6/6 [==============================] - 0s 11ms/step - loss: 5.1998 - val_loss: 14.1139
Epoch 14/500
6/6 [==============================] - 0s 11ms/step - loss: 5.1558 - val_loss: 14.0429
Epoch 15/500
6/6 [==============================] - 0s 10ms/step - loss: 5.1112 - val_loss: 13.9723
Epoch 16/500
6/6 [==============================] - 0s 10ms/step - loss: 5.0646 - val_loss: 13.9043
Epoch 17/500
6/6 [==============================] - 0s 11ms/step - loss: 5.0215 - val_loss: 13.8335
Epoch 18/500
6/6 [==============================] - 0s 12ms/step - loss: 4.9776 - val_loss: 13.7668
Epoch 19/500
6/6 [==============================] - 0s 11ms/step - loss: 4.9346 - val_loss: 13.6970
Epoch 20/500
6/6 [==============================] - 0s 12ms/step - loss: 4.8911 - val_loss: 13.6290
Epoch 21/500
6/6 [==============================] - 0s 12ms/step - loss: 4.8466 - val_loss: 13.5622
Epoch 22/500
6/6 [==============================] - 0s 11ms/step - loss: 4.8043 - val_loss: 13.4931
Epoch 23/500
6/6 [==============================] - 0s 9ms/step - loss: 4.7636 - val_loss: 13.4251
Epoch 24/500
6/6 [==============================] - 0s 7ms/step - loss: 4.7190 - val_loss: 13.3607
Epoch 25/500
6/6 [==============================] - 0s 11ms/step - loss: 4.6779 - val_loss: 13.2955
Epoch 26/500
6/6 [==============================] - 0s 11ms/step - loss: 4.6350 - val_loss: 13.2297
Epoch 27/500
6/6 [==============================] - 0s 11ms/step - loss: 4.5939 - val_loss: 13.1646
Epoch 28/500
6/6 [==============================] - 0s 10ms/step - loss: 4.5533 - val_loss: 13.1012
Epoch 29/500
6/6 [==============================] - 0s 10ms/step - loss: 4.5129 - val_loss: 13.0385
Epoch 30/500
6/6 [==============================] - 0s 11ms/step - loss: 4.4715 - val_loss: 12.9764
Epoch 31/500
6/6 [==============================] - 0s 10ms/step - loss: 4.4341 - val_loss: 12.9120
Epoch 32/500
6/6 [==============================] - 0s 11ms/step - loss: 4.3929 - val_loss: 12.8479
Epoch 33/500
6/6 [==============================] - 0s 11ms/step - loss: 4.3533 - val_loss: 12.7849
Epoch 34/500
6/6 [==============================] - 0s 11ms/step - loss: 4.3140 - val_loss: 12.7225
Epoch 35/500
6/6 [==============================] - 0s 10ms/step - loss: 4.2752 - val_loss: 12.6591
Epoch 36/500
6/6 [==============================] - 0s 11ms/step - loss: 4.2367 - val_loss: 12.5966
Epoch 37/500
6/6 [==============================] - 0s 11ms/step - loss: 4.1974 - val_loss: 12.5362
Epoch 38/500
6/6 [==============================] - 0s 11ms/step - loss: 4.1608 - val_loss: 12.4759
Epoch 39/500
6/6 [==============================] - 0s 10ms/step - loss: 4.1225 - val_loss: 12.4138
Epoch 40/500
6/6 [==============================] - 0s 10ms/step - loss: 4.0865 - val_loss: 12.3544
Epoch 41/500
6/6 [==============================] - 0s 10ms/step - loss: 4.0479 - val_loss: 12.2957
Epoch 42/500
6/6 [==============================] - 0s 11ms/step - loss: 4.0119 - val_loss: 12.2369
Epoch 43/500
6/6 [==============================] - 0s 11ms/step - loss: 3.9766 - val_loss: 12.1773
Epoch 44/500
6/6 [==============================] - 0s 11ms/step - loss: 3.9392 - val_loss: 12.1193
Epoch 45/500
6/6 [==============================] - 0s 12ms/step - loss: 3.9035 - val_loss: 12.0623
Epoch 46/500
6/6 [==============================] - 0s 11ms/step - loss: 3.8675 - val_loss: 12.0079
Epoch 47/500
6/6 [==============================] - 0s 10ms/step - loss: 3.8346 - val_loss: 11.9510
Epoch 48/500
6/6 [==============================] - 0s 11ms/step - loss: 3.7985 - val_loss: 11.8960
Epoch 49/500
6/6 [==============================] - 0s 10ms/step - loss: 3.7627 - val_loss: 11.8433
Epoch 50/500
6/6 [==============================] - 0s 10ms/step - loss: 3.7306 - val_loss: 11.7855
Epoch 51/500
6/6 [==============================] - 0s 9ms/step - loss: 3.6955 - val_loss: 11.7312
Epoch 52/500
6/6 [==============================] - 0s 12ms/step - loss: 3.6619 - val_loss: 11.6768
Epoch 53/500
6/6 [==============================] - 0s 11ms/step - loss: 3.6288 - val_loss: 11.6205
Epoch 54/500
6/6 [==============================] - 0s 11ms/step - loss: 3.5959 - val_loss: 11.5626
Epoch 55/500
6/6 [==============================] - 0s 10ms/step - loss: 3.5619 - val_loss: 11.5090
Epoch 56/500
6/6 [==============================] - 0s 12ms/step - loss: 3.5287 - val_loss: 11.4560
Epoch 57/500
6/6 [==============================] - 0s 11ms/step - loss: 3.4969 - val_loss: 11.4026
Epoch 58/500
6/6 [==============================] - 0s 11ms/step - loss: 3.4643 - val_loss: 11.3521
Epoch 59/500
6/6 [==============================] - 0s 11ms/step - loss: 3.4330 - val_loss: 11.3009
Epoch 60/500
6/6 [==============================] - 0s 10ms/step - loss: 3.4022 - val_loss: 11.2500
Epoch 61/500
6/6 [==============================] - 0s 10ms/step - loss: 3.3723 - val_loss: 11.1968
Epoch 62/500
6/6 [==============================] - 0s 11ms/step - loss: 3.3396 - val_loss: 11.1471
Epoch 63/500
6/6 [==============================] - 0s 10ms/step - loss: 3.3091 - val_loss: 11.0972
Epoch 64/500
6/6 [==============================] - 0s 10ms/step - loss: 3.2784 - val_loss: 11.0450
Epoch 65/500
6/6 [==============================] - 0s 12ms/step - loss: 3.2477 - val_loss: 10.9908
Epoch 66/500
6/6 [==============================] - 0s 11ms/step - loss: 3.2178 - val_loss: 10.9389
Epoch 67/500
6/6 [==============================] - 0s 10ms/step - loss: 3.1864 - val_loss: 10.8890
Epoch 68/500
6/6 [==============================] - 0s 11ms/step - loss: 3.1568 - val_loss: 10.8394
Epoch 69/500
6/6 [==============================] - 0s 11ms/step - loss: 3.1275 - val_loss: 10.7890
Epoch 70/500
6/6 [==============================] - 0s 12ms/step - loss: 3.0982 - val_loss: 10.7365
Epoch 71/500
6/6 [==============================] - 0s 11ms/step - loss: 3.0693 - val_loss: 10.6854
Epoch 72/500
6/6 [==============================] - 0s 11ms/step - loss: 3.0397 - val_loss: 10.6372
Epoch 73/500
6/6 [==============================] - 0s 10ms/step - loss: 3.0118 - val_loss: 10.5913
Epoch 74/500
6/6 [==============================] - 0s 9ms/step - loss: 2.9831 - val_loss: 10.5452
Epoch 75/500
6/6 [==============================] - 0s 10ms/step - loss: 2.9549 - val_loss: 10.5001
Epoch 76/500
6/6 [==============================] - 0s 11ms/step - loss: 2.9278 - val_loss: 10.4513
Epoch 77/500
6/6 [==============================] - 0s 10ms/step - loss: 2.8992 - val_loss: 10.4057
Epoch 78/500
6/6 [==============================] - 0s 10ms/step - loss: 2.8721 - val_loss: 10.3606
Epoch 79/500
6/6 [==============================] - 0s 10ms/step - loss: 2.8450 - val_loss: 10.3131
Epoch 80/500
6/6 [==============================] - 0s 12ms/step - loss: 2.8180 - val_loss: 10.2675
Epoch 81/500
6/6 [==============================] - 0s 10ms/step - loss: 2.7909 - val_loss: 10.2221
Epoch 82/500
6/6 [==============================] - 0s 11ms/step - loss: 2.7641 - val_loss: 10.1779
Epoch 83/500
6/6 [==============================] - 0s 10ms/step - loss: 2.7382 - val_loss: 10.1327
Epoch 84/500
6/6 [==============================] - 0s 10ms/step - loss: 2.7113 - val_loss: 10.0888
Epoch 85/500
6/6 [==============================] - 0s 10ms/step - loss: 2.6869 - val_loss: 10.0412
Epoch 86/500
6/6 [==============================] - 0s 9ms/step - loss: 2.6600 - val_loss: 9.9968
Epoch 87/500
6/6 [==============================] - 0s 11ms/step - loss: 2.6344 - val_loss: 9.9547
Epoch 88/500
6/6 [==============================] - 0s 10ms/step - loss: 2.6093 - val_loss: 9.9101
Epoch 89/500
6/6 [==============================] - 0s 11ms/step - loss: 2.5844 - val_loss: 9.8671
Epoch 90/500
6/6 [==============================] - 0s 11ms/step - loss: 2.5591 - val_loss: 9.8256
Epoch 91/500
6/6 [==============================] - 0s 11ms/step - loss: 2.5349 - val_loss: 9.7836
Epoch 92/500
6/6 [==============================] - 0s 10ms/step - loss: 2.5108 - val_loss: 9.7418
Epoch 93/500
6/6 [==============================] - 0s 11ms/step - loss: 2.4869 - val_loss: 9.6999
Epoch 94/500
6/6 [==============================] - 0s 11ms/step - loss: 2.4625 - val_loss: 9.6593
Epoch 95/500
6/6 [==============================] - 0s 10ms/step - loss: 2.4390 - val_loss: 9.6204
Epoch 96/500
6/6 [==============================] - 0s 10ms/step - loss: 2.4155 - val_loss: 9.5802
Epoch 97/500
6/6 [==============================] - 0s 12ms/step - loss: 2.3918 - val_loss: 9.5407
Epoch 98/500
6/6 [==============================] - 0s 11ms/step - loss: 2.3694 - val_loss: 9.4995
Epoch 99/500
6/6 [==============================] - 0s 11ms/step - loss: 2.3462 - val_loss: 9.4584
Epoch 100/500
6/6 [==============================] - 0s 10ms/step - loss: 2.3238 - val_loss: 9.4183
Epoch 101/500
6/6 [==============================] - 0s 8ms/step - loss: 2.3013 - val_loss: 9.3785
Epoch 102/500
6/6 [==============================] - 0s 11ms/step - loss: 2.2787 - val_loss: 9.3396
Epoch 103/500
6/6 [==============================] - 0s 9ms/step - loss: 2.2562 - val_loss: 9.2994
Epoch 104/500
6/6 [==============================] - 0s 7ms/step - loss: 2.2345 - val_loss: 9.2576
Epoch 105/500
6/6 [==============================] - 0s 8ms/step - loss: 2.2125 - val_loss: 9.2157
Epoch 106/500
6/6 [==============================] - 0s 10ms/step - loss: 2.1905 - val_loss: 9.1759
Epoch 107/500
6/6 [==============================] - 0s 11ms/step - loss: 2.1692 - val_loss: 9.1362
Epoch 108/500
6/6 [==============================] - 0s 10ms/step - loss: 2.1472 - val_loss: 9.0975
Epoch 109/500
6/6 [==============================] - 0s 10ms/step - loss: 2.1270 - val_loss: 9.0583
Epoch 110/500
6/6 [==============================] - 0s 10ms/step - loss: 2.1055 - val_loss: 9.0200
Epoch 111/500
6/6 [==============================] - 0s 8ms/step - loss: 2.0849 - val_loss: 8.9824
Epoch 112/500
6/6 [==============================] - 0s 8ms/step - loss: 2.0641 - val_loss: 8.9459
Epoch 113/500
6/6 [==============================] - 0s 9ms/step - loss: 2.0439 - val_loss: 8.9085
Epoch 114/500
6/6 [==============================] - 0s 9ms/step - loss: 2.0236 - val_loss: 8.8723
Epoch 115/500
6/6 [==============================] - 0s 11ms/step - loss: 2.0040 - val_loss: 8.8349
Epoch 116/500
6/6 [==============================] - 0s 11ms/step - loss: 1.9843 - val_loss: 8.7980
Epoch 117/500
6/6 [==============================] - 0s 10ms/step - loss: 1.9650 - val_loss: 8.7604
Epoch 118/500
6/6 [==============================] - 0s 11ms/step - loss: 1.9452 - val_loss: 8.7245
Epoch 119/500
6/6 [==============================] - 0s 10ms/step - loss: 1.9264 - val_loss: 8.6893
Epoch 120/500
6/6 [==============================] - 0s 8ms/step - loss: 1.9067 - val_loss: 8.6549
Epoch 121/500
6/6 [==============================] - 0s 11ms/step - loss: 1.8881 - val_loss: 8.6191
Epoch 122/500
6/6 [==============================] - 0s 10ms/step - loss: 1.8694 - val_loss: 8.5843
Epoch 123/500
6/6 [==============================] - 0s 10ms/step - loss: 1.8511 - val_loss: 8.5500
Epoch 124/500
6/6 [==============================] - 0s 11ms/step - loss: 1.8331 - val_loss: 8.5157
Epoch 125/500
6/6 [==============================] - 0s 11ms/step - loss: 1.8142 - val_loss: 8.4845
Epoch 126/500
6/6 [==============================] - 0s 12ms/step - loss: 1.7964 - val_loss: 8.4522
Epoch 127/500
6/6 [==============================] - 0s 10ms/step - loss: 1.7794 - val_loss: 8.4175
Epoch 128/500
6/6 [==============================] - 0s 11ms/step - loss: 1.7621 - val_loss: 8.3833
Epoch 129/500
6/6 [==============================] - 0s 8ms/step - loss: 1.7438 - val_loss: 8.3505
Epoch 130/500
6/6 [==============================] - 0s 10ms/step - loss: 1.7263 - val_loss: 8.3192
Epoch 131/500
6/6 [==============================] - 0s 10ms/step - loss: 1.7093 - val_loss: 8.2868
Epoch 132/500
6/6 [==============================] - 0s 10ms/step - loss: 1.6925 - val_loss: 8.2534
Epoch 133/500
6/6 [==============================] - 0s 10ms/step - loss: 1.6753 - val_loss: 8.2214
Epoch 134/500
6/6 [==============================] - 0s 11ms/step - loss: 1.6592 - val_loss: 8.1885
Epoch 135/500
6/6 [==============================] - 0s 11ms/step - loss: 1.6426 - val_loss: 8.1552
Epoch 136/500
6/6 [==============================] - 0s 12ms/step - loss: 1.6259 - val_loss: 8.1238
Epoch 137/500
6/6 [==============================] - 0s 10ms/step - loss: 1.6095 - val_loss: 8.0917
Epoch 138/500
6/6 [==============================] - 0s 11ms/step - loss: 1.5937 - val_loss: 8.0603
Epoch 139/500
6/6 [==============================] - 0s 11ms/step - loss: 1.5776 - val_loss: 8.0286
Epoch 140/500
6/6 [==============================] - 0s 11ms/step - loss: 1.5619 - val_loss: 7.9978
Epoch 141/500
6/6 [==============================] - 0s 9ms/step - loss: 1.5463 - val_loss: 7.9664
Epoch 142/500
6/6 [==============================] - 0s 9ms/step - loss: 1.5303 - val_loss: 7.9357
Epoch 143/500
6/6 [==============================] - 0s 11ms/step - loss: 1.5151 - val_loss: 7.9043
Epoch 144/500
6/6 [==============================] - 0s 11ms/step - loss: 1.4997 - val_loss: 7.8736
Epoch 145/500
6/6 [==============================] - 0s 11ms/step - loss: 1.4843 - val_loss: 7.8432
Epoch 146/500
6/6 [==============================] - 0s 12ms/step - loss: 1.4696 - val_loss: 7.8125
Epoch 147/500
6/6 [==============================] - 0s 11ms/step - loss: 1.4545 - val_loss: 7.7817
Epoch 148/500
6/6 [==============================] - 0s 10ms/step - loss: 1.4399 - val_loss: 7.7512
Epoch 149/500
6/6 [==============================] - 0s 8ms/step - loss: 1.4252 - val_loss: 7.7209
Epoch 150/500
6/6 [==============================] - 0s 6ms/step - loss: 1.4107 - val_loss: 7.6920
Epoch 151/500
6/6 [==============================] - 0s 11ms/step - loss: 1.3965 - val_loss: 7.6625
Epoch 152/500
6/6 [==============================] - 0s 11ms/step - loss: 1.3823 - val_loss: 7.6325
Epoch 153/500
6/6 [==============================] - 0s 10ms/step - loss: 1.3685 - val_loss: 7.6035
Epoch 154/500
6/6 [==============================] - 0s 12ms/step - loss: 1.3546 - val_loss: 7.5744
Epoch 155/500
6/6 [==============================] - 0s 11ms/step - loss: 1.3409 - val_loss: 7.5461
Epoch 156/500
6/6 [==============================] - 0s 10ms/step - loss: 1.3272 - val_loss: 7.5184
Epoch 157/500
6/6 [==============================] - 0s 12ms/step - loss: 1.3140 - val_loss: 7.4920
Epoch 158/500
6/6 [==============================] - 0s 10ms/step - loss: 1.3010 - val_loss: 7.4644
Epoch 159/500
6/6 [==============================] - 0s 10ms/step - loss: 1.2876 - val_loss: 7.4382
Epoch 160/500
6/6 [==============================] - 0s 10ms/step - loss: 1.2749 - val_loss: 7.4109
Epoch 161/500
6/6 [==============================] - 0s 11ms/step - loss: 1.2616 - val_loss: 7.3849
Epoch 162/500
6/6 [==============================] - 0s 11ms/step - loss: 1.2492 - val_loss: 7.3568
Epoch 163/500
6/6 [==============================] - 0s 12ms/step - loss: 1.2363 - val_loss: 7.3297
Epoch 164/500
6/6 [==============================] - 0s 10ms/step - loss: 1.2238 - val_loss: 7.3026
Epoch 165/500
6/6 [==============================] - 0s 12ms/step - loss: 1.2115 - val_loss: 7.2753
Epoch 166/500
6/6 [==============================] - 0s 10ms/step - loss: 1.1991 - val_loss: 7.2484
Epoch 167/500
6/6 [==============================] - 0s 9ms/step - loss: 1.1871 - val_loss: 7.2222
Epoch 168/500
6/6 [==============================] - 0s 11ms/step - loss: 1.1749 - val_loss: 7.1968
Epoch 169/500
6/6 [==============================] - 0s 10ms/step - loss: 1.1629 - val_loss: 7.1715
Epoch 170/500
6/6 [==============================] - 0s 10ms/step - loss: 1.1512 - val_loss: 7.1448
Epoch 171/500
6/6 [==============================] - 0s 10ms/step - loss: 1.1396 - val_loss: 7.1198
Epoch 172/500
6/6 [==============================] - 0s 11ms/step - loss: 1.1280 - val_loss: 7.0946
Epoch 173/500
6/6 [==============================] - 0s 11ms/step - loss: 1.1167 - val_loss: 7.0702
Epoch 174/500
6/6 [==============================] - 0s 10ms/step - loss: 1.1055 - val_loss: 7.0458
Epoch 175/500
6/6 [==============================] - 0s 8ms/step - loss: 1.0945 - val_loss: 7.0196
Epoch 176/500
6/6 [==============================] - 0s 9ms/step - loss: 1.0835 - val_loss: 6.9942
Epoch 177/500
6/6 [==============================] - 0s 10ms/step - loss: 1.0722 - val_loss: 6.9709
Epoch 178/500
6/6 [==============================] - 0s 11ms/step - loss: 1.0619 - val_loss: 6.9447
Epoch 179/500
6/6 [==============================] - 0s 8ms/step - loss: 1.0508 - val_loss: 6.9199
Epoch 180/500
6/6 [==============================] - 0s 11ms/step - loss: 1.0400 - val_loss: 6.8954
Epoch 181/500
6/6 [==============================] - 0s 11ms/step - loss: 1.0296 - val_loss: 6.8710
Epoch 182/500
6/6 [==============================] - 0s 12ms/step - loss: 1.0192 - val_loss: 6.8464
Epoch 183/500
6/6 [==============================] - 0s 10ms/step - loss: 1.0085 - val_loss: 6.8228
Epoch 184/500
6/6 [==============================] - 0s 12ms/step - loss: 0.9986 - val_loss: 6.7987
Epoch 185/500
6/6 [==============================] - 0s 10ms/step - loss: 0.9886 - val_loss: 6.7746
Epoch 186/500
6/6 [==============================] - 0s 9ms/step - loss: 0.9786 - val_loss: 6.7516
Epoch 187/500
6/6 [==============================] - 0s 11ms/step - loss: 0.9688 - val_loss: 6.7286
Epoch 188/500
6/6 [==============================] - 0s 10ms/step - loss: 0.9589 - val_loss: 6.7064
Epoch 189/500
6/6 [==============================] - 0s 10ms/step - loss: 0.9492 - val_loss: 6.6835
Epoch 190/500
6/6 [==============================] - 0s 8ms/step - loss: 0.9399 - val_loss: 6.6603
Epoch 191/500
6/6 [==============================] - 0s 10ms/step - loss: 0.9307 - val_loss: 6.6366
Epoch 192/500
6/6 [==============================] - 0s 10ms/step - loss: 0.9208 - val_loss: 6.6152
Epoch 193/500
6/6 [==============================] - 0s 9ms/step - loss: 0.9115 - val_loss: 6.5938
Epoch 194/500
6/6 [==============================] - 0s 7ms/step - loss: 0.9026 - val_loss: 6.5709
Epoch 195/500
6/6 [==============================] - 0s 10ms/step - loss: 0.8933 - val_loss: 6.5502
Epoch 196/500
6/6 [==============================] - 0s 10ms/step - loss: 0.8847 - val_loss: 6.5274
Epoch 197/500
6/6 [==============================] - 0s 11ms/step - loss: 0.8756 - val_loss: 6.5056
Epoch 198/500
6/6 [==============================] - 0s 10ms/step - loss: 0.8667 - val_loss: 6.4845
Epoch 199/500
6/6 [==============================] - 0s 11ms/step - loss: 0.8581 - val_loss: 6.4630
Epoch 200/500
6/6 [==============================] - 0s 12ms/step - loss: 0.8497 - val_loss: 6.4410
Epoch 201/500
6/6 [==============================] - 0s 11ms/step - loss: 0.8410 - val_loss: 6.4201
Epoch 202/500
6/6 [==============================] - 0s 11ms/step - loss: 0.8326 - val_loss: 6.3982
Epoch 203/500
6/6 [==============================] - 0s 11ms/step - loss: 0.8243 - val_loss: 6.3765
Epoch 204/500
6/6 [==============================] - 0s 13ms/step - loss: 0.8158 - val_loss: 6.3554
Epoch 205/500
6/6 [==============================] - 0s 11ms/step - loss: 0.8078 - val_loss: 6.3333
Epoch 206/500
6/6 [==============================] - 0s 11ms/step - loss: 0.7995 - val_loss: 6.3126
Epoch 207/500
6/6 [==============================] - 0s 11ms/step - loss: 0.7914 - val_loss: 6.2914
Epoch 208/500
6/6 [==============================] - 0s 12ms/step - loss: 0.7834 - val_loss: 6.2710
Epoch 209/500
6/6 [==============================] - 0s 10ms/step - loss: 0.7756 - val_loss: 6.2507
Epoch 210/500
6/6 [==============================] - 0s 11ms/step - loss: 0.7682 - val_loss: 6.2295
Epoch 211/500
6/6 [==============================] - 0s 11ms/step - loss: 0.7602 - val_loss: 6.2101
Epoch 212/500
6/6 [==============================] - 0s 11ms/step - loss: 0.7528 - val_loss: 6.1909
Epoch 213/500
6/6 [==============================] - 0s 11ms/step - loss: 0.7454 - val_loss: 6.1707
Epoch 214/500
6/6 [==============================] - 0s 12ms/step - loss: 0.7379 - val_loss: 6.1502
Epoch 215/500
6/6 [==============================] - 0s 12ms/step - loss: 0.7306 - val_loss: 6.1298
Epoch 216/500
6/6 [==============================] - 0s 9ms/step - loss: 0.7233 - val_loss: 6.1102
Epoch 217/500
6/6 [==============================] - 0s 10ms/step - loss: 0.7163 - val_loss: 6.0899
Epoch 218/500
6/6 [==============================] - 0s 8ms/step - loss: 0.7091 - val_loss: 6.0700
Epoch 219/500
6/6 [==============================] - 0s 9ms/step - loss: 0.7024 - val_loss: 6.0499
Epoch 220/500
6/6 [==============================] - 0s 12ms/step - loss: 0.6954 - val_loss: 6.0315
Epoch 221/500
6/6 [==============================] - 0s 11ms/step - loss: 0.6887 - val_loss: 6.0131
Epoch 222/500
6/6 [==============================] - 0s 11ms/step - loss: 0.6819 - val_loss: 5.9949
Epoch 223/500
6/6 [==============================] - 0s 11ms/step - loss: 0.6754 - val_loss: 5.9756
Epoch 224/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6688 - val_loss: 5.9570
Epoch 225/500
6/6 [==============================] - 0s 9ms/step - loss: 0.6622 - val_loss: 5.9384
Epoch 226/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6558 - val_loss: 5.9198
Epoch 227/500
6/6 [==============================] - 0s 11ms/step - loss: 0.6494 - val_loss: 5.9013
Epoch 228/500
6/6 [==============================] - 0s 12ms/step - loss: 0.6430 - val_loss: 5.8823
Epoch 229/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6369 - val_loss: 5.8637
Epoch 230/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6304 - val_loss: 5.8462
Epoch 231/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6245 - val_loss: 5.8280
Epoch 232/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6183 - val_loss: 5.8099
Epoch 233/500
6/6 [==============================] - 0s 11ms/step - loss: 0.6123 - val_loss: 5.7922
Epoch 234/500
6/6 [==============================] - 0s 11ms/step - loss: 0.6065 - val_loss: 5.7737
Epoch 235/500
6/6 [==============================] - 0s 10ms/step - loss: 0.6006 - val_loss: 5.7554
Epoch 236/500
6/6 [==============================] - 0s 10ms/step - loss: 0.5948 - val_loss: 5.7372
Epoch 237/500
6/6 [==============================] - 0s 8ms/step - loss: 0.5890 - val_loss: 5.7196
Epoch 238/500
6/6 [==============================] - 0s 10ms/step - loss: 0.5834 - val_loss: 5.7018
Epoch 239/500
6/6 [==============================] - 0s 10ms/step - loss: 0.5777 - val_loss: 5.6844
Epoch 240/500
6/6 [==============================] - 0s 12ms/step - loss: 0.5723 - val_loss: 5.6667
Epoch 241/500
6/6 [==============================] - 0s 12ms/step - loss: 0.5668 - val_loss: 5.6489
Epoch 242/500
6/6 [==============================] - 0s 11ms/step - loss: 0.5614 - val_loss: 5.6316
Epoch 243/500
6/6 [==============================] - 0s 9ms/step - loss: 0.5561 - val_loss: 5.6136
Epoch 244/500
6/6 [==============================] - 0s 10ms/step - loss: 0.5508 - val_loss: 5.5964
Epoch 245/500
6/6 [==============================] - 0s 9ms/step - loss: 0.5457 - val_loss: 5.5796
Epoch 246/500
6/6 [==============================] - 0s 8ms/step - loss: 0.5404 - val_loss: 5.5631
Epoch 247/500
6/6 [==============================] - 0s 10ms/step - loss: 0.5355 - val_loss: 5.5460
Epoch 248/500
6/6 [==============================] - 0s 11ms/step - loss: 0.5305 - val_loss: 5.5290
Epoch 249/500
6/6 [==============================] - 0s 12ms/step - loss: 0.5255 - val_loss: 5.5121
Epoch 250/500
6/6 [==============================] - 0s 11ms/step - loss: 0.5206 - val_loss: 5.4953
Epoch 251/500
6/6 [==============================] - 0s 11ms/step - loss: 0.5158 - val_loss: 5.4792
Epoch 252/500
6/6 [==============================] - 0s 9ms/step - loss: 0.5110 - val_loss: 5.4630
Epoch 253/500
6/6 [==============================] - 0s 10ms/step - loss: 0.5064 - val_loss: 5.4465
Epoch 254/500
6/6 [==============================] - 0s 11ms/step - loss: 0.5016 - val_loss: 5.4310
Epoch 255/500
6/6 [==============================] - 0s 11ms/step - loss: 0.4973 - val_loss: 5.4137
Epoch 256/500
6/6 [==============================] - 0s 13ms/step - loss: 0.4925 - val_loss: 5.3980
Epoch 257/500
6/6 [==============================] - 0s 12ms/step - loss: 0.4881 - val_loss: 5.3824
Epoch 258/500
6/6 [==============================] - 0s 8ms/step - loss: 0.4838 - val_loss: 5.3657
Epoch 259/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4793 - val_loss: 5.3499
Epoch 260/500
6/6 [==============================] - 0s 11ms/step - loss: 0.4750 - val_loss: 5.3344
Epoch 261/500
6/6 [==============================] - 0s 11ms/step - loss: 0.4708 - val_loss: 5.3186
Epoch 262/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4665 - val_loss: 5.3031
Epoch 263/500
6/6 [==============================] - 0s 8ms/step - loss: 0.4624 - val_loss: 5.2868
Epoch 264/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4582 - val_loss: 5.2706
Epoch 265/500
6/6 [==============================] - 0s 8ms/step - loss: 0.4540 - val_loss: 5.2550
Epoch 266/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4499 - val_loss: 5.2391
Epoch 267/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4460 - val_loss: 5.2229
Epoch 268/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4420 - val_loss: 5.2069
Epoch 269/500
6/6 [==============================] - 0s 11ms/step - loss: 0.4381 - val_loss: 5.1910
Epoch 270/500
6/6 [==============================] - 0s 11ms/step - loss: 0.4342 - val_loss: 5.1760
Epoch 271/500
6/6 [==============================] - 0s 12ms/step - loss: 0.4305 - val_loss: 5.1605
Epoch 272/500
6/6 [==============================] - 0s 12ms/step - loss: 0.4267 - val_loss: 5.1453
Epoch 273/500
6/6 [==============================] - 0s 11ms/step - loss: 0.4230 - val_loss: 5.1299
Epoch 274/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4193 - val_loss: 5.1146
Epoch 275/500
6/6 [==============================] - 0s 12ms/step - loss: 0.4157 - val_loss: 5.0990
Epoch 276/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4120 - val_loss: 5.0839
Epoch 277/500
6/6 [==============================] - 0s 8ms/step - loss: 0.4085 - val_loss: 5.0685
Epoch 278/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4050 - val_loss: 5.0532
Epoch 279/500
6/6 [==============================] - 0s 10ms/step - loss: 0.4015 - val_loss: 5.0378
Epoch 280/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3981 - val_loss: 5.0222
Epoch 281/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3947 - val_loss: 5.0069
Epoch 282/500
6/6 [==============================] - 0s 8ms/step - loss: 0.3914 - val_loss: 4.9922
Epoch 283/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3881 - val_loss: 4.9778
Epoch 284/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3849 - val_loss: 4.9635
Epoch 285/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3817 - val_loss: 4.9494
Epoch 286/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3786 - val_loss: 4.9355
Epoch 287/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3755 - val_loss: 4.9215
Epoch 288/500
6/6 [==============================] - 0s 10ms/step - loss: 0.3724 - val_loss: 4.9070
Epoch 289/500
6/6 [==============================] - 0s 9ms/step - loss: 0.3694 - val_loss: 4.8926
Epoch 290/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3664 - val_loss: 4.8779
Epoch 291/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3634 - val_loss: 4.8630
Epoch 292/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3604 - val_loss: 4.8480
Epoch 293/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3575 - val_loss: 4.8335
Epoch 294/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3546 - val_loss: 4.8194
Epoch 295/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3518 - val_loss: 4.8049
Epoch 296/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3490 - val_loss: 4.7905
Epoch 297/500
6/6 [==============================] - 0s 10ms/step - loss: 0.3462 - val_loss: 4.7771
Epoch 298/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3435 - val_loss: 4.7631
Epoch 299/500
6/6 [==============================] - 0s 9ms/step - loss: 0.3409 - val_loss: 4.7493
Epoch 300/500
6/6 [==============================] - 0s 7ms/step - loss: 0.3381 - val_loss: 4.7358
Epoch 301/500
6/6 [==============================] - 0s 10ms/step - loss: 0.3356 - val_loss: 4.7223
Epoch 302/500
6/6 [==============================] - 0s 9ms/step - loss: 0.3330 - val_loss: 4.7084
Epoch 303/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3304 - val_loss: 4.6944
Epoch 304/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3279 - val_loss: 4.6809
Epoch 305/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3254 - val_loss: 4.6672
Epoch 306/500
6/6 [==============================] - 0s 10ms/step - loss: 0.3229 - val_loss: 4.6535
Epoch 307/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3205 - val_loss: 4.6392
Epoch 308/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3180 - val_loss: 4.6260
Epoch 309/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3157 - val_loss: 4.6129
Epoch 310/500
6/6 [==============================] - 0s 10ms/step - loss: 0.3134 - val_loss: 4.5999
Epoch 311/500
6/6 [==============================] - 0s 10ms/step - loss: 0.3110 - val_loss: 4.5867
Epoch 312/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3088 - val_loss: 4.5732
Epoch 313/500
6/6 [==============================] - 0s 9ms/step - loss: 0.3065 - val_loss: 4.5601
Epoch 314/500
6/6 [==============================] - 0s 12ms/step - loss: 0.3043 - val_loss: 4.5472
Epoch 315/500
6/6 [==============================] - 0s 11ms/step - loss: 0.3021 - val_loss: 4.5341
Epoch 316/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2999 - val_loss: 4.5206
Epoch 317/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2978 - val_loss: 4.5066
Epoch 318/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2957 - val_loss: 4.4929
Epoch 319/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2935 - val_loss: 4.4795
Epoch 320/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2915 - val_loss: 4.4659
Epoch 321/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2895 - val_loss: 4.4526
Epoch 322/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2875 - val_loss: 4.4397
Epoch 323/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2855 - val_loss: 4.4265
Epoch 324/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2835 - val_loss: 4.4135
Epoch 325/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2816 - val_loss: 4.4005
Epoch 326/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2797 - val_loss: 4.3876
Epoch 327/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2778 - val_loss: 4.3751
Epoch 328/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2759 - val_loss: 4.3622
Epoch 329/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2741 - val_loss: 4.3491
Epoch 330/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2723 - val_loss: 4.3359
Epoch 331/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2704 - val_loss: 4.3235
Epoch 332/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2687 - val_loss: 4.3113
Epoch 333/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2669 - val_loss: 4.2987
Epoch 334/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2652 - val_loss: 4.2859
Epoch 335/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2635 - val_loss: 4.2730
Epoch 336/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2618 - val_loss: 4.2607
Epoch 337/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2602 - val_loss: 4.2479
Epoch 338/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2586 - val_loss: 4.2355
Epoch 339/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2570 - val_loss: 4.2234
Epoch 340/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2554 - val_loss: 4.2111
Epoch 341/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2538 - val_loss: 4.1984
Epoch 342/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2522 - val_loss: 4.1858
Epoch 343/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2507 - val_loss: 4.1732
Epoch 344/500
6/6 [==============================] - 0s 7ms/step - loss: 0.2491 - val_loss: 4.1608
Epoch 345/500
6/6 [==============================] - 0s 7ms/step - loss: 0.2476 - val_loss: 4.1487
Epoch 346/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2461 - val_loss: 4.1363
Epoch 347/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2447 - val_loss: 4.1237
Epoch 348/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2432 - val_loss: 4.1107
Epoch 349/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2418 - val_loss: 4.0983
Epoch 350/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2404 - val_loss: 4.0864
Epoch 351/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2390 - val_loss: 4.0742
Epoch 352/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2376 - val_loss: 4.0621
Epoch 353/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2363 - val_loss: 4.0500
Epoch 354/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2349 - val_loss: 4.0376
Epoch 355/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2336 - val_loss: 4.0253
Epoch 356/500
6/6 [==============================] - 0s 7ms/step - loss: 0.2323 - val_loss: 4.0127
Epoch 357/500
6/6 [==============================] - 0s 7ms/step - loss: 0.2309 - val_loss: 3.9999
Epoch 358/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2297 - val_loss: 3.9870
Epoch 359/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2284 - val_loss: 3.9747
Epoch 360/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2271 - val_loss: 3.9626
Epoch 361/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2258 - val_loss: 3.9509
Epoch 362/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2246 - val_loss: 3.9391
Epoch 363/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2234 - val_loss: 3.9275
Epoch 364/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2222 - val_loss: 3.9151
Epoch 365/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2210 - val_loss: 3.9027
Epoch 366/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2198 - val_loss: 3.8906
Epoch 367/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2187 - val_loss: 3.8782
Epoch 368/500
6/6 [==============================] - 0s 8ms/step - loss: 0.2176 - val_loss: 3.8661
Epoch 369/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2165 - val_loss: 3.8541
Epoch 370/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2153 - val_loss: 3.8422
Epoch 371/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2143 - val_loss: 3.8305
Epoch 372/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2132 - val_loss: 3.8189
Epoch 373/500
6/6 [==============================] - 0s 9ms/step - loss: 0.2122 - val_loss: 3.8063
Epoch 374/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2110 - val_loss: 3.7941
Epoch 375/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2100 - val_loss: 3.7827
Epoch 376/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2090 - val_loss: 3.7708
Epoch 377/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2079 - val_loss: 3.7584
Epoch 378/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2069 - val_loss: 3.7468
Epoch 379/500
6/6 [==============================] - 0s 7ms/step - loss: 0.2059 - val_loss: 3.7345
Epoch 380/500
6/6 [==============================] - 0s 10ms/step - loss: 0.2048 - val_loss: 3.7234
Epoch 381/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2038 - val_loss: 3.7117
Epoch 382/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2029 - val_loss: 3.6994
Epoch 383/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2019 - val_loss: 3.6875
Epoch 384/500
6/6 [==============================] - 0s 11ms/step - loss: 0.2009 - val_loss: 3.6759
Epoch 385/500
6/6 [==============================] - 0s 12ms/step - loss: 0.2000 - val_loss: 3.6638
Epoch 386/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1990 - val_loss: 3.6517
Epoch 387/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1981 - val_loss: 3.6397
Epoch 388/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1972 - val_loss: 3.6275
Epoch 389/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1963 - val_loss: 3.6163
Epoch 390/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1954 - val_loss: 3.6050
Epoch 391/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1945 - val_loss: 3.5937
Epoch 392/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1936 - val_loss: 3.5821
Epoch 393/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1928 - val_loss: 3.5707
Epoch 394/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1919 - val_loss: 3.5597
Epoch 395/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1911 - val_loss: 3.5484
Epoch 396/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1903 - val_loss: 3.5369
Epoch 397/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1894 - val_loss: 3.5252
Epoch 398/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1886 - val_loss: 3.5138
Epoch 399/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1878 - val_loss: 3.5024
Epoch 400/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1870 - val_loss: 3.4903
Epoch 401/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1861 - val_loss: 3.4788
Epoch 402/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1854 - val_loss: 3.4669
Epoch 403/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1846 - val_loss: 3.4555
Epoch 404/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1838 - val_loss: 3.4439
Epoch 405/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1830 - val_loss: 3.4325
Epoch 406/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1822 - val_loss: 3.4215
Epoch 407/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1815 - val_loss: 3.4099
Epoch 408/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1807 - val_loss: 3.3985
Epoch 409/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1800 - val_loss: 3.3861
Epoch 410/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1792 - val_loss: 3.3741
Epoch 411/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1784 - val_loss: 3.3626
Epoch 412/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1777 - val_loss: 3.3510
Epoch 413/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1770 - val_loss: 3.3391
Epoch 414/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1763 - val_loss: 3.3275
Epoch 415/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1756 - val_loss: 3.3164
Epoch 416/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1748 - val_loss: 3.3054
Epoch 417/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1742 - val_loss: 3.2939
Epoch 418/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1735 - val_loss: 3.2826
Epoch 419/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1728 - val_loss: 3.2715
Epoch 420/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1721 - val_loss: 3.2609
Epoch 421/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1715 - val_loss: 3.2495
Epoch 422/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1708 - val_loss: 3.2382
Epoch 423/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1701 - val_loss: 3.2273
Epoch 424/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1695 - val_loss: 3.2159
Epoch 425/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1688 - val_loss: 3.2046
Epoch 426/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1682 - val_loss: 3.1937
Epoch 427/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1676 - val_loss: 3.1826
Epoch 428/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1669 - val_loss: 3.1718
Epoch 429/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1663 - val_loss: 3.1614
Epoch 430/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1657 - val_loss: 3.1505
Epoch 431/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1650 - val_loss: 3.1395
Epoch 432/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1644 - val_loss: 3.1280
Epoch 433/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1638 - val_loss: 3.1169
Epoch 434/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1632 - val_loss: 3.1059
Epoch 435/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1626 - val_loss: 3.0949
Epoch 436/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1621 - val_loss: 3.0841
Epoch 437/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1614 - val_loss: 3.0737
Epoch 438/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1608 - val_loss: 3.0629
Epoch 439/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1603 - val_loss: 3.0518
Epoch 440/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1597 - val_loss: 3.0409
Epoch 441/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1591 - val_loss: 3.0300
Epoch 442/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1585 - val_loss: 3.0193
Epoch 443/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1579 - val_loss: 3.0079
Epoch 444/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1574 - val_loss: 2.9963
Epoch 445/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1568 - val_loss: 2.9852
Epoch 446/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1562 - val_loss: 2.9741
Epoch 447/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1557 - val_loss: 2.9627
Epoch 448/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1551 - val_loss: 2.9517
Epoch 449/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1546 - val_loss: 2.9407
Epoch 450/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1540 - val_loss: 2.9304
Epoch 451/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1535 - val_loss: 2.9198
Epoch 452/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1530 - val_loss: 2.9088
Epoch 453/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1524 - val_loss: 2.8981
Epoch 454/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1519 - val_loss: 2.8871
Epoch 455/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1514 - val_loss: 2.8763
Epoch 456/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1508 - val_loss: 2.8654
Epoch 457/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1503 - val_loss: 2.8550
Epoch 458/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1498 - val_loss: 2.8440
Epoch 459/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1493 - val_loss: 2.8329
Epoch 460/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1487 - val_loss: 2.8217
Epoch 461/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1482 - val_loss: 2.8109
Epoch 462/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1477 - val_loss: 2.8001
Epoch 463/500
6/6 [==============================] - 0s 7ms/step - loss: 0.1472 - val_loss: 2.7893
Epoch 464/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1467 - val_loss: 2.7783
Epoch 465/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1462 - val_loss: 2.7680
Epoch 466/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1457 - val_loss: 2.7577
Epoch 467/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1452 - val_loss: 2.7472
Epoch 468/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1447 - val_loss: 2.7365
Epoch 469/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1442 - val_loss: 2.7259
Epoch 470/500
6/6 [==============================] - 0s 6ms/step - loss: 0.1437 - val_loss: 2.7152
Epoch 471/500
6/6 [==============================] - 0s 6ms/step - loss: 0.1432 - val_loss: 2.7043
Epoch 472/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1427 - val_loss: 2.6939
Epoch 473/500
6/6 [==============================] - 0s 9ms/step - loss: 0.1422 - val_loss: 2.6831
Epoch 474/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1417 - val_loss: 2.6726
Epoch 475/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1412 - val_loss: 2.6622
Epoch 476/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1407 - val_loss: 2.6520
Epoch 477/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1403 - val_loss: 2.6416
Epoch 478/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1398 - val_loss: 2.6312
Epoch 479/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1394 - val_loss: 2.6211
Epoch 480/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1389 - val_loss: 2.6105
Epoch 481/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1384 - val_loss: 2.6006
Epoch 482/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1380 - val_loss: 2.5902
Epoch 483/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1375 - val_loss: 2.5793
Epoch 484/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1370 - val_loss: 2.5690
Epoch 485/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1366 - val_loss: 2.5587
Epoch 486/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1361 - val_loss: 2.5482
Epoch 487/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1357 - val_loss: 2.5378
Epoch 488/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1352 - val_loss: 2.5280
Epoch 489/500
6/6 [==============================] - 0s 8ms/step - loss: 0.1347 - val_loss: 2.5175
Epoch 490/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1343 - val_loss: 2.5070
Epoch 491/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1338 - val_loss: 2.4964
Epoch 492/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1334 - val_loss: 2.4861
Epoch 493/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1329 - val_loss: 2.4759
Epoch 494/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1325 - val_loss: 2.4659
Epoch 495/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1321 - val_loss: 2.4555
Epoch 496/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1316 - val_loss: 2.4452
Epoch 497/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1311 - val_loss: 2.4351
Epoch 498/500
6/6 [==============================] - 0s 10ms/step - loss: 0.1307 - val_loss: 2.4248
Epoch 499/500
6/6 [==============================] - 0s 11ms/step - loss: 0.1303 - val_loss: 2.4145
Epoch 500/500
6/6 [==============================] - 0s 12ms/step - loss: 0.1298 - val_loss: 2.4043

<keras.callbacks.History at 0x7fcae823de70>

validation을 0.5로 잡으면 순서대로 250개까지만 모델로 잡고 학습을 시킨 것이라 아래와 같이 그 이후 validation은 맞지 않는 모습.

- 결과시각화

plt.plot(y,'.',alpha=0.1)
plt.plot(net(X),'--')

[<matplotlib.lines.Line2D at 0x7fcae02f56c0>]

- 보여준 데이터에서는 잘 맞추는것 같지만 validation에서는 엉망이다. -> 오버피팅인가? -> 텐서보드로 확인

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1539539), started 0:00:09 ago. (Use '!kill 1539539' to kill it.)

• 확인결과: 에폭마다 val_loss 가 줄어들고 있기는 하다 (늦게 줄어들뿐) -> 오버피팅이라기보다 val_set에 들어있는 자료를 예측하기에는 보여준 데이터가 불충분하다라고 해석하는것이 더 옳음 (모형자체의 문제는 아님)

- 해결하는 방법? 그냥 더 학습시키면된다.

에폭 네 배로 늘려보기

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1)) 
net.compile(loss='mse',optimizer='adam')
net.fit(X,y,epochs=2000,batch_size=100, validation_split=0.45, callbacks=tf.keras.callbacks.TensorBoard()) 
# 텐서보드를 이용한 시각화기능 추가 
# validation_split 이용

Epoch 1/2000
6/6 [==============================] - 0s 23ms/step - loss: 4.9727 - val_loss: 13.3176
Epoch 2/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.9299 - val_loss: 13.2675
Epoch 3/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8890 - val_loss: 13.2169
Epoch 4/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.8458 - val_loss: 13.1710
Epoch 5/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8052 - val_loss: 13.1231
Epoch 6/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.7634 - val_loss: 13.0763
Epoch 7/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.7223 - val_loss: 13.0295
Epoch 8/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.6824 - val_loss: 12.9836
Epoch 9/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6423 - val_loss: 12.9383
Epoch 10/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6023 - val_loss: 12.8928
Epoch 11/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5635 - val_loss: 12.8462
Epoch 12/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5242 - val_loss: 12.8015
Epoch 13/2000
6/6 [==============================] - 0s 7ms/step - loss: 4.4849 - val_loss: 12.7565
Epoch 14/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4470 - val_loss: 12.7102
Epoch 15/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.4089 - val_loss: 12.6642
Epoch 16/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.3700 - val_loss: 12.6206
Epoch 17/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.3327 - val_loss: 12.5746
Epoch 18/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.2959 - val_loss: 12.5311
Epoch 19/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2590 - val_loss: 12.4850
Epoch 20/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.2223 - val_loss: 12.4408
Epoch 21/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1852 - val_loss: 12.3970
Epoch 22/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1491 - val_loss: 12.3517
Epoch 23/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1146 - val_loss: 12.3070
Epoch 24/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.0775 - val_loss: 12.2650
Epoch 25/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.0424 - val_loss: 12.2220
Epoch 26/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.0066 - val_loss: 12.1788
Epoch 27/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.9721 - val_loss: 12.1361
Epoch 28/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.9378 - val_loss: 12.0946
Epoch 29/2000
6/6 [==============================] - 0s 7ms/step - loss: 3.9037 - val_loss: 12.0538
Epoch 30/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8691 - val_loss: 12.0135
Epoch 31/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8374 - val_loss: 11.9713
Epoch 32/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.8028 - val_loss: 11.9286
Epoch 33/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7698 - val_loss: 11.8869
Epoch 34/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7369 - val_loss: 11.8455
Epoch 35/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.7045 - val_loss: 11.8036
Epoch 36/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6722 - val_loss: 11.7619
Epoch 37/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6396 - val_loss: 11.7224
Epoch 38/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6087 - val_loss: 11.6824
Epoch 39/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5766 - val_loss: 11.6410
Epoch 40/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.5465 - val_loss: 11.6017
Epoch 41/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5143 - val_loss: 11.5629
Epoch 42/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4841 - val_loss: 11.5238
Epoch 43/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.4541 - val_loss: 11.4840
Epoch 44/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4232 - val_loss: 11.4453
Epoch 45/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.3932 - val_loss: 11.4075
Epoch 46/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.3634 - val_loss: 11.3717
Epoch 47/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.3352 - val_loss: 11.3330
Epoch 48/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.3054 - val_loss: 11.2966
Epoch 49/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2759 - val_loss: 11.2615
Epoch 50/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.2484 - val_loss: 11.2221
Epoch 51/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2195 - val_loss: 11.1857
Epoch 52/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1913 - val_loss: 11.1491
Epoch 53/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1635 - val_loss: 11.1108
Epoch 54/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1360 - val_loss: 11.0713
Epoch 55/2000
6/6 [==============================] - 0s 13ms/step - loss: 3.1079 - val_loss: 11.0351
Epoch 56/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0803 - val_loss: 10.9995
Epoch 57/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0536 - val_loss: 10.9633
Epoch 58/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0266 - val_loss: 10.9297
Epoch 59/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0001 - val_loss: 10.8949
Epoch 60/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9745 - val_loss: 10.8608
Epoch 61/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9488 - val_loss: 10.8241
Epoch 62/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9221 - val_loss: 10.7905
Epoch 63/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8965 - val_loss: 10.7567
Epoch 64/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8710 - val_loss: 10.7211
Epoch 65/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8454 - val_loss: 10.6835
Epoch 66/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.8204 - val_loss: 10.6478
Epoch 67/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7948 - val_loss: 10.6135
Epoch 68/2000
6/6 [==============================] - 0s 13ms/step - loss: 2.7700 - val_loss: 10.5795
Epoch 69/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7456 - val_loss: 10.5441
Epoch 70/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7213 - val_loss: 10.5065
Epoch 71/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6972 - val_loss: 10.4704
Epoch 72/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6729 - val_loss: 10.4368
Epoch 73/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6495 - val_loss: 10.4051
Epoch 74/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6257 - val_loss: 10.3731
Epoch 75/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6023 - val_loss: 10.3417
Epoch 76/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5797 - val_loss: 10.3068
Epoch 77/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5561 - val_loss: 10.2746
Epoch 78/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5335 - val_loss: 10.2429
Epoch 79/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5110 - val_loss: 10.2090
Epoch 80/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4886 - val_loss: 10.1766
Epoch 81/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4661 - val_loss: 10.1441
Epoch 82/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4440 - val_loss: 10.1133
Epoch 83/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4223 - val_loss: 10.0807
Epoch 84/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4001 - val_loss: 10.0495
Epoch 85/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3794 - val_loss: 10.0148
Epoch 86/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3574 - val_loss: 9.9824
Epoch 87/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3362 - val_loss: 9.9524
Epoch 88/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3152 - val_loss: 9.9199
Epoch 89/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2946 - val_loss: 9.8887
Epoch 90/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2737 - val_loss: 9.8581
Epoch 91/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2535 - val_loss: 9.8275
Epoch 92/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.2334 - val_loss: 9.7974
Epoch 93/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.2134 - val_loss: 9.7669
Epoch 94/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1932 - val_loss: 9.7372
Epoch 95/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1735 - val_loss: 9.7093
Epoch 96/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.1540 - val_loss: 9.6798
Epoch 97/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.1342 - val_loss: 9.6507
Epoch 98/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1154 - val_loss: 9.6202
Epoch 99/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.0961 - val_loss: 9.5895
Epoch 100/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0772 - val_loss: 9.5595
Epoch 101/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0586 - val_loss: 9.5299
Epoch 102/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0396 - val_loss: 9.5007
Epoch 103/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0210 - val_loss: 9.4704
Epoch 104/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0027 - val_loss: 9.4384
Epoch 105/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9846 - val_loss: 9.4062
Epoch 106/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9661 - val_loss: 9.3757
Epoch 107/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9483 - val_loss: 9.3452
Epoch 108/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.9302 - val_loss: 9.3154
Epoch 109/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9131 - val_loss: 9.2850
Epoch 110/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8953 - val_loss: 9.2554
Epoch 111/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.8780 - val_loss: 9.2260
Epoch 112/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8606 - val_loss: 9.1975
Epoch 113/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8437 - val_loss: 9.1680
Epoch 114/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.8268 - val_loss: 9.1401
Epoch 115/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8102 - val_loss: 9.1103
Epoch 116/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7936 - val_loss: 9.0808
Epoch 117/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.7774 - val_loss: 9.0508
Epoch 118/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.7608 - val_loss: 9.0218
Epoch 119/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7449 - val_loss: 8.9937
Epoch 120/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7285 - val_loss: 8.9666
Epoch 121/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7128 - val_loss: 8.9376
Epoch 122/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6970 - val_loss: 8.9098
Epoch 123/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6815 - val_loss: 8.8823
Epoch 124/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6664 - val_loss: 8.8549
Epoch 125/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6506 - val_loss: 8.8302
Epoch 126/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6355 - val_loss: 8.8036
Epoch 127/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.6209 - val_loss: 8.7751
Epoch 128/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6061 - val_loss: 8.7468
Epoch 129/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.5909 - val_loss: 8.7200
Epoch 130/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.5760 - val_loss: 8.6943
Epoch 131/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5616 - val_loss: 8.6674
Epoch 132/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5472 - val_loss: 8.6394
Epoch 133/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5328 - val_loss: 8.6130
Epoch 134/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5190 - val_loss: 8.5854
Epoch 135/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5049 - val_loss: 8.5570
Epoch 136/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4908 - val_loss: 8.5302
Epoch 137/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4770 - val_loss: 8.5028
Epoch 138/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4634 - val_loss: 8.4763
Epoch 139/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.4498 - val_loss: 8.4486
Epoch 140/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4364 - val_loss: 8.4224
Epoch 141/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.4230 - val_loss: 8.3955
Epoch 142/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4095 - val_loss: 8.3691
Epoch 143/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.3965 - val_loss: 8.3420
Epoch 144/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3835 - val_loss: 8.3152
Epoch 145/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3705 - val_loss: 8.2889
Epoch 146/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3577 - val_loss: 8.2619
Epoch 147/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3449 - val_loss: 8.2349
Epoch 148/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3323 - val_loss: 8.2081
Epoch 149/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3197 - val_loss: 8.1811
Epoch 150/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.3073 - val_loss: 8.1554
Epoch 151/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.2951 - val_loss: 8.1289
Epoch 152/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.2829 - val_loss: 8.1020
Epoch 153/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2709 - val_loss: 8.0760
Epoch 154/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2590 - val_loss: 8.0497
Epoch 155/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2472 - val_loss: 8.0241
Epoch 156/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2355 - val_loss: 7.9989
Epoch 157/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2238 - val_loss: 7.9751
Epoch 158/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2126 - val_loss: 7.9500
Epoch 159/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2011 - val_loss: 7.9264
Epoch 160/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1900 - val_loss: 7.9013
Epoch 161/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1786 - val_loss: 7.8772
Epoch 162/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1677 - val_loss: 7.8516
Epoch 163/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1565 - val_loss: 7.8263
Epoch 164/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1457 - val_loss: 7.8009
Epoch 165/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1350 - val_loss: 7.7752
Epoch 166/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1243 - val_loss: 7.7498
Epoch 167/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1138 - val_loss: 7.7254
Epoch 168/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1032 - val_loss: 7.7013
Epoch 169/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0928 - val_loss: 7.6772
Epoch 170/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0826 - val_loss: 7.6520
Epoch 171/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0724 - val_loss: 7.6282
Epoch 172/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0622 - val_loss: 7.6041
Epoch 173/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0523 - val_loss: 7.5805
Epoch 174/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.0424 - val_loss: 7.5569
Epoch 175/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0328 - val_loss: 7.5312
Epoch 176/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0231 - val_loss: 7.5064
Epoch 177/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0132 - val_loss: 7.4836
Epoch 178/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0041 - val_loss: 7.4583
Epoch 179/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.9943 - val_loss: 7.4339
Epoch 180/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.9849 - val_loss: 7.4102
Epoch 181/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9756 - val_loss: 7.3863
Epoch 182/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9665 - val_loss: 7.3621
Epoch 183/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9571 - val_loss: 7.3387
Epoch 184/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9482 - val_loss: 7.3147
Epoch 185/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9394 - val_loss: 7.2905
Epoch 186/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9305 - val_loss: 7.2673
Epoch 187/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9217 - val_loss: 7.2441
Epoch 188/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9129 - val_loss: 7.2218
Epoch 189/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9045 - val_loss: 7.1990
Epoch 190/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8960 - val_loss: 7.1758
Epoch 191/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8878 - val_loss: 7.1518
Epoch 192/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8791 - val_loss: 7.1301
Epoch 193/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8709 - val_loss: 7.1083
Epoch 194/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8629 - val_loss: 7.0846
Epoch 195/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8546 - val_loss: 7.0635
Epoch 196/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.8468 - val_loss: 7.0402
Epoch 197/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8387 - val_loss: 7.0178
Epoch 198/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8309 - val_loss: 6.9960
Epoch 199/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8232 - val_loss: 6.9738
Epoch 200/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8155 - val_loss: 6.9510
Epoch 201/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8077 - val_loss: 6.9290
Epoch 202/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8002 - val_loss: 6.9062
Epoch 203/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7926 - val_loss: 6.8835
Epoch 204/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7850 - val_loss: 6.8610
Epoch 205/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7778 - val_loss: 6.8375
Epoch 206/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7704 - val_loss: 6.8157
Epoch 207/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7631 - val_loss: 6.7932
Epoch 208/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7559 - val_loss: 6.7717
Epoch 209/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7489 - val_loss: 6.7505
Epoch 210/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7421 - val_loss: 6.7280
Epoch 211/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7349 - val_loss: 6.7072
Epoch 212/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7281 - val_loss: 6.6862
Epoch 213/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7214 - val_loss: 6.6644
Epoch 214/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7146 - val_loss: 6.6421
Epoch 215/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7080 - val_loss: 6.6199
Epoch 216/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7014 - val_loss: 6.5987
Epoch 217/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6949 - val_loss: 6.5767
Epoch 218/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6884 - val_loss: 6.5548
Epoch 219/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6823 - val_loss: 6.5329
Epoch 220/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6758 - val_loss: 6.5124
Epoch 221/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6698 - val_loss: 6.4920
Epoch 222/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.6635 - val_loss: 6.4715
Epoch 223/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6575 - val_loss: 6.4503
Epoch 224/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6515 - val_loss: 6.4298
Epoch 225/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6454 - val_loss: 6.4094
Epoch 226/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6395 - val_loss: 6.3889
Epoch 227/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6337 - val_loss: 6.3689
Epoch 228/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6278 - val_loss: 6.3478
Epoch 229/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6221 - val_loss: 6.3275
Epoch 230/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6162 - val_loss: 6.3079
Epoch 231/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6106 - val_loss: 6.2881
Epoch 232/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6050 - val_loss: 6.2681
Epoch 233/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5995 - val_loss: 6.2482
Epoch 234/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5941 - val_loss: 6.2270
Epoch 235/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5886 - val_loss: 6.2067
Epoch 236/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5833 - val_loss: 6.1863
Epoch 237/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5779 - val_loss: 6.1663
Epoch 238/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5727 - val_loss: 6.1458
Epoch 239/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5675 - val_loss: 6.1259
Epoch 240/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5624 - val_loss: 6.1058
Epoch 241/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5573 - val_loss: 6.0859
Epoch 242/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5522 - val_loss: 6.0663
Epoch 243/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5473 - val_loss: 6.0464
Epoch 244/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5423 - val_loss: 6.0267
Epoch 245/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.5376 - val_loss: 6.0075
Epoch 246/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5327 - val_loss: 5.9882
Epoch 247/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5281 - val_loss: 5.9685
Epoch 248/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5233 - val_loss: 5.9490
Epoch 249/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5187 - val_loss: 5.9295
Epoch 250/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5141 - val_loss: 5.9102
Epoch 251/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5096 - val_loss: 5.8915
Epoch 252/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5052 - val_loss: 5.8728
Epoch 253/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5008 - val_loss: 5.8539
Epoch 254/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4963 - val_loss: 5.8360
Epoch 255/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4923 - val_loss: 5.8163
Epoch 256/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4877 - val_loss: 5.7979
Epoch 257/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4836 - val_loss: 5.7795
Epoch 258/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4795 - val_loss: 5.7601
Epoch 259/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4753 - val_loss: 5.7414
Epoch 260/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.4712 - val_loss: 5.7234
Epoch 261/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4672 - val_loss: 5.7049
Epoch 262/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4632 - val_loss: 5.6867
Epoch 263/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4593 - val_loss: 5.6675
Epoch 264/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4553 - val_loss: 5.6488
Epoch 265/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4513 - val_loss: 5.6304
Epoch 266/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4475 - val_loss: 5.6120
Epoch 267/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4437 - val_loss: 5.5929
Epoch 268/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4400 - val_loss: 5.5739
Epoch 269/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4362 - val_loss: 5.5554
Epoch 270/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4325 - val_loss: 5.5377
Epoch 271/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4290 - val_loss: 5.5195
Epoch 272/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4253 - val_loss: 5.5017
Epoch 273/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4218 - val_loss: 5.4837
Epoch 274/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4183 - val_loss: 5.4658
Epoch 275/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4148 - val_loss: 5.4474
Epoch 276/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4113 - val_loss: 5.4297
Epoch 277/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4080 - val_loss: 5.4116
Epoch 278/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4046 - val_loss: 5.3935
Epoch 279/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4013 - val_loss: 5.3755
Epoch 280/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3980 - val_loss: 5.3573
Epoch 281/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3948 - val_loss: 5.3396
Epoch 282/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3916 - val_loss: 5.3223
Epoch 283/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3884 - val_loss: 5.3052
Epoch 284/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3853 - val_loss: 5.2883
Epoch 285/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3823 - val_loss: 5.2715
Epoch 286/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3793 - val_loss: 5.2548
Epoch 287/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3763 - val_loss: 5.2379
Epoch 288/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3733 - val_loss: 5.2207
Epoch 289/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3704 - val_loss: 5.2037
Epoch 290/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3675 - val_loss: 5.1862
Epoch 291/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3646 - val_loss: 5.1687
Epoch 292/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3617 - val_loss: 5.1511
Epoch 293/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3589 - val_loss: 5.1339
Epoch 294/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3561 - val_loss: 5.1169
Epoch 295/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3534 - val_loss: 5.0995
Epoch 296/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3507 - val_loss: 5.0826
Epoch 297/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3479 - val_loss: 5.0665
Epoch 298/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3453 - val_loss: 5.0498
Epoch 299/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3428 - val_loss: 5.0336
Epoch 300/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3401 - val_loss: 5.0174
Epoch 301/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3376 - val_loss: 5.0012
Epoch 302/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3351 - val_loss: 4.9848
Epoch 303/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3326 - val_loss: 4.9680
Epoch 304/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3301 - val_loss: 4.9520
Epoch 305/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3277 - val_loss: 4.9358
Epoch 306/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3253 - val_loss: 4.9200
Epoch 307/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3229 - val_loss: 4.9033
Epoch 308/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3205 - val_loss: 4.8875
Epoch 309/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3182 - val_loss: 4.8719
Epoch 310/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3160 - val_loss: 4.8564
Epoch 311/2000
6/6 [==============================] - ETA: 0s - loss: 0.370 - 0s 10ms/step - loss: 0.3137 - val_loss: 4.8406
Epoch 312/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3115 - val_loss: 4.8244
Epoch 313/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3093 - val_loss: 4.8088
Epoch 314/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3071 - val_loss: 4.7930
Epoch 315/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3050 - val_loss: 4.7776
Epoch 316/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3028 - val_loss: 4.7617
Epoch 317/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3007 - val_loss: 4.7450
Epoch 318/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2986 - val_loss: 4.7289
Epoch 319/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2965 - val_loss: 4.7129
Epoch 320/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2945 - val_loss: 4.6970
Epoch 321/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2925 - val_loss: 4.6812
Epoch 322/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2906 - val_loss: 4.6657
Epoch 323/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2886 - val_loss: 4.6500
Epoch 324/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2867 - val_loss: 4.6345
Epoch 325/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2848 - val_loss: 4.6191
Epoch 326/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2830 - val_loss: 4.6039
Epoch 327/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2811 - val_loss: 4.5890
Epoch 328/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2792 - val_loss: 4.5736
Epoch 329/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2774 - val_loss: 4.5584
Epoch 330/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2756 - val_loss: 4.5429
Epoch 331/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2738 - val_loss: 4.5282
Epoch 332/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2720 - val_loss: 4.5135
Epoch 333/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2703 - val_loss: 4.4986
Epoch 334/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2686 - val_loss: 4.4834
Epoch 335/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2669 - val_loss: 4.4681
Epoch 336/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2652 - val_loss: 4.4534
Epoch 337/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2636 - val_loss: 4.4382
Epoch 338/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2620 - val_loss: 4.4231
Epoch 339/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2605 - val_loss: 4.4084
Epoch 340/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2588 - val_loss: 4.3938
Epoch 341/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2573 - val_loss: 4.3785
Epoch 342/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2557 - val_loss: 4.3636
Epoch 343/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2542 - val_loss: 4.3489
Epoch 344/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2526 - val_loss: 4.3341
Epoch 345/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2511 - val_loss: 4.3196
Epoch 346/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2496 - val_loss: 4.3048
Epoch 347/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2482 - val_loss: 4.2899
Epoch 348/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2468 - val_loss: 4.2746
Epoch 349/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2454 - val_loss: 4.2601
Epoch 350/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2439 - val_loss: 4.2463
Epoch 351/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2425 - val_loss: 4.2322
Epoch 352/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2412 - val_loss: 4.2180
Epoch 353/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2398 - val_loss: 4.2038
Epoch 354/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2384 - val_loss: 4.1893
Epoch 355/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2371 - val_loss: 4.1749
Epoch 356/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2357 - val_loss: 4.1604
Epoch 357/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2344 - val_loss: 4.1456
Epoch 358/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2332 - val_loss: 4.1308
Epoch 359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2318 - val_loss: 4.1164
Epoch 360/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2306 - val_loss: 4.1023
Epoch 361/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2293 - val_loss: 4.0886
Epoch 362/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2281 - val_loss: 4.0747
Epoch 363/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2268 - val_loss: 4.0613
Epoch 364/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2257 - val_loss: 4.0468
Epoch 365/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2244 - val_loss: 4.0324
Epoch 366/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2232 - val_loss: 4.0184
Epoch 367/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2221 - val_loss: 4.0039
Epoch 368/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2210 - val_loss: 3.9895
Epoch 369/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2198 - val_loss: 3.9756
Epoch 370/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2187 - val_loss: 3.9618
Epoch 371/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2176 - val_loss: 3.9482
Epoch 372/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2165 - val_loss: 3.9344
Epoch 373/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2155 - val_loss: 3.9198
Epoch 374/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2143 - val_loss: 3.9059
Epoch 375/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2132 - val_loss: 3.8928
Epoch 376/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2122 - val_loss: 3.8790
Epoch 377/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2111 - val_loss: 3.8647
Epoch 378/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2100 - val_loss: 3.8513
Epoch 379/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2091 - val_loss: 3.8372
Epoch 380/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2080 - val_loss: 3.8241
Epoch 381/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2070 - val_loss: 3.8104
Epoch 382/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2060 - val_loss: 3.7963
Epoch 383/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2050 - val_loss: 3.7828
Epoch 384/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2040 - val_loss: 3.7695
Epoch 385/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2030 - val_loss: 3.7556
Epoch 386/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2020 - val_loss: 3.7415
Epoch 387/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2011 - val_loss: 3.7277
Epoch 388/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2002 - val_loss: 3.7140
Epoch 389/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1992 - val_loss: 3.7011
Epoch 390/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1983 - val_loss: 3.6881
Epoch 391/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1974 - val_loss: 3.6753
Epoch 392/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1965 - val_loss: 3.6619
Epoch 393/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1956 - val_loss: 3.6489
Epoch 394/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1947 - val_loss: 3.6360
Epoch 395/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1939 - val_loss: 3.6230
Epoch 396/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1930 - val_loss: 3.6097
Epoch 397/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1921 - val_loss: 3.5962
Epoch 398/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1913 - val_loss: 3.5831
Epoch 399/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1904 - val_loss: 3.5702
Epoch 400/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1896 - val_loss: 3.5563
Epoch 401/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1887 - val_loss: 3.5432
Epoch 402/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1879 - val_loss: 3.5296
Epoch 403/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1871 - val_loss: 3.5168
Epoch 404/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1863 - val_loss: 3.5036
Epoch 405/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1854 - val_loss: 3.4908
Epoch 406/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1846 - val_loss: 3.4784
Epoch 407/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1838 - val_loss: 3.4654
Epoch 408/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1830 - val_loss: 3.4525
Epoch 409/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1823 - val_loss: 3.4385
Epoch 410/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1814 - val_loss: 3.4251
Epoch 411/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1806 - val_loss: 3.4119
Epoch 412/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1799 - val_loss: 3.3988
Epoch 413/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1792 - val_loss: 3.3854
Epoch 414/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1784 - val_loss: 3.3724
Epoch 415/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1777 - val_loss: 3.3600
Epoch 416/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1769 - val_loss: 3.3476
Epoch 417/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1762 - val_loss: 3.3348
Epoch 418/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1755 - val_loss: 3.3221
Epoch 419/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1747 - val_loss: 3.3094
Epoch 420/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1740 - val_loss: 3.2974
Epoch 421/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1733 - val_loss: 3.2845
Epoch 422/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1726 - val_loss: 3.2717
Epoch 423/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1719 - val_loss: 3.2593
Epoch 424/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1712 - val_loss: 3.2463
Epoch 425/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1705 - val_loss: 3.2335
Epoch 426/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1699 - val_loss: 3.2212
Epoch 427/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1692 - val_loss: 3.2089
Epoch 428/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1685 - val_loss: 3.1965
Epoch 429/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1678 - val_loss: 3.1850
Epoch 430/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1672 - val_loss: 3.1727
Epoch 431/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1665 - val_loss: 3.1604
Epoch 432/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1659 - val_loss: 3.1474
Epoch 433/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1652 - val_loss: 3.1348
Epoch 434/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1645 - val_loss: 3.1225
Epoch 435/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1639 - val_loss: 3.1101
Epoch 436/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1634 - val_loss: 3.0980
Epoch 437/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1626 - val_loss: 3.0864
Epoch 438/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1621 - val_loss: 3.0740
Epoch 439/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1614 - val_loss: 3.0616
Epoch 440/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1608 - val_loss: 3.0495
Epoch 441/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1602 - val_loss: 3.0374
Epoch 442/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1595 - val_loss: 3.0255
Epoch 443/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1589 - val_loss: 3.0128
Epoch 444/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1583 - val_loss: 2.9999
Epoch 445/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1577 - val_loss: 2.9875
Epoch 446/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1571 - val_loss: 2.9751
Epoch 447/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1565 - val_loss: 2.9625
Epoch 448/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1559 - val_loss: 2.9500
Epoch 449/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1553 - val_loss: 2.9377
Epoch 450/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1547 - val_loss: 2.9262
Epoch 451/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1542 - val_loss: 2.9144
Epoch 452/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1536 - val_loss: 2.9019
Epoch 453/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1530 - val_loss: 2.8901
Epoch 454/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1525 - val_loss: 2.8781
Epoch 455/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1519 - val_loss: 2.8663
Epoch 456/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1513 - val_loss: 2.8541
Epoch 457/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1507 - val_loss: 2.8425
Epoch 458/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1502 - val_loss: 2.8303
Epoch 459/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1496 - val_loss: 2.8180
Epoch 460/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1491 - val_loss: 2.8055
Epoch 461/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1485 - val_loss: 2.7937
Epoch 462/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1479 - val_loss: 2.7816
Epoch 463/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1474 - val_loss: 2.7697
Epoch 464/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1468 - val_loss: 2.7576
Epoch 465/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1463 - val_loss: 2.7464
Epoch 466/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1457 - val_loss: 2.7350
Epoch 467/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1452 - val_loss: 2.7236
Epoch 468/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1447 - val_loss: 2.7119
Epoch 469/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1441 - val_loss: 2.7001
Epoch 470/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1436 - val_loss: 2.6883
Epoch 471/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1431 - val_loss: 2.6762
Epoch 472/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1425 - val_loss: 2.6646
Epoch 473/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1420 - val_loss: 2.6530
Epoch 474/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1415 - val_loss: 2.6415
Epoch 475/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1409 - val_loss: 2.6301
Epoch 476/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1404 - val_loss: 2.6188
Epoch 477/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1399 - val_loss: 2.6074
Epoch 478/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1394 - val_loss: 2.5961
Epoch 479/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1389 - val_loss: 2.5848
Epoch 480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1384 - val_loss: 2.5730
Epoch 481/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1379 - val_loss: 2.5618
Epoch 482/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1374 - val_loss: 2.5504
Epoch 483/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1369 - val_loss: 2.5384
Epoch 484/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1364 - val_loss: 2.5272
Epoch 485/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1359 - val_loss: 2.5160
Epoch 486/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1354 - val_loss: 2.5043
Epoch 487/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1349 - val_loss: 2.4929
Epoch 488/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1344 - val_loss: 2.4822
Epoch 489/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1339 - val_loss: 2.4707
Epoch 490/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1334 - val_loss: 2.4592
Epoch 491/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1329 - val_loss: 2.4477
Epoch 492/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1324 - val_loss: 2.4364
Epoch 493/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1320 - val_loss: 2.4251
Epoch 494/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1315 - val_loss: 2.4142
Epoch 495/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1310 - val_loss: 2.4030
Epoch 496/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1305 - val_loss: 2.3919
Epoch 497/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1300 - val_loss: 2.3810
Epoch 498/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1295 - val_loss: 2.3698
Epoch 499/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1291 - val_loss: 2.3584
Epoch 500/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1286 - val_loss: 2.3474
Epoch 501/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1281 - val_loss: 2.3370
Epoch 502/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1277 - val_loss: 2.3259
Epoch 503/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1272 - val_loss: 2.3146
Epoch 504/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1267 - val_loss: 2.3038
Epoch 505/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1262 - val_loss: 2.2931
Epoch 506/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1258 - val_loss: 2.2823
Epoch 507/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1253 - val_loss: 2.2709
Epoch 508/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1248 - val_loss: 2.2602
Epoch 509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1244 - val_loss: 2.2498
Epoch 510/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1239 - val_loss: 2.2394
Epoch 511/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1235 - val_loss: 2.2285
Epoch 512/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1230 - val_loss: 2.2185
Epoch 513/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1226 - val_loss: 2.2083
Epoch 514/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1221 - val_loss: 2.1980
Epoch 515/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1217 - val_loss: 2.1868
Epoch 516/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1212 - val_loss: 2.1759
Epoch 517/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1208 - val_loss: 2.1651
Epoch 518/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1203 - val_loss: 2.1541
Epoch 519/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1199 - val_loss: 2.1441
Epoch 520/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1195 - val_loss: 2.1335
Epoch 521/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1190 - val_loss: 2.1231
Epoch 522/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1186 - val_loss: 2.1129
Epoch 523/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1181 - val_loss: 2.1027
Epoch 524/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1177 - val_loss: 2.0914
Epoch 525/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1173 - val_loss: 2.0812
Epoch 526/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1168 - val_loss: 2.0705
Epoch 527/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1164 - val_loss: 2.0602
Epoch 528/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1160 - val_loss: 2.0501
Epoch 529/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1156 - val_loss: 2.0395
Epoch 530/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1151 - val_loss: 2.0287
Epoch 531/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1147 - val_loss: 2.0182
Epoch 532/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1142 - val_loss: 2.0078
Epoch 533/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1138 - val_loss: 1.9974
Epoch 534/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1134 - val_loss: 1.9870
Epoch 535/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1130 - val_loss: 1.9767
Epoch 536/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1125 - val_loss: 1.9667
Epoch 537/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1121 - val_loss: 1.9565
Epoch 538/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1117 - val_loss: 1.9466
Epoch 539/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1113 - val_loss: 1.9364
Epoch 540/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1109 - val_loss: 1.9265
Epoch 541/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1105 - val_loss: 1.9170
Epoch 542/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1101 - val_loss: 1.9072
Epoch 543/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1097 - val_loss: 1.8976
Epoch 544/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1093 - val_loss: 1.8874
Epoch 545/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1089 - val_loss: 1.8774
Epoch 546/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1084 - val_loss: 1.8675
Epoch 547/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1080 - val_loss: 1.8574
Epoch 548/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1076 - val_loss: 1.8478
Epoch 549/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1072 - val_loss: 1.8385
Epoch 550/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1068 - val_loss: 1.8287
Epoch 551/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1064 - val_loss: 1.8189
Epoch 552/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1060 - val_loss: 1.8096
Epoch 553/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1056 - val_loss: 1.8001
Epoch 554/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1052 - val_loss: 1.7903
Epoch 555/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1048 - val_loss: 1.7809
Epoch 556/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1044 - val_loss: 1.7719
Epoch 557/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1040 - val_loss: 1.7626
Epoch 558/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1036 - val_loss: 1.7529
Epoch 559/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1032 - val_loss: 1.7434
Epoch 560/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1028 - val_loss: 1.7345
Epoch 561/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1024 - val_loss: 1.7251
Epoch 562/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1021 - val_loss: 1.7159
Epoch 563/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1017 - val_loss: 1.7062
Epoch 564/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1013 - val_loss: 1.6971
Epoch 565/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1009 - val_loss: 1.6876
Epoch 566/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1005 - val_loss: 1.6779
Epoch 567/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1001 - val_loss: 1.6681
Epoch 568/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0998 - val_loss: 1.6589
Epoch 569/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0994 - val_loss: 1.6494
Epoch 570/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0990 - val_loss: 1.6399
Epoch 571/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0986 - val_loss: 1.6308
Epoch 572/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0983 - val_loss: 1.6218
Epoch 573/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0979 - val_loss: 1.6128
Epoch 574/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0975 - val_loss: 1.6038
Epoch 575/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0972 - val_loss: 1.5949
Epoch 576/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0968 - val_loss: 1.5860
Epoch 577/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0964 - val_loss: 1.5769
Epoch 578/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0961 - val_loss: 1.5680
Epoch 579/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0957 - val_loss: 1.5591
Epoch 580/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0954 - val_loss: 1.5500
Epoch 581/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0950 - val_loss: 1.5410
Epoch 582/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0946 - val_loss: 1.5321
Epoch 583/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0942 - val_loss: 1.5233
Epoch 584/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0939 - val_loss: 1.5151
Epoch 585/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0935 - val_loss: 1.5063
Epoch 586/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0931 - val_loss: 1.4973
Epoch 587/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0928 - val_loss: 1.4886
Epoch 588/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0924 - val_loss: 1.4802
Epoch 589/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0921 - val_loss: 1.4716
Epoch 590/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0917 - val_loss: 1.4630
Epoch 591/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0914 - val_loss: 1.4550
Epoch 592/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0910 - val_loss: 1.4464
Epoch 593/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0907 - val_loss: 1.4378
Epoch 594/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0904 - val_loss: 1.4293
Epoch 595/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0900 - val_loss: 1.4206
Epoch 596/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0896 - val_loss: 1.4121
Epoch 597/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0893 - val_loss: 1.4044
Epoch 598/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0889 - val_loss: 1.3958
Epoch 599/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0886 - val_loss: 1.3876
Epoch 600/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0883 - val_loss: 1.3792
Epoch 601/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0879 - val_loss: 1.3707
Epoch 602/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0876 - val_loss: 1.3626
Epoch 603/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0872 - val_loss: 1.3540
Epoch 604/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0869 - val_loss: 1.3459
Epoch 605/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0865 - val_loss: 1.3378
Epoch 606/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0862 - val_loss: 1.3295
Epoch 607/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0859 - val_loss: 1.3210
Epoch 608/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0855 - val_loss: 1.3129
Epoch 609/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0852 - val_loss: 1.3052
Epoch 610/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0849 - val_loss: 1.2971
Epoch 611/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0846 - val_loss: 1.2891
Epoch 612/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0843 - val_loss: 1.2810
Epoch 613/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0839 - val_loss: 1.2737
Epoch 614/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0836 - val_loss: 1.2660
Epoch 615/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0833 - val_loss: 1.2582
Epoch 616/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0830 - val_loss: 1.2505
Epoch 617/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0827 - val_loss: 1.2431
Epoch 618/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0823 - val_loss: 1.2357
Epoch 619/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0820 - val_loss: 1.2280
Epoch 620/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0817 - val_loss: 1.2200
Epoch 621/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0814 - val_loss: 1.2120
Epoch 622/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0811 - val_loss: 1.2042
Epoch 623/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0808 - val_loss: 1.1965
Epoch 624/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0804 - val_loss: 1.1891
Epoch 625/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0801 - val_loss: 1.1811
Epoch 626/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0798 - val_loss: 1.1734
Epoch 627/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0795 - val_loss: 1.1656
Epoch 628/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0792 - val_loss: 1.1578
Epoch 629/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0789 - val_loss: 1.1508
Epoch 630/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0786 - val_loss: 1.1433
Epoch 631/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0782 - val_loss: 1.1358
Epoch 632/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0779 - val_loss: 1.1281
Epoch 633/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0776 - val_loss: 1.1208
Epoch 634/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0773 - val_loss: 1.1132
Epoch 635/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0770 - val_loss: 1.1058
Epoch 636/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0767 - val_loss: 1.0987
Epoch 637/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0764 - val_loss: 1.0911
Epoch 638/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0761 - val_loss: 1.0840
Epoch 639/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0758 - val_loss: 1.0769
Epoch 640/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0755 - val_loss: 1.0698
Epoch 641/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0752 - val_loss: 1.0630
Epoch 642/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0749 - val_loss: 1.0558
Epoch 643/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0746 - val_loss: 1.0485
Epoch 644/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0744 - val_loss: 1.0418
Epoch 645/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0741 - val_loss: 1.0345
Epoch 646/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0738 - val_loss: 1.0274
Epoch 647/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0735 - val_loss: 1.0206
Epoch 648/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0732 - val_loss: 1.0140
Epoch 649/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0729 - val_loss: 1.0071
Epoch 650/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0727 - val_loss: 1.0000
Epoch 651/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0724 - val_loss: 0.9930
Epoch 652/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0721 - val_loss: 0.9859
Epoch 653/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0718 - val_loss: 0.9793
Epoch 654/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0715 - val_loss: 0.9731
Epoch 655/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0712 - val_loss: 0.9667
Epoch 656/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0709 - val_loss: 0.9600
Epoch 657/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0707 - val_loss: 0.9529
Epoch 658/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0704 - val_loss: 0.9458
Epoch 659/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0701 - val_loss: 0.9390
Epoch 660/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0698 - val_loss: 0.9320
Epoch 661/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0696 - val_loss: 0.9254
Epoch 662/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0693 - val_loss: 0.9186
Epoch 663/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0691 - val_loss: 0.9118
Epoch 664/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0688 - val_loss: 0.9056
Epoch 665/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0685 - val_loss: 0.8991
Epoch 666/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0683 - val_loss: 0.8929
Epoch 667/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0680 - val_loss: 0.8864
Epoch 668/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0678 - val_loss: 0.8802
Epoch 669/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0675 - val_loss: 0.8742
Epoch 670/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0673 - val_loss: 0.8683
Epoch 671/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0670 - val_loss: 0.8623
Epoch 672/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0668 - val_loss: 0.8561
Epoch 673/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0665 - val_loss: 0.8498
Epoch 674/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0663 - val_loss: 0.8432
Epoch 675/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0660 - val_loss: 0.8372
Epoch 676/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0657 - val_loss: 0.8309
Epoch 677/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0655 - val_loss: 0.8249
Epoch 678/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0653 - val_loss: 0.8187
Epoch 679/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0650 - val_loss: 0.8130
Epoch 680/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0648 - val_loss: 0.8076
Epoch 681/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0645 - val_loss: 0.8015
Epoch 682/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0643 - val_loss: 0.7956
Epoch 683/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0641 - val_loss: 0.7896
Epoch 684/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0638 - val_loss: 0.7843
Epoch 685/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0636 - val_loss: 0.7783
Epoch 686/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0633 - val_loss: 0.7727
Epoch 687/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0631 - val_loss: 0.7673
Epoch 688/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0629 - val_loss: 0.7611
Epoch 689/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0626 - val_loss: 0.7555
Epoch 690/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0624 - val_loss: 0.7495
Epoch 691/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0622 - val_loss: 0.7437
Epoch 692/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0619 - val_loss: 0.7374
Epoch 693/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0617 - val_loss: 0.7316
Epoch 694/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0615 - val_loss: 0.7259
Epoch 695/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0613 - val_loss: 0.7201
Epoch 696/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0610 - val_loss: 0.7145
Epoch 697/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0608 - val_loss: 0.7092
Epoch 698/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0606 - val_loss: 0.7038
Epoch 699/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0604 - val_loss: 0.6986
Epoch 700/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0601 - val_loss: 0.6933
Epoch 701/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0599 - val_loss: 0.6874
Epoch 702/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0597 - val_loss: 0.6817
Epoch 703/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0595 - val_loss: 0.6762
Epoch 704/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0593 - val_loss: 0.6710
Epoch 705/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0591 - val_loss: 0.6655
Epoch 706/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0588 - val_loss: 0.6601
Epoch 707/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0586 - val_loss: 0.6550
Epoch 708/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0584 - val_loss: 0.6498
Epoch 709/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0582 - val_loss: 0.6449
Epoch 710/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0580 - val_loss: 0.6398
Epoch 711/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0578 - val_loss: 0.6349
Epoch 712/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0576 - val_loss: 0.6301
Epoch 713/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0574 - val_loss: 0.6252
Epoch 714/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0572 - val_loss: 0.6206
Epoch 715/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0570 - val_loss: 0.6155
Epoch 716/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0568 - val_loss: 0.6108
Epoch 717/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0566 - val_loss: 0.6061
Epoch 718/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0564 - val_loss: 0.6012
Epoch 719/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0562 - val_loss: 0.5961
Epoch 720/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0560 - val_loss: 0.5913
Epoch 721/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0558 - val_loss: 0.5866
Epoch 722/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0556 - val_loss: 0.5818
Epoch 723/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0554 - val_loss: 0.5773
Epoch 724/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0553 - val_loss: 0.5727
Epoch 725/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0551 - val_loss: 0.5679
Epoch 726/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0549 - val_loss: 0.5630
Epoch 727/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0547 - val_loss: 0.5588
Epoch 728/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0545 - val_loss: 0.5541
Epoch 729/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0543 - val_loss: 0.5494
Epoch 730/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0541 - val_loss: 0.5451
Epoch 731/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0540 - val_loss: 0.5409
Epoch 732/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0538 - val_loss: 0.5367
Epoch 733/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0536 - val_loss: 0.5324
Epoch 734/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0534 - val_loss: 0.5278
Epoch 735/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0532 - val_loss: 0.5235
Epoch 736/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0531 - val_loss: 0.5191
Epoch 737/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0529 - val_loss: 0.5146
Epoch 738/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0527 - val_loss: 0.5104
Epoch 739/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0526 - val_loss: 0.5061
Epoch 740/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0524 - val_loss: 0.5018
Epoch 741/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0522 - val_loss: 0.4973
Epoch 742/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0520 - val_loss: 0.4930
Epoch 743/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0519 - val_loss: 0.4890
Epoch 744/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0517 - val_loss: 0.4852
Epoch 745/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0515 - val_loss: 0.4812
Epoch 746/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0514 - val_loss: 0.4772
Epoch 747/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0512 - val_loss: 0.4735
Epoch 748/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0510 - val_loss: 0.4694
Epoch 749/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0509 - val_loss: 0.4655
Epoch 750/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0507 - val_loss: 0.4617
Epoch 751/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0506 - val_loss: 0.4579
Epoch 752/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0504 - val_loss: 0.4541
Epoch 753/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0502 - val_loss: 0.4501
Epoch 754/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0501 - val_loss: 0.4461
Epoch 755/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0499 - val_loss: 0.4422
Epoch 756/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0498 - val_loss: 0.4385
Epoch 757/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0496 - val_loss: 0.4345
Epoch 758/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0495 - val_loss: 0.4304
Epoch 759/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0493 - val_loss: 0.4269
Epoch 760/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0492 - val_loss: 0.4234
Epoch 761/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0490 - val_loss: 0.4198
Epoch 762/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0489 - val_loss: 0.4162
Epoch 763/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0488 - val_loss: 0.4126
Epoch 764/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0486 - val_loss: 0.4091
Epoch 765/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0485 - val_loss: 0.4055
Epoch 766/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0483 - val_loss: 0.4019
Epoch 767/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0482 - val_loss: 0.3984
Epoch 768/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0481 - val_loss: 0.3951
Epoch 769/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0479 - val_loss: 0.3915
Epoch 770/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0478 - val_loss: 0.3881
Epoch 771/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0477 - val_loss: 0.3846
Epoch 772/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0475 - val_loss: 0.3813
Epoch 773/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0474 - val_loss: 0.3779
Epoch 774/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0472 - val_loss: 0.3747
Epoch 775/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0471 - val_loss: 0.3716
Epoch 776/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0470 - val_loss: 0.3684
Epoch 777/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0469 - val_loss: 0.3653
Epoch 778/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0467 - val_loss: 0.3622
Epoch 779/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0466 - val_loss: 0.3589
Epoch 780/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0465 - val_loss: 0.3553
Epoch 781/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0463 - val_loss: 0.3522
Epoch 782/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0462 - val_loss: 0.3490
Epoch 783/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0461 - val_loss: 0.3460
Epoch 784/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0460 - val_loss: 0.3429
Epoch 785/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0458 - val_loss: 0.3398
Epoch 786/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0457 - val_loss: 0.3367
Epoch 787/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0456 - val_loss: 0.3335
Epoch 788/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0455 - val_loss: 0.3304
Epoch 789/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0454 - val_loss: 0.3275
Epoch 790/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0452 - val_loss: 0.3248
Epoch 791/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0451 - val_loss: 0.3221
Epoch 792/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0450 - val_loss: 0.3194
Epoch 793/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0449 - val_loss: 0.3167
Epoch 794/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0448 - val_loss: 0.3139
Epoch 795/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0447 - val_loss: 0.3110
Epoch 796/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0445 - val_loss: 0.3080
Epoch 797/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0444 - val_loss: 0.3052
Epoch 798/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0443 - val_loss: 0.3026
Epoch 799/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0442 - val_loss: 0.3000
Epoch 800/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0441 - val_loss: 0.2973
Epoch 801/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0440 - val_loss: 0.2946
Epoch 802/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0439 - val_loss: 0.2916
Epoch 803/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0438 - val_loss: 0.2889
Epoch 804/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0437 - val_loss: 0.2860
Epoch 805/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0436 - val_loss: 0.2834
Epoch 806/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0435 - val_loss: 0.2806
Epoch 807/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0433 - val_loss: 0.2779
Epoch 808/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0433 - val_loss: 0.2751
Epoch 809/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0431 - val_loss: 0.2725
Epoch 810/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0430 - val_loss: 0.2699
Epoch 811/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0429 - val_loss: 0.2672
Epoch 812/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0428 - val_loss: 0.2647
Epoch 813/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0427 - val_loss: 0.2623
Epoch 814/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0426 - val_loss: 0.2598
Epoch 815/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0425 - val_loss: 0.2571
Epoch 816/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0424 - val_loss: 0.2545
Epoch 817/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0424 - val_loss: 0.2521
Epoch 818/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0422 - val_loss: 0.2497
Epoch 819/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0422 - val_loss: 0.2472
Epoch 820/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0421 - val_loss: 0.2449
Epoch 821/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0420 - val_loss: 0.2428
Epoch 822/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0419 - val_loss: 0.2404
Epoch 823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0418 - val_loss: 0.2385
Epoch 824/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0417 - val_loss: 0.2362
Epoch 825/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0416 - val_loss: 0.2341
Epoch 826/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0415 - val_loss: 0.2320
Epoch 827/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0414 - val_loss: 0.2299
Epoch 828/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0414 - val_loss: 0.2277
Epoch 829/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0413 - val_loss: 0.2257
Epoch 830/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0412 - val_loss: 0.2237
Epoch 831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0411 - val_loss: 0.2216
Epoch 832/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0410 - val_loss: 0.2195
Epoch 833/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0409 - val_loss: 0.2174
Epoch 834/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0409 - val_loss: 0.2153
Epoch 835/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0408 - val_loss: 0.2134
Epoch 836/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0407 - val_loss: 0.2115
Epoch 837/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0406 - val_loss: 0.2095
Epoch 838/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0405 - val_loss: 0.2074
Epoch 839/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0405 - val_loss: 0.2054
Epoch 840/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0404 - val_loss: 0.2034
Epoch 841/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0403 - val_loss: 0.2015
Epoch 842/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0402 - val_loss: 0.1996
Epoch 843/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0402 - val_loss: 0.1979
Epoch 844/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0401 - val_loss: 0.1962
Epoch 845/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0400 - val_loss: 0.1944
Epoch 846/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0399 - val_loss: 0.1925
Epoch 847/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0399 - val_loss: 0.1907
Epoch 848/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0398 - val_loss: 0.1889
Epoch 849/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0397 - val_loss: 0.1873
Epoch 850/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0397 - val_loss: 0.1854
Epoch 851/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0396 - val_loss: 0.1836
Epoch 852/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0395 - val_loss: 0.1819
Epoch 853/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0394 - val_loss: 0.1801
Epoch 854/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0394 - val_loss: 0.1783
Epoch 855/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0393 - val_loss: 0.1765
Epoch 856/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0392 - val_loss: 0.1748
Epoch 857/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0392 - val_loss: 0.1729
Epoch 858/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0391 - val_loss: 0.1713
Epoch 859/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0390 - val_loss: 0.1698
Epoch 860/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0390 - val_loss: 0.1682
Epoch 861/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0389 - val_loss: 0.1666
Epoch 862/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0389 - val_loss: 0.1649
Epoch 863/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0388 - val_loss: 0.1632
Epoch 864/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0387 - val_loss: 0.1616
Epoch 865/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0387 - val_loss: 0.1600
Epoch 866/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0386 - val_loss: 0.1584
Epoch 867/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0386 - val_loss: 0.1569
Epoch 868/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0385 - val_loss: 0.1554
Epoch 869/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0384 - val_loss: 0.1539
Epoch 870/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0384 - val_loss: 0.1525
Epoch 871/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0383 - val_loss: 0.1511
Epoch 872/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0383 - val_loss: 0.1498
Epoch 873/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0382 - val_loss: 0.1486
Epoch 874/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0382 - val_loss: 0.1473
Epoch 875/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0381 - val_loss: 0.1460
Epoch 876/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0381 - val_loss: 0.1447
Epoch 877/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0380 - val_loss: 0.1434
Epoch 878/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0380 - val_loss: 0.1421
Epoch 879/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0379 - val_loss: 0.1408
Epoch 880/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0379 - val_loss: 0.1395
Epoch 881/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0378 - val_loss: 0.1381
Epoch 882/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0378 - val_loss: 0.1368
Epoch 883/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1355
Epoch 884/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0377 - val_loss: 0.1342
Epoch 885/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0376 - val_loss: 0.1329
Epoch 886/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0376 - val_loss: 0.1317
Epoch 887/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0375 - val_loss: 0.1304
Epoch 888/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0375 - val_loss: 0.1292
Epoch 889/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0374 - val_loss: 0.1280
Epoch 890/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0374 - val_loss: 0.1269
Epoch 891/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0373 - val_loss: 0.1258
Epoch 892/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0373 - val_loss: 0.1248
Epoch 893/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0373 - val_loss: 0.1236
Epoch 894/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0372 - val_loss: 0.1225
Epoch 895/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0372 - val_loss: 0.1213
Epoch 896/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0371 - val_loss: 0.1203
Epoch 897/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0371 - val_loss: 0.1192
Epoch 898/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0370 - val_loss: 0.1183
Epoch 899/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0370 - val_loss: 0.1173
Epoch 900/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0370 - val_loss: 0.1163
Epoch 901/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0369 - val_loss: 0.1152
Epoch 902/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0369 - val_loss: 0.1141
Epoch 903/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0368 - val_loss: 0.1131
Epoch 904/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0368 - val_loss: 0.1120
Epoch 905/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0368 - val_loss: 0.1110
Epoch 906/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0367 - val_loss: 0.1100
Epoch 907/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0367 - val_loss: 0.1090
Epoch 908/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0367 - val_loss: 0.1081
Epoch 909/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0366 - val_loss: 0.1072
Epoch 910/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0366 - val_loss: 0.1063
Epoch 911/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0365 - val_loss: 0.1054
Epoch 912/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0365 - val_loss: 0.1046
Epoch 913/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0365 - val_loss: 0.1039
Epoch 914/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0364 - val_loss: 0.1029
Epoch 915/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0364 - val_loss: 0.1021
Epoch 916/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0364 - val_loss: 0.1011
Epoch 917/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.1003
Epoch 918/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0994
Epoch 919/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0363 - val_loss: 0.0984
Epoch 920/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0362 - val_loss: 0.0975
Epoch 921/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0966
Epoch 922/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0362 - val_loss: 0.0957
Epoch 923/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0949
Epoch 924/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0361 - val_loss: 0.0942
Epoch 925/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0361 - val_loss: 0.0935
Epoch 926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0361 - val_loss: 0.0928
Epoch 927/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0360 - val_loss: 0.0921
Epoch 928/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0360 - val_loss: 0.0913
Epoch 929/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0360 - val_loss: 0.0906
Epoch 930/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0360 - val_loss: 0.0898
Epoch 931/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0891
Epoch 932/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0359 - val_loss: 0.0884
Epoch 933/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0359 - val_loss: 0.0877
Epoch 934/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0871
Epoch 935/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0358 - val_loss: 0.0865
Epoch 936/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0858
Epoch 937/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0851
Epoch 938/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0358 - val_loss: 0.0844
Epoch 939/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0357 - val_loss: 0.0836
Epoch 940/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0357 - val_loss: 0.0829
Epoch 941/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0357 - val_loss: 0.0822
Epoch 942/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0357 - val_loss: 0.0815
Epoch 943/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0356 - val_loss: 0.0811
Epoch 944/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0356 - val_loss: 0.0805
Epoch 945/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0356 - val_loss: 0.0799
Epoch 946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0356 - val_loss: 0.0794
Epoch 947/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0787
Epoch 948/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0355 - val_loss: 0.0782
Epoch 949/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0355 - val_loss: 0.0777
Epoch 950/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0771
Epoch 951/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0355 - val_loss: 0.0766
Epoch 952/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0354 - val_loss: 0.0760
Epoch 953/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0354 - val_loss: 0.0753
Epoch 954/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0748
Epoch 955/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0354 - val_loss: 0.0742
Epoch 956/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0354 - val_loss: 0.0737
Epoch 957/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0353 - val_loss: 0.0730
Epoch 958/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0353 - val_loss: 0.0724
Epoch 959/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0353 - val_loss: 0.0719
Epoch 960/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0714
Epoch 961/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0709
Epoch 962/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0352 - val_loss: 0.0705
Epoch 963/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0352 - val_loss: 0.0700
Epoch 964/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0695
Epoch 965/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0691
Epoch 966/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0686
Epoch 967/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0351 - val_loss: 0.0682
Epoch 968/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0351 - val_loss: 0.0678
Epoch 969/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0674
Epoch 970/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0351 - val_loss: 0.0670
Epoch 971/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0351 - val_loss: 0.0665
Epoch 972/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0351 - val_loss: 0.0661
Epoch 973/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0657
Epoch 974/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0350 - val_loss: 0.0652
Epoch 975/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0350 - val_loss: 0.0648
Epoch 976/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0350 - val_loss: 0.0644
Epoch 977/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0350 - val_loss: 0.0640
Epoch 978/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0350 - val_loss: 0.0636
Epoch 979/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0633
Epoch 980/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0629
Epoch 981/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0626
Epoch 982/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0623
Epoch 983/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0619
Epoch 984/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0349 - val_loss: 0.0615
Epoch 985/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0349 - val_loss: 0.0611
Epoch 986/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0349 - val_loss: 0.0608
Epoch 987/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0349 - val_loss: 0.0605
Epoch 988/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 989/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0348 - val_loss: 0.0599
Epoch 990/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0348 - val_loss: 0.0595
Epoch 991/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0592
Epoch 992/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0348 - val_loss: 0.0589
Epoch 993/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0348 - val_loss: 0.0585
Epoch 994/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0582
Epoch 995/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0578
Epoch 996/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0576
Epoch 997/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0572
Epoch 998/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0347 - val_loss: 0.0569
Epoch 999/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0567
Epoch 1000/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0564
Epoch 1001/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0561
Epoch 1002/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0557
Epoch 1003/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0554
Epoch 1004/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0551
Epoch 1005/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0549
Epoch 1006/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0546
Epoch 1007/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0543
Epoch 1008/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0540
Epoch 1009/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0538
Epoch 1010/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0535
Epoch 1011/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0533
Epoch 1012/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0346 - val_loss: 0.0530
Epoch 1013/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0527
Epoch 1014/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0525
Epoch 1015/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0523
Epoch 1016/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 1017/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0346 - val_loss: 0.0520
Epoch 1018/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0517
Epoch 1019/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0515
Epoch 1020/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0512
Epoch 1021/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0510
Epoch 1022/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 1023/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0505
Epoch 1024/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0504
Epoch 1025/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0502
Epoch 1026/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0501
Epoch 1027/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 1028/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0497
Epoch 1029/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0496
Epoch 1030/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0494
Epoch 1031/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0492
Epoch 1032/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 1033/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0345 - val_loss: 0.0489
Epoch 1034/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0345 - val_loss: 0.0487
Epoch 1035/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0485
Epoch 1036/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0484
Epoch 1037/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0482
Epoch 1038/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1039/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0479
Epoch 1040/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 1041/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0476
Epoch 1042/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0474
Epoch 1043/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1044/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0471
Epoch 1045/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 1046/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 1047/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1048/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0466
Epoch 1049/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0464
Epoch 1050/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1051/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0461
Epoch 1052/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1053/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1054/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1055/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1056/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1057/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1058/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1059/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0451
Epoch 1060/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1061/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0449
Epoch 1062/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1063/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1064/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1065/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0445
Epoch 1066/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1067/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1068/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1069/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1070/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1071/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1072/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1073/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1074/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1075/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1076/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1077/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1078/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1079/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1080/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1081/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1082/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1083/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1084/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1085/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1086/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1087/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1088/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1089/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1090/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1091/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1092/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1093/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1094/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1095/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0419
Epoch 1096/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1097/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1098/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1099/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0416
Epoch 1100/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1101/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1102/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1103/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1104/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1105/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1106/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1107/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1108/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1109/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1110/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1111/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1112/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1113/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1114/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1115/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1116/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1117/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1118/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1119/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1120/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1121/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1122/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1123/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1124/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1125/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1126/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1127/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1128/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1129/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1130/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1131/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1132/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1133/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1134/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1135/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1136/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1137/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1138/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1139/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1140/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1141/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1142/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1143/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1144/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1145/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1146/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1147/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1148/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1149/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1150/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1151/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1152/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1153/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1154/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1155/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1156/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1157/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1158/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1159/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1160/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1161/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1162/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1163/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1164/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1165/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1166/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1167/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1168/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1169/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1170/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1171/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1172/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1173/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1174/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1175/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1176/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1177/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1178/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1179/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1180/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1181/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1182/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1183/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1184/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1185/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1186/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1187/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1188/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1189/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1190/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1191/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1192/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1193/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1194/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1195/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1196/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1197/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1198/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1199/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1200/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1201/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1202/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1203/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1204/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1205/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1206/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1207/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1208/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1209/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1210/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1211/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1212/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1213/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1214/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1215/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1216/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1217/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1218/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1219/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1220/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1221/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1222/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1223/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1224/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1225/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1226/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1227/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1228/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1229/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1230/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1231/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1232/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1233/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1234/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1235/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1236/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1237/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1238/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1239/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1240/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1241/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1242/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1243/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1244/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1245/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1246/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1247/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1248/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1249/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1250/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1251/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1252/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1253/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1254/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1255/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1256/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1257/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1258/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1259/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1260/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1261/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1262/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1263/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1264/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1265/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1266/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1267/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1268/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1269/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1270/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1271/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1272/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1273/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1274/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1275/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1276/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1277/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1278/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1279/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1280/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1281/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1282/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1283/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1284/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1285/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1286/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1287/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1288/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1289/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1290/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1291/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1292/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1293/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1294/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1295/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1296/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1297/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1298/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1299/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1300/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1301/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1302/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1303/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1304/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1305/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1306/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1307/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1308/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1309/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1310/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1311/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1312/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1313/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1314/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1315/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1316/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1317/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1318/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1319/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1320/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1321/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1322/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1323/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1324/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1325/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1326/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1327/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1328/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1329/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1330/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1331/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1332/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1333/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1334/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1335/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1336/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1337/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1338/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1339/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1340/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1341/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1342/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1343/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1344/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1345/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1346/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1347/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1348/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1349/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1350/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1351/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1352/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1353/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1354/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1355/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1356/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1357/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1358/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1360/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1361/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1362/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1363/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1364/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1365/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1366/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1367/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1368/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1369/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1370/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1371/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1372/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1373/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1374/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1375/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1376/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1377/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1378/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1379/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1380/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1381/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1382/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1383/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1384/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1385/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1386/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1387/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1388/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1389/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1390/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1391/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1392/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1393/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1394/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1395/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1396/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1397/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1398/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1399/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1400/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1401/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1402/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1403/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1404/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1405/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1406/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1407/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1408/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1409/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1410/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1411/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1412/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1413/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1414/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1415/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1416/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1417/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1418/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1419/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1420/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1421/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1422/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1423/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1424/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1425/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1426/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1427/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1428/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1429/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1430/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1431/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1432/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1433/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1434/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1435/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1436/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1437/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1438/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1439/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1440/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1441/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1442/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1443/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1444/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1445/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1446/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1447/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1448/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1449/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1450/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1451/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1452/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1453/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1454/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1455/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1456/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1457/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1458/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1459/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1460/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1461/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1462/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1463/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1464/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1466/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1467/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1468/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1469/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1470/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1471/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1472/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1473/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1474/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1475/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1476/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1477/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1478/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1479/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1481/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1482/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1483/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1484/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1485/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1486/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1487/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1488/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1489/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1490/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1491/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1492/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1493/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1494/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1495/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1496/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1497/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1498/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1499/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1500/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1501/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1502/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1503/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1504/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1505/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1506/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1507/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1508/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1509/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1510/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1511/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1512/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1513/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1514/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1515/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1516/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1517/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1518/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1519/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1520/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1521/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1522/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1523/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1524/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1525/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1526/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1527/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1528/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1529/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1530/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1531/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1532/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1533/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1534/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1535/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1536/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1537/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1538/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1539/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1540/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1541/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1542/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1543/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1544/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1545/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1546/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1547/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1548/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1549/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1550/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1551/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1552/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1553/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1554/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1555/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1556/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1557/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1558/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1559/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1560/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1561/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1562/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1563/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1564/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1565/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1566/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1567/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1568/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1569/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1570/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1571/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1572/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1573/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1574/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1575/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1576/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1577/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1578/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1579/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1580/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1581/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1582/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1583/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1584/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1585/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1586/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1587/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1588/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1589/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1590/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1591/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1592/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1593/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1594/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1595/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1596/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1597/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1598/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1599/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1600/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1601/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1602/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1603/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1604/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1605/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1606/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1607/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1608/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1609/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1610/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1611/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1612/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1613/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1614/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1615/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1619/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1627/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1628/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1629/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1630/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1631/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1632/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1633/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1634/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1635/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1636/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1637/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1638/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1639/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1640/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1641/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1642/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1643/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1644/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1645/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1646/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1647/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1648/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1649/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1650/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1651/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1652/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1653/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1654/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1666/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1667/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1668/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1669/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1670/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1671/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1672/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1673/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1674/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1675/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1689/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1690/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1691/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1692/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1696/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1701/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1711/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1740/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1746/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1752/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1753/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1754/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1755/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1756/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1757/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1758/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1759/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1760/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1761/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1762/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1763/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1764/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1765/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1766/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1767/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1768/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1769/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1770/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1771/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1775/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1776/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1777/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1778/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1782/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1783/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1789/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1790/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1791/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1792/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1793/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1794/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1805/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1806/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1807/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1808/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1809/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1810/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1811/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1812/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1813/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1814/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1815/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1816/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1817/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1818/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1819/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1820/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1821/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1822/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1824/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1825/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1826/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1827/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1828/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1829/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1830/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1832/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1833/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1834/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1835/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1855/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1856/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1862/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1866/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1877/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1878/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1879/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1880/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1881/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1882/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1883/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1884/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1885/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1886/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1887/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1888/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1889/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1890/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1891/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1892/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1893/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1894/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1895/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1900/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1901/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1902/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1903/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1904/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1905/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1906/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1907/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1908/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1911/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1912/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1913/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1914/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1915/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1916/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1917/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1918/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1919/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1920/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1921/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1922/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1923/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1931/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1932/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1933/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1934/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1935/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1936/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1937/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1938/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1939/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1940/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1941/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1942/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1943/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1944/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1945/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1947/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1948/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1949/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1950/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1951/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1952/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1953/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1954/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1955/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1956/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1957/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1958/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1960/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1961/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1962/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1963/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1964/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1965/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1966/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1967/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1968/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1969/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1970/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1971/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1972/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1973/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1974/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1975/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1976/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1977/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1978/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1979/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1980/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1981/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1982/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1983/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1984/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1985/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1986/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1987/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1988/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1989/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1990/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1991/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1992/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1993/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1994/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1995/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1996/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1997/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1998/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1999/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 2000/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385

<keras.callbacks.History at 0x7fcae0195600>

plt.plot(y,'.',alpha=0.1)
plt.plot(net(X),'--')

[<matplotlib.lines.Line2D at 0x7fcbbdf1f9a0>]

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1601706), started 0:00:00 ago. (Use '!kill 1601706' to kill it.)

• 이런것은 오버핏이 아님!

더 잘 맞추고 있잖아???

오버핏 정의할때 loss가 내려갔다가 올라갔는데 그런 경우도 아니고 심지어 더 빨리 줄어들음

오버핏 함부로 정의하고 dropout하거나 하지 말자

- 결론적으로 말해서 위와 같은 net는 설계하였을 경우 val을 빼는 것은 어리석음. (데이터만 버리는 꼴임)

- 더 많은 데이터를 남겨주면 더 빨리 학습한다.

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1)) 
net.compile(loss='mse',optimizer='adam')
net.fit(X,y,epochs=500,batch_size=100, validation_split=0.1, callbacks=tf.keras.callbacks.TensorBoard()) 

Epoch 1/500
9/9 [==============================] - 0s 8ms/step - loss: 14.5674 - val_loss: 16.9115
Epoch 2/500
9/9 [==============================] - 0s 5ms/step - loss: 14.4514 - val_loss: 16.7340
Epoch 3/500
9/9 [==============================] - 0s 6ms/step - loss: 14.3355 - val_loss: 16.5676
Epoch 4/500
9/9 [==============================] - 0s 5ms/step - loss: 14.2231 - val_loss: 16.3996
Epoch 5/500
9/9 [==============================] - 0s 6ms/step - loss: 14.1093 - val_loss: 16.2355
Epoch 6/500
9/9 [==============================] - 0s 6ms/step - loss: 13.9983 - val_loss: 16.0710
Epoch 7/500
9/9 [==============================] - 0s 6ms/step - loss: 13.8860 - val_loss: 15.9062
Epoch 8/500
9/9 [==============================] - 0s 7ms/step - loss: 13.7757 - val_loss: 15.7499
Epoch 9/500
9/9 [==============================] - 0s 7ms/step - loss: 13.6680 - val_loss: 15.5914
Epoch 10/500
9/9 [==============================] - 0s 6ms/step - loss: 13.5584 - val_loss: 15.4371
Epoch 11/500
9/9 [==============================] - 0s 7ms/step - loss: 13.4485 - val_loss: 15.2800
Epoch 12/500
9/9 [==============================] - 0s 5ms/step - loss: 13.3451 - val_loss: 15.1277
Epoch 13/500
9/9 [==============================] - 0s 7ms/step - loss: 13.2382 - val_loss: 14.9716
Epoch 14/500
9/9 [==============================] - 0s 7ms/step - loss: 13.1305 - val_loss: 14.8307
Epoch 15/500
9/9 [==============================] - 0s 5ms/step - loss: 13.0279 - val_loss: 14.6846
Epoch 16/500
9/9 [==============================] - 0s 6ms/step - loss: 12.9260 - val_loss: 14.5310
Epoch 17/500
9/9 [==============================] - 0s 6ms/step - loss: 12.8208 - val_loss: 14.3832
Epoch 18/500
9/9 [==============================] - 0s 4ms/step - loss: 12.7195 - val_loss: 14.2439
Epoch 19/500
9/9 [==============================] - 0s 5ms/step - loss: 12.6186 - val_loss: 14.0970
Epoch 20/500
9/9 [==============================] - 0s 5ms/step - loss: 12.5184 - val_loss: 13.9506
Epoch 21/500
9/9 [==============================] - 0s 6ms/step - loss: 12.4167 - val_loss: 13.8142
Epoch 22/500
9/9 [==============================] - 0s 7ms/step - loss: 12.3181 - val_loss: 13.6780
Epoch 23/500
9/9 [==============================] - 0s 6ms/step - loss: 12.2208 - val_loss: 13.5368
Epoch 24/500
9/9 [==============================] - 0s 6ms/step - loss: 12.1226 - val_loss: 13.3993
Epoch 25/500
9/9 [==============================] - 0s 4ms/step - loss: 12.0251 - val_loss: 13.2641
Epoch 26/500
9/9 [==============================] - 0s 4ms/step - loss: 11.9299 - val_loss: 13.1281
Epoch 27/500
9/9 [==============================] - 0s 3ms/step - loss: 11.8345 - val_loss: 12.9911
Epoch 28/500
9/9 [==============================] - 0s 6ms/step - loss: 11.7384 - val_loss: 12.8634
Epoch 29/500
9/9 [==============================] - 0s 6ms/step - loss: 11.6448 - val_loss: 12.7372
Epoch 30/500
9/9 [==============================] - 0s 5ms/step - loss: 11.5514 - val_loss: 12.6033
Epoch 31/500
9/9 [==============================] - 0s 6ms/step - loss: 11.4591 - val_loss: 12.4768
Epoch 32/500
9/9 [==============================] - 0s 6ms/step - loss: 11.3665 - val_loss: 12.3470
Epoch 33/500
9/9 [==============================] - 0s 6ms/step - loss: 11.2749 - val_loss: 12.2262
Epoch 34/500
9/9 [==============================] - 0s 7ms/step - loss: 11.1862 - val_loss: 12.1006
Epoch 35/500
9/9 [==============================] - 0s 7ms/step - loss: 11.0947 - val_loss: 11.9761
Epoch 36/500
9/9 [==============================] - 0s 6ms/step - loss: 11.0044 - val_loss: 11.8571
Epoch 37/500
9/9 [==============================] - 0s 6ms/step - loss: 10.9180 - val_loss: 11.7346
Epoch 38/500
9/9 [==============================] - 0s 6ms/step - loss: 10.8288 - val_loss: 11.6108
Epoch 39/500
9/9 [==============================] - 0s 5ms/step - loss: 10.7417 - val_loss: 11.4911
Epoch 40/500
9/9 [==============================] - 0s 5ms/step - loss: 10.6543 - val_loss: 11.3692
Epoch 41/500
9/9 [==============================] - 0s 6ms/step - loss: 10.5686 - val_loss: 11.2533
Epoch 42/500
9/9 [==============================] - 0s 6ms/step - loss: 10.4836 - val_loss: 11.1334
Epoch 43/500
9/9 [==============================] - 0s 6ms/step - loss: 10.3982 - val_loss: 11.0224
Epoch 44/500
9/9 [==============================] - 0s 7ms/step - loss: 10.3144 - val_loss: 10.9096
Epoch 45/500
9/9 [==============================] - 0s 6ms/step - loss: 10.2301 - val_loss: 10.7992
Epoch 46/500
9/9 [==============================] - 0s 6ms/step - loss: 10.1471 - val_loss: 10.6877
Epoch 47/500
9/9 [==============================] - 0s 6ms/step - loss: 10.0656 - val_loss: 10.5746
Epoch 48/500
9/9 [==============================] - 0s 6ms/step - loss: 9.9848 - val_loss: 10.4608
Epoch 49/500
9/9 [==============================] - 0s 5ms/step - loss: 9.9031 - val_loss: 10.3586
Epoch 50/500
9/9 [==============================] - 0s 6ms/step - loss: 9.8219 - val_loss: 10.2486
Epoch 51/500
9/9 [==============================] - 0s 4ms/step - loss: 9.7434 - val_loss: 10.1374
Epoch 52/500
9/9 [==============================] - 0s 5ms/step - loss: 9.6628 - val_loss: 10.0311
Epoch 53/500
9/9 [==============================] - 0s 6ms/step - loss: 9.5850 - val_loss: 9.9285
Epoch 54/500
9/9 [==============================] - 0s 4ms/step - loss: 9.5059 - val_loss: 9.8271
Epoch 55/500
9/9 [==============================] - 0s 6ms/step - loss: 9.4287 - val_loss: 9.7239
Epoch 56/500
9/9 [==============================] - 0s 6ms/step - loss: 9.3526 - val_loss: 9.6197
Epoch 57/500
9/9 [==============================] - 0s 5ms/step - loss: 9.2760 - val_loss: 9.5157
Epoch 58/500
9/9 [==============================] - 0s 4ms/step - loss: 9.1992 - val_loss: 9.4193
Epoch 59/500
9/9 [==============================] - 0s 5ms/step - loss: 9.1247 - val_loss: 9.3176
Epoch 60/500
9/9 [==============================] - 0s 4ms/step - loss: 9.0496 - val_loss: 9.2185
Epoch 61/500
9/9 [==============================] - 0s 3ms/step - loss: 8.9758 - val_loss: 9.1248
Epoch 62/500
9/9 [==============================] - 0s 6ms/step - loss: 8.9022 - val_loss: 9.0249
Epoch 63/500
9/9 [==============================] - 0s 6ms/step - loss: 8.8292 - val_loss: 8.9310
Epoch 64/500
9/9 [==============================] - 0s 6ms/step - loss: 8.7568 - val_loss: 8.8369
Epoch 65/500
9/9 [==============================] - 0s 7ms/step - loss: 8.6853 - val_loss: 8.7454
Epoch 66/500
9/9 [==============================] - 0s 6ms/step - loss: 8.6131 - val_loss: 8.6483
Epoch 67/500
9/9 [==============================] - 0s 6ms/step - loss: 8.5427 - val_loss: 8.5539
Epoch 68/500
9/9 [==============================] - 0s 7ms/step - loss: 8.4721 - val_loss: 8.4643
Epoch 69/500
9/9 [==============================] - 0s 4ms/step - loss: 8.4025 - val_loss: 8.3748
Epoch 70/500
9/9 [==============================] - 0s 5ms/step - loss: 8.3341 - val_loss: 8.2809
Epoch 71/500
9/9 [==============================] - 0s 5ms/step - loss: 8.2652 - val_loss: 8.1919
Epoch 72/500
9/9 [==============================] - 0s 6ms/step - loss: 8.1965 - val_loss: 8.1054
Epoch 73/500
9/9 [==============================] - 0s 6ms/step - loss: 8.1281 - val_loss: 8.0238
Epoch 74/500
9/9 [==============================] - 0s 5ms/step - loss: 8.0610 - val_loss: 7.9403
Epoch 75/500
9/9 [==============================] - 0s 4ms/step - loss: 7.9945 - val_loss: 7.8532
Epoch 76/500
9/9 [==============================] - 0s 4ms/step - loss: 7.9294 - val_loss: 7.7670
Epoch 77/500
9/9 [==============================] - 0s 6ms/step - loss: 7.8634 - val_loss: 7.6833
Epoch 78/500
9/9 [==============================] - 0s 6ms/step - loss: 7.7982 - val_loss: 7.5990
Epoch 79/500
9/9 [==============================] - 0s 6ms/step - loss: 7.7328 - val_loss: 7.5192
Epoch 80/500
9/9 [==============================] - 0s 5ms/step - loss: 7.6695 - val_loss: 7.4375
Epoch 81/500
9/9 [==============================] - 0s 5ms/step - loss: 7.6048 - val_loss: 7.3574
Epoch 82/500
9/9 [==============================] - 0s 4ms/step - loss: 7.5418 - val_loss: 7.2758
Epoch 83/500
9/9 [==============================] - 0s 3ms/step - loss: 7.4790 - val_loss: 7.1949
Epoch 84/500
9/9 [==============================] - 0s 6ms/step - loss: 7.4173 - val_loss: 7.1182
Epoch 85/500
9/9 [==============================] - 0s 6ms/step - loss: 7.3549 - val_loss: 7.0415
Epoch 86/500
9/9 [==============================] - 0s 6ms/step - loss: 7.2940 - val_loss: 6.9655
Epoch 87/500
9/9 [==============================] - 0s 6ms/step - loss: 7.2330 - val_loss: 6.8873
Epoch 88/500
9/9 [==============================] - 0s 7ms/step - loss: 7.1722 - val_loss: 6.8113
Epoch 89/500
9/9 [==============================] - 0s 7ms/step - loss: 7.1119 - val_loss: 6.7387
Epoch 90/500
9/9 [==============================] - 0s 6ms/step - loss: 7.0532 - val_loss: 6.6647
Epoch 91/500
9/9 [==============================] - 0s 6ms/step - loss: 6.9943 - val_loss: 6.5880
Epoch 92/500
9/9 [==============================] - 0s 6ms/step - loss: 6.9349 - val_loss: 6.5168
Epoch 93/500
9/9 [==============================] - 0s 6ms/step - loss: 6.8769 - val_loss: 6.4443
Epoch 94/500
9/9 [==============================] - 0s 5ms/step - loss: 6.8188 - val_loss: 6.3751
Epoch 95/500
9/9 [==============================] - 0s 7ms/step - loss: 6.7620 - val_loss: 6.3057
Epoch 96/500
9/9 [==============================] - 0s 6ms/step - loss: 6.7044 - val_loss: 6.2340
Epoch 97/500
9/9 [==============================] - 0s 7ms/step - loss: 6.6482 - val_loss: 6.1687
Epoch 98/500
9/9 [==============================] - 0s 6ms/step - loss: 6.5921 - val_loss: 6.0992
Epoch 99/500
9/9 [==============================] - 0s 7ms/step - loss: 6.5364 - val_loss: 6.0315
Epoch 100/500
9/9 [==============================] - 0s 7ms/step - loss: 6.4818 - val_loss: 5.9620
Epoch 101/500
9/9 [==============================] - 0s 7ms/step - loss: 6.4263 - val_loss: 5.8969
Epoch 102/500
9/9 [==============================] - 0s 6ms/step - loss: 6.3721 - val_loss: 5.8307
Epoch 103/500
9/9 [==============================] - 0s 5ms/step - loss: 6.3190 - val_loss: 5.7632
Epoch 104/500
9/9 [==============================] - 0s 6ms/step - loss: 6.2649 - val_loss: 5.6983
Epoch 105/500
9/9 [==============================] - 0s 6ms/step - loss: 6.2114 - val_loss: 5.6326
Epoch 106/500
9/9 [==============================] - 0s 6ms/step - loss: 6.1584 - val_loss: 5.5716
Epoch 107/500
9/9 [==============================] - 0s 6ms/step - loss: 6.1070 - val_loss: 5.5057
Epoch 108/500
9/9 [==============================] - 0s 6ms/step - loss: 6.0547 - val_loss: 5.4445
Epoch 109/500
9/9 [==============================] - 0s 4ms/step - loss: 6.0027 - val_loss: 5.3856
Epoch 110/500
9/9 [==============================] - 0s 6ms/step - loss: 5.9518 - val_loss: 5.3242
Epoch 111/500
9/9 [==============================] - 0s 6ms/step - loss: 5.9013 - val_loss: 5.2628
Epoch 112/500
9/9 [==============================] - 0s 4ms/step - loss: 5.8502 - val_loss: 5.2033
Epoch 113/500
9/9 [==============================] - 0s 6ms/step - loss: 5.8004 - val_loss: 5.1488
Epoch 114/500
9/9 [==============================] - 0s 7ms/step - loss: 5.7511 - val_loss: 5.0884
Epoch 115/500
9/9 [==============================] - 0s 6ms/step - loss: 5.7017 - val_loss: 5.0252
Epoch 116/500
9/9 [==============================] - 0s 6ms/step - loss: 5.6529 - val_loss: 4.9679
Epoch 117/500
9/9 [==============================] - 0s 6ms/step - loss: 5.6042 - val_loss: 4.9129
Epoch 118/500
9/9 [==============================] - 0s 7ms/step - loss: 5.5570 - val_loss: 4.8536
Epoch 119/500
9/9 [==============================] - 0s 6ms/step - loss: 5.5079 - val_loss: 4.8005
Epoch 120/500
9/9 [==============================] - 0s 6ms/step - loss: 5.4607 - val_loss: 4.7457
Epoch 121/500
9/9 [==============================] - 0s 5ms/step - loss: 5.4139 - val_loss: 4.6925
Epoch 122/500
9/9 [==============================] - 0s 6ms/step - loss: 5.3671 - val_loss: 4.6376
Epoch 123/500
9/9 [==============================] - 0s 6ms/step - loss: 5.3206 - val_loss: 4.5850
Epoch 124/500
9/9 [==============================] - 0s 5ms/step - loss: 5.2750 - val_loss: 4.5315
Epoch 125/500
9/9 [==============================] - 0s 7ms/step - loss: 5.2290 - val_loss: 4.4773
Epoch 126/500
9/9 [==============================] - 0s 6ms/step - loss: 5.1840 - val_loss: 4.4257
Epoch 127/500
9/9 [==============================] - 0s 5ms/step - loss: 5.1383 - val_loss: 4.3758
Epoch 128/500
9/9 [==============================] - 0s 4ms/step - loss: 5.0942 - val_loss: 4.3243
Epoch 129/500
9/9 [==============================] - 0s 5ms/step - loss: 5.0503 - val_loss: 4.2725
Epoch 130/500
9/9 [==============================] - 0s 6ms/step - loss: 5.0061 - val_loss: 4.2227
Epoch 131/500
9/9 [==============================] - 0s 5ms/step - loss: 4.9625 - val_loss: 4.1721
Epoch 132/500
9/9 [==============================] - 0s 7ms/step - loss: 4.9192 - val_loss: 4.1209
Epoch 133/500
9/9 [==============================] - 0s 6ms/step - loss: 4.8763 - val_loss: 4.0752
Epoch 134/500
9/9 [==============================] - 0s 6ms/step - loss: 4.8337 - val_loss: 4.0270
Epoch 135/500
9/9 [==============================] - 0s 4ms/step - loss: 4.7911 - val_loss: 3.9783
Epoch 136/500
9/9 [==============================] - 0s 4ms/step - loss: 4.7493 - val_loss: 3.9335
Epoch 137/500
9/9 [==============================] - 0s 4ms/step - loss: 4.7075 - val_loss: 3.8880
Epoch 138/500
9/9 [==============================] - 0s 3ms/step - loss: 4.6663 - val_loss: 3.8400
Epoch 139/500
9/9 [==============================] - 0s 6ms/step - loss: 4.6255 - val_loss: 3.7954
Epoch 140/500
9/9 [==============================] - 0s 6ms/step - loss: 4.5846 - val_loss: 3.7484
Epoch 141/500
9/9 [==============================] - 0s 6ms/step - loss: 4.5446 - val_loss: 3.7034
Epoch 142/500
9/9 [==============================] - 0s 6ms/step - loss: 4.5040 - val_loss: 3.6604
Epoch 143/500
9/9 [==============================] - 0s 6ms/step - loss: 4.4646 - val_loss: 3.6148
Epoch 144/500
9/9 [==============================] - 0s 4ms/step - loss: 4.4254 - val_loss: 3.5707
Epoch 145/500
9/9 [==============================] - 0s 6ms/step - loss: 4.3857 - val_loss: 3.5288
Epoch 146/500
9/9 [==============================] - 0s 6ms/step - loss: 4.3472 - val_loss: 3.4856
Epoch 147/500
9/9 [==============================] - 0s 6ms/step - loss: 4.3086 - val_loss: 3.4450
Epoch 148/500
9/9 [==============================] - 0s 5ms/step - loss: 4.2703 - val_loss: 3.4027
Epoch 149/500
9/9 [==============================] - 0s 5ms/step - loss: 4.2320 - val_loss: 3.3606
Epoch 150/500
9/9 [==============================] - 0s 6ms/step - loss: 4.1946 - val_loss: 3.3185
Epoch 151/500
9/9 [==============================] - 0s 6ms/step - loss: 4.1570 - val_loss: 3.2805
Epoch 152/500
9/9 [==============================] - 0s 7ms/step - loss: 4.1202 - val_loss: 3.2403
Epoch 153/500
9/9 [==============================] - 0s 6ms/step - loss: 4.0835 - val_loss: 3.1989
Epoch 154/500
9/9 [==============================] - 0s 7ms/step - loss: 4.0470 - val_loss: 3.1593
Epoch 155/500
9/9 [==============================] - 0s 6ms/step - loss: 4.0108 - val_loss: 3.1194
Epoch 156/500
9/9 [==============================] - 0s 7ms/step - loss: 3.9744 - val_loss: 3.0831
Epoch 157/500
9/9 [==============================] - 0s 7ms/step - loss: 3.9393 - val_loss: 3.0447
Epoch 158/500
9/9 [==============================] - 0s 7ms/step - loss: 3.9039 - val_loss: 3.0067
Epoch 159/500
9/9 [==============================] - 0s 6ms/step - loss: 3.8683 - val_loss: 2.9710
Epoch 160/500
9/9 [==============================] - 0s 6ms/step - loss: 3.8338 - val_loss: 2.9340
Epoch 161/500
9/9 [==============================] - 0s 6ms/step - loss: 3.7989 - val_loss: 2.8984
Epoch 162/500
9/9 [==============================] - 0s 6ms/step - loss: 3.7648 - val_loss: 2.8593
Epoch 163/500
9/9 [==============================] - 0s 5ms/step - loss: 3.7309 - val_loss: 2.8241
Epoch 164/500
9/9 [==============================] - 0s 6ms/step - loss: 3.6969 - val_loss: 2.7880
Epoch 165/500
9/9 [==============================] - 0s 6ms/step - loss: 3.6633 - val_loss: 2.7547
Epoch 166/500
9/9 [==============================] - 0s 6ms/step - loss: 3.6302 - val_loss: 2.7199
Epoch 167/500
9/9 [==============================] - 0s 6ms/step - loss: 3.5970 - val_loss: 2.6848
Epoch 168/500
9/9 [==============================] - 0s 7ms/step - loss: 3.5647 - val_loss: 2.6500
Epoch 169/500
9/9 [==============================] - 0s 6ms/step - loss: 3.5320 - val_loss: 2.6180
Epoch 170/500
9/9 [==============================] - 0s 5ms/step - loss: 3.4997 - val_loss: 2.5845
Epoch 171/500
9/9 [==============================] - 0s 5ms/step - loss: 3.4677 - val_loss: 2.5512
Epoch 172/500
9/9 [==============================] - 0s 6ms/step - loss: 3.4363 - val_loss: 2.5173
Epoch 173/500
9/9 [==============================] - 0s 4ms/step - loss: 3.4046 - val_loss: 2.4855
Epoch 174/500
9/9 [==============================] - 0s 4ms/step - loss: 3.3733 - val_loss: 2.4549
Epoch 175/500
9/9 [==============================] - 0s 6ms/step - loss: 3.3424 - val_loss: 2.4208
Epoch 176/500
9/9 [==============================] - 0s 5ms/step - loss: 3.3117 - val_loss: 2.3893
Epoch 177/500
9/9 [==============================] - 0s 6ms/step - loss: 3.2809 - val_loss: 2.3601
Epoch 178/500
9/9 [==============================] - 0s 6ms/step - loss: 3.2509 - val_loss: 2.3295
Epoch 179/500
9/9 [==============================] - 0s 4ms/step - loss: 3.2211 - val_loss: 2.2985
Epoch 180/500
9/9 [==============================] - 0s 5ms/step - loss: 3.1911 - val_loss: 2.2677
Epoch 181/500
9/9 [==============================] - 0s 6ms/step - loss: 3.1617 - val_loss: 2.2392
Epoch 182/500
9/9 [==============================] - 0s 7ms/step - loss: 3.1322 - val_loss: 2.2081
Epoch 183/500
9/9 [==============================] - 0s 7ms/step - loss: 3.1033 - val_loss: 2.1795
Epoch 184/500
9/9 [==============================] - 0s 6ms/step - loss: 3.0742 - val_loss: 2.1512
Epoch 185/500
9/9 [==============================] - 0s 7ms/step - loss: 3.0459 - val_loss: 2.1235
Epoch 186/500
9/9 [==============================] - 0s 6ms/step - loss: 3.0174 - val_loss: 2.0960
Epoch 187/500
9/9 [==============================] - 0s 6ms/step - loss: 2.9893 - val_loss: 2.0679
Epoch 188/500
9/9 [==============================] - 0s 7ms/step - loss: 2.9612 - val_loss: 2.0390
Epoch 189/500
9/9 [==============================] - 0s 6ms/step - loss: 2.9337 - val_loss: 2.0121
Epoch 190/500
9/9 [==============================] - 0s 7ms/step - loss: 2.9061 - val_loss: 1.9857
Epoch 191/500
9/9 [==============================] - 0s 5ms/step - loss: 2.8790 - val_loss: 1.9583
Epoch 192/500
9/9 [==============================] - 0s 6ms/step - loss: 2.8521 - val_loss: 1.9314
Epoch 193/500
9/9 [==============================] - 0s 7ms/step - loss: 2.8251 - val_loss: 1.9047
Epoch 194/500
9/9 [==============================] - 0s 5ms/step - loss: 2.7985 - val_loss: 1.8801
Epoch 195/500
9/9 [==============================] - 0s 6ms/step - loss: 2.7720 - val_loss: 1.8527
Epoch 196/500
9/9 [==============================] - 0s 7ms/step - loss: 2.7460 - val_loss: 1.8278
Epoch 197/500
9/9 [==============================] - 0s 7ms/step - loss: 2.7201 - val_loss: 1.8021
Epoch 198/500
9/9 [==============================] - 0s 7ms/step - loss: 2.6943 - val_loss: 1.7783
Epoch 199/500
9/9 [==============================] - 0s 7ms/step - loss: 2.6685 - val_loss: 1.7531
Epoch 200/500
9/9 [==============================] - 0s 5ms/step - loss: 2.6435 - val_loss: 1.7286
Epoch 201/500
9/9 [==============================] - 0s 6ms/step - loss: 2.6179 - val_loss: 1.7057
Epoch 202/500
9/9 [==============================] - 0s 4ms/step - loss: 2.5931 - val_loss: 1.6821
Epoch 203/500
9/9 [==============================] - 0s 6ms/step - loss: 2.5687 - val_loss: 1.6590
Epoch 204/500
9/9 [==============================] - 0s 7ms/step - loss: 2.5440 - val_loss: 1.6357
Epoch 205/500
9/9 [==============================] - 0s 5ms/step - loss: 2.5199 - val_loss: 1.6116
Epoch 206/500
9/9 [==============================] - 0s 6ms/step - loss: 2.4956 - val_loss: 1.5886
Epoch 207/500
9/9 [==============================] - 0s 5ms/step - loss: 2.4717 - val_loss: 1.5657
Epoch 208/500
9/9 [==============================] - 0s 6ms/step - loss: 2.4479 - val_loss: 1.5443
Epoch 209/500
9/9 [==============================] - 0s 7ms/step - loss: 2.4246 - val_loss: 1.5228
Epoch 210/500
9/9 [==============================] - 0s 6ms/step - loss: 2.4012 - val_loss: 1.5018
Epoch 211/500
9/9 [==============================] - 0s 5ms/step - loss: 2.3781 - val_loss: 1.4796
Epoch 212/500
9/9 [==============================] - 0s 7ms/step - loss: 2.3551 - val_loss: 1.4602
Epoch 213/500
9/9 [==============================] - 0s 6ms/step - loss: 2.3322 - val_loss: 1.4376
Epoch 214/500
9/9 [==============================] - 0s 5ms/step - loss: 2.3098 - val_loss: 1.4175
Epoch 215/500
9/9 [==============================] - 0s 6ms/step - loss: 2.2875 - val_loss: 1.3953
Epoch 216/500
9/9 [==============================] - 0s 6ms/step - loss: 2.2653 - val_loss: 1.3758
Epoch 217/500
9/9 [==============================] - 0s 7ms/step - loss: 2.2433 - val_loss: 1.3567
Epoch 218/500
9/9 [==============================] - 0s 6ms/step - loss: 2.2215 - val_loss: 1.3365
Epoch 219/500
9/9 [==============================] - 0s 4ms/step - loss: 2.1999 - val_loss: 1.3157
Epoch 220/500
9/9 [==============================] - 0s 5ms/step - loss: 2.1784 - val_loss: 1.2971
Epoch 221/500
9/9 [==============================] - 0s 6ms/step - loss: 2.1570 - val_loss: 1.2800
Epoch 222/500
9/9 [==============================] - 0s 7ms/step - loss: 2.1360 - val_loss: 1.2608
Epoch 223/500
9/9 [==============================] - 0s 6ms/step - loss: 2.1152 - val_loss: 1.2413
Epoch 224/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0943 - val_loss: 1.2239
Epoch 225/500
9/9 [==============================] - 0s 4ms/step - loss: 2.0738 - val_loss: 1.2050
Epoch 226/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0536 - val_loss: 1.1866
Epoch 227/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0333 - val_loss: 1.1686
Epoch 228/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0133 - val_loss: 1.1508
Epoch 229/500
9/9 [==============================] - 0s 7ms/step - loss: 1.9933 - val_loss: 1.1326
Epoch 230/500
9/9 [==============================] - 0s 5ms/step - loss: 1.9737 - val_loss: 1.1160
Epoch 231/500
9/9 [==============================] - 0s 6ms/step - loss: 1.9542 - val_loss: 1.0993
Epoch 232/500
9/9 [==============================] - 0s 7ms/step - loss: 1.9349 - val_loss: 1.0824
Epoch 233/500
9/9 [==============================] - 0s 6ms/step - loss: 1.9157 - val_loss: 1.0650
Epoch 234/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8967 - val_loss: 1.0494
Epoch 235/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8779 - val_loss: 1.0326
Epoch 236/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8591 - val_loss: 1.0171
Epoch 237/500
9/9 [==============================] - 0s 7ms/step - loss: 1.8406 - val_loss: 1.0011
Epoch 238/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8223 - val_loss: 0.9854
Epoch 239/500
9/9 [==============================] - 0s 7ms/step - loss: 1.8041 - val_loss: 0.9699
Epoch 240/500
9/9 [==============================] - 0s 7ms/step - loss: 1.7861 - val_loss: 0.9556
Epoch 241/500
9/9 [==============================] - 0s 6ms/step - loss: 1.7681 - val_loss: 0.9397
Epoch 242/500
9/9 [==============================] - 0s 5ms/step - loss: 1.7505 - val_loss: 0.9255
Epoch 243/500
9/9 [==============================] - 0s 5ms/step - loss: 1.7329 - val_loss: 0.9101
Epoch 244/500
9/9 [==============================] - 0s 4ms/step - loss: 1.7155 - val_loss: 0.8958
Epoch 245/500
9/9 [==============================] - 0s 3ms/step - loss: 1.6982 - val_loss: 0.8814
Epoch 246/500
9/9 [==============================] - 0s 6ms/step - loss: 1.6812 - val_loss: 0.8674
Epoch 247/500
9/9 [==============================] - 0s 6ms/step - loss: 1.6641 - val_loss: 0.8536
Epoch 248/500
9/9 [==============================] - 0s 6ms/step - loss: 1.6472 - val_loss: 0.8386
Epoch 249/500
9/9 [==============================] - 0s 5ms/step - loss: 1.6306 - val_loss: 0.8256
Epoch 250/500
9/9 [==============================] - 0s 5ms/step - loss: 1.6142 - val_loss: 0.8119
Epoch 251/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5980 - val_loss: 0.7984
Epoch 252/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5817 - val_loss: 0.7859
Epoch 253/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5657 - val_loss: 0.7732
Epoch 254/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5496 - val_loss: 0.7603
Epoch 255/500
9/9 [==============================] - 0s 6ms/step - loss: 1.5341 - val_loss: 0.7486
Epoch 256/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5183 - val_loss: 0.7355
Epoch 257/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5029 - val_loss: 0.7221
Epoch 258/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4874 - val_loss: 0.7110
Epoch 259/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4722 - val_loss: 0.6988
Epoch 260/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4573 - val_loss: 0.6874
Epoch 261/500
9/9 [==============================] - 0s 7ms/step - loss: 1.4423 - val_loss: 0.6752
Epoch 262/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4276 - val_loss: 0.6639
Epoch 263/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4128 - val_loss: 0.6531
Epoch 264/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3983 - val_loss: 0.6420
Epoch 265/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3839 - val_loss: 0.6303
Epoch 266/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3697 - val_loss: 0.6201
Epoch 267/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3557 - val_loss: 0.6092
Epoch 268/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3416 - val_loss: 0.5984
Epoch 269/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3277 - val_loss: 0.5876
Epoch 270/500
9/9 [==============================] - 0s 5ms/step - loss: 1.3140 - val_loss: 0.5778
Epoch 271/500
9/9 [==============================] - 0s 4ms/step - loss: 1.3005 - val_loss: 0.5681
Epoch 272/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2870 - val_loss: 0.5581
Epoch 273/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2736 - val_loss: 0.5476
Epoch 274/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2605 - val_loss: 0.5377
Epoch 275/500
9/9 [==============================] - 0s 5ms/step - loss: 1.2473 - val_loss: 0.5285
Epoch 276/500
9/9 [==============================] - 0s 7ms/step - loss: 1.2344 - val_loss: 0.5189
Epoch 277/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2215 - val_loss: 0.5098
Epoch 278/500
9/9 [==============================] - 0s 7ms/step - loss: 1.2088 - val_loss: 0.5004
Epoch 279/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1962 - val_loss: 0.4911
Epoch 280/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1838 - val_loss: 0.4827
Epoch 281/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1714 - val_loss: 0.4738
Epoch 282/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1591 - val_loss: 0.4650
Epoch 283/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1470 - val_loss: 0.4566
Epoch 284/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1351 - val_loss: 0.4484
Epoch 285/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1231 - val_loss: 0.4397
Epoch 286/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1114 - val_loss: 0.4315
Epoch 287/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0996 - val_loss: 0.4234
Epoch 288/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0882 - val_loss: 0.4159
Epoch 289/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0767 - val_loss: 0.4081
Epoch 290/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0654 - val_loss: 0.4000
Epoch 291/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0541 - val_loss: 0.3925
Epoch 292/500
9/9 [==============================] - 0s 7ms/step - loss: 1.0431 - val_loss: 0.3855
Epoch 293/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0321 - val_loss: 0.3779
Epoch 294/500
9/9 [==============================] - 0s 4ms/step - loss: 1.0212 - val_loss: 0.3710
Epoch 295/500
9/9 [==============================] - 0s 3ms/step - loss: 1.0104 - val_loss: 0.3640
Epoch 296/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9997 - val_loss: 0.3564
Epoch 297/500
9/9 [==============================] - 0s 5ms/step - loss: 0.9892 - val_loss: 0.3498
Epoch 298/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9787 - val_loss: 0.3434
Epoch 299/500
9/9 [==============================] - 0s 5ms/step - loss: 0.9684 - val_loss: 0.3365
Epoch 300/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9581 - val_loss: 0.3303
Epoch 301/500
9/9 [==============================] - 0s 7ms/step - loss: 0.9480 - val_loss: 0.3237
Epoch 302/500
9/9 [==============================] - 0s 7ms/step - loss: 0.9379 - val_loss: 0.3179
Epoch 303/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9278 - val_loss: 0.3116
Epoch 304/500
9/9 [==============================] - 0s 5ms/step - loss: 0.9181 - val_loss: 0.3053
Epoch 305/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9083 - val_loss: 0.2990
Epoch 306/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8987 - val_loss: 0.2934
Epoch 307/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8891 - val_loss: 0.2878
Epoch 308/500
9/9 [==============================] - 0s 5ms/step - loss: 0.8797 - val_loss: 0.2820
Epoch 309/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8703 - val_loss: 0.2761
Epoch 310/500
9/9 [==============================] - 0s 4ms/step - loss: 0.8610 - val_loss: 0.2711
Epoch 311/500
9/9 [==============================] - 0s 5ms/step - loss: 0.8518 - val_loss: 0.2653
Epoch 312/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8428 - val_loss: 0.2602
Epoch 313/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8337 - val_loss: 0.2546
Epoch 314/500
9/9 [==============================] - 0s 4ms/step - loss: 0.8249 - val_loss: 0.2501
Epoch 315/500
9/9 [==============================] - 0s 3ms/step - loss: 0.8161 - val_loss: 0.2447
Epoch 316/500
9/9 [==============================] - 0s 5ms/step - loss: 0.8074 - val_loss: 0.2401
Epoch 317/500
9/9 [==============================] - 0s 4ms/step - loss: 0.7987 - val_loss: 0.2349
Epoch 318/500
9/9 [==============================] - 0s 5ms/step - loss: 0.7902 - val_loss: 0.2304
Epoch 319/500
9/9 [==============================] - 0s 7ms/step - loss: 0.7817 - val_loss: 0.2254
Epoch 320/500
9/9 [==============================] - 0s 5ms/step - loss: 0.7734 - val_loss: 0.2207
Epoch 321/500
9/9 [==============================] - 0s 5ms/step - loss: 0.7650 - val_loss: 0.2163
Epoch 322/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7569 - val_loss: 0.2120
Epoch 323/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7488 - val_loss: 0.2078
Epoch 324/500
9/9 [==============================] - 0s 7ms/step - loss: 0.7408 - val_loss: 0.2036
Epoch 325/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7328 - val_loss: 0.1998
Epoch 326/500
9/9 [==============================] - 0s 5ms/step - loss: 0.7249 - val_loss: 0.1955
Epoch 327/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7172 - val_loss: 0.1914
Epoch 328/500
9/9 [==============================] - 0s 7ms/step - loss: 0.7095 - val_loss: 0.1875
Epoch 329/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7019 - val_loss: 0.1836
Epoch 330/500
9/9 [==============================] - 0s 4ms/step - loss: 0.6943 - val_loss: 0.1799
Epoch 331/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6869 - val_loss: 0.1761
Epoch 332/500
9/9 [==============================] - 0s 5ms/step - loss: 0.6795 - val_loss: 0.1724
Epoch 333/500
9/9 [==============================] - 0s 4ms/step - loss: 0.6722 - val_loss: 0.1687
Epoch 334/500
9/9 [==============================] - 0s 3ms/step - loss: 0.6650 - val_loss: 0.1653
Epoch 335/500
9/9 [==============================] - 0s 5ms/step - loss: 0.6578 - val_loss: 0.1617
Epoch 336/500
9/9 [==============================] - 0s 5ms/step - loss: 0.6507 - val_loss: 0.1586
Epoch 337/500
9/9 [==============================] - 0s 5ms/step - loss: 0.6437 - val_loss: 0.1552
Epoch 338/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6368 - val_loss: 0.1522
Epoch 339/500
9/9 [==============================] - 0s 7ms/step - loss: 0.6300 - val_loss: 0.1491
Epoch 340/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6232 - val_loss: 0.1460
Epoch 341/500
9/9 [==============================] - 0s 4ms/step - loss: 0.6165 - val_loss: 0.1430
Epoch 342/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6099 - val_loss: 0.1400
Epoch 343/500
9/9 [==============================] - 0s 7ms/step - loss: 0.6033 - val_loss: 0.1370
Epoch 344/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5968 - val_loss: 0.1343
Epoch 345/500
9/9 [==============================] - 0s 4ms/step - loss: 0.5904 - val_loss: 0.1315
Epoch 346/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5840 - val_loss: 0.1288
Epoch 347/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5778 - val_loss: 0.1262
Epoch 348/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5716 - val_loss: 0.1237
Epoch 349/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5654 - val_loss: 0.1212
Epoch 350/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5593 - val_loss: 0.1187
Epoch 351/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5533 - val_loss: 0.1163
Epoch 352/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5473 - val_loss: 0.1141
Epoch 353/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5414 - val_loss: 0.1118
Epoch 354/500
9/9 [==============================] - 0s 4ms/step - loss: 0.5356 - val_loss: 0.1094
Epoch 355/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5298 - val_loss: 0.1071
Epoch 356/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5241 - val_loss: 0.1052
Epoch 357/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5185 - val_loss: 0.1031
Epoch 358/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5129 - val_loss: 0.1012
Epoch 359/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5073 - val_loss: 0.0989
Epoch 360/500
9/9 [==============================] - 0s 4ms/step - loss: 0.5019 - val_loss: 0.0971
Epoch 361/500
9/9 [==============================] - 0s 5ms/step - loss: 0.4965 - val_loss: 0.0953
Epoch 362/500
9/9 [==============================] - 0s 7ms/step - loss: 0.4912 - val_loss: 0.0935
Epoch 363/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4858 - val_loss: 0.0917
Epoch 364/500
9/9 [==============================] - 0s 5ms/step - loss: 0.4806 - val_loss: 0.0899
Epoch 365/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4754 - val_loss: 0.0881
Epoch 366/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4704 - val_loss: 0.0865
Epoch 367/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4653 - val_loss: 0.0850
Epoch 368/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4602 - val_loss: 0.0834
Epoch 369/500
9/9 [==============================] - 0s 4ms/step - loss: 0.4553 - val_loss: 0.0818
Epoch 370/500
9/9 [==============================] - 0s 5ms/step - loss: 0.4504 - val_loss: 0.0804
Epoch 371/500
9/9 [==============================] - 0s 7ms/step - loss: 0.4455 - val_loss: 0.0789
Epoch 372/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4407 - val_loss: 0.0775
Epoch 373/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4360 - val_loss: 0.0761
Epoch 374/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4313 - val_loss: 0.0748
Epoch 375/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4267 - val_loss: 0.0735
Epoch 376/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4221 - val_loss: 0.0723
Epoch 377/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4175 - val_loss: 0.0712
Epoch 378/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4131 - val_loss: 0.0700
Epoch 379/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4086 - val_loss: 0.0687
Epoch 380/500
9/9 [==============================] - 0s 4ms/step - loss: 0.4042 - val_loss: 0.0676
Epoch 381/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3998 - val_loss: 0.0666
Epoch 382/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3956 - val_loss: 0.0655
Epoch 383/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3913 - val_loss: 0.0645
Epoch 384/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3872 - val_loss: 0.0635
Epoch 385/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3829 - val_loss: 0.0624
Epoch 386/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3788 - val_loss: 0.0616
Epoch 387/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3748 - val_loss: 0.0608
Epoch 388/500
9/9 [==============================] - 0s 7ms/step - loss: 0.3707 - val_loss: 0.0598
Epoch 389/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3668 - val_loss: 0.0589
Epoch 390/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3628 - val_loss: 0.0581
Epoch 391/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3589 - val_loss: 0.0574
Epoch 392/500
9/9 [==============================] - 0s 4ms/step - loss: 0.3551 - val_loss: 0.0567
Epoch 393/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3513 - val_loss: 0.0559
Epoch 394/500
9/9 [==============================] - 0s 5ms/step - loss: 0.3476 - val_loss: 0.0552
Epoch 395/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3438 - val_loss: 0.0545
Epoch 396/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3401 - val_loss: 0.0538
Epoch 397/500
9/9 [==============================] - 0s 4ms/step - loss: 0.3364 - val_loss: 0.0531
Epoch 398/500
9/9 [==============================] - 0s 3ms/step - loss: 0.3329 - val_loss: 0.0526
Epoch 399/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3293 - val_loss: 0.0519
Epoch 400/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3258 - val_loss: 0.0514
Epoch 401/500
9/9 [==============================] - 0s 5ms/step - loss: 0.3222 - val_loss: 0.0508
Epoch 402/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3188 - val_loss: 0.0503
Epoch 403/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3154 - val_loss: 0.0498
Epoch 404/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3120 - val_loss: 0.0493
Epoch 405/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3087 - val_loss: 0.0488
Epoch 406/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3053 - val_loss: 0.0483
Epoch 407/500
9/9 [==============================] - 0s 7ms/step - loss: 0.3021 - val_loss: 0.0479
Epoch 408/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2989 - val_loss: 0.0475
Epoch 409/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2956 - val_loss: 0.0470
Epoch 410/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2925 - val_loss: 0.0466
Epoch 411/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2893 - val_loss: 0.0462
Epoch 412/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2863 - val_loss: 0.0459
Epoch 413/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2832 - val_loss: 0.0456
Epoch 414/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2802 - val_loss: 0.0453
Epoch 415/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2771 - val_loss: 0.0449
Epoch 416/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2742 - val_loss: 0.0447
Epoch 417/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2713 - val_loss: 0.0443
Epoch 418/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2684 - val_loss: 0.0440
Epoch 419/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2655 - val_loss: 0.0437
Epoch 420/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2627 - val_loss: 0.0435
Epoch 421/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2599 - val_loss: 0.0433
Epoch 422/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2571 - val_loss: 0.0430
Epoch 423/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2543 - val_loss: 0.0429
Epoch 424/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2516 - val_loss: 0.0427
Epoch 425/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2489 - val_loss: 0.0425
Epoch 426/500
9/9 [==============================] - 0s 3ms/step - loss: 0.2462 - val_loss: 0.0423
Epoch 427/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2437 - val_loss: 0.0421
Epoch 428/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2411 - val_loss: 0.0419
Epoch 429/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2385 - val_loss: 0.0418
Epoch 430/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2359 - val_loss: 0.0416
Epoch 431/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2334 - val_loss: 0.0415
Epoch 432/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2309 - val_loss: 0.0413
Epoch 433/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2284 - val_loss: 0.0412
Epoch 434/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2260 - val_loss: 0.0411
Epoch 435/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2236 - val_loss: 0.0410
Epoch 436/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2212 - val_loss: 0.0409
Epoch 437/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2189 - val_loss: 0.0408
Epoch 438/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2165 - val_loss: 0.0407
Epoch 439/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2142 - val_loss: 0.0406
Epoch 440/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2120 - val_loss: 0.0405
Epoch 441/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2097 - val_loss: 0.0405
Epoch 442/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2074 - val_loss: 0.0404
Epoch 443/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2052 - val_loss: 0.0403
Epoch 444/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2031 - val_loss: 0.0403
Epoch 445/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2009 - val_loss: 0.0402
Epoch 446/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1987 - val_loss: 0.0401
Epoch 447/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1966 - val_loss: 0.0401
Epoch 448/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1946 - val_loss: 0.0401
Epoch 449/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1925 - val_loss: 0.0400
Epoch 450/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1904 - val_loss: 0.0400
Epoch 451/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1884 - val_loss: 0.0399
Epoch 452/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1864 - val_loss: 0.0399
Epoch 453/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1844 - val_loss: 0.0399
Epoch 454/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1825 - val_loss: 0.0399
Epoch 455/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1805 - val_loss: 0.0398
Epoch 456/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1786 - val_loss: 0.0398
Epoch 457/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1767 - val_loss: 0.0398
Epoch 458/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1748 - val_loss: 0.0398
Epoch 459/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1730 - val_loss: 0.0398
Epoch 460/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1711 - val_loss: 0.0398
Epoch 461/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1693 - val_loss: 0.0398
Epoch 462/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1675 - val_loss: 0.0398
Epoch 463/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1658 - val_loss: 0.0398
Epoch 464/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1640 - val_loss: 0.0397
Epoch 465/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1622 - val_loss: 0.0397
Epoch 466/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1606 - val_loss: 0.0397
Epoch 467/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1588 - val_loss: 0.0398
Epoch 468/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1572 - val_loss: 0.0398
Epoch 469/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1555 - val_loss: 0.0398
Epoch 470/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1538 - val_loss: 0.0398
Epoch 471/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1522 - val_loss: 0.0398
Epoch 472/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1506 - val_loss: 0.0398
Epoch 473/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1490 - val_loss: 0.0398
Epoch 474/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1474 - val_loss: 0.0398
Epoch 475/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1459 - val_loss: 0.0398
Epoch 476/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1443 - val_loss: 0.0398
Epoch 477/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1428 - val_loss: 0.0398
Epoch 478/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1413 - val_loss: 0.0398
Epoch 479/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1399 - val_loss: 0.0398
Epoch 480/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1384 - val_loss: 0.0398
Epoch 481/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1369 - val_loss: 0.0398
Epoch 482/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1355 - val_loss: 0.0398
Epoch 483/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1340 - val_loss: 0.0398
Epoch 484/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1327 - val_loss: 0.0398
Epoch 485/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1312 - val_loss: 0.0398
Epoch 486/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1299 - val_loss: 0.0398
Epoch 487/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1285 - val_loss: 0.0398
Epoch 488/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1272 - val_loss: 0.0398
Epoch 489/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1259 - val_loss: 0.0398
Epoch 490/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1246 - val_loss: 0.0398
Epoch 491/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1232 - val_loss: 0.0398
Epoch 492/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1220 - val_loss: 0.0399
Epoch 493/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1207 - val_loss: 0.0398
Epoch 494/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1195 - val_loss: 0.0398
Epoch 495/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1182 - val_loss: 0.0398
Epoch 496/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1170 - val_loss: 0.0399
Epoch 497/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1158 - val_loss: 0.0398
Epoch 498/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1146 - val_loss: 0.0398
Epoch 499/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1134 - val_loss: 0.0398
Epoch 500/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1122 - val_loss: 0.0398

<keras.callbacks.History at 0x7fcae832a3e0>

plt.plot(y,'.',alpha=0.1)
plt.plot(net(X),'--')

[<matplotlib.lines.Line2D at 0x7fcae83b23b0>]

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1617372), started 0:00:05 ago. (Use '!kill 1617372' to kill it.)

exponential하게 loss 그래프가 줄어들고 있네

텐서보드: 적합결과 시각화

- 시각화결과는 모두 텐서보드에서 보고 싶다! 적합결과를 보여주는 fig 오브젝트를 텐서보드에 끼워넣어서 출력하는 방법을 알아보자.

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1)) 
net.compile(loss='mse',optimizer='adam')
net.fit(X,y,epochs=500,batch_size=100, validation_split=0.1, callbacks=tf.keras.callbacks.TensorBoard()) 

Epoch 1/500
9/9 [==============================] - 0s 12ms/step - loss: 10.5366 - val_loss: 7.8767
Epoch 2/500
9/9 [==============================] - 0s 3ms/step - loss: 10.4494 - val_loss: 7.8397
Epoch 3/500
9/9 [==============================] - 0s 6ms/step - loss: 10.3632 - val_loss: 7.7986
Epoch 4/500
9/9 [==============================] - 0s 4ms/step - loss: 10.2789 - val_loss: 7.7546
Epoch 5/500
9/9 [==============================] - 0s 6ms/step - loss: 10.1946 - val_loss: 7.7120
Epoch 6/500
9/9 [==============================] - 0s 5ms/step - loss: 10.1122 - val_loss: 7.6721
Epoch 7/500
9/9 [==============================] - 0s 6ms/step - loss: 10.0273 - val_loss: 7.6303
Epoch 8/500
9/9 [==============================] - 0s 6ms/step - loss: 9.9475 - val_loss: 7.5929
Epoch 9/500
9/9 [==============================] - 0s 7ms/step - loss: 9.8664 - val_loss: 7.5497
Epoch 10/500
9/9 [==============================] - 0s 6ms/step - loss: 9.7860 - val_loss: 7.5143
Epoch 11/500
9/9 [==============================] - 0s 6ms/step - loss: 9.7055 - val_loss: 7.4701
Epoch 12/500
9/9 [==============================] - 0s 7ms/step - loss: 9.6279 - val_loss: 7.4313
Epoch 13/500
9/9 [==============================] - 0s 6ms/step - loss: 9.5486 - val_loss: 7.3877
Epoch 14/500
9/9 [==============================] - 0s 7ms/step - loss: 9.4721 - val_loss: 7.3501
Epoch 15/500
9/9 [==============================] - 0s 6ms/step - loss: 9.3957 - val_loss: 7.3106
Epoch 16/500
9/9 [==============================] - 0s 5ms/step - loss: 9.3181 - val_loss: 7.2677
Epoch 17/500
9/9 [==============================] - 0s 5ms/step - loss: 9.2428 - val_loss: 7.2228
Epoch 18/500
9/9 [==============================] - 0s 6ms/step - loss: 9.1690 - val_loss: 7.1850
Epoch 19/500
9/9 [==============================] - 0s 6ms/step - loss: 9.0931 - val_loss: 7.1425
Epoch 20/500
9/9 [==============================] - 0s 4ms/step - loss: 9.0195 - val_loss: 7.0990
Epoch 21/500
9/9 [==============================] - 0s 4ms/step - loss: 8.9465 - val_loss: 7.0619
Epoch 22/500
9/9 [==============================] - 0s 6ms/step - loss: 8.8744 - val_loss: 7.0185
Epoch 23/500
9/9 [==============================] - 0s 6ms/step - loss: 8.8015 - val_loss: 6.9777
Epoch 24/500
9/9 [==============================] - 0s 5ms/step - loss: 8.7295 - val_loss: 6.9315
Epoch 25/500
9/9 [==============================] - 0s 3ms/step - loss: 8.6595 - val_loss: 6.8932
Epoch 26/500
9/9 [==============================] - 0s 3ms/step - loss: 8.5884 - val_loss: 6.8521
Epoch 27/500
9/9 [==============================] - 0s 5ms/step - loss: 8.5181 - val_loss: 6.8084
Epoch 28/500
9/9 [==============================] - 0s 4ms/step - loss: 8.4495 - val_loss: 6.7717
Epoch 29/500
9/9 [==============================] - 0s 5ms/step - loss: 8.3801 - val_loss: 6.7346
Epoch 30/500
9/9 [==============================] - 0s 6ms/step - loss: 8.3110 - val_loss: 6.6864
Epoch 31/500
9/9 [==============================] - 0s 6ms/step - loss: 8.2436 - val_loss: 6.6472
Epoch 32/500
9/9 [==============================] - 0s 6ms/step - loss: 8.1755 - val_loss: 6.6038
Epoch 33/500
9/9 [==============================] - 0s 7ms/step - loss: 8.1095 - val_loss: 6.5623
Epoch 34/500
9/9 [==============================] - 0s 6ms/step - loss: 8.0431 - val_loss: 6.5237
Epoch 35/500
9/9 [==============================] - 0s 6ms/step - loss: 7.9765 - val_loss: 6.4805
Epoch 36/500
9/9 [==============================] - 0s 6ms/step - loss: 7.9109 - val_loss: 6.4436
Epoch 37/500
9/9 [==============================] - 0s 6ms/step - loss: 7.8465 - val_loss: 6.4039
Epoch 38/500
9/9 [==============================] - 0s 7ms/step - loss: 7.7812 - val_loss: 6.3580
Epoch 39/500
9/9 [==============================] - 0s 7ms/step - loss: 7.7172 - val_loss: 6.3166
Epoch 40/500
9/9 [==============================] - 0s 6ms/step - loss: 7.6528 - val_loss: 6.2730
Epoch 41/500
9/9 [==============================] - 0s 6ms/step - loss: 7.5902 - val_loss: 6.2307
Epoch 42/500
9/9 [==============================] - 0s 6ms/step - loss: 7.5273 - val_loss: 6.1886
Epoch 43/500
9/9 [==============================] - 0s 6ms/step - loss: 7.4648 - val_loss: 6.1494
Epoch 44/500
9/9 [==============================] - 0s 6ms/step - loss: 7.4029 - val_loss: 6.1105
Epoch 45/500
9/9 [==============================] - 0s 6ms/step - loss: 7.3417 - val_loss: 6.0703
Epoch 46/500
9/9 [==============================] - 0s 7ms/step - loss: 7.2797 - val_loss: 6.0286
Epoch 47/500
9/9 [==============================] - 0s 7ms/step - loss: 7.2195 - val_loss: 5.9874
Epoch 48/500
9/9 [==============================] - 0s 6ms/step - loss: 7.1595 - val_loss: 5.9403
Epoch 49/500
9/9 [==============================] - 0s 6ms/step - loss: 7.1008 - val_loss: 5.9060
Epoch 50/500
9/9 [==============================] - 0s 6ms/step - loss: 7.0395 - val_loss: 5.8617
Epoch 51/500
9/9 [==============================] - 0s 7ms/step - loss: 6.9812 - val_loss: 5.8191
Epoch 52/500
9/9 [==============================] - 0s 5ms/step - loss: 6.9221 - val_loss: 5.7748
Epoch 53/500
9/9 [==============================] - 0s 6ms/step - loss: 6.8645 - val_loss: 5.7363
Epoch 54/500
9/9 [==============================] - 0s 4ms/step - loss: 6.8063 - val_loss: 5.6983
Epoch 55/500
9/9 [==============================] - 0s 3ms/step - loss: 6.7490 - val_loss: 5.6573
Epoch 56/500
9/9 [==============================] - 0s 3ms/step - loss: 6.6921 - val_loss: 5.6143
Epoch 57/500
9/9 [==============================] - 0s 6ms/step - loss: 6.6352 - val_loss: 5.5707
Epoch 58/500
9/9 [==============================] - 0s 4ms/step - loss: 6.5792 - val_loss: 5.5306
Epoch 59/500
9/9 [==============================] - 0s 3ms/step - loss: 6.5229 - val_loss: 5.4862
Epoch 60/500
9/9 [==============================] - 0s 4ms/step - loss: 6.4677 - val_loss: 5.4445
Epoch 61/500
9/9 [==============================] - 0s 5ms/step - loss: 6.4126 - val_loss: 5.4068
Epoch 62/500
9/9 [==============================] - 0s 5ms/step - loss: 6.3578 - val_loss: 5.3632
Epoch 63/500
9/9 [==============================] - 0s 4ms/step - loss: 6.3034 - val_loss: 5.3226
Epoch 64/500
9/9 [==============================] - 0s 6ms/step - loss: 6.2497 - val_loss: 5.2848
Epoch 65/500
9/9 [==============================] - 0s 7ms/step - loss: 6.1958 - val_loss: 5.2461
Epoch 66/500
9/9 [==============================] - 0s 7ms/step - loss: 6.1428 - val_loss: 5.2023
Epoch 67/500
9/9 [==============================] - 0s 6ms/step - loss: 6.0892 - val_loss: 5.1571
Epoch 68/500
9/9 [==============================] - 0s 6ms/step - loss: 6.0373 - val_loss: 5.1188
Epoch 69/500
9/9 [==============================] - 0s 4ms/step - loss: 5.9848 - val_loss: 5.0789
Epoch 70/500
9/9 [==============================] - 0s 7ms/step - loss: 5.9335 - val_loss: 5.0384
Epoch 71/500
9/9 [==============================] - 0s 7ms/step - loss: 5.8813 - val_loss: 4.9973
Epoch 72/500
9/9 [==============================] - 0s 6ms/step - loss: 5.8303 - val_loss: 4.9567
Epoch 73/500
9/9 [==============================] - 0s 6ms/step - loss: 5.7795 - val_loss: 4.9198
Epoch 74/500
9/9 [==============================] - 0s 6ms/step - loss: 5.7294 - val_loss: 4.8826
Epoch 75/500
9/9 [==============================] - 0s 6ms/step - loss: 5.6787 - val_loss: 4.8398
Epoch 76/500
9/9 [==============================] - 0s 6ms/step - loss: 5.6296 - val_loss: 4.8000
Epoch 77/500
9/9 [==============================] - 0s 6ms/step - loss: 5.5802 - val_loss: 4.7613
Epoch 78/500
9/9 [==============================] - 0s 6ms/step - loss: 5.5307 - val_loss: 4.7205
Epoch 79/500
9/9 [==============================] - 0s 6ms/step - loss: 5.4818 - val_loss: 4.6826
Epoch 80/500
9/9 [==============================] - 0s 6ms/step - loss: 5.4337 - val_loss: 4.6430
Epoch 81/500
9/9 [==============================] - 0s 6ms/step - loss: 5.3854 - val_loss: 4.6040
Epoch 82/500
9/9 [==============================] - 0s 6ms/step - loss: 5.3376 - val_loss: 4.5614
Epoch 83/500
9/9 [==============================] - 0s 6ms/step - loss: 5.2899 - val_loss: 4.5199
Epoch 84/500
9/9 [==============================] - 0s 6ms/step - loss: 5.2435 - val_loss: 4.4830
Epoch 85/500
9/9 [==============================] - 0s 6ms/step - loss: 5.1964 - val_loss: 4.4457
Epoch 86/500
9/9 [==============================] - 0s 5ms/step - loss: 5.1503 - val_loss: 4.4081
Epoch 87/500
9/9 [==============================] - 0s 6ms/step - loss: 5.1037 - val_loss: 4.3667
Epoch 88/500
9/9 [==============================] - 0s 5ms/step - loss: 5.0581 - val_loss: 4.3291
Epoch 89/500
9/9 [==============================] - 0s 6ms/step - loss: 5.0123 - val_loss: 4.2918
Epoch 90/500
9/9 [==============================] - 0s 6ms/step - loss: 4.9674 - val_loss: 4.2537
Epoch 91/500
9/9 [==============================] - 0s 7ms/step - loss: 4.9224 - val_loss: 4.2127
Epoch 92/500
9/9 [==============================] - 0s 6ms/step - loss: 4.8780 - val_loss: 4.1766
Epoch 93/500
9/9 [==============================] - 0s 6ms/step - loss: 4.8334 - val_loss: 4.1375
Epoch 94/500
9/9 [==============================] - 0s 7ms/step - loss: 4.7898 - val_loss: 4.1016
Epoch 95/500
9/9 [==============================] - 0s 6ms/step - loss: 4.7463 - val_loss: 4.0641
Epoch 96/500
9/9 [==============================] - 0s 5ms/step - loss: 4.7024 - val_loss: 4.0252
Epoch 97/500
9/9 [==============================] - 0s 6ms/step - loss: 4.6599 - val_loss: 3.9926
Epoch 98/500
9/9 [==============================] - 0s 5ms/step - loss: 4.6171 - val_loss: 3.9549
Epoch 99/500
9/9 [==============================] - 0s 4ms/step - loss: 4.5745 - val_loss: 3.9174
Epoch 100/500
9/9 [==============================] - 0s 5ms/step - loss: 4.5323 - val_loss: 3.8780
Epoch 101/500
9/9 [==============================] - 0s 4ms/step - loss: 4.4905 - val_loss: 3.8431
Epoch 102/500
9/9 [==============================] - 0s 6ms/step - loss: 4.4487 - val_loss: 3.8055
Epoch 103/500
9/9 [==============================] - 0s 6ms/step - loss: 4.4082 - val_loss: 3.7689
Epoch 104/500
9/9 [==============================] - 0s 6ms/step - loss: 4.3669 - val_loss: 3.7310
Epoch 105/500
9/9 [==============================] - 0s 7ms/step - loss: 4.3260 - val_loss: 3.6938
Epoch 106/500
9/9 [==============================] - 0s 6ms/step - loss: 4.2858 - val_loss: 3.6604
Epoch 107/500
9/9 [==============================] - 0s 6ms/step - loss: 4.2459 - val_loss: 3.6224
Epoch 108/500
9/9 [==============================] - 0s 6ms/step - loss: 4.2059 - val_loss: 3.5881
Epoch 109/500
9/9 [==============================] - 0s 6ms/step - loss: 4.1664 - val_loss: 3.5550
Epoch 110/500
9/9 [==============================] - 0s 4ms/step - loss: 4.1273 - val_loss: 3.5189
Epoch 111/500
9/9 [==============================] - 0s 6ms/step - loss: 4.0883 - val_loss: 3.4839
Epoch 112/500
9/9 [==============================] - 0s 5ms/step - loss: 4.0494 - val_loss: 3.4489
Epoch 113/500
9/9 [==============================] - 0s 7ms/step - loss: 4.0114 - val_loss: 3.4179
Epoch 114/500
9/9 [==============================] - 0s 6ms/step - loss: 3.9731 - val_loss: 3.3823
Epoch 115/500
9/9 [==============================] - 0s 6ms/step - loss: 3.9352 - val_loss: 3.3425
Epoch 116/500
9/9 [==============================] - 0s 5ms/step - loss: 3.8978 - val_loss: 3.3088
Epoch 117/500
9/9 [==============================] - 0s 6ms/step - loss: 3.8607 - val_loss: 3.2776
Epoch 118/500
9/9 [==============================] - 0s 6ms/step - loss: 3.8237 - val_loss: 3.2407
Epoch 119/500
9/9 [==============================] - 0s 7ms/step - loss: 3.7868 - val_loss: 3.2092
Epoch 120/500
9/9 [==============================] - 0s 6ms/step - loss: 3.7503 - val_loss: 3.1769
Epoch 121/500
9/9 [==============================] - 0s 6ms/step - loss: 3.7141 - val_loss: 3.1450
Epoch 122/500
9/9 [==============================] - 0s 6ms/step - loss: 3.6781 - val_loss: 3.1116
Epoch 123/500
9/9 [==============================] - 0s 5ms/step - loss: 3.6428 - val_loss: 3.0798
Epoch 124/500
9/9 [==============================] - 0s 6ms/step - loss: 3.6071 - val_loss: 3.0476
Epoch 125/500
9/9 [==============================] - 0s 4ms/step - loss: 3.5719 - val_loss: 3.0134
Epoch 126/500
9/9 [==============================] - 0s 4ms/step - loss: 3.5375 - val_loss: 2.9822
Epoch 127/500
9/9 [==============================] - 0s 6ms/step - loss: 3.5023 - val_loss: 2.9508
Epoch 128/500
9/9 [==============================] - 0s 5ms/step - loss: 3.4682 - val_loss: 2.9191
Epoch 129/500
9/9 [==============================] - 0s 5ms/step - loss: 3.4343 - val_loss: 2.8867
Epoch 130/500
9/9 [==============================] - 0s 5ms/step - loss: 3.4005 - val_loss: 2.8561
Epoch 131/500
9/9 [==============================] - 0s 6ms/step - loss: 3.3667 - val_loss: 2.8240
Epoch 132/500
9/9 [==============================] - 0s 6ms/step - loss: 3.3335 - val_loss: 2.7916
Epoch 133/500
9/9 [==============================] - 0s 6ms/step - loss: 3.3005 - val_loss: 2.7632
Epoch 134/500
9/9 [==============================] - 0s 7ms/step - loss: 3.2676 - val_loss: 2.7326
Epoch 135/500
9/9 [==============================] - 0s 6ms/step - loss: 3.2350 - val_loss: 2.7018
Epoch 136/500
9/9 [==============================] - 0s 4ms/step - loss: 3.2027 - val_loss: 2.6735
Epoch 137/500
9/9 [==============================] - 0s 6ms/step - loss: 3.1705 - val_loss: 2.6443
Epoch 138/500
9/9 [==============================] - 0s 6ms/step - loss: 3.1387 - val_loss: 2.6115
Epoch 139/500
9/9 [==============================] - 0s 6ms/step - loss: 3.1074 - val_loss: 2.5831
Epoch 140/500
9/9 [==============================] - 0s 6ms/step - loss: 3.0760 - val_loss: 2.5525
Epoch 141/500
9/9 [==============================] - 0s 6ms/step - loss: 3.0449 - val_loss: 2.5243
Epoch 142/500
9/9 [==============================] - 0s 6ms/step - loss: 3.0141 - val_loss: 2.4966
Epoch 143/500
9/9 [==============================] - 0s 5ms/step - loss: 2.9833 - val_loss: 2.4668
Epoch 144/500
9/9 [==============================] - 0s 4ms/step - loss: 2.9534 - val_loss: 2.4385
Epoch 145/500
9/9 [==============================] - 0s 5ms/step - loss: 2.9230 - val_loss: 2.4109
Epoch 146/500
9/9 [==============================] - 0s 5ms/step - loss: 2.8932 - val_loss: 2.3833
Epoch 147/500
9/9 [==============================] - 0s 7ms/step - loss: 2.8635 - val_loss: 2.3563
Epoch 148/500
9/9 [==============================] - 0s 6ms/step - loss: 2.8341 - val_loss: 2.3273
Epoch 149/500
9/9 [==============================] - 0s 6ms/step - loss: 2.8048 - val_loss: 2.2996
Epoch 150/500
9/9 [==============================] - 0s 6ms/step - loss: 2.7761 - val_loss: 2.2715
Epoch 151/500
9/9 [==============================] - 0s 6ms/step - loss: 2.7472 - val_loss: 2.2466
Epoch 152/500
9/9 [==============================] - 0s 6ms/step - loss: 2.7188 - val_loss: 2.2195
Epoch 153/500
9/9 [==============================] - 0s 6ms/step - loss: 2.6905 - val_loss: 2.1912
Epoch 154/500
9/9 [==============================] - 0s 6ms/step - loss: 2.6626 - val_loss: 2.1645
Epoch 155/500
9/9 [==============================] - 0s 7ms/step - loss: 2.6351 - val_loss: 2.1391
Epoch 156/500
9/9 [==============================] - 0s 6ms/step - loss: 2.6072 - val_loss: 2.1148
Epoch 157/500
9/9 [==============================] - 0s 6ms/step - loss: 2.5799 - val_loss: 2.0880
Epoch 158/500
9/9 [==============================] - 0s 6ms/step - loss: 2.5530 - val_loss: 2.0626
Epoch 159/500
9/9 [==============================] - 0s 6ms/step - loss: 2.5258 - val_loss: 2.0387
Epoch 160/500
9/9 [==============================] - 0s 4ms/step - loss: 2.4992 - val_loss: 2.0135
Epoch 161/500
9/9 [==============================] - 0s 3ms/step - loss: 2.4729 - val_loss: 1.9890
Epoch 162/500
9/9 [==============================] - 0s 5ms/step - loss: 2.4464 - val_loss: 1.9613
Epoch 163/500
9/9 [==============================] - 0s 5ms/step - loss: 2.4207 - val_loss: 1.9379
Epoch 164/500
9/9 [==============================] - 0s 6ms/step - loss: 2.3946 - val_loss: 1.9126
Epoch 165/500
9/9 [==============================] - 0s 6ms/step - loss: 2.3693 - val_loss: 1.8907
Epoch 166/500
9/9 [==============================] - 0s 6ms/step - loss: 2.3437 - val_loss: 1.8670
Epoch 167/500
9/9 [==============================] - 0s 6ms/step - loss: 2.3185 - val_loss: 1.8420
Epoch 168/500
9/9 [==============================] - 0s 6ms/step - loss: 2.2938 - val_loss: 1.8192
Epoch 169/500
9/9 [==============================] - 0s 6ms/step - loss: 2.2690 - val_loss: 1.7971
Epoch 170/500
9/9 [==============================] - 0s 6ms/step - loss: 2.2443 - val_loss: 1.7730
Epoch 171/500
9/9 [==============================] - 0s 5ms/step - loss: 2.2200 - val_loss: 1.7502
Epoch 172/500
9/9 [==============================] - 0s 6ms/step - loss: 2.1961 - val_loss: 1.7263
Epoch 173/500
9/9 [==============================] - 0s 5ms/step - loss: 2.1720 - val_loss: 1.7044
Epoch 174/500
9/9 [==============================] - 0s 6ms/step - loss: 2.1483 - val_loss: 1.6830
Epoch 175/500
9/9 [==============================] - 0s 6ms/step - loss: 2.1249 - val_loss: 1.6596
Epoch 176/500
9/9 [==============================] - 0s 6ms/step - loss: 2.1017 - val_loss: 1.6378
Epoch 177/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0783 - val_loss: 1.6172
Epoch 178/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0556 - val_loss: 1.5949
Epoch 179/500
9/9 [==============================] - 0s 6ms/step - loss: 2.0330 - val_loss: 1.5726
Epoch 180/500
9/9 [==============================] - 0s 7ms/step - loss: 2.0103 - val_loss: 1.5510
Epoch 181/500
9/9 [==============================] - 0s 7ms/step - loss: 1.9882 - val_loss: 1.5317
Epoch 182/500
9/9 [==============================] - 0s 6ms/step - loss: 1.9658 - val_loss: 1.5093
Epoch 183/500
9/9 [==============================] - 0s 4ms/step - loss: 1.9442 - val_loss: 1.4901
Epoch 184/500
9/9 [==============================] - 0s 3ms/step - loss: 1.9222 - val_loss: 1.4694
Epoch 185/500
9/9 [==============================] - 0s 5ms/step - loss: 1.9009 - val_loss: 1.4500
Epoch 186/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8795 - val_loss: 1.4308
Epoch 187/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8584 - val_loss: 1.4113
Epoch 188/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8373 - val_loss: 1.3902
Epoch 189/500
9/9 [==============================] - 0s 6ms/step - loss: 1.8167 - val_loss: 1.3716
Epoch 190/500
9/9 [==============================] - 0s 6ms/step - loss: 1.7961 - val_loss: 1.3528
Epoch 191/500
9/9 [==============================] - 0s 6ms/step - loss: 1.7759 - val_loss: 1.3340
Epoch 192/500
9/9 [==============================] - 0s 5ms/step - loss: 1.7555 - val_loss: 1.3143
Epoch 193/500
9/9 [==============================] - 0s 6ms/step - loss: 1.7354 - val_loss: 1.2949
Epoch 194/500
9/9 [==============================] - 0s 6ms/step - loss: 1.7157 - val_loss: 1.2784
Epoch 195/500
9/9 [==============================] - 0s 4ms/step - loss: 1.6960 - val_loss: 1.2584
Epoch 196/500
9/9 [==============================] - 0s 5ms/step - loss: 1.6765 - val_loss: 1.2400
Epoch 197/500
9/9 [==============================] - 0s 6ms/step - loss: 1.6574 - val_loss: 1.2225
Epoch 198/500
9/9 [==============================] - 0s 7ms/step - loss: 1.6383 - val_loss: 1.2062
Epoch 199/500
9/9 [==============================] - 0s 7ms/step - loss: 1.6190 - val_loss: 1.1874
Epoch 200/500
9/9 [==============================] - 0s 7ms/step - loss: 1.6005 - val_loss: 1.1700
Epoch 201/500
9/9 [==============================] - 0s 6ms/step - loss: 1.5816 - val_loss: 1.1533
Epoch 202/500
9/9 [==============================] - 0s 6ms/step - loss: 1.5633 - val_loss: 1.1362
Epoch 203/500
9/9 [==============================] - 0s 4ms/step - loss: 1.5452 - val_loss: 1.1201
Epoch 204/500
9/9 [==============================] - 0s 5ms/step - loss: 1.5271 - val_loss: 1.1034
Epoch 205/500
9/9 [==============================] - 0s 6ms/step - loss: 1.5092 - val_loss: 1.0860
Epoch 206/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4914 - val_loss: 1.0696
Epoch 207/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4739 - val_loss: 1.0531
Epoch 208/500
9/9 [==============================] - 0s 4ms/step - loss: 1.4565 - val_loss: 1.0381
Epoch 209/500
9/9 [==============================] - 0s 3ms/step - loss: 1.4394 - val_loss: 1.0230
Epoch 210/500
9/9 [==============================] - 0s 6ms/step - loss: 1.4222 - val_loss: 1.0081
Epoch 211/500
9/9 [==============================] - 0s 7ms/step - loss: 1.4054 - val_loss: 0.9922
Epoch 212/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3887 - val_loss: 0.9786
Epoch 213/500
9/9 [==============================] - 0s 7ms/step - loss: 1.3718 - val_loss: 0.9617
Epoch 214/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3556 - val_loss: 0.9474
Epoch 215/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3394 - val_loss: 0.9315
Epoch 216/500
9/9 [==============================] - 0s 5ms/step - loss: 1.3234 - val_loss: 0.9180
Epoch 217/500
9/9 [==============================] - 0s 6ms/step - loss: 1.3075 - val_loss: 0.9046
Epoch 218/500
9/9 [==============================] - 0s 4ms/step - loss: 1.2916 - val_loss: 0.8901
Epoch 219/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2761 - val_loss: 0.8757
Epoch 220/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2605 - val_loss: 0.8622
Epoch 221/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2452 - val_loss: 0.8503
Epoch 222/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2301 - val_loss: 0.8365
Epoch 223/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2151 - val_loss: 0.8222
Epoch 224/500
9/9 [==============================] - 0s 6ms/step - loss: 1.2002 - val_loss: 0.8099
Epoch 225/500
9/9 [==============================] - 0s 4ms/step - loss: 1.1855 - val_loss: 0.7963
Epoch 226/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1711 - val_loss: 0.7833
Epoch 227/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1566 - val_loss: 0.7707
Epoch 228/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1424 - val_loss: 0.7583
Epoch 229/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1281 - val_loss: 0.7448
Epoch 230/500
9/9 [==============================] - 0s 6ms/step - loss: 1.1143 - val_loss: 0.7332
Epoch 231/500
9/9 [==============================] - 0s 4ms/step - loss: 1.1005 - val_loss: 0.7212
Epoch 232/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0868 - val_loss: 0.7095
Epoch 233/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0733 - val_loss: 0.6973
Epoch 234/500
9/9 [==============================] - 0s 5ms/step - loss: 1.0599 - val_loss: 0.6861
Epoch 235/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0467 - val_loss: 0.6743
Epoch 236/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0335 - val_loss: 0.6635
Epoch 237/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0206 - val_loss: 0.6521
Epoch 238/500
9/9 [==============================] - 0s 6ms/step - loss: 1.0078 - val_loss: 0.6409
Epoch 239/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9950 - val_loss: 0.6299
Epoch 240/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9825 - val_loss: 0.6202
Epoch 241/500
9/9 [==============================] - 0s 7ms/step - loss: 0.9700 - val_loss: 0.6087
Epoch 242/500
9/9 [==============================] - 0s 5ms/step - loss: 0.9578 - val_loss: 0.5990
Epoch 243/500
9/9 [==============================] - 0s 4ms/step - loss: 0.9456 - val_loss: 0.5883
Epoch 244/500
9/9 [==============================] - 0s 4ms/step - loss: 0.9336 - val_loss: 0.5785
Epoch 245/500
9/9 [==============================] - 0s 5ms/step - loss: 0.9216 - val_loss: 0.5683
Epoch 246/500
9/9 [==============================] - 0s 6ms/step - loss: 0.9100 - val_loss: 0.5586
Epoch 247/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8982 - val_loss: 0.5487
Epoch 248/500
9/9 [==============================] - 0s 7ms/step - loss: 0.8866 - val_loss: 0.5380
Epoch 249/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8753 - val_loss: 0.5292
Epoch 250/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8641 - val_loss: 0.5196
Epoch 251/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8530 - val_loss: 0.5101
Epoch 252/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8420 - val_loss: 0.5018
Epoch 253/500
9/9 [==============================] - 0s 7ms/step - loss: 0.8311 - val_loss: 0.4928
Epoch 254/500
9/9 [==============================] - 0s 6ms/step - loss: 0.8202 - val_loss: 0.4837
Epoch 255/500
9/9 [==============================] - 0s 5ms/step - loss: 0.8098 - val_loss: 0.4762
Epoch 256/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7991 - val_loss: 0.4673
Epoch 257/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7887 - val_loss: 0.4579
Epoch 258/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7783 - val_loss: 0.4501
Epoch 259/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7682 - val_loss: 0.4417
Epoch 260/500
9/9 [==============================] - 0s 7ms/step - loss: 0.7582 - val_loss: 0.4343
Epoch 261/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7482 - val_loss: 0.4258
Epoch 262/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7385 - val_loss: 0.4180
Epoch 263/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7286 - val_loss: 0.4108
Epoch 264/500
9/9 [==============================] - 0s 7ms/step - loss: 0.7191 - val_loss: 0.4031
Epoch 265/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7095 - val_loss: 0.3950
Epoch 266/500
9/9 [==============================] - 0s 6ms/step - loss: 0.7002 - val_loss: 0.3881
Epoch 267/500
9/9 [==============================] - 0s 4ms/step - loss: 0.6910 - val_loss: 0.3811
Epoch 268/500
9/9 [==============================] - 0s 4ms/step - loss: 0.6817 - val_loss: 0.3736
Epoch 269/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6727 - val_loss: 0.3660
Epoch 270/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6638 - val_loss: 0.3593
Epoch 271/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6550 - val_loss: 0.3532
Epoch 272/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6462 - val_loss: 0.3463
Epoch 273/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6375 - val_loss: 0.3393
Epoch 274/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6291 - val_loss: 0.3329
Epoch 275/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6206 - val_loss: 0.3265
Epoch 276/500
9/9 [==============================] - 0s 7ms/step - loss: 0.6123 - val_loss: 0.3201
Epoch 277/500
9/9 [==============================] - 0s 6ms/step - loss: 0.6041 - val_loss: 0.3141
Epoch 278/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5960 - val_loss: 0.3081
Epoch 279/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5879 - val_loss: 0.3019
Epoch 280/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5800 - val_loss: 0.2962
Epoch 281/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5722 - val_loss: 0.2904
Epoch 282/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5644 - val_loss: 0.2845
Epoch 283/500
9/9 [==============================] - 0s 5ms/step - loss: 0.5568 - val_loss: 0.2789
Epoch 284/500
9/9 [==============================] - 0s 4ms/step - loss: 0.5493 - val_loss: 0.2738
Epoch 285/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5418 - val_loss: 0.2682
Epoch 286/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5344 - val_loss: 0.2627
Epoch 287/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5271 - val_loss: 0.2575
Epoch 288/500
9/9 [==============================] - 0s 7ms/step - loss: 0.5200 - val_loss: 0.2526
Epoch 289/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5129 - val_loss: 0.2474
Epoch 290/500
9/9 [==============================] - 0s 6ms/step - loss: 0.5059 - val_loss: 0.2422
Epoch 291/500
9/9 [==============================] - 0s 7ms/step - loss: 0.4989 - val_loss: 0.2374
Epoch 292/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4922 - val_loss: 0.2329
Epoch 293/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4855 - val_loss: 0.2281
Epoch 294/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4788 - val_loss: 0.2237
Epoch 295/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4723 - val_loss: 0.2192
Epoch 296/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4657 - val_loss: 0.2144
Epoch 297/500
9/9 [==============================] - 0s 7ms/step - loss: 0.4594 - val_loss: 0.2101
Epoch 298/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4530 - val_loss: 0.2062
Epoch 299/500
9/9 [==============================] - 0s 4ms/step - loss: 0.4468 - val_loss: 0.2018
Epoch 300/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4407 - val_loss: 0.1979
Epoch 301/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4347 - val_loss: 0.1939
Epoch 302/500
9/9 [==============================] - 0s 4ms/step - loss: 0.4286 - val_loss: 0.1901
Epoch 303/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4227 - val_loss: 0.1861
Epoch 304/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4169 - val_loss: 0.1822
Epoch 305/500
9/9 [==============================] - 0s 6ms/step - loss: 0.4111 - val_loss: 0.1782
Epoch 306/500
9/9 [==============================] - 0s 7ms/step - loss: 0.4055 - val_loss: 0.1748
Epoch 307/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3998 - val_loss: 0.1714
Epoch 308/500
9/9 [==============================] - 0s 7ms/step - loss: 0.3943 - val_loss: 0.1677
Epoch 309/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3889 - val_loss: 0.1642
Epoch 310/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3835 - val_loss: 0.1612
Epoch 311/500
9/9 [==============================] - 0s 4ms/step - loss: 0.3781 - val_loss: 0.1576
Epoch 312/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3730 - val_loss: 0.1545
Epoch 313/500
9/9 [==============================] - 0s 5ms/step - loss: 0.3678 - val_loss: 0.1510
Epoch 314/500
9/9 [==============================] - 0s 5ms/step - loss: 0.3628 - val_loss: 0.1482
Epoch 315/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3577 - val_loss: 0.1451
Epoch 316/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3528 - val_loss: 0.1424
Epoch 317/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3478 - val_loss: 0.1390
Epoch 318/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3430 - val_loss: 0.1365
Epoch 319/500
9/9 [==============================] - 0s 4ms/step - loss: 0.3383 - val_loss: 0.1334
Epoch 320/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3336 - val_loss: 0.1306
Epoch 321/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3289 - val_loss: 0.1280
Epoch 322/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3244 - val_loss: 0.1254
Epoch 323/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3199 - val_loss: 0.1230
Epoch 324/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3155 - val_loss: 0.1206
Epoch 325/500
9/9 [==============================] - 0s 6ms/step - loss: 0.3111 - val_loss: 0.1184
Epoch 326/500
9/9 [==============================] - 0s 4ms/step - loss: 0.3067 - val_loss: 0.1158
Epoch 327/500
9/9 [==============================] - 0s 4ms/step - loss: 0.3026 - val_loss: 0.1135
Epoch 328/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2984 - val_loss: 0.1113
Epoch 329/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2942 - val_loss: 0.1089
Epoch 330/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2901 - val_loss: 0.1067
Epoch 331/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2861 - val_loss: 0.1044
Epoch 332/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2822 - val_loss: 0.1024
Epoch 333/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2783 - val_loss: 0.1003
Epoch 334/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2745 - val_loss: 0.0985
Epoch 335/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2707 - val_loss: 0.0965
Epoch 336/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2669 - val_loss: 0.0946
Epoch 337/500
9/9 [==============================] - 0s 3ms/step - loss: 0.2632 - val_loss: 0.0927
Epoch 338/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2596 - val_loss: 0.0909
Epoch 339/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2560 - val_loss: 0.0892
Epoch 340/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2525 - val_loss: 0.0875
Epoch 341/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2491 - val_loss: 0.0859
Epoch 342/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2457 - val_loss: 0.0842
Epoch 343/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2423 - val_loss: 0.0826
Epoch 344/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2390 - val_loss: 0.0811
Epoch 345/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2357 - val_loss: 0.0795
Epoch 346/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2325 - val_loss: 0.0781
Epoch 347/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2293 - val_loss: 0.0767
Epoch 348/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2262 - val_loss: 0.0753
Epoch 349/500
9/9 [==============================] - 0s 4ms/step - loss: 0.2231 - val_loss: 0.0740
Epoch 350/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2201 - val_loss: 0.0725
Epoch 351/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2171 - val_loss: 0.0713
Epoch 352/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2142 - val_loss: 0.0701
Epoch 353/500
9/9 [==============================] - 0s 7ms/step - loss: 0.2112 - val_loss: 0.0689
Epoch 354/500
9/9 [==============================] - 0s 5ms/step - loss: 0.2084 - val_loss: 0.0676
Epoch 355/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2056 - val_loss: 0.0665
Epoch 356/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2028 - val_loss: 0.0655
Epoch 357/500
9/9 [==============================] - 0s 6ms/step - loss: 0.2001 - val_loss: 0.0644
Epoch 358/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1974 - val_loss: 0.0634
Epoch 359/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1947 - val_loss: 0.0622
Epoch 360/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1921 - val_loss: 0.0612
Epoch 361/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1896 - val_loss: 0.0603
Epoch 362/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1871 - val_loss: 0.0595
Epoch 363/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1845 - val_loss: 0.0585
Epoch 364/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1821 - val_loss: 0.0576
Epoch 365/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1797 - val_loss: 0.0567
Epoch 366/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1773 - val_loss: 0.0559
Epoch 367/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1750 - val_loss: 0.0552
Epoch 368/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1727 - val_loss: 0.0543
Epoch 369/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1704 - val_loss: 0.0536
Epoch 370/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1682 - val_loss: 0.0529
Epoch 371/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1660 - val_loss: 0.0521
Epoch 372/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1638 - val_loss: 0.0514
Epoch 373/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1617 - val_loss: 0.0507
Epoch 374/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1596 - val_loss: 0.0502
Epoch 375/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1576 - val_loss: 0.0496
Epoch 376/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1555 - val_loss: 0.0491
Epoch 377/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1535 - val_loss: 0.0485
Epoch 378/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1516 - val_loss: 0.0479
Epoch 379/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1496 - val_loss: 0.0473
Epoch 380/500
9/9 [==============================] - 0s 4ms/step - loss: 0.1477 - val_loss: 0.0467
Epoch 381/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1458 - val_loss: 0.0463
Epoch 382/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1440 - val_loss: 0.0458
Epoch 383/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1422 - val_loss: 0.0454
Epoch 384/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1404 - val_loss: 0.0448
Epoch 385/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1386 - val_loss: 0.0443
Epoch 386/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1369 - val_loss: 0.0440
Epoch 387/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1352 - val_loss: 0.0436
Epoch 388/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1335 - val_loss: 0.0432
Epoch 389/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1319 - val_loss: 0.0428
Epoch 390/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1302 - val_loss: 0.0425
Epoch 391/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1286 - val_loss: 0.0422
Epoch 392/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1271 - val_loss: 0.0419
Epoch 393/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1255 - val_loss: 0.0415
Epoch 394/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1240 - val_loss: 0.0412
Epoch 395/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1225 - val_loss: 0.0409
Epoch 396/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1210 - val_loss: 0.0407
Epoch 397/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1196 - val_loss: 0.0403
Epoch 398/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1182 - val_loss: 0.0401
Epoch 399/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1167 - val_loss: 0.0398
Epoch 400/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1154 - val_loss: 0.0396
Epoch 401/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1140 - val_loss: 0.0394
Epoch 402/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1126 - val_loss: 0.0392
Epoch 403/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1113 - val_loss: 0.0390
Epoch 404/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1100 - val_loss: 0.0388
Epoch 405/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1088 - val_loss: 0.0386
Epoch 406/500
9/9 [==============================] - 0s 5ms/step - loss: 0.1075 - val_loss: 0.0384
Epoch 407/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1063 - val_loss: 0.0383
Epoch 408/500
9/9 [==============================] - 0s 7ms/step - loss: 0.1051 - val_loss: 0.0381
Epoch 409/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1039 - val_loss: 0.0379
Epoch 410/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1027 - val_loss: 0.0378
Epoch 411/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1015 - val_loss: 0.0376
Epoch 412/500
9/9 [==============================] - 0s 6ms/step - loss: 0.1004 - val_loss: 0.0375
Epoch 413/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0993 - val_loss: 0.0374
Epoch 414/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0982 - val_loss: 0.0373
Epoch 415/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0971 - val_loss: 0.0372
Epoch 416/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0960 - val_loss: 0.0371
Epoch 417/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0950 - val_loss: 0.0370
Epoch 418/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0939 - val_loss: 0.0369
Epoch 419/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0929 - val_loss: 0.0368
Epoch 420/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0919 - val_loss: 0.0367
Epoch 421/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0909 - val_loss: 0.0366
Epoch 422/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0900 - val_loss: 0.0366
Epoch 423/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0890 - val_loss: 0.0365
Epoch 424/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0881 - val_loss: 0.0365
Epoch 425/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0872 - val_loss: 0.0364
Epoch 426/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0862 - val_loss: 0.0364
Epoch 427/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0854 - val_loss: 0.0363
Epoch 428/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0845 - val_loss: 0.0363
Epoch 429/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0836 - val_loss: 0.0362
Epoch 430/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0828 - val_loss: 0.0362
Epoch 431/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0819 - val_loss: 0.0361
Epoch 432/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0811 - val_loss: 0.0361
Epoch 433/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0803 - val_loss: 0.0361
Epoch 434/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0795 - val_loss: 0.0360
Epoch 435/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0787 - val_loss: 0.0360
Epoch 436/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0780 - val_loss: 0.0360
Epoch 437/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0772 - val_loss: 0.0360
Epoch 438/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0765 - val_loss: 0.0360
Epoch 439/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0758 - val_loss: 0.0359
Epoch 440/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0750 - val_loss: 0.0359
Epoch 441/500
9/9 [==============================] - 0s 3ms/step - loss: 0.0743 - val_loss: 0.0359
Epoch 442/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0736 - val_loss: 0.0359
Epoch 443/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0729 - val_loss: 0.0359
Epoch 444/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0723 - val_loss: 0.0359
Epoch 445/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0716 - val_loss: 0.0359
Epoch 446/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0710 - val_loss: 0.0359
Epoch 447/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0703 - val_loss: 0.0359
Epoch 448/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0697 - val_loss: 0.0359
Epoch 449/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0691 - val_loss: 0.0359
Epoch 450/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0685 - val_loss: 0.0359
Epoch 451/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0679 - val_loss: 0.0359
Epoch 452/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0673 - val_loss: 0.0359
Epoch 453/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0667 - val_loss: 0.0359
Epoch 454/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0661 - val_loss: 0.0359
Epoch 455/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0656 - val_loss: 0.0359
Epoch 456/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0650 - val_loss: 0.0359
Epoch 457/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0645 - val_loss: 0.0359
Epoch 458/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0639 - val_loss: 0.0360
Epoch 459/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0634 - val_loss: 0.0360
Epoch 460/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0629 - val_loss: 0.0360
Epoch 461/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0624 - val_loss: 0.0360
Epoch 462/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0619 - val_loss: 0.0360
Epoch 463/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0614 - val_loss: 0.0360
Epoch 464/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0609 - val_loss: 0.0360
Epoch 465/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0604 - val_loss: 0.0360
Epoch 466/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0600 - val_loss: 0.0360
Epoch 467/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0595 - val_loss: 0.0360
Epoch 468/500
9/9 [==============================] - 0s 7ms/step - loss: 0.0591 - val_loss: 0.0361
Epoch 469/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0586 - val_loss: 0.0361
Epoch 470/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0582 - val_loss: 0.0361
Epoch 471/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0578 - val_loss: 0.0361
Epoch 472/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0573 - val_loss: 0.0361
Epoch 473/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0569 - val_loss: 0.0361
Epoch 474/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0565 - val_loss: 0.0361
Epoch 475/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0561 - val_loss: 0.0361
Epoch 476/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0557 - val_loss: 0.0361
Epoch 477/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0553 - val_loss: 0.0361
Epoch 478/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0549 - val_loss: 0.0361
Epoch 479/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0546 - val_loss: 0.0362
Epoch 480/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0542 - val_loss: 0.0362
Epoch 481/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0538 - val_loss: 0.0362
Epoch 482/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0535 - val_loss: 0.0362
Epoch 483/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0531 - val_loss: 0.0362
Epoch 484/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0528 - val_loss: 0.0362
Epoch 485/500
9/9 [==============================] - 0s 3ms/step - loss: 0.0525 - val_loss: 0.0362
Epoch 486/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0521 - val_loss: 0.0362
Epoch 487/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0518 - val_loss: 0.0362
Epoch 488/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0515 - val_loss: 0.0362
Epoch 489/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0512 - val_loss: 0.0362
Epoch 490/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0509 - val_loss: 0.0362
Epoch 491/500
9/9 [==============================] - 0s 3ms/step - loss: 0.0505 - val_loss: 0.0362
Epoch 492/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0503 - val_loss: 0.0362
Epoch 493/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0500 - val_loss: 0.0362
Epoch 494/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0497 - val_loss: 0.0362
Epoch 495/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0494 - val_loss: 0.0362
Epoch 496/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0491 - val_loss: 0.0362
Epoch 497/500
9/9 [==============================] - 0s 5ms/step - loss: 0.0488 - val_loss: 0.0362
Epoch 498/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0486 - val_loss: 0.0362
Epoch 499/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0483 - val_loss: 0.0362
Epoch 500/500
9/9 [==============================] - 0s 6ms/step - loss: 0.0480 - val_loss: 0.0362

<keras.callbacks.History at 0x7fcbbe58c490>

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1633009), started 0:00:06 ago. (Use '!kill 1633009' to kill it.)

- fig 끼워넣을 오브젝트 만들기

fig, ax = plt.subplots() 
ax.plot(y,'.',alpha=0.2)
ax.plot(net(X),'--')

[<matplotlib.lines.Line2D at 0x7fcbbe3d4250>]

fig

- 이제 fig 오브젝트를 끼워넣을 코드를 구성하자. (공식홈페이지 참고)

• https://www.tensorflow.org/tensorboard/image_summaries

import io

이미지를 저장해서 텐서보드가 읽을 수 있게 보냄

#from datetime import datetime
import io
logdir = "logs" # logs라는 디렉토리에 추가를 하겠다.
#logdir = "logs" + datetime.now().strftime("%Y%m%d-%H%M%S") 현재시간이랑 logs랑 더해서 값을 string으로 반환, 이게 내가 저장할 디렉토리라고 생각하면 된다.

def plot_to_image(fig): # 사용자가 지정한 그림오브젝트 fig를 넣으면 텐서보드에 끼워넣을수 있는 형태로 출력해주는 함수 
    """Converts the matplotlib plot specified by 'figure' to a PNG image and
    returns it. The supplied figure is closed and inaccessible after this call."""
    # Save the plot to a PNG in memory.
    buf = io.BytesIO()
    fig.savefig(buf, format='png')
    # Closing the figure prevents it from being displayed directly inside
    # the notebook.
    plt.close(fig)
    buf.seek(0)
    # Convert PNG buffer to TF image
    image = tf.image.decode_png(buf.getvalue(), channels=4)
    # Add the batch dimension
    image = tf.expand_dims(image, 0)
    return image

with tf.summary.create_file_writer(logdir).as_default():
    tf.summary.image("적합결과시각화", plot_to_image(fig), step=0)

위에서 디렉토리를 지정해주면 아래 코드에서 logs에 지정한 디렉토리 이름을 입력해주면 사진만 나옴

위에는 시간이 필요할때 사용해주면 될 것 같다.

%tensorboard --logdir logs --host 0.0.0.0

Reusing TensorBoard on port 6006 (pid 1633250), started 0:00:05 ago. (Use '!kill 1633250' to kill it.)

학습과정분석

학습이 어떻게 진행되고 있는가?

텐서보드: 가중치 시각화

- 에폭별로 가중치가 수렴하는 모양을 보고 싶다.

3-(1) 아래와 같은 모형을 고려하자.

$$y_i= \beta_0 + \sum_{k=1}^{5} \beta_k \cos(k t_i)+\epsilon_i$$

여기에서 $t=(t_1,\dots,t_{1000})=$ np.linspace(0,5,1000) 이다. 그리고 $\epsilon_i \sim i.i.d~ N(0,\sigma^2)$, 즉 서로 독립인 표준정규분포에서 추출된 샘플이다. 위의 모형에서 아래와 같은 데이터를 관측했다고 가정하자.

np.random.seed(43052)
t= np.linspace(0,5,1000)
y = -2+ 3*np.cos(t) + 1*np.cos(2*t) + 0.5*np.cos(5*t) + np.random.randn(1000)*0.2
plt.plot(t,y,'.',alpha=0.1)

[<matplotlib.lines.Line2D at 0x7fcb40190ca0>]

- 학습을 진행하면서 가중치가 어떻게 업데이트 되는지 시각화하자.

여기서 가중치는 베타0,1,2,3,4,5를 의미한다.

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1))
net.compile(loss='mse',optimizer='adam')
cb1= tf.keras.callbacks.TensorBoard(update_freq='epoch',histogram_freq=10)
net.fit(X,y,epochs=2000, batch_size=100, validation_split=0.45,callbacks=cb1)

Epoch 1/2000
6/6 [==============================] - 0s 21ms/step - loss: 8.2815 - val_loss: 19.4495
Epoch 2/2000
6/6 [==============================] - 0s 8ms/step - loss: 8.2249 - val_loss: 19.3989
Epoch 3/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.1702 - val_loss: 19.3474
Epoch 4/2000
6/6 [==============================] - 0s 9ms/step - loss: 8.1150 - val_loss: 19.2963
Epoch 5/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.0601 - val_loss: 19.2458
Epoch 6/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.0051 - val_loss: 19.1949
Epoch 7/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.9508 - val_loss: 19.1443
Epoch 8/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.8977 - val_loss: 19.0938
Epoch 9/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.8443 - val_loss: 19.0449
Epoch 10/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.7911 - val_loss: 18.9956
Epoch 11/2000
6/6 [==============================] - 0s 14ms/step - loss: 7.7383 - val_loss: 18.9461
Epoch 12/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.6861 - val_loss: 18.8964
Epoch 13/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.6338 - val_loss: 18.8471
Epoch 14/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.5823 - val_loss: 18.7978
Epoch 15/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.5306 - val_loss: 18.7507
Epoch 16/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.4793 - val_loss: 18.7034
Epoch 17/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.4276 - val_loss: 18.6557
Epoch 18/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.3788 - val_loss: 18.6082
Epoch 19/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.3280 - val_loss: 18.5608
Epoch 20/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.2781 - val_loss: 18.5149
Epoch 21/2000
6/6 [==============================] - 0s 13ms/step - loss: 7.2285 - val_loss: 18.4686
Epoch 22/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.1788 - val_loss: 18.4226
Epoch 23/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.1309 - val_loss: 18.3772
Epoch 24/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.0814 - val_loss: 18.3317
Epoch 25/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.0323 - val_loss: 18.2858
Epoch 26/2000
6/6 [==============================] - 0s 8ms/step - loss: 6.9836 - val_loss: 18.2405
Epoch 27/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.9362 - val_loss: 18.1956
Epoch 28/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.8886 - val_loss: 18.1505
Epoch 29/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.8410 - val_loss: 18.1059
Epoch 30/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.7932 - val_loss: 18.0618
Epoch 31/2000
6/6 [==============================] - 0s 13ms/step - loss: 6.7488 - val_loss: 18.0183
Epoch 32/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.7003 - val_loss: 17.9735
Epoch 33/2000
6/6 [==============================] - 0s 8ms/step - loss: 6.6545 - val_loss: 17.9290
Epoch 34/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.6083 - val_loss: 17.8854
Epoch 35/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.5628 - val_loss: 17.8430
Epoch 36/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.5177 - val_loss: 17.7997
Epoch 37/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.4720 - val_loss: 17.7576
Epoch 38/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.4281 - val_loss: 17.7141
Epoch 39/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.3823 - val_loss: 17.6706
Epoch 40/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.3397 - val_loss: 17.6290
Epoch 41/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.2943 - val_loss: 17.5874
Epoch 42/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.2507 - val_loss: 17.5457
Epoch 43/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.2071 - val_loss: 17.5045
Epoch 44/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.1633 - val_loss: 17.4636
Epoch 45/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.1204 - val_loss: 17.4239
Epoch 46/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.0778 - val_loss: 17.3844
Epoch 47/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.0356 - val_loss: 17.3439
Epoch 48/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.9932 - val_loss: 17.3050
Epoch 49/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.9512 - val_loss: 17.2652
Epoch 50/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.9095 - val_loss: 17.2246
Epoch 51/2000
6/6 [==============================] - 0s 13ms/step - loss: 5.8685 - val_loss: 17.1850
Epoch 52/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8270 - val_loss: 17.1459
Epoch 53/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.7861 - val_loss: 17.1067
Epoch 54/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.7457 - val_loss: 17.0665
Epoch 55/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.7055 - val_loss: 17.0283
Epoch 56/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.6650 - val_loss: 16.9896
Epoch 57/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.6252 - val_loss: 16.9508
Epoch 58/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.5860 - val_loss: 16.9132
Epoch 59/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.5459 - val_loss: 16.8751
Epoch 60/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.5078 - val_loss: 16.8377
Epoch 61/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.4684 - val_loss: 16.8006
Epoch 62/2000
6/6 [==============================] - 0s 7ms/step - loss: 5.4297 - val_loss: 16.7633
Epoch 63/2000
6/6 [==============================] - 0s 6ms/step - loss: 5.3917 - val_loss: 16.7269
Epoch 64/2000
6/6 [==============================] - 0s 6ms/step - loss: 5.3539 - val_loss: 16.6907
Epoch 65/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.3154 - val_loss: 16.6544
Epoch 66/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.2784 - val_loss: 16.6189
Epoch 67/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.2410 - val_loss: 16.5829
Epoch 68/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.2037 - val_loss: 16.5482
Epoch 69/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.1674 - val_loss: 16.5114
Epoch 70/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.1306 - val_loss: 16.4746
Epoch 71/2000
6/6 [==============================] - 0s 14ms/step - loss: 5.0939 - val_loss: 16.4388
Epoch 72/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.0584 - val_loss: 16.4035
Epoch 73/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.0228 - val_loss: 16.3688
Epoch 74/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.9865 - val_loss: 16.3336
Epoch 75/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.9508 - val_loss: 16.2997
Epoch 76/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.9155 - val_loss: 16.2637
Epoch 77/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8797 - val_loss: 16.2287
Epoch 78/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8451 - val_loss: 16.1943
Epoch 79/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8098 - val_loss: 16.1605
Epoch 80/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.7759 - val_loss: 16.1268
Epoch 81/2000
6/6 [==============================] - 0s 13ms/step - loss: 4.7409 - val_loss: 16.0928
Epoch 82/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.7075 - val_loss: 16.0596
Epoch 83/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6738 - val_loss: 16.0261
Epoch 84/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6396 - val_loss: 15.9929
Epoch 85/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.6065 - val_loss: 15.9590
Epoch 86/2000
6/6 [==============================] - 0s 7ms/step - loss: 4.5733 - val_loss: 15.9252
Epoch 87/2000
6/6 [==============================] - 0s 6ms/step - loss: 4.5408 - val_loss: 15.8927
Epoch 88/2000
6/6 [==============================] - 0s 6ms/step - loss: 4.5078 - val_loss: 15.8600
Epoch 89/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.4755 - val_loss: 15.8274
Epoch 90/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.4435 - val_loss: 15.7949
Epoch 91/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.4111 - val_loss: 15.7634
Epoch 92/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.3795 - val_loss: 15.7316
Epoch 93/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.3477 - val_loss: 15.7007
Epoch 94/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.3159 - val_loss: 15.6693
Epoch 95/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2851 - val_loss: 15.6390
Epoch 96/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.2536 - val_loss: 15.6087
Epoch 97/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2226 - val_loss: 15.5778
Epoch 98/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1920 - val_loss: 15.5467
Epoch 99/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.1616 - val_loss: 15.5152
Epoch 100/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.1309 - val_loss: 15.4848
Epoch 101/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.1014 - val_loss: 15.4547
Epoch 102/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.0715 - val_loss: 15.4247
Epoch 103/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.0419 - val_loss: 15.3947
Epoch 104/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.0127 - val_loss: 15.3650
Epoch 105/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.9832 - val_loss: 15.3356
Epoch 106/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.9547 - val_loss: 15.3064
Epoch 107/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.9258 - val_loss: 15.2772
Epoch 108/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.8975 - val_loss: 15.2469
Epoch 109/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.8691 - val_loss: 15.2171
Epoch 110/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8410 - val_loss: 15.1874
Epoch 111/2000
6/6 [==============================] - 0s 14ms/step - loss: 3.8131 - val_loss: 15.1580
Epoch 112/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7850 - val_loss: 15.1295
Epoch 113/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.7573 - val_loss: 15.1003
Epoch 114/2000
6/6 [==============================] - 0s 7ms/step - loss: 3.7303 - val_loss: 15.0723
Epoch 115/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7028 - val_loss: 15.0437
Epoch 116/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.6760 - val_loss: 15.0145
Epoch 117/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6494 - val_loss: 14.9857
Epoch 118/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.6226 - val_loss: 14.9570
Epoch 119/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5963 - val_loss: 14.9286
Epoch 120/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5699 - val_loss: 14.9015
Epoch 121/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5438 - val_loss: 14.8731
Epoch 122/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5180 - val_loss: 14.8452
Epoch 123/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.4920 - val_loss: 14.8181
Epoch 124/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4664 - val_loss: 14.7916
Epoch 125/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.4412 - val_loss: 14.7644
Epoch 126/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4154 - val_loss: 14.7370
Epoch 127/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.3902 - val_loss: 14.7102
Epoch 128/2000
6/6 [==============================] - 0s 6ms/step - loss: 3.3656 - val_loss: 14.6826
Epoch 129/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.3405 - val_loss: 14.6566
Epoch 130/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.3160 - val_loss: 14.6307
Epoch 131/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2913 - val_loss: 14.6042
Epoch 132/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.2675 - val_loss: 14.5780
Epoch 133/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.2433 - val_loss: 14.5523
Epoch 134/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2194 - val_loss: 14.5265
Epoch 135/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1956 - val_loss: 14.4996
Epoch 136/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1720 - val_loss: 14.4732
Epoch 137/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.1484 - val_loss: 14.4474
Epoch 138/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1258 - val_loss: 14.4214
Epoch 139/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.1019 - val_loss: 14.3952
Epoch 140/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0796 - val_loss: 14.3697
Epoch 141/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.0567 - val_loss: 14.3446
Epoch 142/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0341 - val_loss: 14.3193
Epoch 143/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0115 - val_loss: 14.2949
Epoch 144/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9892 - val_loss: 14.2704
Epoch 145/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.9670 - val_loss: 14.2449
Epoch 146/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.9451 - val_loss: 14.2206
Epoch 147/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.9234 - val_loss: 14.1956
Epoch 148/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9018 - val_loss: 14.1715
Epoch 149/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.8802 - val_loss: 14.1464
Epoch 150/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8587 - val_loss: 14.1225
Epoch 151/2000
6/6 [==============================] - 0s 13ms/step - loss: 2.8379 - val_loss: 14.0975
Epoch 152/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8168 - val_loss: 14.0738
Epoch 153/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7961 - val_loss: 14.0497
Epoch 154/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.7751 - val_loss: 14.0261
Epoch 155/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.7546 - val_loss: 14.0009
Epoch 156/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7340 - val_loss: 13.9766
Epoch 157/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7136 - val_loss: 13.9525
Epoch 158/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6934 - val_loss: 13.9291
Epoch 159/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6732 - val_loss: 13.9056
Epoch 160/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6528 - val_loss: 13.8822
Epoch 161/2000
6/6 [==============================] - 0s 14ms/step - loss: 2.6332 - val_loss: 13.8585
Epoch 162/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6135 - val_loss: 13.8357
Epoch 163/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5937 - val_loss: 13.8119
Epoch 164/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5750 - val_loss: 13.7874
Epoch 165/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5557 - val_loss: 13.7653
Epoch 166/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5367 - val_loss: 13.7424
Epoch 167/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5182 - val_loss: 13.7204
Epoch 168/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.4995 - val_loss: 13.6980
Epoch 169/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4809 - val_loss: 13.6755
Epoch 170/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4623 - val_loss: 13.6532
Epoch 171/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4447 - val_loss: 13.6301
Epoch 172/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4260 - val_loss: 13.6084
Epoch 173/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4084 - val_loss: 13.5856
Epoch 174/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3905 - val_loss: 13.5648
Epoch 175/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3727 - val_loss: 13.5423
Epoch 176/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3554 - val_loss: 13.5207
Epoch 177/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3380 - val_loss: 13.4986
Epoch 178/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.3206 - val_loss: 13.4770
Epoch 179/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3036 - val_loss: 13.4548
Epoch 180/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.2862 - val_loss: 13.4344
Epoch 181/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.2697 - val_loss: 13.4126
Epoch 182/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2529 - val_loss: 13.3907
Epoch 183/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2360 - val_loss: 13.3686
Epoch 184/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.2194 - val_loss: 13.3478
Epoch 185/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.2030 - val_loss: 13.3258
Epoch 186/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1871 - val_loss: 13.3037
Epoch 187/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1706 - val_loss: 13.2829
Epoch 188/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1546 - val_loss: 13.2627
Epoch 189/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.1390 - val_loss: 13.2422
Epoch 190/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.1232 - val_loss: 13.2226
Epoch 191/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.1077 - val_loss: 13.2020
Epoch 192/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0922 - val_loss: 13.1825
Epoch 193/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0766 - val_loss: 13.1635
Epoch 194/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0613 - val_loss: 13.1434
Epoch 195/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.0463 - val_loss: 13.1250
Epoch 196/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.0312 - val_loss: 13.1062
Epoch 197/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0161 - val_loss: 13.0867
Epoch 198/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.0018 - val_loss: 13.0674
Epoch 199/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9870 - val_loss: 13.0485
Epoch 200/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.9723 - val_loss: 13.0293
Epoch 201/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9581 - val_loss: 13.0110
Epoch 202/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9438 - val_loss: 12.9905
Epoch 203/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9294 - val_loss: 12.9705
Epoch 204/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9152 - val_loss: 12.9507
Epoch 205/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9011 - val_loss: 12.9309
Epoch 206/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8873 - val_loss: 12.9125
Epoch 207/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8733 - val_loss: 12.8938
Epoch 208/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8597 - val_loss: 12.8754
Epoch 209/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.8459 - val_loss: 12.8570
Epoch 210/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8328 - val_loss: 12.8383
Epoch 211/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.8192 - val_loss: 12.8205
Epoch 212/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8062 - val_loss: 12.8008
Epoch 213/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7932 - val_loss: 12.7808
Epoch 214/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7799 - val_loss: 12.7627
Epoch 215/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.7673 - val_loss: 12.7437
Epoch 216/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7543 - val_loss: 12.7262
Epoch 217/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.7418 - val_loss: 12.7077
Epoch 218/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7292 - val_loss: 12.6892
Epoch 219/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7167 - val_loss: 12.6709
Epoch 220/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7045 - val_loss: 12.6534
Epoch 221/2000
6/6 [==============================] - 0s 15ms/step - loss: 1.6924 - val_loss: 12.6347
Epoch 222/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6799 - val_loss: 12.6173
Epoch 223/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6680 - val_loss: 12.5998
Epoch 224/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6563 - val_loss: 12.5811
Epoch 225/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6440 - val_loss: 12.5641
Epoch 226/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6323 - val_loss: 12.5467
Epoch 227/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6204 - val_loss: 12.5304
Epoch 228/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6085 - val_loss: 12.5135
Epoch 229/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.5972 - val_loss: 12.4971
Epoch 230/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5858 - val_loss: 12.4807
Epoch 231/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5745 - val_loss: 12.4649
Epoch 232/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5632 - val_loss: 12.4478
Epoch 233/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5522 - val_loss: 12.4308
Epoch 234/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.5410 - val_loss: 12.4136
Epoch 235/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5299 - val_loss: 12.3991
Epoch 236/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5192 - val_loss: 12.3827
Epoch 237/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5085 - val_loss: 12.3659
Epoch 238/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.4977 - val_loss: 12.3488
Epoch 239/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4871 - val_loss: 12.3318
Epoch 240/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.4767 - val_loss: 12.3153
Epoch 241/2000
6/6 [==============================] - 0s 13ms/step - loss: 1.4663 - val_loss: 12.2979
Epoch 242/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4558 - val_loss: 12.2817
Epoch 243/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4458 - val_loss: 12.2659
Epoch 244/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4358 - val_loss: 12.2487
Epoch 245/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.4257 - val_loss: 12.2325
Epoch 246/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4156 - val_loss: 12.2169
Epoch 247/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.4059 - val_loss: 12.2010
Epoch 248/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3963 - val_loss: 12.1860
Epoch 249/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3866 - val_loss: 12.1703
Epoch 250/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.3769 - val_loss: 12.1556
Epoch 251/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3674 - val_loss: 12.1413
Epoch 252/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3580 - val_loss: 12.1263
Epoch 253/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3488 - val_loss: 12.1112
Epoch 254/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3394 - val_loss: 12.0966
Epoch 255/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3305 - val_loss: 12.0812
Epoch 256/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3210 - val_loss: 12.0659
Epoch 257/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3121 - val_loss: 12.0500
Epoch 258/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3032 - val_loss: 12.0346
Epoch 259/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2942 - val_loss: 12.0192
Epoch 260/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2855 - val_loss: 12.0047
Epoch 261/2000
6/6 [==============================] - 0s 14ms/step - loss: 1.2768 - val_loss: 11.9903
Epoch 262/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2682 - val_loss: 11.9762
Epoch 263/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2598 - val_loss: 11.9598
Epoch 264/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2512 - val_loss: 11.9450
Epoch 265/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2427 - val_loss: 11.9303
Epoch 266/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2343 - val_loss: 11.9154
Epoch 267/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2262 - val_loss: 11.8992
Epoch 268/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2182 - val_loss: 11.8836
Epoch 269/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2099 - val_loss: 11.8703
Epoch 270/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2022 - val_loss: 11.8551
Epoch 271/2000
6/6 [==============================] - 0s 13ms/step - loss: 1.1940 - val_loss: 11.8409
Epoch 272/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1862 - val_loss: 11.8264
Epoch 273/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1784 - val_loss: 11.8115
Epoch 274/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1706 - val_loss: 11.7976
Epoch 275/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1629 - val_loss: 11.7824
Epoch 276/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1553 - val_loss: 11.7680
Epoch 277/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1477 - val_loss: 11.7537
Epoch 278/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1404 - val_loss: 11.7389
Epoch 279/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1329 - val_loss: 11.7251
Epoch 280/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.1256 - val_loss: 11.7108
Epoch 281/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1184 - val_loss: 11.6971
Epoch 282/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.1112 - val_loss: 11.6835
Epoch 283/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1041 - val_loss: 11.6698
Epoch 284/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0971 - val_loss: 11.6563
Epoch 285/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0901 - val_loss: 11.6432
Epoch 286/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.0833 - val_loss: 11.6283
Epoch 287/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0763 - val_loss: 11.6138
Epoch 288/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.0694 - val_loss: 11.5993
Epoch 289/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0627 - val_loss: 11.5850
Epoch 290/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0559 - val_loss: 11.5704
Epoch 291/2000
6/6 [==============================] - 0s 13ms/step - loss: 1.0492 - val_loss: 11.5551
Epoch 292/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0426 - val_loss: 11.5405
Epoch 293/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0362 - val_loss: 11.5259
Epoch 294/2000
6/6 [==============================] - 0s 13ms/step - loss: 1.0297 - val_loss: 11.5112
Epoch 295/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0233 - val_loss: 11.4961
Epoch 296/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0169 - val_loss: 11.4822
Epoch 297/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0107 - val_loss: 11.4680
Epoch 298/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0043 - val_loss: 11.4538
Epoch 299/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9983 - val_loss: 11.4395
Epoch 300/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9921 - val_loss: 11.4264
Epoch 301/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.9860 - val_loss: 11.4139
Epoch 302/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9802 - val_loss: 11.4009
Epoch 303/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9741 - val_loss: 11.3866
Epoch 304/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9684 - val_loss: 11.3731
Epoch 305/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9624 - val_loss: 11.3599
Epoch 306/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9567 - val_loss: 11.3469
Epoch 307/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9508 - val_loss: 11.3336
Epoch 308/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9451 - val_loss: 11.3199
Epoch 309/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.9395 - val_loss: 11.3064
Epoch 310/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9340 - val_loss: 11.2930
Epoch 311/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9283 - val_loss: 11.2797
Epoch 312/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.9228 - val_loss: 11.2652
Epoch 313/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.9172 - val_loss: 11.2526
Epoch 314/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9120 - val_loss: 11.2375
Epoch 315/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9065 - val_loss: 11.2242
Epoch 316/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9011 - val_loss: 11.2108
Epoch 317/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8960 - val_loss: 11.1958
Epoch 318/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.8907 - val_loss: 11.1826
Epoch 319/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8854 - val_loss: 11.1701
Epoch 320/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8804 - val_loss: 11.1566
Epoch 321/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8754 - val_loss: 11.1436
Epoch 322/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8705 - val_loss: 11.1309
Epoch 323/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8655 - val_loss: 11.1178
Epoch 324/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8607 - val_loss: 11.1054
Epoch 325/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8557 - val_loss: 11.0934
Epoch 326/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8511 - val_loss: 11.0797
Epoch 327/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8461 - val_loss: 11.0668
Epoch 328/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8414 - val_loss: 11.0527
Epoch 329/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8367 - val_loss: 11.0387
Epoch 330/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8319 - val_loss: 11.0249
Epoch 331/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.8273 - val_loss: 11.0122
Epoch 332/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8228 - val_loss: 10.9989
Epoch 333/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8183 - val_loss: 10.9855
Epoch 334/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8138 - val_loss: 10.9721
Epoch 335/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8095 - val_loss: 10.9585
Epoch 336/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8050 - val_loss: 10.9465
Epoch 337/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8008 - val_loss: 10.9327
Epoch 338/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7965 - val_loss: 10.9186
Epoch 339/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7922 - val_loss: 10.9048
Epoch 340/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7880 - val_loss: 10.8914
Epoch 341/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7837 - val_loss: 10.8774
Epoch 342/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7796 - val_loss: 10.8627
Epoch 343/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7755 - val_loss: 10.8490
Epoch 344/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7714 - val_loss: 10.8353
Epoch 345/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7673 - val_loss: 10.8217
Epoch 346/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7634 - val_loss: 10.8078
Epoch 347/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7594 - val_loss: 10.7947
Epoch 348/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7554 - val_loss: 10.7812
Epoch 349/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7517 - val_loss: 10.7675
Epoch 350/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7478 - val_loss: 10.7545
Epoch 351/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7440 - val_loss: 10.7418
Epoch 352/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7402 - val_loss: 10.7290
Epoch 353/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7364 - val_loss: 10.7165
Epoch 354/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7328 - val_loss: 10.7037
Epoch 355/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7291 - val_loss: 10.6905
Epoch 356/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7254 - val_loss: 10.6778
Epoch 357/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7217 - val_loss: 10.6645
Epoch 358/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7183 - val_loss: 10.6501
Epoch 359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7146 - val_loss: 10.6369
Epoch 360/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7111 - val_loss: 10.6238
Epoch 361/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7076 - val_loss: 10.6106
Epoch 362/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7042 - val_loss: 10.5972
Epoch 363/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7008 - val_loss: 10.5844
Epoch 364/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6974 - val_loss: 10.5709
Epoch 365/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6940 - val_loss: 10.5583
Epoch 366/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6906 - val_loss: 10.5459
Epoch 367/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6875 - val_loss: 10.5317
Epoch 368/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6841 - val_loss: 10.5184
Epoch 369/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6810 - val_loss: 10.5053
Epoch 370/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6778 - val_loss: 10.4930
Epoch 371/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.6747 - val_loss: 10.4803
Epoch 372/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6715 - val_loss: 10.4675
Epoch 373/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6684 - val_loss: 10.4539
Epoch 374/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6653 - val_loss: 10.4408
Epoch 375/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.6623 - val_loss: 10.4278
Epoch 376/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.6593 - val_loss: 10.4137
Epoch 377/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6563 - val_loss: 10.3993
Epoch 378/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6533 - val_loss: 10.3855
Epoch 379/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6503 - val_loss: 10.3720
Epoch 380/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6474 - val_loss: 10.3589
Epoch 381/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6444 - val_loss: 10.3451
Epoch 382/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6416 - val_loss: 10.3312
Epoch 383/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6388 - val_loss: 10.3184
Epoch 384/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6359 - val_loss: 10.3052
Epoch 385/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6331 - val_loss: 10.2913
Epoch 386/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6304 - val_loss: 10.2768
Epoch 387/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6275 - val_loss: 10.2632
Epoch 388/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6249 - val_loss: 10.2494
Epoch 389/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6222 - val_loss: 10.2360
Epoch 390/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6196 - val_loss: 10.2233
Epoch 391/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6169 - val_loss: 10.2107
Epoch 392/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6143 - val_loss: 10.1972
Epoch 393/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6117 - val_loss: 10.1845
Epoch 394/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6092 - val_loss: 10.1723
Epoch 395/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6067 - val_loss: 10.1588
Epoch 396/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6042 - val_loss: 10.1452
Epoch 397/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6016 - val_loss: 10.1316
Epoch 398/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5992 - val_loss: 10.1176
Epoch 399/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5966 - val_loss: 10.1048
Epoch 400/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5942 - val_loss: 10.0889
Epoch 401/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5918 - val_loss: 10.0743
Epoch 402/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5894 - val_loss: 10.0589
Epoch 403/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5869 - val_loss: 10.0462
Epoch 404/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5846 - val_loss: 10.0308
Epoch 405/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5822 - val_loss: 10.0170
Epoch 406/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5798 - val_loss: 10.0039
Epoch 407/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5775 - val_loss: 9.9905
Epoch 408/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.5752 - val_loss: 9.9762
Epoch 409/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5730 - val_loss: 9.9600
Epoch 410/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5706 - val_loss: 9.9455
Epoch 411/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.5684 - val_loss: 9.9316
Epoch 412/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.5662 - val_loss: 9.9176
Epoch 413/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5640 - val_loss: 9.9034
Epoch 414/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5619 - val_loss: 9.8894
Epoch 415/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5598 - val_loss: 9.8752
Epoch 416/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5575 - val_loss: 9.8618
Epoch 417/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5555 - val_loss: 9.8472
Epoch 418/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5533 - val_loss: 9.8330
Epoch 419/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5512 - val_loss: 9.8184
Epoch 420/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5491 - val_loss: 9.8053
Epoch 421/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5471 - val_loss: 9.7903
Epoch 422/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5450 - val_loss: 9.7759
Epoch 423/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5430 - val_loss: 9.7620
Epoch 424/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5410 - val_loss: 9.7467
Epoch 425/2000
6/6 [==============================] - ETA: 0s - loss: 0.319 - 0s 7ms/step - loss: 0.5390 - val_loss: 9.7324
Epoch 426/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5371 - val_loss: 9.7175
Epoch 427/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5351 - val_loss: 9.7027
Epoch 428/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5331 - val_loss: 9.6873
Epoch 429/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5311 - val_loss: 9.6740
Epoch 430/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5292 - val_loss: 9.6590
Epoch 431/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.5273 - val_loss: 9.6441
Epoch 432/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5254 - val_loss: 9.6289
Epoch 433/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5235 - val_loss: 9.6140
Epoch 434/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5216 - val_loss: 9.5998
Epoch 435/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5198 - val_loss: 9.5857
Epoch 436/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5181 - val_loss: 9.5709
Epoch 437/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5162 - val_loss: 9.5570
Epoch 438/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5144 - val_loss: 9.5415
Epoch 439/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.5126 - val_loss: 9.5262
Epoch 440/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5108 - val_loss: 9.5113
Epoch 441/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5090 - val_loss: 9.4961
Epoch 442/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5072 - val_loss: 9.4815
Epoch 443/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5055 - val_loss: 9.4653
Epoch 444/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5037 - val_loss: 9.4499
Epoch 445/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5020 - val_loss: 9.4342
Epoch 446/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5003 - val_loss: 9.4184
Epoch 447/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4986 - val_loss: 9.4031
Epoch 448/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4969 - val_loss: 9.3869
Epoch 449/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4952 - val_loss: 9.3715
Epoch 450/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4936 - val_loss: 9.3571
Epoch 451/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.4920 - val_loss: 9.3414
Epoch 452/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4904 - val_loss: 9.3251
Epoch 453/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4887 - val_loss: 9.3100
Epoch 454/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4871 - val_loss: 9.2939
Epoch 455/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4855 - val_loss: 9.2783
Epoch 456/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4839 - val_loss: 9.2614
Epoch 457/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4822 - val_loss: 9.2456
Epoch 458/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4808 - val_loss: 9.2280
Epoch 459/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4791 - val_loss: 9.2118
Epoch 460/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4776 - val_loss: 9.1954
Epoch 461/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.4760 - val_loss: 9.1801
Epoch 462/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4745 - val_loss: 9.1634
Epoch 463/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4730 - val_loss: 9.1467
Epoch 464/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4714 - val_loss: 9.1305
Epoch 465/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4699 - val_loss: 9.1149
Epoch 466/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4684 - val_loss: 9.0991
Epoch 467/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4669 - val_loss: 9.0835
Epoch 468/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4654 - val_loss: 9.0668
Epoch 469/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4639 - val_loss: 9.0505
Epoch 470/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4625 - val_loss: 9.0339
Epoch 471/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4610 - val_loss: 9.0173
Epoch 472/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4595 - val_loss: 9.0004
Epoch 473/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4581 - val_loss: 8.9839
Epoch 474/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4567 - val_loss: 8.9671
Epoch 475/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4552 - val_loss: 8.9507
Epoch 476/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4538 - val_loss: 8.9349
Epoch 477/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4524 - val_loss: 8.9190
Epoch 478/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4510 - val_loss: 8.9030
Epoch 479/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4497 - val_loss: 8.8860
Epoch 480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4483 - val_loss: 8.8685
Epoch 481/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.4469 - val_loss: 8.8515
Epoch 482/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4456 - val_loss: 8.8349
Epoch 483/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4442 - val_loss: 8.8175
Epoch 484/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4429 - val_loss: 8.8006
Epoch 485/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4415 - val_loss: 8.7832
Epoch 486/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4402 - val_loss: 8.7646
Epoch 487/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4389 - val_loss: 8.7476
Epoch 488/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4375 - val_loss: 8.7324
Epoch 489/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4362 - val_loss: 8.7151
Epoch 490/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.4349 - val_loss: 8.6972
Epoch 491/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4335 - val_loss: 8.6796
Epoch 492/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4323 - val_loss: 8.6625
Epoch 493/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4310 - val_loss: 8.6448
Epoch 494/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4297 - val_loss: 8.6290
Epoch 495/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4285 - val_loss: 8.6118
Epoch 496/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4271 - val_loss: 8.5944
Epoch 497/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4258 - val_loss: 8.5772
Epoch 498/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4246 - val_loss: 8.5602
Epoch 499/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4233 - val_loss: 8.5409
Epoch 500/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4220 - val_loss: 8.5239
Epoch 501/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4207 - val_loss: 8.5078
Epoch 502/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4196 - val_loss: 8.4904
Epoch 503/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4183 - val_loss: 8.4726
Epoch 504/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4171 - val_loss: 8.4557
Epoch 505/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4159 - val_loss: 8.4382
Epoch 506/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4146 - val_loss: 8.4209
Epoch 507/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4134 - val_loss: 8.4015
Epoch 508/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4122 - val_loss: 8.3836
Epoch 509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4110 - val_loss: 8.3664
Epoch 510/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4097 - val_loss: 8.3497
Epoch 511/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.4086 - val_loss: 8.3316
Epoch 512/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4074 - val_loss: 8.3153
Epoch 513/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4063 - val_loss: 8.2978
Epoch 514/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4051 - val_loss: 8.2811
Epoch 515/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4039 - val_loss: 8.2627
Epoch 516/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4028 - val_loss: 8.2437
Epoch 517/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4016 - val_loss: 8.2264
Epoch 518/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4005 - val_loss: 8.2076
Epoch 519/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3993 - val_loss: 8.1910
Epoch 520/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3982 - val_loss: 8.1728
Epoch 521/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3970 - val_loss: 8.1557
Epoch 522/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3959 - val_loss: 8.1380
Epoch 523/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3947 - val_loss: 8.1203
Epoch 524/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3936 - val_loss: 8.1007
Epoch 525/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3925 - val_loss: 8.0826
Epoch 526/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3913 - val_loss: 8.0638
Epoch 527/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3902 - val_loss: 8.0460
Epoch 528/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3891 - val_loss: 8.0284
Epoch 529/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3880 - val_loss: 8.0085
Epoch 530/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3869 - val_loss: 7.9895
Epoch 531/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.3858 - val_loss: 7.9700
Epoch 532/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3846 - val_loss: 7.9514
Epoch 533/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3836 - val_loss: 7.9323
Epoch 534/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3825 - val_loss: 7.9139
Epoch 535/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3814 - val_loss: 7.8952
Epoch 536/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3803 - val_loss: 7.8765
Epoch 537/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3792 - val_loss: 7.8577
Epoch 538/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3782 - val_loss: 7.8391
Epoch 539/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3771 - val_loss: 7.8205
Epoch 540/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3760 - val_loss: 7.8026
Epoch 541/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.3750 - val_loss: 7.7849
Epoch 542/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3739 - val_loss: 7.7668
Epoch 543/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3729 - val_loss: 7.7492
Epoch 544/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3718 - val_loss: 7.7302
Epoch 545/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3708 - val_loss: 7.7114
Epoch 546/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3696 - val_loss: 7.6923
Epoch 547/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3687 - val_loss: 7.6729
Epoch 548/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3676 - val_loss: 7.6545
Epoch 549/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3665 - val_loss: 7.6371
Epoch 550/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3655 - val_loss: 7.6186
Epoch 551/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.3644 - val_loss: 7.6000
Epoch 552/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3634 - val_loss: 7.5815
Epoch 553/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3623 - val_loss: 7.5624
Epoch 554/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3613 - val_loss: 7.5422
Epoch 555/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3603 - val_loss: 7.5228
Epoch 556/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3592 - val_loss: 7.5045
Epoch 557/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3582 - val_loss: 7.4876
Epoch 558/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3572 - val_loss: 7.4683
Epoch 559/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3561 - val_loss: 7.4495
Epoch 560/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3551 - val_loss: 7.4315
Epoch 561/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.3541 - val_loss: 7.4118
Epoch 562/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3531 - val_loss: 7.3931
Epoch 563/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3520 - val_loss: 7.3740
Epoch 564/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3511 - val_loss: 7.3553
Epoch 565/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3501 - val_loss: 7.3354
Epoch 566/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3490 - val_loss: 7.3155
Epoch 567/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3481 - val_loss: 7.2960
Epoch 568/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3470 - val_loss: 7.2772
Epoch 569/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3461 - val_loss: 7.2576
Epoch 570/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3451 - val_loss: 7.2379
Epoch 571/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3441 - val_loss: 7.2194
Epoch 572/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3431 - val_loss: 7.1999
Epoch 573/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3421 - val_loss: 7.1809
Epoch 574/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3412 - val_loss: 7.1617
Epoch 575/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3402 - val_loss: 7.1418
Epoch 576/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3392 - val_loss: 7.1224
Epoch 577/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3382 - val_loss: 7.1035
Epoch 578/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3373 - val_loss: 7.0846
Epoch 579/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3363 - val_loss: 7.0648
Epoch 580/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3354 - val_loss: 7.0441
Epoch 581/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.3343 - val_loss: 7.0246
Epoch 582/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3334 - val_loss: 7.0046
Epoch 583/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3324 - val_loss: 6.9850
Epoch 584/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3314 - val_loss: 6.9662
Epoch 585/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3304 - val_loss: 6.9461
Epoch 586/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3294 - val_loss: 6.9265
Epoch 587/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3285 - val_loss: 6.9072
Epoch 588/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3276 - val_loss: 6.8881
Epoch 589/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3266 - val_loss: 6.8691
Epoch 590/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3257 - val_loss: 6.8497
Epoch 591/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.3247 - val_loss: 6.8310
Epoch 592/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3237 - val_loss: 6.8107
Epoch 593/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3227 - val_loss: 6.7908
Epoch 594/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3219 - val_loss: 6.7708
Epoch 595/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3208 - val_loss: 6.7517
Epoch 596/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3198 - val_loss: 6.7330
Epoch 597/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3189 - val_loss: 6.7145
Epoch 598/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3180 - val_loss: 6.6943
Epoch 599/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3170 - val_loss: 6.6744
Epoch 600/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3161 - val_loss: 6.6539
Epoch 601/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.3151 - val_loss: 6.6347
Epoch 602/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3141 - val_loss: 6.6155
Epoch 603/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3132 - val_loss: 6.5943
Epoch 604/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3123 - val_loss: 6.5737
Epoch 605/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3113 - val_loss: 6.5536
Epoch 606/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3104 - val_loss: 6.5329
Epoch 607/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3094 - val_loss: 6.5124
Epoch 608/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3085 - val_loss: 6.4930
Epoch 609/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3076 - val_loss: 6.4740
Epoch 610/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3067 - val_loss: 6.4548
Epoch 611/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3058 - val_loss: 6.4351
Epoch 612/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3049 - val_loss: 6.4149
Epoch 613/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3040 - val_loss: 6.3956
Epoch 614/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3031 - val_loss: 6.3759
Epoch 615/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3022 - val_loss: 6.3561
Epoch 616/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3012 - val_loss: 6.3362
Epoch 617/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3003 - val_loss: 6.3167
Epoch 618/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2994 - val_loss: 6.2975
Epoch 619/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2985 - val_loss: 6.2782
Epoch 620/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2976 - val_loss: 6.2582
Epoch 621/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2967 - val_loss: 6.2371
Epoch 622/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2958 - val_loss: 6.2177
Epoch 623/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2948 - val_loss: 6.1976
Epoch 624/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2939 - val_loss: 6.1783
Epoch 625/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2930 - val_loss: 6.1564
Epoch 626/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2921 - val_loss: 6.1350
Epoch 627/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2911 - val_loss: 6.1151
Epoch 628/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2902 - val_loss: 6.0935
Epoch 629/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2892 - val_loss: 6.0744
Epoch 630/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2883 - val_loss: 6.0539
Epoch 631/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2874 - val_loss: 6.0336
Epoch 632/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2865 - val_loss: 6.0130
Epoch 633/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2855 - val_loss: 5.9926
Epoch 634/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2846 - val_loss: 5.9713
Epoch 635/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2837 - val_loss: 5.9513
Epoch 636/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2828 - val_loss: 5.9312
Epoch 637/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2819 - val_loss: 5.9114
Epoch 638/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2810 - val_loss: 5.8921
Epoch 639/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2801 - val_loss: 5.8734
Epoch 640/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2792 - val_loss: 5.8543
Epoch 641/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2783 - val_loss: 5.8357
Epoch 642/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2774 - val_loss: 5.8148
Epoch 643/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2765 - val_loss: 5.7952
Epoch 644/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2756 - val_loss: 5.7762
Epoch 645/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2747 - val_loss: 5.7569
Epoch 646/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2738 - val_loss: 5.7363
Epoch 647/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2729 - val_loss: 5.7165
Epoch 648/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2720 - val_loss: 5.6979
Epoch 649/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2711 - val_loss: 5.6778
Epoch 650/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2702 - val_loss: 5.6569
Epoch 651/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2693 - val_loss: 5.6367
Epoch 652/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2684 - val_loss: 5.6159
Epoch 653/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2675 - val_loss: 5.5962
Epoch 654/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2667 - val_loss: 5.5762
Epoch 655/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2657 - val_loss: 5.5581
Epoch 656/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2648 - val_loss: 5.5386
Epoch 657/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2639 - val_loss: 5.5177
Epoch 658/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2630 - val_loss: 5.4969
Epoch 659/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2622 - val_loss: 5.4767
Epoch 660/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2612 - val_loss: 5.4562
Epoch 661/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2604 - val_loss: 5.4361
Epoch 662/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2595 - val_loss: 5.4156
Epoch 663/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2587 - val_loss: 5.3954
Epoch 664/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2578 - val_loss: 5.3766
Epoch 665/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2569 - val_loss: 5.3568
Epoch 666/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2560 - val_loss: 5.3379
Epoch 667/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2553 - val_loss: 5.3186
Epoch 668/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2544 - val_loss: 5.2998
Epoch 669/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2536 - val_loss: 5.2806
Epoch 670/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2528 - val_loss: 5.2614
Epoch 671/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2518 - val_loss: 5.2425
Epoch 672/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2510 - val_loss: 5.2222
Epoch 673/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2501 - val_loss: 5.2015
Epoch 674/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2493 - val_loss: 5.1792
Epoch 675/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2483 - val_loss: 5.1595
Epoch 676/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2475 - val_loss: 5.1404
Epoch 677/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2467 - val_loss: 5.1208
Epoch 678/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2458 - val_loss: 5.1009
Epoch 679/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2449 - val_loss: 5.0824
Epoch 680/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2441 - val_loss: 5.0637
Epoch 681/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2433 - val_loss: 5.0436
Epoch 682/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2424 - val_loss: 5.0244
Epoch 683/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2416 - val_loss: 5.0047
Epoch 684/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2407 - val_loss: 4.9859
Epoch 685/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2399 - val_loss: 4.9653
Epoch 686/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2390 - val_loss: 4.9468
Epoch 687/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2381 - val_loss: 4.9284
Epoch 688/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2374 - val_loss: 4.9079
Epoch 689/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2365 - val_loss: 4.8894
Epoch 690/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2357 - val_loss: 4.8698
Epoch 691/2000
6/6 [==============================] - 0s 15ms/step - loss: 0.2348 - val_loss: 4.8513
Epoch 692/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2340 - val_loss: 4.8305
Epoch 693/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2331 - val_loss: 4.8107
Epoch 694/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2323 - val_loss: 4.7904
Epoch 695/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2315 - val_loss: 4.7700
Epoch 696/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2307 - val_loss: 4.7502
Epoch 697/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2298 - val_loss: 4.7315
Epoch 698/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2290 - val_loss: 4.7135
Epoch 699/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2282 - val_loss: 4.6947
Epoch 700/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2273 - val_loss: 4.6764
Epoch 701/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2265 - val_loss: 4.6555
Epoch 702/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2257 - val_loss: 4.6355
Epoch 703/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2249 - val_loss: 4.6151
Epoch 704/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2240 - val_loss: 4.5961
Epoch 705/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2233 - val_loss: 4.5757
Epoch 706/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2224 - val_loss: 4.5561
Epoch 707/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2216 - val_loss: 4.5376
Epoch 708/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2208 - val_loss: 4.5191
Epoch 709/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2200 - val_loss: 4.5013
Epoch 710/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2192 - val_loss: 4.4819
Epoch 711/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2184 - val_loss: 4.4629
Epoch 712/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2176 - val_loss: 4.4449
Epoch 713/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2168 - val_loss: 4.4261
Epoch 714/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2159 - val_loss: 4.4080
Epoch 715/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2152 - val_loss: 4.3889
Epoch 716/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2143 - val_loss: 4.3700
Epoch 717/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2136 - val_loss: 4.3513
Epoch 718/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2128 - val_loss: 4.3326
Epoch 719/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2120 - val_loss: 4.3131
Epoch 720/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2112 - val_loss: 4.2953
Epoch 721/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2104 - val_loss: 4.2770
Epoch 722/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2096 - val_loss: 4.2587
Epoch 723/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2088 - val_loss: 4.2410
Epoch 724/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2081 - val_loss: 4.2222
Epoch 725/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2073 - val_loss: 4.2026
Epoch 726/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2065 - val_loss: 4.1842
Epoch 727/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2057 - val_loss: 4.1665
Epoch 728/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2049 - val_loss: 4.1474
Epoch 729/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2041 - val_loss: 4.1289
Epoch 730/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2033 - val_loss: 4.1114
Epoch 731/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2026 - val_loss: 4.0931
Epoch 732/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2018 - val_loss: 4.0751
Epoch 733/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2010 - val_loss: 4.0571
Epoch 734/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2003 - val_loss: 4.0386
Epoch 735/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1995 - val_loss: 4.0208
Epoch 736/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1987 - val_loss: 4.0025
Epoch 737/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1980 - val_loss: 3.9838
Epoch 738/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1972 - val_loss: 3.9659
Epoch 739/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1965 - val_loss: 3.9487
Epoch 740/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1957 - val_loss: 3.9305
Epoch 741/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1950 - val_loss: 3.9116
Epoch 742/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1942 - val_loss: 3.8931
Epoch 743/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1934 - val_loss: 3.8752
Epoch 744/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1926 - val_loss: 3.8576
Epoch 745/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1919 - val_loss: 3.8392
Epoch 746/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1911 - val_loss: 3.8217
Epoch 747/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1904 - val_loss: 3.8045
Epoch 748/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1896 - val_loss: 3.7869
Epoch 749/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1889 - val_loss: 3.7695
Epoch 750/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1881 - val_loss: 3.7533
Epoch 751/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1874 - val_loss: 3.7362
Epoch 752/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1867 - val_loss: 3.7193
Epoch 753/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1859 - val_loss: 3.7018
Epoch 754/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1852 - val_loss: 3.6835
Epoch 755/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1845 - val_loss: 3.6657
Epoch 756/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1837 - val_loss: 3.6492
Epoch 757/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1830 - val_loss: 3.6311
Epoch 758/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1823 - val_loss: 3.6133
Epoch 759/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1815 - val_loss: 3.5970
Epoch 760/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1809 - val_loss: 3.5801
Epoch 761/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1801 - val_loss: 3.5637
Epoch 762/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1794 - val_loss: 3.5468
Epoch 763/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1788 - val_loss: 3.5304
Epoch 764/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1780 - val_loss: 3.5144
Epoch 765/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1773 - val_loss: 3.4974
Epoch 766/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1766 - val_loss: 3.4803
Epoch 767/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1759 - val_loss: 3.4641
Epoch 768/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1752 - val_loss: 3.4483
Epoch 769/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1745 - val_loss: 3.4307
Epoch 770/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1738 - val_loss: 3.4135
Epoch 771/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1731 - val_loss: 3.3967
Epoch 772/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1724 - val_loss: 3.3798
Epoch 773/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1717 - val_loss: 3.3629
Epoch 774/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1710 - val_loss: 3.3472
Epoch 775/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1703 - val_loss: 3.3312
Epoch 776/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1696 - val_loss: 3.3152
Epoch 777/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1690 - val_loss: 3.2992
Epoch 778/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1682 - val_loss: 3.2834
Epoch 779/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1675 - val_loss: 3.2669
Epoch 780/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1669 - val_loss: 3.2493
Epoch 781/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1662 - val_loss: 3.2322
Epoch 782/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1654 - val_loss: 3.2164
Epoch 783/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1648 - val_loss: 3.2002
Epoch 784/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1641 - val_loss: 3.1841
Epoch 785/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1635 - val_loss: 3.1680
Epoch 786/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1627 - val_loss: 3.1521
Epoch 787/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1621 - val_loss: 3.1349
Epoch 788/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1614 - val_loss: 3.1183
Epoch 789/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1607 - val_loss: 3.1016
Epoch 790/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1600 - val_loss: 3.0861
Epoch 791/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1594 - val_loss: 3.0706
Epoch 792/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1587 - val_loss: 3.0549
Epoch 793/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1580 - val_loss: 3.0394
Epoch 794/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1574 - val_loss: 3.0231
Epoch 795/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1567 - val_loss: 3.0065
Epoch 796/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1560 - val_loss: 2.9899
Epoch 797/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1554 - val_loss: 2.9742
Epoch 798/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1547 - val_loss: 2.9592
Epoch 799/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1540 - val_loss: 2.9439
Epoch 800/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1534 - val_loss: 2.9287
Epoch 801/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1528 - val_loss: 2.9137
Epoch 802/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1521 - val_loss: 2.8978
Epoch 803/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1515 - val_loss: 2.8827
Epoch 804/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1509 - val_loss: 2.8669
Epoch 805/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1502 - val_loss: 2.8518
Epoch 806/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1496 - val_loss: 2.8360
Epoch 807/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1489 - val_loss: 2.8210
Epoch 808/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1483 - val_loss: 2.8056
Epoch 809/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1477 - val_loss: 2.7903
Epoch 810/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1470 - val_loss: 2.7745
Epoch 811/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1464 - val_loss: 2.7587
Epoch 812/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1458 - val_loss: 2.7434
Epoch 813/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1451 - val_loss: 2.7287
Epoch 814/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1445 - val_loss: 2.7132
Epoch 815/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1438 - val_loss: 2.6979
Epoch 816/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1432 - val_loss: 2.6823
Epoch 817/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1426 - val_loss: 2.6672
Epoch 818/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1420 - val_loss: 2.6523
Epoch 819/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1414 - val_loss: 2.6376
Epoch 820/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1407 - val_loss: 2.6235
Epoch 821/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1402 - val_loss: 2.6096
Epoch 822/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1396 - val_loss: 2.5952
Epoch 823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1389 - val_loss: 2.5810
Epoch 824/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1383 - val_loss: 2.5666
Epoch 825/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1377 - val_loss: 2.5526
Epoch 826/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1371 - val_loss: 2.5381
Epoch 827/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1365 - val_loss: 2.5239
Epoch 828/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1359 - val_loss: 2.5095
Epoch 829/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1353 - val_loss: 2.4954
Epoch 830/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1347 - val_loss: 2.4809
Epoch 831/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1341 - val_loss: 2.4667
Epoch 832/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1335 - val_loss: 2.4519
Epoch 833/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1329 - val_loss: 2.4376
Epoch 834/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1323 - val_loss: 2.4234
Epoch 835/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1318 - val_loss: 2.4093
Epoch 836/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1312 - val_loss: 2.3960
Epoch 837/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1306 - val_loss: 2.3825
Epoch 838/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1300 - val_loss: 2.3676
Epoch 839/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1294 - val_loss: 2.3530
Epoch 840/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1289 - val_loss: 2.3385
Epoch 841/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.1283 - val_loss: 2.3252
Epoch 842/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1277 - val_loss: 2.3117
Epoch 843/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1271 - val_loss: 2.2986
Epoch 844/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1265 - val_loss: 2.2850
Epoch 845/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1260 - val_loss: 2.2712
Epoch 846/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1254 - val_loss: 2.2575
Epoch 847/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1249 - val_loss: 2.2437
Epoch 848/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1243 - val_loss: 2.2303
Epoch 849/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1237 - val_loss: 2.2171
Epoch 850/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1232 - val_loss: 2.2034
Epoch 851/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1226 - val_loss: 2.1904
Epoch 852/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1221 - val_loss: 2.1772
Epoch 853/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1215 - val_loss: 2.1640
Epoch 854/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1210 - val_loss: 2.1508
Epoch 855/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1204 - val_loss: 2.1381
Epoch 856/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1199 - val_loss: 2.1253
Epoch 857/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1193 - val_loss: 2.1121
Epoch 858/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1188 - val_loss: 2.0995
Epoch 859/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1183 - val_loss: 2.0871
Epoch 860/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1178 - val_loss: 2.0746
Epoch 861/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1172 - val_loss: 2.0622
Epoch 862/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1167 - val_loss: 2.0493
Epoch 863/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1162 - val_loss: 2.0359
Epoch 864/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1156 - val_loss: 2.0233
Epoch 865/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1151 - val_loss: 2.0104
Epoch 866/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1146 - val_loss: 1.9977
Epoch 867/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1140 - val_loss: 1.9854
Epoch 868/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1135 - val_loss: 1.9726
Epoch 869/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1130 - val_loss: 1.9599
Epoch 870/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1125 - val_loss: 1.9477
Epoch 871/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1120 - val_loss: 1.9356
Epoch 872/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1115 - val_loss: 1.9236
Epoch 873/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1109 - val_loss: 1.9122
Epoch 874/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1105 - val_loss: 1.8998
Epoch 875/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1099 - val_loss: 1.8876
Epoch 876/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1095 - val_loss: 1.8762
Epoch 877/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1090 - val_loss: 1.8647
Epoch 878/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1085 - val_loss: 1.8528
Epoch 879/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1080 - val_loss: 1.8406
Epoch 880/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1075 - val_loss: 1.8286
Epoch 881/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1070 - val_loss: 1.8165
Epoch 882/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1065 - val_loss: 1.8046
Epoch 883/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1060 - val_loss: 1.7925
Epoch 884/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1055 - val_loss: 1.7807
Epoch 885/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1050 - val_loss: 1.7692
Epoch 886/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1045 - val_loss: 1.7577
Epoch 887/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1041 - val_loss: 1.7468
Epoch 888/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1036 - val_loss: 1.7354
Epoch 889/2000
6/6 [==============================] - ETA: 0s - loss: 0.065 - 0s 12ms/step - loss: 0.1031 - val_loss: 1.7245
Epoch 890/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1027 - val_loss: 1.7132
Epoch 891/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1022 - val_loss: 1.7024
Epoch 892/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1018 - val_loss: 1.6915
Epoch 893/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1014 - val_loss: 1.6801
Epoch 894/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1008 - val_loss: 1.6695
Epoch 895/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1004 - val_loss: 1.6584
Epoch 896/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1000 - val_loss: 1.6477
Epoch 897/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0995 - val_loss: 1.6368
Epoch 898/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0991 - val_loss: 1.6264
Epoch 899/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0986 - val_loss: 1.6156
Epoch 900/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0982 - val_loss: 1.6044
Epoch 901/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0977 - val_loss: 1.5931
Epoch 902/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0973 - val_loss: 1.5819
Epoch 903/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0968 - val_loss: 1.5708
Epoch 904/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0964 - val_loss: 1.5597
Epoch 905/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0959 - val_loss: 1.5487
Epoch 906/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0955 - val_loss: 1.5381
Epoch 907/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0950 - val_loss: 1.5279
Epoch 908/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0946 - val_loss: 1.5182
Epoch 909/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0942 - val_loss: 1.5084
Epoch 910/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0938 - val_loss: 1.4978
Epoch 911/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0933 - val_loss: 1.4874
Epoch 912/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0929 - val_loss: 1.4773
Epoch 913/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0924 - val_loss: 1.4673
Epoch 914/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0921 - val_loss: 1.4563
Epoch 915/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0916 - val_loss: 1.4464
Epoch 916/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0912 - val_loss: 1.4362
Epoch 917/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0908 - val_loss: 1.4262
Epoch 918/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0904 - val_loss: 1.4162
Epoch 919/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0899 - val_loss: 1.4056
Epoch 920/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0895 - val_loss: 1.3954
Epoch 921/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0891 - val_loss: 1.3852
Epoch 922/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0887 - val_loss: 1.3753
Epoch 923/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0883 - val_loss: 1.3654
Epoch 924/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0879 - val_loss: 1.3563
Epoch 925/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0875 - val_loss: 1.3470
Epoch 926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0871 - val_loss: 1.3381
Epoch 927/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0867 - val_loss: 1.3283
Epoch 928/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0864 - val_loss: 1.3191
Epoch 929/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0859 - val_loss: 1.3099
Epoch 930/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0856 - val_loss: 1.3007
Epoch 931/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0852 - val_loss: 1.2916
Epoch 932/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0848 - val_loss: 1.2827
Epoch 933/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0844 - val_loss: 1.2735
Epoch 934/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0841 - val_loss: 1.2643
Epoch 935/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0837 - val_loss: 1.2551
Epoch 936/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0833 - val_loss: 1.2456
Epoch 937/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0829 - val_loss: 1.2364
Epoch 938/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0825 - val_loss: 1.2270
Epoch 939/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0822 - val_loss: 1.2174
Epoch 940/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0818 - val_loss: 1.2081
Epoch 941/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0814 - val_loss: 1.1986
Epoch 942/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0810 - val_loss: 1.1900
Epoch 943/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0807 - val_loss: 1.1812
Epoch 944/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0803 - val_loss: 1.1729
Epoch 945/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0799 - val_loss: 1.1641
Epoch 946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0796 - val_loss: 1.1556
Epoch 947/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0792 - val_loss: 1.1470
Epoch 948/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0789 - val_loss: 1.1389
Epoch 949/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0785 - val_loss: 1.1306
Epoch 950/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0782 - val_loss: 1.1218
Epoch 951/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0778 - val_loss: 1.1137
Epoch 952/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0775 - val_loss: 1.1048
Epoch 953/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0771 - val_loss: 1.0961
Epoch 954/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0767 - val_loss: 1.0881
Epoch 955/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0764 - val_loss: 1.0801
Epoch 956/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0761 - val_loss: 1.0716
Epoch 957/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0757 - val_loss: 1.0628
Epoch 958/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0753 - val_loss: 1.0543
Epoch 959/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0750 - val_loss: 1.0458
Epoch 960/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0747 - val_loss: 1.0373
Epoch 961/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0743 - val_loss: 1.0292
Epoch 962/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0740 - val_loss: 1.0215
Epoch 963/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0737 - val_loss: 1.0139
Epoch 964/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0734 - val_loss: 1.0058
Epoch 965/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0730 - val_loss: 0.9983
Epoch 966/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0727 - val_loss: 0.9906
Epoch 967/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0724 - val_loss: 0.9830
Epoch 968/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0721 - val_loss: 0.9752
Epoch 969/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0718 - val_loss: 0.9679
Epoch 970/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0715 - val_loss: 0.9605
Epoch 971/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0712 - val_loss: 0.9527
Epoch 972/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0709 - val_loss: 0.9458
Epoch 973/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0705 - val_loss: 0.9387
Epoch 974/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0703 - val_loss: 0.9306
Epoch 975/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0700 - val_loss: 0.9232
Epoch 976/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0696 - val_loss: 0.9162
Epoch 977/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0693 - val_loss: 0.9088
Epoch 978/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0690 - val_loss: 0.9011
Epoch 979/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0688 - val_loss: 0.8933
Epoch 980/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0684 - val_loss: 0.8862
Epoch 981/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0681 - val_loss: 0.8791
Epoch 982/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0679 - val_loss: 0.8723
Epoch 983/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0676 - val_loss: 0.8652
Epoch 984/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0673 - val_loss: 0.8583
Epoch 985/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0670 - val_loss: 0.8509
Epoch 986/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0667 - val_loss: 0.8439
Epoch 987/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0664 - val_loss: 0.8375
Epoch 988/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0661 - val_loss: 0.8305
Epoch 989/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0658 - val_loss: 0.8239
Epoch 990/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0656 - val_loss: 0.8171
Epoch 991/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0653 - val_loss: 0.8104
Epoch 992/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0650 - val_loss: 0.8038
Epoch 993/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0647 - val_loss: 0.7973
Epoch 994/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0645 - val_loss: 0.7906
Epoch 995/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0642 - val_loss: 0.7838
Epoch 996/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0639 - val_loss: 0.7770
Epoch 997/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0637 - val_loss: 0.7699
Epoch 998/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0634 - val_loss: 0.7635
Epoch 999/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0631 - val_loss: 0.7574
Epoch 1000/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0629 - val_loss: 0.7511
Epoch 1001/2000
6/6 [==============================] - ETA: 0s - loss: 0.069 - 0s 14ms/step - loss: 0.0626 - val_loss: 0.7448
Epoch 1002/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0624 - val_loss: 0.7385
Epoch 1003/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0621 - val_loss: 0.7321
Epoch 1004/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0619 - val_loss: 0.7259
Epoch 1005/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0616 - val_loss: 0.7200
Epoch 1006/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0614 - val_loss: 0.7137
Epoch 1007/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0611 - val_loss: 0.7080
Epoch 1008/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0609 - val_loss: 0.7021
Epoch 1009/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0606 - val_loss: 0.6964
Epoch 1010/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0604 - val_loss: 0.6903
Epoch 1011/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0601 - val_loss: 0.6844
Epoch 1012/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0599 - val_loss: 0.6784
Epoch 1013/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0596 - val_loss: 0.6725
Epoch 1014/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0594 - val_loss: 0.6667
Epoch 1015/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0592 - val_loss: 0.6610
Epoch 1016/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0589 - val_loss: 0.6555
Epoch 1017/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0587 - val_loss: 0.6497
Epoch 1018/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0585 - val_loss: 0.6443
Epoch 1019/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0582 - val_loss: 0.6385
Epoch 1020/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0580 - val_loss: 0.6326
Epoch 1021/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0578 - val_loss: 0.6273
Epoch 1022/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0576 - val_loss: 0.6215
Epoch 1023/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0573 - val_loss: 0.6160
Epoch 1024/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0571 - val_loss: 0.6106
Epoch 1025/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0569 - val_loss: 0.6053
Epoch 1026/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0567 - val_loss: 0.6004
Epoch 1027/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0565 - val_loss: 0.5955
Epoch 1028/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0562 - val_loss: 0.5901
Epoch 1029/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0560 - val_loss: 0.5849
Epoch 1030/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0558 - val_loss: 0.5798
Epoch 1031/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0556 - val_loss: 0.5745
Epoch 1032/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0554 - val_loss: 0.5692
Epoch 1033/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0552 - val_loss: 0.5640
Epoch 1034/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0550 - val_loss: 0.5588
Epoch 1035/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0548 - val_loss: 0.5537
Epoch 1036/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0545 - val_loss: 0.5489
Epoch 1037/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0543 - val_loss: 0.5439
Epoch 1038/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0541 - val_loss: 0.5389
Epoch 1039/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0539 - val_loss: 0.5341
Epoch 1040/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0537 - val_loss: 0.5291
Epoch 1041/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0535 - val_loss: 0.5239
Epoch 1042/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0533 - val_loss: 0.5191
Epoch 1043/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0531 - val_loss: 0.5143
Epoch 1044/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0530 - val_loss: 0.5099
Epoch 1045/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0528 - val_loss: 0.5053
Epoch 1046/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0526 - val_loss: 0.5011
Epoch 1047/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0524 - val_loss: 0.4966
Epoch 1048/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0522 - val_loss: 0.4920
Epoch 1049/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0520 - val_loss: 0.4877
Epoch 1050/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0518 - val_loss: 0.4832
Epoch 1051/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0517 - val_loss: 0.4786
Epoch 1052/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0515 - val_loss: 0.4744
Epoch 1053/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0513 - val_loss: 0.4699
Epoch 1054/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0511 - val_loss: 0.4658
Epoch 1055/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0509 - val_loss: 0.4615
Epoch 1056/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0508 - val_loss: 0.4571
Epoch 1057/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0506 - val_loss: 0.4524
Epoch 1058/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0504 - val_loss: 0.4481
Epoch 1059/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0502 - val_loss: 0.4436
Epoch 1060/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0501 - val_loss: 0.4393
Epoch 1061/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0499 - val_loss: 0.4348
Epoch 1062/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0497 - val_loss: 0.4307
Epoch 1063/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0495 - val_loss: 0.4268
Epoch 1064/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0494 - val_loss: 0.4227
Epoch 1065/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0492 - val_loss: 0.4183
Epoch 1066/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0490 - val_loss: 0.4142
Epoch 1067/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0489 - val_loss: 0.4103
Epoch 1068/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0487 - val_loss: 0.4064
Epoch 1069/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0485 - val_loss: 0.4027
Epoch 1070/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0484 - val_loss: 0.3989
Epoch 1071/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0482 - val_loss: 0.3949
Epoch 1072/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0481 - val_loss: 0.3914
Epoch 1073/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0479 - val_loss: 0.3878
Epoch 1074/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0478 - val_loss: 0.3841
Epoch 1075/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0476 - val_loss: 0.3803
Epoch 1076/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0475 - val_loss: 0.3768
Epoch 1077/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0473 - val_loss: 0.3729
Epoch 1078/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0472 - val_loss: 0.3694
Epoch 1079/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0470 - val_loss: 0.3659
Epoch 1080/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0469 - val_loss: 0.3622
Epoch 1081/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0467 - val_loss: 0.3588
Epoch 1082/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0466 - val_loss: 0.3555
Epoch 1083/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0465 - val_loss: 0.3521
Epoch 1084/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0463 - val_loss: 0.3487
Epoch 1085/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0462 - val_loss: 0.3452
Epoch 1086/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0461 - val_loss: 0.3417
Epoch 1087/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0459 - val_loss: 0.3384
Epoch 1088/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0458 - val_loss: 0.3352
Epoch 1089/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0456 - val_loss: 0.3320
Epoch 1090/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0455 - val_loss: 0.3287
Epoch 1091/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0454 - val_loss: 0.3256
Epoch 1092/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0453 - val_loss: 0.3226
Epoch 1093/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0451 - val_loss: 0.3191
Epoch 1094/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0450 - val_loss: 0.3159
Epoch 1095/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0449 - val_loss: 0.3125
Epoch 1096/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0447 - val_loss: 0.3091
Epoch 1097/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0446 - val_loss: 0.3061
Epoch 1098/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0445 - val_loss: 0.3028
Epoch 1099/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0444 - val_loss: 0.2993
Epoch 1100/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0442 - val_loss: 0.2964
Epoch 1101/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0441 - val_loss: 0.2935
Epoch 1102/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0440 - val_loss: 0.2905
Epoch 1103/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0439 - val_loss: 0.2876
Epoch 1104/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0438 - val_loss: 0.2847
Epoch 1105/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0436 - val_loss: 0.2820
Epoch 1106/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0435 - val_loss: 0.2795
Epoch 1107/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0434 - val_loss: 0.2770
Epoch 1108/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0433 - val_loss: 0.2739
Epoch 1109/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0432 - val_loss: 0.2710
Epoch 1110/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0431 - val_loss: 0.2685
Epoch 1111/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0430 - val_loss: 0.2660
Epoch 1112/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0429 - val_loss: 0.2631
Epoch 1113/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0428 - val_loss: 0.2606
Epoch 1114/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0427 - val_loss: 0.2580
Epoch 1115/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0426 - val_loss: 0.2553
Epoch 1116/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0425 - val_loss: 0.2528
Epoch 1117/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0424 - val_loss: 0.2504
Epoch 1118/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0423 - val_loss: 0.2480
Epoch 1119/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0422 - val_loss: 0.2454
Epoch 1120/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0421 - val_loss: 0.2429
Epoch 1121/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0420 - val_loss: 0.2405
Epoch 1122/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0419 - val_loss: 0.2378
Epoch 1123/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0418 - val_loss: 0.2353
Epoch 1124/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0417 - val_loss: 0.2330
Epoch 1125/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0416 - val_loss: 0.2305
Epoch 1126/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0415 - val_loss: 0.2281
Epoch 1127/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0414 - val_loss: 0.2259
Epoch 1128/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0413 - val_loss: 0.2237
Epoch 1129/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0412 - val_loss: 0.2216
Epoch 1130/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0411 - val_loss: 0.2195
Epoch 1131/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0410 - val_loss: 0.2172
Epoch 1132/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0409 - val_loss: 0.2151
Epoch 1133/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0408 - val_loss: 0.2129
Epoch 1134/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0408 - val_loss: 0.2108
Epoch 1135/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0407 - val_loss: 0.2084
Epoch 1136/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0406 - val_loss: 0.2063
Epoch 1137/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0405 - val_loss: 0.2040
Epoch 1138/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0404 - val_loss: 0.2019
Epoch 1139/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0403 - val_loss: 0.2001
Epoch 1140/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0403 - val_loss: 0.1984
Epoch 1141/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0402 - val_loss: 0.1965
Epoch 1142/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0401 - val_loss: 0.1946
Epoch 1143/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0400 - val_loss: 0.1927
Epoch 1144/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0400 - val_loss: 0.1906
Epoch 1145/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0399 - val_loss: 0.1886
Epoch 1146/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0398 - val_loss: 0.1869
Epoch 1147/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0397 - val_loss: 0.1852
Epoch 1148/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0397 - val_loss: 0.1834
Epoch 1149/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0396 - val_loss: 0.1816
Epoch 1150/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0395 - val_loss: 0.1800
Epoch 1151/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0394 - val_loss: 0.1783
Epoch 1152/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0394 - val_loss: 0.1764
Epoch 1153/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0393 - val_loss: 0.1744
Epoch 1154/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0392 - val_loss: 0.1726
Epoch 1155/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0392 - val_loss: 0.1711
Epoch 1156/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0391 - val_loss: 0.1695
Epoch 1157/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0390 - val_loss: 0.1678
Epoch 1158/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0390 - val_loss: 0.1661
Epoch 1159/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0389 - val_loss: 0.1644
Epoch 1160/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0388 - val_loss: 0.1628
Epoch 1161/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0388 - val_loss: 0.1612
Epoch 1162/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0387 - val_loss: 0.1596
Epoch 1163/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0386 - val_loss: 0.1580
Epoch 1164/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0386 - val_loss: 0.1567
Epoch 1165/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0385 - val_loss: 0.1551
Epoch 1166/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0385 - val_loss: 0.1535
Epoch 1167/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0384 - val_loss: 0.1521
Epoch 1168/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0383 - val_loss: 0.1506
Epoch 1169/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0383 - val_loss: 0.1488
Epoch 1170/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0382 - val_loss: 0.1473
Epoch 1171/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0381 - val_loss: 0.1456
Epoch 1172/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0381 - val_loss: 0.1440
Epoch 1173/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0380 - val_loss: 0.1425
Epoch 1174/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0380 - val_loss: 0.1408
Epoch 1175/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0379 - val_loss: 0.1392
Epoch 1176/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0379 - val_loss: 0.1376
Epoch 1177/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0378 - val_loss: 0.1361
Epoch 1178/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0378 - val_loss: 0.1348
Epoch 1179/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1335
Epoch 1180/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0376 - val_loss: 0.1323
Epoch 1181/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0376 - val_loss: 0.1309
Epoch 1182/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0375 - val_loss: 0.1297
Epoch 1183/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0375 - val_loss: 0.1284
Epoch 1184/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0374 - val_loss: 0.1273
Epoch 1185/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0374 - val_loss: 0.1261
Epoch 1186/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0373 - val_loss: 0.1249
Epoch 1187/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0373 - val_loss: 0.1236
Epoch 1188/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0372 - val_loss: 0.1225
Epoch 1189/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0372 - val_loss: 0.1215
Epoch 1190/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0372 - val_loss: 0.1203
Epoch 1191/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0371 - val_loss: 0.1192
Epoch 1192/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0371 - val_loss: 0.1181
Epoch 1193/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0370 - val_loss: 0.1170
Epoch 1194/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0370 - val_loss: 0.1159
Epoch 1195/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0369 - val_loss: 0.1147
Epoch 1196/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0369 - val_loss: 0.1137
Epoch 1197/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0369 - val_loss: 0.1127
Epoch 1198/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0368 - val_loss: 0.1116
Epoch 1199/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0368 - val_loss: 0.1107
Epoch 1200/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0367 - val_loss: 0.1097
Epoch 1201/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0367 - val_loss: 0.1088
Epoch 1202/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0367 - val_loss: 0.1077
Epoch 1203/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0366 - val_loss: 0.1067
Epoch 1204/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1058
Epoch 1205/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1048
Epoch 1206/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1039
Epoch 1207/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0365 - val_loss: 0.1028
Epoch 1208/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0364 - val_loss: 0.1019
Epoch 1209/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0364 - val_loss: 0.1011
Epoch 1210/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0364 - val_loss: 0.1002
Epoch 1211/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0992
Epoch 1212/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0363 - val_loss: 0.0983
Epoch 1213/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0975
Epoch 1214/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0966
Epoch 1215/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0362 - val_loss: 0.0957
Epoch 1216/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0948
Epoch 1217/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0361 - val_loss: 0.0941
Epoch 1218/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0361 - val_loss: 0.0933
Epoch 1219/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0361 - val_loss: 0.0925
Epoch 1220/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0361 - val_loss: 0.0917
Epoch 1221/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0360 - val_loss: 0.0908
Epoch 1222/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0360 - val_loss: 0.0901
Epoch 1223/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0360 - val_loss: 0.0894
Epoch 1224/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0359 - val_loss: 0.0885
Epoch 1225/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0878
Epoch 1226/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0871
Epoch 1227/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0359 - val_loss: 0.0864
Epoch 1228/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0358 - val_loss: 0.0858
Epoch 1229/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0849
Epoch 1230/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0843
Epoch 1231/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0357 - val_loss: 0.0835
Epoch 1232/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0357 - val_loss: 0.0829
Epoch 1233/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0357 - val_loss: 0.0823
Epoch 1234/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0357 - val_loss: 0.0817
Epoch 1235/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0356 - val_loss: 0.0811
Epoch 1236/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0804
Epoch 1237/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0798
Epoch 1238/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0356 - val_loss: 0.0791
Epoch 1239/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0356 - val_loss: 0.0786
Epoch 1240/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0780
Epoch 1241/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0355 - val_loss: 0.0774
Epoch 1242/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0768
Epoch 1243/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0355 - val_loss: 0.0762
Epoch 1244/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0756
Epoch 1245/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0751
Epoch 1246/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0746
Epoch 1247/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0740
Epoch 1248/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0354 - val_loss: 0.0734
Epoch 1249/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0353 - val_loss: 0.0729
Epoch 1250/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0353 - val_loss: 0.0724
Epoch 1251/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0353 - val_loss: 0.0719
Epoch 1252/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0713
Epoch 1253/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0709
Epoch 1254/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0352 - val_loss: 0.0703
Epoch 1255/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0698
Epoch 1256/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0352 - val_loss: 0.0692
Epoch 1257/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0686
Epoch 1258/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0682
Epoch 1259/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0351 - val_loss: 0.0678
Epoch 1260/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0351 - val_loss: 0.0674
Epoch 1261/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0351 - val_loss: 0.0670
Epoch 1262/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0665
Epoch 1263/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0660
Epoch 1264/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0351 - val_loss: 0.0657
Epoch 1265/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0652
Epoch 1266/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0647
Epoch 1267/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0642
Epoch 1268/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0637
Epoch 1269/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0350 - val_loss: 0.0634
Epoch 1270/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0350 - val_loss: 0.0630
Epoch 1271/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0349 - val_loss: 0.0625
Epoch 1272/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0349 - val_loss: 0.0621
Epoch 1273/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0349 - val_loss: 0.0617
Epoch 1274/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0613
Epoch 1275/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0610
Epoch 1276/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0606
Epoch 1277/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0603
Epoch 1278/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0599
Epoch 1279/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0596
Epoch 1280/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0592
Epoch 1281/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0589
Epoch 1282/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0348 - val_loss: 0.0585
Epoch 1283/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0582
Epoch 1284/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0578
Epoch 1285/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0574
Epoch 1286/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0571
Epoch 1287/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0568
Epoch 1288/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0564
Epoch 1289/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0562
Epoch 1290/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0347 - val_loss: 0.0559
Epoch 1291/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0556
Epoch 1292/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0554
Epoch 1293/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0347 - val_loss: 0.0551
Epoch 1294/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0549
Epoch 1295/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0546
Epoch 1296/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0544
Epoch 1297/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0541
Epoch 1298/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0539
Epoch 1299/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0536
Epoch 1300/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0532
Epoch 1301/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0529
Epoch 1302/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0526
Epoch 1303/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0523
Epoch 1304/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0521
Epoch 1305/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0346 - val_loss: 0.0518
Epoch 1306/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0516
Epoch 1307/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0514
Epoch 1308/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0511
Epoch 1309/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0509
Epoch 1310/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 1311/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0345 - val_loss: 0.0506
Epoch 1312/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0505
Epoch 1313/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0503
Epoch 1314/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0501
Epoch 1315/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 1316/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0497
Epoch 1317/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0495
Epoch 1318/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0493
Epoch 1319/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0492
Epoch 1320/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 1321/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0345 - val_loss: 0.0488
Epoch 1322/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0486
Epoch 1323/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0485
Epoch 1324/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0484
Epoch 1325/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0483
Epoch 1326/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1327/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0344 - val_loss: 0.0479
Epoch 1328/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 1329/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 1330/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 1331/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0471
Epoch 1332/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 1333/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0468
Epoch 1334/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0466
Epoch 1335/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1336/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1337/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1338/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1339/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1340/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1341/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1342/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1343/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1344/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1345/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0452
Epoch 1346/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0451
Epoch 1347/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1348/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1349/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1350/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1351/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1352/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0445
Epoch 1353/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1354/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1355/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1356/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1357/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1358/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1359/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1360/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1361/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1362/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1363/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1364/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1365/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1366/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1367/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1368/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1369/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1370/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1371/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1372/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1373/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1374/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1375/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1376/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1377/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1378/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1379/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1380/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1381/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1382/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1383/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1384/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1385/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1386/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1387/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1388/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1389/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0416
Epoch 1390/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1391/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0415
Epoch 1392/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0414
Epoch 1393/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1394/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1395/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1396/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1397/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1398/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1399/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1400/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1401/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1402/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1403/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1404/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1405/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1406/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1407/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1408/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1409/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1410/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1411/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1412/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1413/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1414/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1415/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1416/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1417/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1418/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1419/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1420/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1421/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1422/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1423/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1424/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1425/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1426/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1427/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1428/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1429/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1430/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1431/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1432/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1433/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1434/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1435/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1436/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1437/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1438/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1439/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1440/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1441/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1442/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1443/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1444/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1445/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1446/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1447/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1448/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1449/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1450/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1451/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1452/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1453/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1454/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1455/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1456/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1457/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1458/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1459/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1460/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1461/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1462/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1463/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1464/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1466/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1467/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1468/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1469/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1470/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1471/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1472/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1473/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1474/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1475/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1476/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1477/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1478/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1479/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1481/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1482/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1483/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1484/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1485/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1486/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1487/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1488/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1489/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1490/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1491/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1492/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1493/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1494/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1495/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1496/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1497/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1498/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1499/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1500/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1501/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1502/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1503/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1504/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1505/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1506/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1507/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1508/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1510/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1511/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1512/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1513/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1514/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1515/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1516/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1517/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1518/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1519/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1520/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1521/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1522/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1523/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1524/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1525/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1526/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1527/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1528/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1529/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1530/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1531/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1532/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1533/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1534/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1535/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1536/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1537/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1538/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1539/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1540/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1541/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1542/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1543/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1544/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1545/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1546/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1547/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1548/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1549/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1550/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1551/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1552/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1553/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1554/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1555/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1556/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1557/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1558/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1559/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1560/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1561/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1562/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1563/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1564/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1565/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1566/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1567/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1568/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1569/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1570/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1571/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1572/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1573/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1574/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1575/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1576/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1577/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1578/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1579/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1580/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1581/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1582/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1583/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1584/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1585/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1586/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1587/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1588/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1589/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1590/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1591/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1592/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1593/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1594/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1595/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1596/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1597/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1598/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1599/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1600/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1601/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1602/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1603/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1604/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1605/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1606/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1607/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1608/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1609/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1610/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1611/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1612/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1613/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1614/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1615/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1619/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1627/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1628/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1629/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1630/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1631/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1632/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1633/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1634/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1635/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1636/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1637/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1638/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1639/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1640/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1641/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1642/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1643/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1644/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1645/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1646/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1647/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1648/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1649/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1650/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1651/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1652/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1653/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1654/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1666/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1667/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1668/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1669/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1670/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1671/2000
6/6 [==============================] - 0s 15ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1672/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1673/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1674/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1675/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1689/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1690/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1691/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1692/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1696/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1711/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1740/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1746/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1752/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1753/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1754/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1755/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1756/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1757/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1758/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1759/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1760/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1761/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1762/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1763/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1764/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1765/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1766/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1767/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1768/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1769/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1770/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1771/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1775/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1776/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1777/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1778/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1782/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1783/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1789/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1790/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1791/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1792/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1793/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1794/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1805/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1806/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1807/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1808/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1809/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1810/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1811/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1812/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1813/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1814/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1815/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1816/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1817/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1818/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1819/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1820/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1821/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1822/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1824/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1825/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1826/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1827/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1828/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1829/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1830/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1832/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1833/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1834/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1835/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - ETA: 0s - loss: 0.035 - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1855/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1856/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1862/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1866/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1877/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1878/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1879/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1880/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1881/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1882/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1883/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1884/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1885/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1886/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1887/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1888/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1889/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1890/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1891/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1892/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1893/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1894/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1895/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1900/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1901/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1902/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1903/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1904/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1905/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1906/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1911/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1912/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1913/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1914/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1915/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1916/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1917/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1918/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1919/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1920/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1921/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1922/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1923/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1931/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1932/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1933/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1934/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1935/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1936/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1937/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1938/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1939/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1940/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1941/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1942/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1943/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1944/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1945/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1946/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1947/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1948/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1949/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1950/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1951/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1952/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1953/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1954/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1955/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1956/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1957/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1958/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1960/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1961/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1962/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1963/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1964/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1965/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1966/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1967/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1968/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1969/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1970/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1971/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1972/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1973/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1974/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1975/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1976/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1977/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1978/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1979/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1980/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1981/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1982/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1983/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1984/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1985/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1986/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1987/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1988/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1989/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1990/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1991/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1992/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1993/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1994/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1995/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1996/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1997/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1998/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1999/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 2000/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385

<keras.callbacks.History at 0x7fcbbdee2470>

net.weights

[<tf.Variable 'dense_12/kernel:0' shape=(5, 1) dtype=float32, numpy=
 array([[ 2.9993026e+00],
        [ 1.0091946e+00],
        [-1.2232587e-02],
        [ 2.6008475e-03],
        [ 4.8521173e-01]], dtype=float32)>,
 <tf.Variable 'dense_12/bias:0' shape=(1,) dtype=float32, numpy=array([-2.0092075], dtype=float32)>]

net.summary()

Model: "sequential_10"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_12 (Dense)            (None, 1)                 6         
                                                                 
=================================================================
Total params: 6
Trainable params: 6
Non-trainable params: 0
_________________________________________________________________

bias 하나에 x 5개

%tensorboard --logdir logs --host 0.0.0.0

Reusing TensorBoard on port 6006 (pid 1695421), started 0:00:07 ago. (Use '!kill 1695421' to kill it.)

그림 설명

dense_8/kernel_0 : weight에서 나오는2.9980264e+00, 1.0085708e+00,,-1.1158477e-02,-2.6421517e-04, 4.8478574e-01 이 값들이 학습되어 수렴하는 그래프

하나는 3 근처로 하나는 0 근처로 등

freq 500 해보기

freq 너무 작으면(기록을 많이해서) 시간 오래걸려

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1))
net.compile(loss='mse',optimizer='adam')
cb1= tf.keras.callbacks.TensorBoard(update_freq='epoch',histogram_freq=500)
net.fit(X,y,epochs=2000, batch_size=100, validation_split=0.45,callbacks=cb1)

Epoch 1/2000
6/6 [==============================] - 0s 23ms/step - loss: 12.7673 - val_loss: 18.6468
Epoch 2/2000
6/6 [==============================] - 0s 9ms/step - loss: 12.6950 - val_loss: 18.5723
Epoch 3/2000
6/6 [==============================] - 0s 10ms/step - loss: 12.6258 - val_loss: 18.4964
Epoch 4/2000
6/6 [==============================] - 0s 10ms/step - loss: 12.5539 - val_loss: 18.4230
Epoch 5/2000
6/6 [==============================] - 0s 11ms/step - loss: 12.4846 - val_loss: 18.3477
Epoch 6/2000
6/6 [==============================] - 0s 9ms/step - loss: 12.4138 - val_loss: 18.2735
Epoch 7/2000
6/6 [==============================] - 0s 11ms/step - loss: 12.3442 - val_loss: 18.2005
Epoch 8/2000
6/6 [==============================] - 0s 11ms/step - loss: 12.2761 - val_loss: 18.1269
Epoch 9/2000
6/6 [==============================] - 0s 10ms/step - loss: 12.2078 - val_loss: 18.0541
Epoch 10/2000
6/6 [==============================] - 0s 11ms/step - loss: 12.1392 - val_loss: 17.9820
Epoch 11/2000
6/6 [==============================] - 0s 12ms/step - loss: 12.0719 - val_loss: 17.9099
Epoch 12/2000
6/6 [==============================] - 0s 10ms/step - loss: 12.0044 - val_loss: 17.8390
Epoch 13/2000
6/6 [==============================] - 0s 12ms/step - loss: 11.9367 - val_loss: 17.7686
Epoch 14/2000
6/6 [==============================] - 0s 12ms/step - loss: 11.8705 - val_loss: 17.6963
Epoch 15/2000
6/6 [==============================] - 0s 10ms/step - loss: 11.8041 - val_loss: 17.6245
Epoch 16/2000
6/6 [==============================] - 0s 10ms/step - loss: 11.7367 - val_loss: 17.5551
Epoch 17/2000
6/6 [==============================] - 0s 12ms/step - loss: 11.6704 - val_loss: 17.4849
Epoch 18/2000
6/6 [==============================] - 0s 11ms/step - loss: 11.6065 - val_loss: 17.4156
Epoch 19/2000
6/6 [==============================] - 0s 10ms/step - loss: 11.5409 - val_loss: 17.3457
Epoch 20/2000
6/6 [==============================] - 0s 11ms/step - loss: 11.4762 - val_loss: 17.2765
Epoch 21/2000
6/6 [==============================] - 0s 10ms/step - loss: 11.4110 - val_loss: 17.2089
Epoch 22/2000
6/6 [==============================] - 0s 10ms/step - loss: 11.3463 - val_loss: 17.1403
Epoch 23/2000
6/6 [==============================] - 0s 10ms/step - loss: 11.2845 - val_loss: 17.0702
Epoch 24/2000
6/6 [==============================] - 0s 11ms/step - loss: 11.2190 - val_loss: 17.0036
Epoch 25/2000
6/6 [==============================] - 0s 12ms/step - loss: 11.1552 - val_loss: 16.9357
Epoch 26/2000
6/6 [==============================] - 0s 12ms/step - loss: 11.0911 - val_loss: 16.8676
Epoch 27/2000
6/6 [==============================] - 0s 13ms/step - loss: 11.0291 - val_loss: 16.7998
Epoch 28/2000
6/6 [==============================] - 0s 10ms/step - loss: 10.9669 - val_loss: 16.7339
Epoch 29/2000
6/6 [==============================] - 0s 11ms/step - loss: 10.9048 - val_loss: 16.6691
Epoch 30/2000
6/6 [==============================] - 0s 8ms/step - loss: 10.8416 - val_loss: 16.6059
Epoch 31/2000
6/6 [==============================] - 0s 10ms/step - loss: 10.7842 - val_loss: 16.5386
Epoch 32/2000
6/6 [==============================] - 0s 8ms/step - loss: 10.7202 - val_loss: 16.4733
Epoch 33/2000
6/6 [==============================] - 0s 10ms/step - loss: 10.6597 - val_loss: 16.4081
Epoch 34/2000
6/6 [==============================] - 0s 11ms/step - loss: 10.5989 - val_loss: 16.3433
Epoch 35/2000
6/6 [==============================] - 0s 12ms/step - loss: 10.5391 - val_loss: 16.2777
Epoch 36/2000
6/6 [==============================] - 0s 11ms/step - loss: 10.4793 - val_loss: 16.2130
Epoch 37/2000
6/6 [==============================] - 0s 11ms/step - loss: 10.4189 - val_loss: 16.1508
Epoch 38/2000
6/6 [==============================] - 0s 10ms/step - loss: 10.3610 - val_loss: 16.0879
Epoch 39/2000
6/6 [==============================] - 0s 10ms/step - loss: 10.3002 - val_loss: 16.0247
Epoch 40/2000
6/6 [==============================] - 0s 8ms/step - loss: 10.2444 - val_loss: 15.9610
Epoch 41/2000
6/6 [==============================] - 0s 7ms/step - loss: 10.1834 - val_loss: 15.8995
Epoch 42/2000
6/6 [==============================] - 0s 9ms/step - loss: 10.1258 - val_loss: 15.8374
Epoch 43/2000
6/6 [==============================] - 0s 11ms/step - loss: 10.0685 - val_loss: 15.7746
Epoch 44/2000
6/6 [==============================] - 0s 10ms/step - loss: 10.0095 - val_loss: 15.7141
Epoch 45/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.9521 - val_loss: 15.6549
Epoch 46/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.8953 - val_loss: 15.5963
Epoch 47/2000
6/6 [==============================] - 0s 11ms/step - loss: 9.8399 - val_loss: 15.5358
Epoch 48/2000
6/6 [==============================] - 0s 11ms/step - loss: 9.7830 - val_loss: 15.4776
Epoch 49/2000
6/6 [==============================] - 0s 9ms/step - loss: 9.7260 - val_loss: 15.4218
Epoch 50/2000
6/6 [==============================] - 0s 11ms/step - loss: 9.6714 - val_loss: 15.3616
Epoch 51/2000
6/6 [==============================] - 0s 11ms/step - loss: 9.6162 - val_loss: 15.3038
Epoch 52/2000
6/6 [==============================] - 0s 11ms/step - loss: 9.5610 - val_loss: 15.2460
Epoch 53/2000
6/6 [==============================] - 0s 9ms/step - loss: 9.5064 - val_loss: 15.1870
Epoch 54/2000
6/6 [==============================] - 0s 12ms/step - loss: 9.4519 - val_loss: 15.1271
Epoch 55/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.3979 - val_loss: 15.0693
Epoch 56/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.3429 - val_loss: 15.0134
Epoch 57/2000
6/6 [==============================] - 0s 9ms/step - loss: 9.2896 - val_loss: 14.9575
Epoch 58/2000
6/6 [==============================] - 0s 9ms/step - loss: 9.2366 - val_loss: 14.9033
Epoch 59/2000
6/6 [==============================] - 0s 11ms/step - loss: 9.1830 - val_loss: 14.8485
Epoch 60/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.1317 - val_loss: 14.7937
Epoch 61/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.0793 - val_loss: 14.7381
Epoch 62/2000
6/6 [==============================] - 0s 10ms/step - loss: 9.0259 - val_loss: 14.6850
Epoch 63/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.9746 - val_loss: 14.6312
Epoch 64/2000
6/6 [==============================] - 0s 8ms/step - loss: 8.9231 - val_loss: 14.5757
Epoch 65/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.8705 - val_loss: 14.5199
Epoch 66/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.8203 - val_loss: 14.4641
Epoch 67/2000
6/6 [==============================] - 0s 8ms/step - loss: 8.7681 - val_loss: 14.4111
Epoch 68/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.7174 - val_loss: 14.3585
Epoch 69/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.6675 - val_loss: 14.3048
Epoch 70/2000
6/6 [==============================] - 0s 9ms/step - loss: 8.6171 - val_loss: 14.2507
Epoch 71/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.5670 - val_loss: 14.1964
Epoch 72/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.5172 - val_loss: 14.1447
Epoch 73/2000
6/6 [==============================] - 0s 13ms/step - loss: 8.4689 - val_loss: 14.0927
Epoch 74/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.4184 - val_loss: 14.0419
Epoch 75/2000
6/6 [==============================] - 0s 12ms/step - loss: 8.3699 - val_loss: 13.9915
Epoch 76/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.3212 - val_loss: 13.9395
Epoch 77/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.2717 - val_loss: 13.8891
Epoch 78/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.2239 - val_loss: 13.8387
Epoch 79/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.1753 - val_loss: 13.7879
Epoch 80/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.1282 - val_loss: 13.7374
Epoch 81/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.0794 - val_loss: 13.6874
Epoch 82/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.0327 - val_loss: 13.6382
Epoch 83/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.9863 - val_loss: 13.5884
Epoch 84/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.9382 - val_loss: 13.5404
Epoch 85/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.8929 - val_loss: 13.4894
Epoch 86/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.8455 - val_loss: 13.4400
Epoch 87/2000
6/6 [==============================] - 0s 8ms/step - loss: 7.8000 - val_loss: 13.3922
Epoch 88/2000
6/6 [==============================] - 0s 7ms/step - loss: 7.7537 - val_loss: 13.3432
Epoch 89/2000
6/6 [==============================] - 0s 7ms/step - loss: 7.7084 - val_loss: 13.2950
Epoch 90/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.6630 - val_loss: 13.2490
Epoch 91/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.6180 - val_loss: 13.2024
Epoch 92/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.5732 - val_loss: 13.1550
Epoch 93/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.5289 - val_loss: 13.1075
Epoch 94/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.4834 - val_loss: 13.0617
Epoch 95/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.4399 - val_loss: 13.0165
Epoch 96/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.3954 - val_loss: 12.9713
Epoch 97/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.3511 - val_loss: 12.9272
Epoch 98/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.3082 - val_loss: 12.8809
Epoch 99/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.2644 - val_loss: 12.8359
Epoch 100/2000
6/6 [==============================] - 0s 8ms/step - loss: 7.2215 - val_loss: 12.7909
Epoch 101/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.1792 - val_loss: 12.7461
Epoch 102/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.1363 - val_loss: 12.7020
Epoch 103/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.0937 - val_loss: 12.6571
Epoch 104/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.0517 - val_loss: 12.6111
Epoch 105/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.0095 - val_loss: 12.5658
Epoch 106/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.9679 - val_loss: 12.5214
Epoch 107/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.9266 - val_loss: 12.4768
Epoch 108/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.8846 - val_loss: 12.4339
Epoch 109/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.8445 - val_loss: 12.3892
Epoch 110/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.8031 - val_loss: 12.3456
Epoch 111/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.7629 - val_loss: 12.3026
Epoch 112/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.7222 - val_loss: 12.2611
Epoch 113/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.6818 - val_loss: 12.2192
Epoch 114/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.6422 - val_loss: 12.1773
Epoch 115/2000
6/6 [==============================] - 0s 8ms/step - loss: 6.6025 - val_loss: 12.1350
Epoch 116/2000
6/6 [==============================] - 0s 7ms/step - loss: 6.5632 - val_loss: 12.0929
Epoch 117/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.5247 - val_loss: 12.0506
Epoch 118/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.4851 - val_loss: 12.0101
Epoch 119/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.4469 - val_loss: 11.9692
Epoch 120/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.4079 - val_loss: 11.9301
Epoch 121/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.3694 - val_loss: 11.8891
Epoch 122/2000
6/6 [==============================] - 0s 8ms/step - loss: 6.3314 - val_loss: 11.8492
Epoch 123/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.2933 - val_loss: 11.8087
Epoch 124/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.2557 - val_loss: 11.7684
Epoch 125/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.2174 - val_loss: 11.7312
Epoch 126/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.1801 - val_loss: 11.6933
Epoch 127/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.1434 - val_loss: 11.6533
Epoch 128/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.1068 - val_loss: 11.6132
Epoch 129/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.0693 - val_loss: 11.5754
Epoch 130/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.0324 - val_loss: 11.5386
Epoch 131/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.9956 - val_loss: 11.5010
Epoch 132/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.9598 - val_loss: 11.4627
Epoch 133/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.9234 - val_loss: 11.4258
Epoch 134/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8881 - val_loss: 11.3877
Epoch 135/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8525 - val_loss: 11.3493
Epoch 136/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8166 - val_loss: 11.3126
Epoch 137/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.7815 - val_loss: 11.2754
Epoch 138/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.7471 - val_loss: 11.2381
Epoch 139/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.7112 - val_loss: 11.2019
Epoch 140/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.6771 - val_loss: 11.1658
Epoch 141/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.6427 - val_loss: 11.1285
Epoch 142/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.6076 - val_loss: 11.0926
Epoch 143/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.5737 - val_loss: 11.0554
Epoch 144/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.5395 - val_loss: 11.0190
Epoch 145/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.5051 - val_loss: 10.9829
Epoch 146/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.4722 - val_loss: 10.9469
Epoch 147/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.4383 - val_loss: 10.9113
Epoch 148/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.4055 - val_loss: 10.8754
Epoch 149/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.3719 - val_loss: 10.8402
Epoch 150/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.3388 - val_loss: 10.8059
Epoch 151/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.3062 - val_loss: 10.7713
Epoch 152/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.2736 - val_loss: 10.7359
Epoch 153/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.2417 - val_loss: 10.7010
Epoch 154/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.2092 - val_loss: 10.6665
Epoch 155/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.1773 - val_loss: 10.6327
Epoch 156/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.1454 - val_loss: 10.6003
Epoch 157/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.1140 - val_loss: 10.5680
Epoch 158/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.0827 - val_loss: 10.5346
Epoch 159/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.0508 - val_loss: 10.5028
Epoch 160/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.0199 - val_loss: 10.4696
Epoch 161/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.9887 - val_loss: 10.4386
Epoch 162/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.9582 - val_loss: 10.4053
Epoch 163/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.9271 - val_loss: 10.3728
Epoch 164/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8968 - val_loss: 10.3399
Epoch 165/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8671 - val_loss: 10.3071
Epoch 166/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8367 - val_loss: 10.2745
Epoch 167/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8073 - val_loss: 10.2423
Epoch 168/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.7771 - val_loss: 10.2111
Epoch 169/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.7474 - val_loss: 10.1804
Epoch 170/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.7179 - val_loss: 10.1484
Epoch 171/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6893 - val_loss: 10.1180
Epoch 172/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.6597 - val_loss: 10.0880
Epoch 173/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.6311 - val_loss: 10.0585
Epoch 174/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.6029 - val_loss: 10.0285
Epoch 175/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5742 - val_loss: 9.9969
Epoch 176/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5462 - val_loss: 9.9667
Epoch 177/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.5176 - val_loss: 9.9382
Epoch 178/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.4902 - val_loss: 9.9064
Epoch 179/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4619 - val_loss: 9.8762
Epoch 180/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.4337 - val_loss: 9.8466
Epoch 181/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.4064 - val_loss: 9.8168
Epoch 182/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.3791 - val_loss: 9.7869
Epoch 183/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.3512 - val_loss: 9.7582
Epoch 184/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.3245 - val_loss: 9.7288
Epoch 185/2000
6/6 [==============================] - 0s 7ms/step - loss: 4.2977 - val_loss: 9.6994
Epoch 186/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.2710 - val_loss: 9.6715
Epoch 187/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.2442 - val_loss: 9.6428
Epoch 188/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.2176 - val_loss: 9.6155
Epoch 189/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1912 - val_loss: 9.5879
Epoch 190/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.1655 - val_loss: 9.5596
Epoch 191/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.1398 - val_loss: 9.5303
Epoch 192/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1131 - val_loss: 9.5039
Epoch 193/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.0871 - val_loss: 9.4768
Epoch 194/2000
6/6 [==============================] - 0s 7ms/step - loss: 4.0616 - val_loss: 9.4485
Epoch 195/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.0361 - val_loss: 9.4226
Epoch 196/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.0109 - val_loss: 9.3944
Epoch 197/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.9853 - val_loss: 9.3676
Epoch 198/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.9602 - val_loss: 9.3424
Epoch 199/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.9353 - val_loss: 9.3166
Epoch 200/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.9108 - val_loss: 9.2896
Epoch 201/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.8863 - val_loss: 9.2639
Epoch 202/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.8615 - val_loss: 9.2369
Epoch 203/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8373 - val_loss: 9.2097
Epoch 204/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.8126 - val_loss: 9.1843
Epoch 205/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.7886 - val_loss: 9.1567
Epoch 206/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7646 - val_loss: 9.1304
Epoch 207/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.7401 - val_loss: 9.1042
Epoch 208/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.7166 - val_loss: 9.0788
Epoch 209/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6927 - val_loss: 9.0530
Epoch 210/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.6698 - val_loss: 9.0267
Epoch 211/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.6461 - val_loss: 9.0028
Epoch 212/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6232 - val_loss: 8.9788
Epoch 213/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.6004 - val_loss: 8.9539
Epoch 214/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5775 - val_loss: 8.9293
Epoch 215/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5549 - val_loss: 8.9037
Epoch 216/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5321 - val_loss: 8.8788
Epoch 217/2000
6/6 [==============================] - 0s 7ms/step - loss: 3.5097 - val_loss: 8.8543
Epoch 218/2000
6/6 [==============================] - 0s 7ms/step - loss: 3.4872 - val_loss: 8.8305
Epoch 219/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.4655 - val_loss: 8.8059
Epoch 220/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.4436 - val_loss: 8.7834
Epoch 221/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4216 - val_loss: 8.7612
Epoch 222/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.3997 - val_loss: 8.7391
Epoch 223/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.3784 - val_loss: 8.7157
Epoch 224/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.3569 - val_loss: 8.6928
Epoch 225/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.3352 - val_loss: 8.6701
Epoch 226/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.3141 - val_loss: 8.6472
Epoch 227/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2925 - val_loss: 8.6247
Epoch 228/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2713 - val_loss: 8.6017
Epoch 229/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2505 - val_loss: 8.5784
Epoch 230/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.2292 - val_loss: 8.5573
Epoch 231/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.2087 - val_loss: 8.5348
Epoch 232/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1877 - val_loss: 8.5127
Epoch 233/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1672 - val_loss: 8.4914
Epoch 234/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.1468 - val_loss: 8.4684
Epoch 235/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1266 - val_loss: 8.4455
Epoch 236/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1064 - val_loss: 8.4221
Epoch 237/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0861 - val_loss: 8.4005
Epoch 238/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.0662 - val_loss: 8.3785
Epoch 239/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.0462 - val_loss: 8.3568
Epoch 240/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0268 - val_loss: 8.3356
Epoch 241/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0071 - val_loss: 8.3144
Epoch 242/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9879 - val_loss: 8.2937
Epoch 243/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9688 - val_loss: 8.2718
Epoch 244/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9494 - val_loss: 8.2508
Epoch 245/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9304 - val_loss: 8.2300
Epoch 246/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9113 - val_loss: 8.2106
Epoch 247/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.8927 - val_loss: 8.1898
Epoch 248/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.8741 - val_loss: 8.1697
Epoch 249/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.8552 - val_loss: 8.1496
Epoch 250/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8366 - val_loss: 8.1299
Epoch 251/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8184 - val_loss: 8.1108
Epoch 252/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7999 - val_loss: 8.0920
Epoch 253/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7821 - val_loss: 8.0729
Epoch 254/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7637 - val_loss: 8.0542
Epoch 255/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7464 - val_loss: 8.0339
Epoch 256/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.7281 - val_loss: 8.0154
Epoch 257/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7103 - val_loss: 7.9969
Epoch 258/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6932 - val_loss: 7.9772
Epoch 259/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6753 - val_loss: 7.9586
Epoch 260/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6581 - val_loss: 7.9404
Epoch 261/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6408 - val_loss: 7.9219
Epoch 262/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6234 - val_loss: 7.9039
Epoch 263/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.6066 - val_loss: 7.8847
Epoch 264/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5895 - val_loss: 7.8658
Epoch 265/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5725 - val_loss: 7.8472
Epoch 266/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5557 - val_loss: 7.8283
Epoch 267/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.5390 - val_loss: 7.8097
Epoch 268/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5227 - val_loss: 7.7917
Epoch 269/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5062 - val_loss: 7.7728
Epoch 270/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.4897 - val_loss: 7.7559
Epoch 271/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.4736 - val_loss: 7.7373
Epoch 272/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4573 - val_loss: 7.7198
Epoch 273/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4413 - val_loss: 7.7016
Epoch 274/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4254 - val_loss: 7.6839
Epoch 275/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4095 - val_loss: 7.6655
Epoch 276/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.3936 - val_loss: 7.6485
Epoch 277/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3780 - val_loss: 7.6304
Epoch 278/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3624 - val_loss: 7.6132
Epoch 279/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3469 - val_loss: 7.5954
Epoch 280/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3315 - val_loss: 7.5768
Epoch 281/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3163 - val_loss: 7.5591
Epoch 282/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.3009 - val_loss: 7.5426
Epoch 283/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2858 - val_loss: 7.5264
Epoch 284/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2710 - val_loss: 7.5098
Epoch 285/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.2561 - val_loss: 7.4943
Epoch 286/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.2415 - val_loss: 7.4790
Epoch 287/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2267 - val_loss: 7.4632
Epoch 288/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2120 - val_loss: 7.4472
Epoch 289/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1974 - val_loss: 7.4317
Epoch 290/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1832 - val_loss: 7.4150
Epoch 291/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.1688 - val_loss: 7.3980
Epoch 292/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1546 - val_loss: 7.3813
Epoch 293/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1404 - val_loss: 7.3653
Epoch 294/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1265 - val_loss: 7.3499
Epoch 295/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1124 - val_loss: 7.3343
Epoch 296/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.0987 - val_loss: 7.3182
Epoch 297/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0847 - val_loss: 7.3041
Epoch 298/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0712 - val_loss: 7.2884
Epoch 299/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.0575 - val_loss: 7.2735
Epoch 300/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.0441 - val_loss: 7.2592
Epoch 301/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.0307 - val_loss: 7.2440
Epoch 302/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0175 - val_loss: 7.2294
Epoch 303/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0041 - val_loss: 7.2138
Epoch 304/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9908 - val_loss: 7.1993
Epoch 305/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9777 - val_loss: 7.1844
Epoch 306/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9647 - val_loss: 7.1696
Epoch 307/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9517 - val_loss: 7.1549
Epoch 308/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9388 - val_loss: 7.1413
Epoch 309/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9260 - val_loss: 7.1273
Epoch 310/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.9134 - val_loss: 7.1142
Epoch 311/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9010 - val_loss: 7.1003
Epoch 312/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8883 - val_loss: 7.0865
Epoch 313/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8758 - val_loss: 7.0732
Epoch 314/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.8634 - val_loss: 7.0602
Epoch 315/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.8512 - val_loss: 7.0473
Epoch 316/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.8389 - val_loss: 7.0346
Epoch 317/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8270 - val_loss: 7.0217
Epoch 318/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8148 - val_loss: 7.0081
Epoch 319/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8027 - val_loss: 6.9935
Epoch 320/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7907 - val_loss: 6.9792
Epoch 321/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7788 - val_loss: 6.9659
Epoch 322/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.7672 - val_loss: 6.9529
Epoch 323/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7553 - val_loss: 6.9395
Epoch 324/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.7438 - val_loss: 6.9269
Epoch 325/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.7322 - val_loss: 6.9138
Epoch 326/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7208 - val_loss: 6.9014
Epoch 327/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7093 - val_loss: 6.8890
Epoch 328/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6979 - val_loss: 6.8765
Epoch 329/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6866 - val_loss: 6.8636
Epoch 330/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6754 - val_loss: 6.8504
Epoch 331/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6643 - val_loss: 6.8379
Epoch 332/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6533 - val_loss: 6.8256
Epoch 333/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6425 - val_loss: 6.8131
Epoch 334/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.6315 - val_loss: 6.8010
Epoch 335/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6209 - val_loss: 6.7889
Epoch 336/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6101 - val_loss: 6.7768
Epoch 337/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.5996 - val_loss: 6.7648
Epoch 338/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5889 - val_loss: 6.7537
Epoch 339/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5784 - val_loss: 6.7423
Epoch 340/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5679 - val_loss: 6.7315
Epoch 341/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5575 - val_loss: 6.7199
Epoch 342/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5472 - val_loss: 6.7085
Epoch 343/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5370 - val_loss: 6.6961
Epoch 344/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5267 - val_loss: 6.6845
Epoch 345/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5165 - val_loss: 6.6729
Epoch 346/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5065 - val_loss: 6.6625
Epoch 347/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4966 - val_loss: 6.6502
Epoch 348/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4866 - val_loss: 6.6381
Epoch 349/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.4768 - val_loss: 6.6262
Epoch 350/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4669 - val_loss: 6.6158
Epoch 351/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4571 - val_loss: 6.6045
Epoch 352/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4475 - val_loss: 6.5935
Epoch 353/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4378 - val_loss: 6.5829
Epoch 354/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4283 - val_loss: 6.5715
Epoch 355/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4188 - val_loss: 6.5603
Epoch 356/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4094 - val_loss: 6.5483
Epoch 357/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3998 - val_loss: 6.5369
Epoch 358/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3905 - val_loss: 6.5254
Epoch 359/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3813 - val_loss: 6.5143
Epoch 360/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3720 - val_loss: 6.5036
Epoch 361/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3629 - val_loss: 6.4939
Epoch 362/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3538 - val_loss: 6.4837
Epoch 363/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3447 - val_loss: 6.4740
Epoch 364/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3357 - val_loss: 6.4627
Epoch 365/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3268 - val_loss: 6.4511
Epoch 366/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3177 - val_loss: 6.4395
Epoch 367/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3090 - val_loss: 6.4279
Epoch 368/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3001 - val_loss: 6.4166
Epoch 369/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2914 - val_loss: 6.4063
Epoch 370/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2829 - val_loss: 6.3965
Epoch 371/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2743 - val_loss: 6.3871
Epoch 372/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2658 - val_loss: 6.3774
Epoch 373/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2574 - val_loss: 6.3665
Epoch 374/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2490 - val_loss: 6.3567
Epoch 375/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2406 - val_loss: 6.3472
Epoch 376/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2324 - val_loss: 6.3366
Epoch 377/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2241 - val_loss: 6.3260
Epoch 378/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2160 - val_loss: 6.3163
Epoch 379/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2079 - val_loss: 6.3058
Epoch 380/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1998 - val_loss: 6.2970
Epoch 381/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1917 - val_loss: 6.2879
Epoch 382/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1839 - val_loss: 6.2773
Epoch 383/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1761 - val_loss: 6.2674
Epoch 384/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1683 - val_loss: 6.2580
Epoch 385/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1605 - val_loss: 6.2483
Epoch 386/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1527 - val_loss: 6.2394
Epoch 387/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1452 - val_loss: 6.2290
Epoch 388/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1375 - val_loss: 6.2189
Epoch 389/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1300 - val_loss: 6.2104
Epoch 390/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1225 - val_loss: 6.2008
Epoch 391/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1150 - val_loss: 6.1916
Epoch 392/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1076 - val_loss: 6.1825
Epoch 393/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1002 - val_loss: 6.1728
Epoch 394/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0931 - val_loss: 6.1631
Epoch 395/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0859 - val_loss: 6.1543
Epoch 396/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0786 - val_loss: 6.1455
Epoch 397/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.0714 - val_loss: 6.1365
Epoch 398/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0643 - val_loss: 6.1277
Epoch 399/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0572 - val_loss: 6.1185
Epoch 400/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0502 - val_loss: 6.1094
Epoch 401/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0432 - val_loss: 6.1008
Epoch 402/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.0362 - val_loss: 6.0916
Epoch 403/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0293 - val_loss: 6.0825
Epoch 404/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0225 - val_loss: 6.0735
Epoch 405/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0156 - val_loss: 6.0648
Epoch 406/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0088 - val_loss: 6.0564
Epoch 407/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0022 - val_loss: 6.0466
Epoch 408/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9954 - val_loss: 6.0378
Epoch 409/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9889 - val_loss: 6.0280
Epoch 410/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9822 - val_loss: 6.0193
Epoch 411/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9757 - val_loss: 6.0108
Epoch 412/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9693 - val_loss: 6.0027
Epoch 413/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9629 - val_loss: 5.9934
Epoch 414/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9565 - val_loss: 5.9850
Epoch 415/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9503 - val_loss: 5.9765
Epoch 416/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9438 - val_loss: 5.9683
Epoch 417/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9377 - val_loss: 5.9593
Epoch 418/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9314 - val_loss: 5.9511
Epoch 419/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9253 - val_loss: 5.9434
Epoch 420/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9191 - val_loss: 5.9354
Epoch 421/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9132 - val_loss: 5.9269
Epoch 422/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9071 - val_loss: 5.9182
Epoch 423/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9011 - val_loss: 5.9105
Epoch 424/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8952 - val_loss: 5.9016
Epoch 425/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8892 - val_loss: 5.8929
Epoch 426/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8833 - val_loss: 5.8852
Epoch 427/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8775 - val_loss: 5.8767
Epoch 428/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8717 - val_loss: 5.8693
Epoch 429/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8658 - val_loss: 5.8617
Epoch 430/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8601 - val_loss: 5.8532
Epoch 431/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8544 - val_loss: 5.8444
Epoch 432/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8487 - val_loss: 5.8360
Epoch 433/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8432 - val_loss: 5.8282
Epoch 434/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8376 - val_loss: 5.8200
Epoch 435/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8321 - val_loss: 5.8120
Epoch 436/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8267 - val_loss: 5.8039
Epoch 437/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8212 - val_loss: 5.7964
Epoch 438/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8159 - val_loss: 5.7883
Epoch 439/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8105 - val_loss: 5.7803
Epoch 440/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8052 - val_loss: 5.7723
Epoch 441/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7999 - val_loss: 5.7638
Epoch 442/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7947 - val_loss: 5.7562
Epoch 443/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7895 - val_loss: 5.7478
Epoch 444/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7842 - val_loss: 5.7394
Epoch 445/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.7792 - val_loss: 5.7307
Epoch 446/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7740 - val_loss: 5.7230
Epoch 447/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7690 - val_loss: 5.7149
Epoch 448/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7640 - val_loss: 5.7073
Epoch 449/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7590 - val_loss: 5.6994
Epoch 450/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7540 - val_loss: 5.6921
Epoch 451/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7491 - val_loss: 5.6848
Epoch 452/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7442 - val_loss: 5.6771
Epoch 453/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7394 - val_loss: 5.6702
Epoch 454/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7346 - val_loss: 5.6624
Epoch 455/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7298 - val_loss: 5.6550
Epoch 456/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7251 - val_loss: 5.6471
Epoch 457/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7204 - val_loss: 5.6402
Epoch 458/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7158 - val_loss: 5.6329
Epoch 459/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7110 - val_loss: 5.6254
Epoch 460/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7064 - val_loss: 5.6168
Epoch 461/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.7019 - val_loss: 5.6086
Epoch 462/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6974 - val_loss: 5.6012
Epoch 463/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6928 - val_loss: 5.5934
Epoch 464/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6883 - val_loss: 5.5861
Epoch 465/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6838 - val_loss: 5.5793
Epoch 466/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6794 - val_loss: 5.5724
Epoch 467/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6750 - val_loss: 5.5647
Epoch 468/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6708 - val_loss: 5.5571
Epoch 469/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.6663 - val_loss: 5.5493
Epoch 470/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6621 - val_loss: 5.5423
Epoch 471/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6579 - val_loss: 5.5349
Epoch 472/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6536 - val_loss: 5.5276
Epoch 473/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6495 - val_loss: 5.5199
Epoch 474/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6453 - val_loss: 5.5130
Epoch 475/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6412 - val_loss: 5.5059
Epoch 476/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6371 - val_loss: 5.4995
Epoch 477/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6330 - val_loss: 5.4919
Epoch 478/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6290 - val_loss: 5.4846
Epoch 479/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6251 - val_loss: 5.4774
Epoch 480/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6210 - val_loss: 5.4704
Epoch 481/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6170 - val_loss: 5.4631
Epoch 482/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6131 - val_loss: 5.4549
Epoch 483/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6092 - val_loss: 5.4470
Epoch 484/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6053 - val_loss: 5.4396
Epoch 485/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6015 - val_loss: 5.4327
Epoch 486/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5977 - val_loss: 5.4262
Epoch 487/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5940 - val_loss: 5.4192
Epoch 488/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5902 - val_loss: 5.4127
Epoch 489/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5865 - val_loss: 5.4057
Epoch 490/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5829 - val_loss: 5.3986
Epoch 491/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5791 - val_loss: 5.3912
Epoch 492/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5755 - val_loss: 5.3840
Epoch 493/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5720 - val_loss: 5.3772
Epoch 494/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5683 - val_loss: 5.3700
Epoch 495/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5648 - val_loss: 5.3632
Epoch 496/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5613 - val_loss: 5.3560
Epoch 497/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5578 - val_loss: 5.3492
Epoch 498/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5543 - val_loss: 5.3426
Epoch 499/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5509 - val_loss: 5.3360
Epoch 500/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5475 - val_loss: 5.3289
Epoch 501/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.5441 - val_loss: 5.3223
Epoch 502/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5408 - val_loss: 5.3154
Epoch 503/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5374 - val_loss: 5.3090
Epoch 504/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5342 - val_loss: 5.3017
Epoch 505/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5309 - val_loss: 5.2946
Epoch 506/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5276 - val_loss: 5.2877
Epoch 507/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5244 - val_loss: 5.2808
Epoch 508/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5211 - val_loss: 5.2741
Epoch 509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5180 - val_loss: 5.2673
Epoch 510/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5147 - val_loss: 5.2602
Epoch 511/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5117 - val_loss: 5.2532
Epoch 512/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5085 - val_loss: 5.2473
Epoch 513/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5055 - val_loss: 5.2405
Epoch 514/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5025 - val_loss: 5.2336
Epoch 515/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4994 - val_loss: 5.2260
Epoch 516/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4965 - val_loss: 5.2188
Epoch 517/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4934 - val_loss: 5.2113
Epoch 518/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4905 - val_loss: 5.2041
Epoch 519/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4875 - val_loss: 5.1971
Epoch 520/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4846 - val_loss: 5.1899
Epoch 521/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4817 - val_loss: 5.1826
Epoch 522/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4788 - val_loss: 5.1757
Epoch 523/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4760 - val_loss: 5.1692
Epoch 524/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4731 - val_loss: 5.1623
Epoch 525/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4704 - val_loss: 5.1554
Epoch 526/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4676 - val_loss: 5.1480
Epoch 527/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4648 - val_loss: 5.1413
Epoch 528/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4621 - val_loss: 5.1342
Epoch 529/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4594 - val_loss: 5.1271
Epoch 530/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4567 - val_loss: 5.1194
Epoch 531/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4540 - val_loss: 5.1125
Epoch 532/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4514 - val_loss: 5.1054
Epoch 533/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4488 - val_loss: 5.0982
Epoch 534/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4462 - val_loss: 5.0907
Epoch 535/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4436 - val_loss: 5.0833
Epoch 536/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4411 - val_loss: 5.0767
Epoch 537/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4386 - val_loss: 5.0693
Epoch 538/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4360 - val_loss: 5.0619
Epoch 539/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4335 - val_loss: 5.0547
Epoch 540/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4310 - val_loss: 5.0479
Epoch 541/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4285 - val_loss: 5.0412
Epoch 542/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4261 - val_loss: 5.0340
Epoch 543/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4238 - val_loss: 5.0270
Epoch 544/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4214 - val_loss: 5.0199
Epoch 545/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4190 - val_loss: 5.0125
Epoch 546/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4166 - val_loss: 5.0056
Epoch 547/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4143 - val_loss: 4.9983
Epoch 548/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4120 - val_loss: 4.9910
Epoch 549/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4097 - val_loss: 4.9833
Epoch 550/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4074 - val_loss: 4.9758
Epoch 551/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4051 - val_loss: 4.9686
Epoch 552/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4029 - val_loss: 4.9621
Epoch 553/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4007 - val_loss: 4.9553
Epoch 554/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3984 - val_loss: 4.9488
Epoch 555/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3962 - val_loss: 4.9421
Epoch 556/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3941 - val_loss: 4.9360
Epoch 557/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3919 - val_loss: 4.9288
Epoch 558/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3897 - val_loss: 4.9216
Epoch 559/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3876 - val_loss: 4.9145
Epoch 560/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3855 - val_loss: 4.9076
Epoch 561/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3834 - val_loss: 4.9007
Epoch 562/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3814 - val_loss: 4.8933
Epoch 563/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3792 - val_loss: 4.8863
Epoch 564/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3773 - val_loss: 4.8795
Epoch 565/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3753 - val_loss: 4.8721
Epoch 566/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3733 - val_loss: 4.8646
Epoch 567/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3713 - val_loss: 4.8571
Epoch 568/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3693 - val_loss: 4.8498
Epoch 569/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3674 - val_loss: 4.8426
Epoch 570/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3655 - val_loss: 4.8348
Epoch 571/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3636 - val_loss: 4.8274
Epoch 572/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3617 - val_loss: 4.8205
Epoch 573/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3598 - val_loss: 4.8136
Epoch 574/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3579 - val_loss: 4.8057
Epoch 575/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3561 - val_loss: 4.7988
Epoch 576/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3543 - val_loss: 4.7918
Epoch 577/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3524 - val_loss: 4.7845
Epoch 578/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3506 - val_loss: 4.7769
Epoch 579/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3488 - val_loss: 4.7694
Epoch 580/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3471 - val_loss: 4.7619
Epoch 581/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3453 - val_loss: 4.7541
Epoch 582/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3436 - val_loss: 4.7468
Epoch 583/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3418 - val_loss: 4.7394
Epoch 584/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3401 - val_loss: 4.7328
Epoch 585/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3384 - val_loss: 4.7250
Epoch 586/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3367 - val_loss: 4.7171
Epoch 587/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3350 - val_loss: 4.7100
Epoch 588/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3334 - val_loss: 4.7032
Epoch 589/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3317 - val_loss: 4.6959
Epoch 590/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3301 - val_loss: 4.6884
Epoch 591/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3285 - val_loss: 4.6817
Epoch 592/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3269 - val_loss: 4.6741
Epoch 593/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3252 - val_loss: 4.6668
Epoch 594/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3237 - val_loss: 4.6598
Epoch 595/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3221 - val_loss: 4.6525
Epoch 596/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3205 - val_loss: 4.6449
Epoch 597/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3191 - val_loss: 4.6386
Epoch 598/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3175 - val_loss: 4.6310
Epoch 599/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3160 - val_loss: 4.6231
Epoch 600/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3145 - val_loss: 4.6157
Epoch 601/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3130 - val_loss: 4.6082
Epoch 602/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3115 - val_loss: 4.6010
Epoch 603/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3100 - val_loss: 4.5934
Epoch 604/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3086 - val_loss: 4.5858
Epoch 605/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3072 - val_loss: 4.5788
Epoch 606/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3057 - val_loss: 4.5715
Epoch 607/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3043 - val_loss: 4.5637
Epoch 608/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3029 - val_loss: 4.5560
Epoch 609/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3016 - val_loss: 4.5488
Epoch 610/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3002 - val_loss: 4.5414
Epoch 611/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2988 - val_loss: 4.5337
Epoch 612/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2974 - val_loss: 4.5260
Epoch 613/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2961 - val_loss: 4.5193
Epoch 614/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2948 - val_loss: 4.5117
Epoch 615/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2934 - val_loss: 4.5042
Epoch 616/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2921 - val_loss: 4.4964
Epoch 617/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2908 - val_loss: 4.4887
Epoch 618/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2895 - val_loss: 4.4814
Epoch 619/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2882 - val_loss: 4.4739
Epoch 620/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2870 - val_loss: 4.4657
Epoch 621/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2857 - val_loss: 4.4577
Epoch 622/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2845 - val_loss: 4.4491
Epoch 623/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2832 - val_loss: 4.4411
Epoch 624/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2820 - val_loss: 4.4342
Epoch 625/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2807 - val_loss: 4.4265
Epoch 626/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2795 - val_loss: 4.4190
Epoch 627/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2783 - val_loss: 4.4115
Epoch 628/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2771 - val_loss: 4.4037
Epoch 629/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2759 - val_loss: 4.3967
Epoch 630/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2747 - val_loss: 4.3887
Epoch 631/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2735 - val_loss: 4.3810
Epoch 632/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2723 - val_loss: 4.3728
Epoch 633/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2712 - val_loss: 4.3652
Epoch 634/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2700 - val_loss: 4.3570
Epoch 635/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2689 - val_loss: 4.3490
Epoch 636/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2677 - val_loss: 4.3406
Epoch 637/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2666 - val_loss: 4.3324
Epoch 638/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2655 - val_loss: 4.3246
Epoch 639/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2644 - val_loss: 4.3168
Epoch 640/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2633 - val_loss: 4.3091
Epoch 641/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2622 - val_loss: 4.3014
Epoch 642/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2612 - val_loss: 4.2933
Epoch 643/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2601 - val_loss: 4.2853
Epoch 644/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2591 - val_loss: 4.2776
Epoch 645/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2581 - val_loss: 4.2690
Epoch 646/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2571 - val_loss: 4.2608
Epoch 647/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2560 - val_loss: 4.2531
Epoch 648/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2550 - val_loss: 4.2457
Epoch 649/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2540 - val_loss: 4.2377
Epoch 650/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2530 - val_loss: 4.2296
Epoch 651/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2520 - val_loss: 4.2220
Epoch 652/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2510 - val_loss: 4.2139
Epoch 653/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2500 - val_loss: 4.2062
Epoch 654/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2490 - val_loss: 4.1991
Epoch 655/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2480 - val_loss: 4.1918
Epoch 656/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2471 - val_loss: 4.1841
Epoch 657/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2461 - val_loss: 4.1755
Epoch 658/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2452 - val_loss: 4.1671
Epoch 659/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2443 - val_loss: 4.1589
Epoch 660/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2433 - val_loss: 4.1507
Epoch 661/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2424 - val_loss: 4.1424
Epoch 662/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2415 - val_loss: 4.1336
Epoch 663/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2406 - val_loss: 4.1250
Epoch 664/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2397 - val_loss: 4.1167
Epoch 665/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2388 - val_loss: 4.1085
Epoch 666/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2379 - val_loss: 4.1003
Epoch 667/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2371 - val_loss: 4.0922
Epoch 668/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2362 - val_loss: 4.0840
Epoch 669/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2353 - val_loss: 4.0760
Epoch 670/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2345 - val_loss: 4.0682
Epoch 671/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2336 - val_loss: 4.0600
Epoch 672/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2328 - val_loss: 4.0514
Epoch 673/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2319 - val_loss: 4.0429
Epoch 674/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2311 - val_loss: 4.0339
Epoch 675/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2302 - val_loss: 4.0252
Epoch 676/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2294 - val_loss: 4.0167
Epoch 677/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2286 - val_loss: 4.0084
Epoch 678/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2278 - val_loss: 3.9999
Epoch 679/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2270 - val_loss: 3.9919
Epoch 680/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2262 - val_loss: 3.9835
Epoch 681/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2254 - val_loss: 3.9749
Epoch 682/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2246 - val_loss: 3.9664
Epoch 683/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2238 - val_loss: 3.9575
Epoch 684/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2230 - val_loss: 3.9495
Epoch 685/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2223 - val_loss: 3.9408
Epoch 686/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2215 - val_loss: 3.9324
Epoch 687/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2207 - val_loss: 3.9240
Epoch 688/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2200 - val_loss: 3.9149
Epoch 689/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2192 - val_loss: 3.9065
Epoch 690/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2185 - val_loss: 3.8980
Epoch 691/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2177 - val_loss: 3.8893
Epoch 692/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2170 - val_loss: 3.8798
Epoch 693/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2162 - val_loss: 3.8712
Epoch 694/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2155 - val_loss: 3.8623
Epoch 695/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2148 - val_loss: 3.8534
Epoch 696/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2141 - val_loss: 3.8443
Epoch 697/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2133 - val_loss: 3.8358
Epoch 698/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2126 - val_loss: 3.8272
Epoch 699/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2119 - val_loss: 3.8190
Epoch 700/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2112 - val_loss: 3.8104
Epoch 701/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2105 - val_loss: 3.8012
Epoch 702/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2098 - val_loss: 3.7919
Epoch 703/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2091 - val_loss: 3.7827
Epoch 704/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2084 - val_loss: 3.7743
Epoch 705/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2078 - val_loss: 3.7650
Epoch 706/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2071 - val_loss: 3.7560
Epoch 707/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2064 - val_loss: 3.7473
Epoch 708/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2058 - val_loss: 3.7387
Epoch 709/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2051 - val_loss: 3.7303
Epoch 710/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2044 - val_loss: 3.7215
Epoch 711/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2037 - val_loss: 3.7130
Epoch 712/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2031 - val_loss: 3.7046
Epoch 713/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2025 - val_loss: 3.6960
Epoch 714/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2018 - val_loss: 3.6874
Epoch 715/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2011 - val_loss: 3.6781
Epoch 716/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2005 - val_loss: 3.6692
Epoch 717/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1999 - val_loss: 3.6603
Epoch 718/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1993 - val_loss: 3.6511
Epoch 719/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1986 - val_loss: 3.6418
Epoch 720/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1980 - val_loss: 3.6329
Epoch 721/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1974 - val_loss: 3.6239
Epoch 722/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1968 - val_loss: 3.6150
Epoch 723/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1961 - val_loss: 3.6062
Epoch 724/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1955 - val_loss: 3.5974
Epoch 725/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1949 - val_loss: 3.5882
Epoch 726/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1943 - val_loss: 3.5789
Epoch 727/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1937 - val_loss: 3.5705
Epoch 728/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1931 - val_loss: 3.5610
Epoch 729/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1925 - val_loss: 3.5520
Epoch 730/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1919 - val_loss: 3.5437
Epoch 731/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1913 - val_loss: 3.5349
Epoch 732/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1907 - val_loss: 3.5261
Epoch 733/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1901 - val_loss: 3.5173
Epoch 734/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1896 - val_loss: 3.5083
Epoch 735/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1890 - val_loss: 3.4993
Epoch 736/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1884 - val_loss: 3.4902
Epoch 737/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1879 - val_loss: 3.4810
Epoch 738/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1873 - val_loss: 3.4721
Epoch 739/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1867 - val_loss: 3.4630
Epoch 740/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1861 - val_loss: 3.4539
Epoch 741/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1856 - val_loss: 3.4444
Epoch 742/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1850 - val_loss: 3.4350
Epoch 743/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1845 - val_loss: 3.4260
Epoch 744/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1839 - val_loss: 3.4172
Epoch 745/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1833 - val_loss: 3.4081
Epoch 746/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1828 - val_loss: 3.3990
Epoch 747/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1823 - val_loss: 3.3903
Epoch 748/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1817 - val_loss: 3.3811
Epoch 749/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1811 - val_loss: 3.3725
Epoch 750/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1806 - val_loss: 3.3636
Epoch 751/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1801 - val_loss: 3.3547
Epoch 752/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1795 - val_loss: 3.3459
Epoch 753/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1790 - val_loss: 3.3366
Epoch 754/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1784 - val_loss: 3.3271
Epoch 755/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1779 - val_loss: 3.3179
Epoch 756/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1774 - val_loss: 3.3089
Epoch 757/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1769 - val_loss: 3.2997
Epoch 758/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1764 - val_loss: 3.2902
Epoch 759/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1758 - val_loss: 3.2815
Epoch 760/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1754 - val_loss: 3.2733
Epoch 761/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1748 - val_loss: 3.2643
Epoch 762/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1743 - val_loss: 3.2554
Epoch 763/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1738 - val_loss: 3.2464
Epoch 764/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1733 - val_loss: 3.2372
Epoch 765/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1728 - val_loss: 3.2277
Epoch 766/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1723 - val_loss: 3.2183
Epoch 767/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1718 - val_loss: 3.2094
Epoch 768/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1713 - val_loss: 3.2004
Epoch 769/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1708 - val_loss: 3.1906
Epoch 770/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1703 - val_loss: 3.1813
Epoch 771/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1698 - val_loss: 3.1725
Epoch 772/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1693 - val_loss: 3.1633
Epoch 773/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1688 - val_loss: 3.1541
Epoch 774/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1683 - val_loss: 3.1453
Epoch 775/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1678 - val_loss: 3.1362
Epoch 776/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1673 - val_loss: 3.1271
Epoch 777/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1669 - val_loss: 3.1181
Epoch 778/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1664 - val_loss: 3.1090
Epoch 779/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1659 - val_loss: 3.0999
Epoch 780/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1654 - val_loss: 3.0901
Epoch 781/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1649 - val_loss: 3.0809
Epoch 782/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1644 - val_loss: 3.0717
Epoch 783/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1639 - val_loss: 3.0625
Epoch 784/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1635 - val_loss: 3.0533
Epoch 785/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1630 - val_loss: 3.0440
Epoch 786/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1625 - val_loss: 3.0342
Epoch 787/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1621 - val_loss: 3.0244
Epoch 788/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1616 - val_loss: 3.0151
Epoch 789/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1611 - val_loss: 3.0058
Epoch 790/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1606 - val_loss: 2.9966
Epoch 791/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1602 - val_loss: 2.9874
Epoch 792/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1597 - val_loss: 2.9786
Epoch 793/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1592 - val_loss: 2.9697
Epoch 794/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1588 - val_loss: 2.9604
Epoch 795/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1583 - val_loss: 2.9506
Epoch 796/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1578 - val_loss: 2.9405
Epoch 797/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1574 - val_loss: 2.9314
Epoch 798/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1569 - val_loss: 2.9222
Epoch 799/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1564 - val_loss: 2.9133
Epoch 800/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1560 - val_loss: 2.9043
Epoch 801/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1555 - val_loss: 2.8951
Epoch 802/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1551 - val_loss: 2.8854
Epoch 803/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1546 - val_loss: 2.8763
Epoch 804/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1542 - val_loss: 2.8666
Epoch 805/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1537 - val_loss: 2.8576
Epoch 806/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1533 - val_loss: 2.8478
Epoch 807/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1528 - val_loss: 2.8383
Epoch 808/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1524 - val_loss: 2.8285
Epoch 809/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1519 - val_loss: 2.8191
Epoch 810/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1515 - val_loss: 2.8096
Epoch 811/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1511 - val_loss: 2.8001
Epoch 812/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1506 - val_loss: 2.7910
Epoch 813/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1501 - val_loss: 2.7821
Epoch 814/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1497 - val_loss: 2.7725
Epoch 815/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1492 - val_loss: 2.7625
Epoch 816/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1488 - val_loss: 2.7528
Epoch 817/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1483 - val_loss: 2.7434
Epoch 818/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1479 - val_loss: 2.7339
Epoch 819/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1475 - val_loss: 2.7246
Epoch 820/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1470 - val_loss: 2.7157
Epoch 821/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1466 - val_loss: 2.7068
Epoch 822/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1462 - val_loss: 2.6972
Epoch 823/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1457 - val_loss: 2.6880
Epoch 824/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1453 - val_loss: 2.6785
Epoch 825/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1449 - val_loss: 2.6695
Epoch 826/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1444 - val_loss: 2.6604
Epoch 827/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1440 - val_loss: 2.6512
Epoch 828/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1436 - val_loss: 2.6413
Epoch 829/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1431 - val_loss: 2.6322
Epoch 830/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1427 - val_loss: 2.6229
Epoch 831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1423 - val_loss: 2.6137
Epoch 832/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1419 - val_loss: 2.6043
Epoch 833/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1414 - val_loss: 2.5951
Epoch 834/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1410 - val_loss: 2.5858
Epoch 835/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1406 - val_loss: 2.5766
Epoch 836/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1402 - val_loss: 2.5676
Epoch 837/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1397 - val_loss: 2.5586
Epoch 838/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1393 - val_loss: 2.5486
Epoch 839/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1389 - val_loss: 2.5390
Epoch 840/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1385 - val_loss: 2.5293
Epoch 841/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1380 - val_loss: 2.5201
Epoch 842/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1376 - val_loss: 2.5109
Epoch 843/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1372 - val_loss: 2.5017
Epoch 844/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1368 - val_loss: 2.4927
Epoch 845/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1363 - val_loss: 2.4835
Epoch 846/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1359 - val_loss: 2.4744
Epoch 847/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1355 - val_loss: 2.4652
Epoch 848/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1351 - val_loss: 2.4560
Epoch 849/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1347 - val_loss: 2.4470
Epoch 850/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1343 - val_loss: 2.4373
Epoch 851/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1339 - val_loss: 2.4285
Epoch 852/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1335 - val_loss: 2.4193
Epoch 853/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1331 - val_loss: 2.4098
Epoch 854/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1326 - val_loss: 2.4002
Epoch 855/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1322 - val_loss: 2.3909
Epoch 856/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1318 - val_loss: 2.3812
Epoch 857/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1314 - val_loss: 2.3716
Epoch 858/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1310 - val_loss: 2.3625
Epoch 859/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1306 - val_loss: 2.3535
Epoch 860/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1302 - val_loss: 2.3447
Epoch 861/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1298 - val_loss: 2.3359
Epoch 862/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1294 - val_loss: 2.3264
Epoch 863/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1290 - val_loss: 2.3169
Epoch 864/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1286 - val_loss: 2.3078
Epoch 865/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1282 - val_loss: 2.2987
Epoch 866/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1278 - val_loss: 2.2892
Epoch 867/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1274 - val_loss: 2.2801
Epoch 868/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1270 - val_loss: 2.2707
Epoch 869/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1266 - val_loss: 2.2617
Epoch 870/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1262 - val_loss: 2.2527
Epoch 871/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1258 - val_loss: 2.2438
Epoch 872/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1254 - val_loss: 2.2348
Epoch 873/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1250 - val_loss: 2.2264
Epoch 874/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1246 - val_loss: 2.2176
Epoch 875/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1242 - val_loss: 2.2086
Epoch 876/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1238 - val_loss: 2.2001
Epoch 877/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1234 - val_loss: 2.1913
Epoch 878/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1231 - val_loss: 2.1824
Epoch 879/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1227 - val_loss: 2.1736
Epoch 880/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1223 - val_loss: 2.1645
Epoch 881/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1219 - val_loss: 2.1556
Epoch 882/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1215 - val_loss: 2.1467
Epoch 883/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1211 - val_loss: 2.1377
Epoch 884/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1207 - val_loss: 2.1285
Epoch 885/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1203 - val_loss: 2.1196
Epoch 886/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1199 - val_loss: 2.1109
Epoch 887/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1196 - val_loss: 2.1023
Epoch 888/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1192 - val_loss: 2.0937
Epoch 889/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1188 - val_loss: 2.0851
Epoch 890/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1185 - val_loss: 2.0766
Epoch 891/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1181 - val_loss: 2.0683
Epoch 892/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1177 - val_loss: 2.0596
Epoch 893/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1174 - val_loss: 2.0505
Epoch 894/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1170 - val_loss: 2.0418
Epoch 895/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1166 - val_loss: 2.0328
Epoch 896/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1162 - val_loss: 2.0240
Epoch 897/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1159 - val_loss: 2.0151
Epoch 898/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1155 - val_loss: 2.0067
Epoch 899/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1151 - val_loss: 1.9979
Epoch 900/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1148 - val_loss: 1.9891
Epoch 901/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1144 - val_loss: 1.9805
Epoch 902/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1140 - val_loss: 1.9719
Epoch 903/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1136 - val_loss: 1.9633
Epoch 904/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1133 - val_loss: 1.9544
Epoch 905/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1129 - val_loss: 1.9461
Epoch 906/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1125 - val_loss: 1.9373
Epoch 907/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1121 - val_loss: 1.9288
Epoch 908/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1118 - val_loss: 1.9204
Epoch 909/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1114 - val_loss: 1.9124
Epoch 910/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1111 - val_loss: 1.9039
Epoch 911/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1107 - val_loss: 1.8953
Epoch 912/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1103 - val_loss: 1.8872
Epoch 913/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1100 - val_loss: 1.8789
Epoch 914/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1096 - val_loss: 1.8698
Epoch 915/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1092 - val_loss: 1.8613
Epoch 916/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1089 - val_loss: 1.8524
Epoch 917/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1085 - val_loss: 1.8440
Epoch 918/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1082 - val_loss: 1.8357
Epoch 919/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1078 - val_loss: 1.8266
Epoch 920/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1074 - val_loss: 1.8182
Epoch 921/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1071 - val_loss: 1.8096
Epoch 922/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1067 - val_loss: 1.8014
Epoch 923/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1064 - val_loss: 1.7930
Epoch 924/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1060 - val_loss: 1.7851
Epoch 925/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1057 - val_loss: 1.7767
Epoch 926/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1053 - val_loss: 1.7686
Epoch 927/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1050 - val_loss: 1.7603
Epoch 928/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1047 - val_loss: 1.7521
Epoch 929/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1043 - val_loss: 1.7440
Epoch 930/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1039 - val_loss: 1.7355
Epoch 931/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1036 - val_loss: 1.7270
Epoch 932/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1033 - val_loss: 1.7188
Epoch 933/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1029 - val_loss: 1.7104
Epoch 934/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1026 - val_loss: 1.7021
Epoch 935/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1023 - val_loss: 1.6942
Epoch 936/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1019 - val_loss: 1.6858
Epoch 937/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1015 - val_loss: 1.6779
Epoch 938/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1012 - val_loss: 1.6698
Epoch 939/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1009 - val_loss: 1.6615
Epoch 940/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1005 - val_loss: 1.6531
Epoch 941/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1002 - val_loss: 1.6446
Epoch 942/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0998 - val_loss: 1.6366
Epoch 943/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0995 - val_loss: 1.6288
Epoch 944/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0991 - val_loss: 1.6211
Epoch 945/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0988 - val_loss: 1.6131
Epoch 946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0985 - val_loss: 1.6054
Epoch 947/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0981 - val_loss: 1.5975
Epoch 948/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0978 - val_loss: 1.5901
Epoch 949/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0975 - val_loss: 1.5826
Epoch 950/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0972 - val_loss: 1.5745
Epoch 951/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0968 - val_loss: 1.5667
Epoch 952/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0965 - val_loss: 1.5586
Epoch 953/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0961 - val_loss: 1.5504
Epoch 954/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0958 - val_loss: 1.5427
Epoch 955/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0955 - val_loss: 1.5350
Epoch 956/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0951 - val_loss: 1.5271
Epoch 957/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0948 - val_loss: 1.5192
Epoch 958/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0945 - val_loss: 1.5112
Epoch 959/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0941 - val_loss: 1.5033
Epoch 960/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0938 - val_loss: 1.4952
Epoch 961/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0935 - val_loss: 1.4873
Epoch 962/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0931 - val_loss: 1.4799
Epoch 963/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0928 - val_loss: 1.4724
Epoch 964/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0925 - val_loss: 1.4646
Epoch 965/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0922 - val_loss: 1.4571
Epoch 966/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0919 - val_loss: 1.4495
Epoch 967/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0916 - val_loss: 1.4423
Epoch 968/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0913 - val_loss: 1.4349
Epoch 969/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0910 - val_loss: 1.4277
Epoch 970/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0907 - val_loss: 1.4204
Epoch 971/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0904 - val_loss: 1.4128
Epoch 972/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0900 - val_loss: 1.4058
Epoch 973/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0897 - val_loss: 1.3985
Epoch 974/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0894 - val_loss: 1.3908
Epoch 975/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0891 - val_loss: 1.3837
Epoch 976/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0888 - val_loss: 1.3762
Epoch 977/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0885 - val_loss: 1.3685
Epoch 978/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0882 - val_loss: 1.3610
Epoch 979/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0879 - val_loss: 1.3535
Epoch 980/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0875 - val_loss: 1.3463
Epoch 981/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0873 - val_loss: 1.3389
Epoch 982/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0870 - val_loss: 1.3317
Epoch 983/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0867 - val_loss: 1.3247
Epoch 984/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0863 - val_loss: 1.3171
Epoch 985/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0861 - val_loss: 1.3096
Epoch 986/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0857 - val_loss: 1.3023
Epoch 987/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0854 - val_loss: 1.2955
Epoch 988/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0852 - val_loss: 1.2880
Epoch 989/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0849 - val_loss: 1.2811
Epoch 990/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0846 - val_loss: 1.2739
Epoch 991/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0843 - val_loss: 1.2669
Epoch 992/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0840 - val_loss: 1.2600
Epoch 993/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0837 - val_loss: 1.2530
Epoch 994/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0834 - val_loss: 1.2459
Epoch 995/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0831 - val_loss: 1.2388
Epoch 996/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0828 - val_loss: 1.2317
Epoch 997/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0825 - val_loss: 1.2241
Epoch 998/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0822 - val_loss: 1.2172
Epoch 999/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0819 - val_loss: 1.2105
Epoch 1000/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0817 - val_loss: 1.2035
Epoch 1001/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0814 - val_loss: 1.1967
Epoch 1002/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0811 - val_loss: 1.1898
Epoch 1003/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0808 - val_loss: 1.1828
Epoch 1004/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0805 - val_loss: 1.1759
Epoch 1005/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0803 - val_loss: 1.1691
Epoch 1006/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0800 - val_loss: 1.1622
Epoch 1007/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0797 - val_loss: 1.1558
Epoch 1008/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0794 - val_loss: 1.1489
Epoch 1009/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0791 - val_loss: 1.1421
Epoch 1010/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0789 - val_loss: 1.1355
Epoch 1011/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0786 - val_loss: 1.1290
Epoch 1012/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0783 - val_loss: 1.1225
Epoch 1013/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0780 - val_loss: 1.1157
Epoch 1014/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0777 - val_loss: 1.1092
Epoch 1015/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0775 - val_loss: 1.1028
Epoch 1016/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0772 - val_loss: 1.0964
Epoch 1017/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0769 - val_loss: 1.0899
Epoch 1018/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0767 - val_loss: 1.0836
Epoch 1019/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0764 - val_loss: 1.0773
Epoch 1020/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0761 - val_loss: 1.0703
Epoch 1021/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0758 - val_loss: 1.0640
Epoch 1022/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0756 - val_loss: 1.0572
Epoch 1023/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0753 - val_loss: 1.0512
Epoch 1024/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0751 - val_loss: 1.0451
Epoch 1025/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0748 - val_loss: 1.0390
Epoch 1026/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0746 - val_loss: 1.0329
Epoch 1027/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0743 - val_loss: 1.0267
Epoch 1028/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0740 - val_loss: 1.0204
Epoch 1029/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0738 - val_loss: 1.0143
Epoch 1030/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0735 - val_loss: 1.0082
Epoch 1031/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0733 - val_loss: 1.0020
Epoch 1032/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0730 - val_loss: 0.9958
Epoch 1033/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0727 - val_loss: 0.9897
Epoch 1034/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0725 - val_loss: 0.9836
Epoch 1035/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0722 - val_loss: 0.9775
Epoch 1036/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0720 - val_loss: 0.9715
Epoch 1037/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0717 - val_loss: 0.9654
Epoch 1038/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0715 - val_loss: 0.9592
Epoch 1039/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0712 - val_loss: 0.9531
Epoch 1040/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0710 - val_loss: 0.9472
Epoch 1041/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0707 - val_loss: 0.9408
Epoch 1042/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0705 - val_loss: 0.9352
Epoch 1043/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0702 - val_loss: 0.9294
Epoch 1044/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0700 - val_loss: 0.9239
Epoch 1045/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0698 - val_loss: 0.9183
Epoch 1046/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0695 - val_loss: 0.9126
Epoch 1047/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0693 - val_loss: 0.9067
Epoch 1048/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0690 - val_loss: 0.9007
Epoch 1049/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0688 - val_loss: 0.8949
Epoch 1050/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0685 - val_loss: 0.8892
Epoch 1051/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0683 - val_loss: 0.8829
Epoch 1052/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0681 - val_loss: 0.8771
Epoch 1053/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0679 - val_loss: 0.8711
Epoch 1054/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0676 - val_loss: 0.8655
Epoch 1055/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0674 - val_loss: 0.8598
Epoch 1056/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0671 - val_loss: 0.8539
Epoch 1057/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0669 - val_loss: 0.8480
Epoch 1058/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0667 - val_loss: 0.8423
Epoch 1059/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0664 - val_loss: 0.8366
Epoch 1060/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0662 - val_loss: 0.8312
Epoch 1061/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0660 - val_loss: 0.8254
Epoch 1062/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0657 - val_loss: 0.8198
Epoch 1063/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0655 - val_loss: 0.8145
Epoch 1064/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0653 - val_loss: 0.8087
Epoch 1065/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0650 - val_loss: 0.8028
Epoch 1066/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0648 - val_loss: 0.7974
Epoch 1067/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0646 - val_loss: 0.7922
Epoch 1068/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0644 - val_loss: 0.7870
Epoch 1069/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0641 - val_loss: 0.7817
Epoch 1070/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0639 - val_loss: 0.7764
Epoch 1071/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0637 - val_loss: 0.7711
Epoch 1072/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0635 - val_loss: 0.7662
Epoch 1073/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0633 - val_loss: 0.7614
Epoch 1074/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0630 - val_loss: 0.7561
Epoch 1075/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0628 - val_loss: 0.7510
Epoch 1076/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0626 - val_loss: 0.7459
Epoch 1077/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0624 - val_loss: 0.7405
Epoch 1078/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0622 - val_loss: 0.7355
Epoch 1079/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0620 - val_loss: 0.7302
Epoch 1080/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0618 - val_loss: 0.7250
Epoch 1081/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0616 - val_loss: 0.7198
Epoch 1082/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0614 - val_loss: 0.7151
Epoch 1083/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0612 - val_loss: 0.7103
Epoch 1084/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0610 - val_loss: 0.7055
Epoch 1085/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0608 - val_loss: 0.7006
Epoch 1086/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0606 - val_loss: 0.6956
Epoch 1087/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0604 - val_loss: 0.6906
Epoch 1088/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0601 - val_loss: 0.6859
Epoch 1089/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0599 - val_loss: 0.6808
Epoch 1090/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0598 - val_loss: 0.6760
Epoch 1091/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0595 - val_loss: 0.6715
Epoch 1092/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0594 - val_loss: 0.6669
Epoch 1093/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0592 - val_loss: 0.6618
Epoch 1094/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0590 - val_loss: 0.6569
Epoch 1095/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0588 - val_loss: 0.6520
Epoch 1096/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0586 - val_loss: 0.6474
Epoch 1097/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0584 - val_loss: 0.6430
Epoch 1098/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0582 - val_loss: 0.6380
Epoch 1099/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0580 - val_loss: 0.6328
Epoch 1100/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0578 - val_loss: 0.6280
Epoch 1101/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0576 - val_loss: 0.6234
Epoch 1102/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0574 - val_loss: 0.6188
Epoch 1103/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0572 - val_loss: 0.6143
Epoch 1104/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0570 - val_loss: 0.6098
Epoch 1105/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0568 - val_loss: 0.6055
Epoch 1106/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0567 - val_loss: 0.6011
Epoch 1107/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0565 - val_loss: 0.5970
Epoch 1108/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0563 - val_loss: 0.5924
Epoch 1109/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0562 - val_loss: 0.5879
Epoch 1110/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0560 - val_loss: 0.5837
Epoch 1111/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0558 - val_loss: 0.5795
Epoch 1112/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0556 - val_loss: 0.5749
Epoch 1113/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0554 - val_loss: 0.5708
Epoch 1114/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0553 - val_loss: 0.5666
Epoch 1115/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0551 - val_loss: 0.5622
Epoch 1116/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0549 - val_loss: 0.5582
Epoch 1117/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0547 - val_loss: 0.5542
Epoch 1118/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0546 - val_loss: 0.5500
Epoch 1119/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0544 - val_loss: 0.5455
Epoch 1120/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0542 - val_loss: 0.5414
Epoch 1121/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0541 - val_loss: 0.5372
Epoch 1122/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0539 - val_loss: 0.5328
Epoch 1123/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0537 - val_loss: 0.5287
Epoch 1124/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0536 - val_loss: 0.5245
Epoch 1125/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0534 - val_loss: 0.5203
Epoch 1126/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0532 - val_loss: 0.5164
Epoch 1127/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0531 - val_loss: 0.5125
Epoch 1128/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0529 - val_loss: 0.5087
Epoch 1129/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0527 - val_loss: 0.5048
Epoch 1130/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0526 - val_loss: 0.5011
Epoch 1131/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0524 - val_loss: 0.4971
Epoch 1132/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0523 - val_loss: 0.4933
Epoch 1133/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0521 - val_loss: 0.4898
Epoch 1134/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0519 - val_loss: 0.4861
Epoch 1135/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0518 - val_loss: 0.4821
Epoch 1136/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0516 - val_loss: 0.4785
Epoch 1137/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0515 - val_loss: 0.4745
Epoch 1138/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0513 - val_loss: 0.4709
Epoch 1139/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0512 - val_loss: 0.4674
Epoch 1140/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0510 - val_loss: 0.4639
Epoch 1141/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0509 - val_loss: 0.4603
Epoch 1142/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0507 - val_loss: 0.4567
Epoch 1143/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0506 - val_loss: 0.4531
Epoch 1144/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0505 - val_loss: 0.4494
Epoch 1145/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0503 - val_loss: 0.4458
Epoch 1146/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0502 - val_loss: 0.4425
Epoch 1147/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0500 - val_loss: 0.4391
Epoch 1148/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0499 - val_loss: 0.4358
Epoch 1149/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0498 - val_loss: 0.4323
Epoch 1150/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0496 - val_loss: 0.4289
Epoch 1151/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0495 - val_loss: 0.4255
Epoch 1152/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0493 - val_loss: 0.4220
Epoch 1153/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0492 - val_loss: 0.4184
Epoch 1154/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0491 - val_loss: 0.4150
Epoch 1155/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0489 - val_loss: 0.4117
Epoch 1156/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0488 - val_loss: 0.4085
Epoch 1157/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0486 - val_loss: 0.4051
Epoch 1158/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0485 - val_loss: 0.4018
Epoch 1159/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0484 - val_loss: 0.3985
Epoch 1160/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0482 - val_loss: 0.3952
Epoch 1161/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0481 - val_loss: 0.3922
Epoch 1162/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0480 - val_loss: 0.3890
Epoch 1163/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0478 - val_loss: 0.3858
Epoch 1164/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0477 - val_loss: 0.3827
Epoch 1165/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0476 - val_loss: 0.3796
Epoch 1166/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0475 - val_loss: 0.3765
Epoch 1167/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0473 - val_loss: 0.3736
Epoch 1168/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0472 - val_loss: 0.3705
Epoch 1169/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0471 - val_loss: 0.3672
Epoch 1170/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0469 - val_loss: 0.3643
Epoch 1171/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0468 - val_loss: 0.3611
Epoch 1172/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0467 - val_loss: 0.3578
Epoch 1173/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0466 - val_loss: 0.3547
Epoch 1174/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0464 - val_loss: 0.3513
Epoch 1175/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0463 - val_loss: 0.3481
Epoch 1176/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0462 - val_loss: 0.3450
Epoch 1177/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0461 - val_loss: 0.3418
Epoch 1178/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0460 - val_loss: 0.3389
Epoch 1179/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0458 - val_loss: 0.3358
Epoch 1180/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0457 - val_loss: 0.3331
Epoch 1181/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0456 - val_loss: 0.3301
Epoch 1182/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0455 - val_loss: 0.3273
Epoch 1183/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0454 - val_loss: 0.3245
Epoch 1184/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0453 - val_loss: 0.3219
Epoch 1185/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0451 - val_loss: 0.3194
Epoch 1186/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0450 - val_loss: 0.3168
Epoch 1187/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0449 - val_loss: 0.3141
Epoch 1188/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0448 - val_loss: 0.3115
Epoch 1189/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0447 - val_loss: 0.3091
Epoch 1190/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0446 - val_loss: 0.3063
Epoch 1191/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0445 - val_loss: 0.3036
Epoch 1192/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0444 - val_loss: 0.3011
Epoch 1193/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0443 - val_loss: 0.2985
Epoch 1194/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0442 - val_loss: 0.2962
Epoch 1195/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0441 - val_loss: 0.2935
Epoch 1196/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0440 - val_loss: 0.2908
Epoch 1197/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0439 - val_loss: 0.2884
Epoch 1198/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0438 - val_loss: 0.2857
Epoch 1199/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0437 - val_loss: 0.2835
Epoch 1200/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0436 - val_loss: 0.2811
Epoch 1201/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0435 - val_loss: 0.2788
Epoch 1202/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0434 - val_loss: 0.2765
Epoch 1203/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0433 - val_loss: 0.2740
Epoch 1204/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0432 - val_loss: 0.2718
Epoch 1205/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0431 - val_loss: 0.2694
Epoch 1206/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0430 - val_loss: 0.2670
Epoch 1207/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0429 - val_loss: 0.2647
Epoch 1208/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0429 - val_loss: 0.2623
Epoch 1209/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0428 - val_loss: 0.2602
Epoch 1210/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0427 - val_loss: 0.2580
Epoch 1211/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0426 - val_loss: 0.2555
Epoch 1212/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0425 - val_loss: 0.2534
Epoch 1213/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0424 - val_loss: 0.2513
Epoch 1214/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0423 - val_loss: 0.2491
Epoch 1215/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0422 - val_loss: 0.2469
Epoch 1216/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0421 - val_loss: 0.2447
Epoch 1217/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0420 - val_loss: 0.2427
Epoch 1218/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0420 - val_loss: 0.2407
Epoch 1219/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0419 - val_loss: 0.2388
Epoch 1220/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0418 - val_loss: 0.2367
Epoch 1221/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0417 - val_loss: 0.2344
Epoch 1222/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0416 - val_loss: 0.2324
Epoch 1223/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0415 - val_loss: 0.2305
Epoch 1224/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0415 - val_loss: 0.2283
Epoch 1225/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0414 - val_loss: 0.2264
Epoch 1226/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0413 - val_loss: 0.2244
Epoch 1227/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0412 - val_loss: 0.2224
Epoch 1228/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0412 - val_loss: 0.2205
Epoch 1229/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0411 - val_loss: 0.2183
Epoch 1230/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0410 - val_loss: 0.2164
Epoch 1231/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0409 - val_loss: 0.2143
Epoch 1232/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0409 - val_loss: 0.2124
Epoch 1233/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0408 - val_loss: 0.2106
Epoch 1234/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0407 - val_loss: 0.2089
Epoch 1235/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0406 - val_loss: 0.2072
Epoch 1236/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0406 - val_loss: 0.2055
Epoch 1237/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0405 - val_loss: 0.2038
Epoch 1238/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0404 - val_loss: 0.2020
Epoch 1239/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0403 - val_loss: 0.2002
Epoch 1240/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0403 - val_loss: 0.1985
Epoch 1241/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0402 - val_loss: 0.1967
Epoch 1242/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0401 - val_loss: 0.1950
Epoch 1243/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0401 - val_loss: 0.1934
Epoch 1244/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0400 - val_loss: 0.1916
Epoch 1245/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0399 - val_loss: 0.1900
Epoch 1246/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0399 - val_loss: 0.1884
Epoch 1247/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0398 - val_loss: 0.1866
Epoch 1248/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0397 - val_loss: 0.1849
Epoch 1249/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0397 - val_loss: 0.1834
Epoch 1250/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0396 - val_loss: 0.1819
Epoch 1251/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0395 - val_loss: 0.1804
Epoch 1252/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0395 - val_loss: 0.1788
Epoch 1253/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0394 - val_loss: 0.1773
Epoch 1254/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0393 - val_loss: 0.1757
Epoch 1255/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0393 - val_loss: 0.1741
Epoch 1256/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0392 - val_loss: 0.1723
Epoch 1257/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0392 - val_loss: 0.1705
Epoch 1258/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0391 - val_loss: 0.1691
Epoch 1259/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0390 - val_loss: 0.1675
Epoch 1260/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0390 - val_loss: 0.1660
Epoch 1261/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0389 - val_loss: 0.1647
Epoch 1262/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0389 - val_loss: 0.1633
Epoch 1263/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0388 - val_loss: 0.1618
Epoch 1264/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0387 - val_loss: 0.1604
Epoch 1265/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0387 - val_loss: 0.1589
Epoch 1266/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0386 - val_loss: 0.1573
Epoch 1267/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0386 - val_loss: 0.1559
Epoch 1268/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0385 - val_loss: 0.1544
Epoch 1269/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0385 - val_loss: 0.1532
Epoch 1270/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0384 - val_loss: 0.1518
Epoch 1271/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0383 - val_loss: 0.1504
Epoch 1272/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0383 - val_loss: 0.1489
Epoch 1273/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0382 - val_loss: 0.1476
Epoch 1274/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0382 - val_loss: 0.1463
Epoch 1275/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0381 - val_loss: 0.1451
Epoch 1276/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0381 - val_loss: 0.1438
Epoch 1277/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0380 - val_loss: 0.1426
Epoch 1278/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0380 - val_loss: 0.1414
Epoch 1279/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0379 - val_loss: 0.1403
Epoch 1280/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0379 - val_loss: 0.1390
Epoch 1281/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0378 - val_loss: 0.1380
Epoch 1282/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0378 - val_loss: 0.1367
Epoch 1283/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1355
Epoch 1284/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1342
Epoch 1285/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1329
Epoch 1286/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0376 - val_loss: 0.1316
Epoch 1287/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0376 - val_loss: 0.1305
Epoch 1288/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0375 - val_loss: 0.1293
Epoch 1289/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0375 - val_loss: 0.1282
Epoch 1290/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0374 - val_loss: 0.1270
Epoch 1291/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0374 - val_loss: 0.1260
Epoch 1292/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0373 - val_loss: 0.1250
Epoch 1293/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0373 - val_loss: 0.1239
Epoch 1294/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0373 - val_loss: 0.1229
Epoch 1295/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0372 - val_loss: 0.1218
Epoch 1296/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0372 - val_loss: 0.1209
Epoch 1297/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0371 - val_loss: 0.1199
Epoch 1298/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0371 - val_loss: 0.1188
Epoch 1299/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0371 - val_loss: 0.1178
Epoch 1300/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0370 - val_loss: 0.1167
Epoch 1301/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0370 - val_loss: 0.1157
Epoch 1302/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0369 - val_loss: 0.1146
Epoch 1303/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0369 - val_loss: 0.1136
Epoch 1304/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0369 - val_loss: 0.1126
Epoch 1305/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0368 - val_loss: 0.1116
Epoch 1306/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0368 - val_loss: 0.1106
Epoch 1307/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0368 - val_loss: 0.1098
Epoch 1308/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0367 - val_loss: 0.1087
Epoch 1309/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0367 - val_loss: 0.1078
Epoch 1310/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0367 - val_loss: 0.1069
Epoch 1311/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1061
Epoch 1312/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0366 - val_loss: 0.1053
Epoch 1313/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0366 - val_loss: 0.1044
Epoch 1314/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0365 - val_loss: 0.1037
Epoch 1315/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0365 - val_loss: 0.1028
Epoch 1316/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1021
Epoch 1317/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0364 - val_loss: 0.1012
Epoch 1318/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0364 - val_loss: 0.1004
Epoch 1319/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0364 - val_loss: 0.0996
Epoch 1320/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0363 - val_loss: 0.0987
Epoch 1321/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0979
Epoch 1322/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0363 - val_loss: 0.0972
Epoch 1323/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0362 - val_loss: 0.0965
Epoch 1324/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0959
Epoch 1325/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0952
Epoch 1326/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0361 - val_loss: 0.0944
Epoch 1327/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0936
Epoch 1328/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0928
Epoch 1329/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0361 - val_loss: 0.0920
Epoch 1330/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0360 - val_loss: 0.0912
Epoch 1331/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0360 - val_loss: 0.0905
Epoch 1332/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0360 - val_loss: 0.0897
Epoch 1333/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0359 - val_loss: 0.0891
Epoch 1334/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0884
Epoch 1335/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0359 - val_loss: 0.0877
Epoch 1336/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0870
Epoch 1337/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0863
Epoch 1338/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0856
Epoch 1339/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0358 - val_loss: 0.0849
Epoch 1340/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0358 - val_loss: 0.0842
Epoch 1341/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0357 - val_loss: 0.0835
Epoch 1342/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0357 - val_loss: 0.0830
Epoch 1343/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0357 - val_loss: 0.0824
Epoch 1344/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0357 - val_loss: 0.0817
Epoch 1345/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0357 - val_loss: 0.0811
Epoch 1346/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0806
Epoch 1347/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0356 - val_loss: 0.0800
Epoch 1348/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0793
Epoch 1349/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0356 - val_loss: 0.0787
Epoch 1350/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0355 - val_loss: 0.0782
Epoch 1351/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0777
Epoch 1352/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0772
Epoch 1353/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0355 - val_loss: 0.0767
Epoch 1354/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0355 - val_loss: 0.0761
Epoch 1355/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0354 - val_loss: 0.0755
Epoch 1356/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0354 - val_loss: 0.0750
Epoch 1357/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0354 - val_loss: 0.0745
Epoch 1358/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0354 - val_loss: 0.0739
Epoch 1359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0354 - val_loss: 0.0735
Epoch 1360/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0729
Epoch 1361/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0353 - val_loss: 0.0725
Epoch 1362/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0353 - val_loss: 0.0720
Epoch 1363/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0716
Epoch 1364/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0353 - val_loss: 0.0711
Epoch 1365/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0353 - val_loss: 0.0706
Epoch 1366/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0352 - val_loss: 0.0702
Epoch 1367/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0698
Epoch 1368/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0693
Epoch 1369/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0689
Epoch 1370/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0684
Epoch 1371/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0352 - val_loss: 0.0679
Epoch 1372/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0351 - val_loss: 0.0675
Epoch 1373/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0351 - val_loss: 0.0671
Epoch 1374/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0667
Epoch 1375/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0663
Epoch 1376/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0351 - val_loss: 0.0658
Epoch 1377/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0351 - val_loss: 0.0654
Epoch 1378/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0350 - val_loss: 0.0650
Epoch 1379/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0648
Epoch 1380/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0644
Epoch 1381/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0642
Epoch 1382/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0638
Epoch 1383/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0634
Epoch 1384/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0631
Epoch 1385/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0350 - val_loss: 0.0627
Epoch 1386/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0349 - val_loss: 0.0624
Epoch 1387/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0349 - val_loss: 0.0620
Epoch 1388/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0349 - val_loss: 0.0616
Epoch 1389/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0349 - val_loss: 0.0611
Epoch 1390/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0349 - val_loss: 0.0608
Epoch 1391/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0349 - val_loss: 0.0604
Epoch 1392/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 1393/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0348 - val_loss: 0.0597
Epoch 1394/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0348 - val_loss: 0.0593
Epoch 1395/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0590
Epoch 1396/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0348 - val_loss: 0.0587
Epoch 1397/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0583
Epoch 1398/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0348 - val_loss: 0.0580
Epoch 1399/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0577
Epoch 1400/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0574
Epoch 1401/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0571
Epoch 1402/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0568
Epoch 1403/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0565
Epoch 1404/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0563
Epoch 1405/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0560
Epoch 1406/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0347 - val_loss: 0.0557
Epoch 1407/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0555
Epoch 1408/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0551
Epoch 1409/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0548
Epoch 1410/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0545
Epoch 1411/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0542
Epoch 1412/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0540
Epoch 1413/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0538
Epoch 1414/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0536
Epoch 1415/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0535
Epoch 1416/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0533
Epoch 1417/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0346 - val_loss: 0.0531
Epoch 1418/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0346 - val_loss: 0.0528
Epoch 1419/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0525
Epoch 1420/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 1421/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0519
Epoch 1422/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0517
Epoch 1423/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0515
Epoch 1424/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0513
Epoch 1425/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0511
Epoch 1426/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0509
Epoch 1427/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0506
Epoch 1428/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0504
Epoch 1429/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0502
Epoch 1430/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0500
Epoch 1431/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 1432/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0345 - val_loss: 0.0497
Epoch 1433/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0345 - val_loss: 0.0495
Epoch 1434/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0493
Epoch 1435/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0491
Epoch 1436/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 1437/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0489
Epoch 1438/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0487
Epoch 1439/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0345 - val_loss: 0.0485
Epoch 1440/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0345 - val_loss: 0.0483
Epoch 1441/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1442/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0479
Epoch 1443/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 1444/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0476
Epoch 1445/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 1446/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1447/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 1448/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0471
Epoch 1449/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 1450/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0468
Epoch 1451/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0466
Epoch 1452/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1453/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0464
Epoch 1454/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1455/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1456/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1457/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1458/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1459/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1460/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1461/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1462/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1463/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0452
Epoch 1464/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0451
Epoch 1465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1466/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1467/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1468/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1469/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1470/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1471/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1472/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1473/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1474/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1475/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1476/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1477/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1478/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1479/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1481/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1482/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1483/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1484/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1485/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1486/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1487/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1488/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1489/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1490/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1491/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1492/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1493/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1494/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1495/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1496/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1497/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1498/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1499/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1500/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1501/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1502/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1503/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1504/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1505/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1506/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0418
Epoch 1507/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1508/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1510/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1511/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1512/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1513/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1514/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1515/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0414
Epoch 1516/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1517/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1518/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1519/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1520/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1521/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1522/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1523/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1524/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1525/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1526/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1527/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1528/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1529/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1530/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1531/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1532/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1533/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1534/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1535/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1536/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1537/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1538/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1539/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1540/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1541/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1542/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1543/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1544/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1545/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1546/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1547/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1548/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1549/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1550/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1551/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1552/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1553/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1554/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1555/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1556/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1557/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1558/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1559/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1560/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1561/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1562/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1563/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1564/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1565/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1566/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1567/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1568/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1569/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1570/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1571/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1572/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1573/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1574/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1575/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1576/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1577/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1578/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1579/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1580/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1581/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1582/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1583/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1584/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1585/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1586/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1587/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1588/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1589/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1590/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1591/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1592/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1593/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1594/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1595/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1596/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1597/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1598/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1599/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1600/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1601/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1602/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1603/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1604/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1605/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1606/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1607/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1608/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1609/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1610/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1611/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1612/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1613/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1614/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1615/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1616/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1617/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1618/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1619/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1620/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1621/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1622/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1623/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1624/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1625/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1626/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1627/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1628/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1629/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1630/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1631/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1632/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1633/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1634/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1635/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1636/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1637/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1638/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1639/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1640/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1641/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1642/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1643/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1644/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1645/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1646/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1647/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1648/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1649/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1650/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1651/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1652/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1653/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1654/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1655/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1656/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1657/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1658/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1659/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1660/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1661/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1662/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1663/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1664/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1665/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1666/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1667/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1668/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1669/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1670/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1671/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1672/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1673/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1674/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1675/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1676/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1677/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1678/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1679/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1680/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1681/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1682/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1683/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1684/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1685/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1686/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1687/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1688/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1689/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1690/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1691/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1692/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1693/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1694/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1695/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1696/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1697/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1698/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1699/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1702/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1705/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1706/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1707/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1708/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1709/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1710/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1711/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1712/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1713/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1714/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1715/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1716/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1717/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1718/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1719/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1720/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1721/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1725/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1726/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1727/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1728/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1730/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1731/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1733/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1735/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1736/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1737/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1740/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1742/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1743/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1744/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1745/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1746/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1749/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1750/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1751/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1752/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1753/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1754/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1755/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1756/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1757/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1758/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1759/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1760/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1761/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1762/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1763/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1764/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1765/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1766/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1767/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1768/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1769/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1770/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1771/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1775/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1776/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1777/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1778/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1779/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1782/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1783/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1787/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1788/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1789/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1790/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1791/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1792/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1793/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1794/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1795/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1805/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1806/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1807/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1808/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1809/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1810/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1811/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1812/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1813/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1814/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1815/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1816/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1817/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1818/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1819/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1820/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1821/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1822/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1824/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1825/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1826/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1827/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1828/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1829/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1830/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1832/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1833/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1834/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1835/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1846/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1855/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1856/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1862/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1866/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1877/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1878/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1879/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1880/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1881/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1882/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1883/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1884/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1885/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1886/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1887/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1888/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1889/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1890/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1891/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1892/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1893/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1894/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1895/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1900/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1901/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1902/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1903/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1904/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1905/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1906/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1911/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1912/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1913/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1914/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1915/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1916/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1917/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1918/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1919/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1920/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1921/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1922/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1923/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1931/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1932/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1933/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1934/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1935/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1936/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1937/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1938/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1939/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1940/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1941/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1942/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1943/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1944/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1945/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1947/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1948/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1949/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1950/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1951/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1952/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1953/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1954/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1955/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1956/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1957/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1958/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1960/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1961/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1962/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1963/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1964/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1965/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1966/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1967/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1968/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1969/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1970/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1971/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1972/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1973/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1974/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1975/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1976/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1977/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1978/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1979/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1980/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1981/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1982/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1983/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1984/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1985/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1986/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1987/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1988/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1989/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1990/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1991/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1992/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1993/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1994/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1995/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1996/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1997/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1998/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1999/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 2000/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0385

<keras.callbacks.History at 0x7fcae82ce920>

%tensorboard --logdir logs --host 0.0.0.0

Reusing TensorBoard on port 6006 (pid 1757672), started 0:00:03 ago. (Use '!kill 1757672' to kill it.)

dense_9/kernel_0

5개의 weight가 하나는 3근처로, 하나는 1근처로, 하나는 0.5 근처로 가능 모습

freq500으로 키우니까 기록 적어진 모습

dense_9 여기서 9는 시행한 횟수임

텐서보드: 사용자지정그림 에폭별로 시각화 (1)

- 100에폭마다 적합결과를 시각화 하고 싶다 + 가중치와 같이!!

• https://www.tensorflow.org/guide/keras/custom_callback

- 일단 "100에폭마다 가중치적합과정 시각화 + 최종적합곡선 시각화" 까지 구현

!rm -rf logs
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1))
net.compile(loss='mse',optimizer='adam')
cb1= tf.keras.callbacks.TensorBoard(update_freq='epoch',histogram_freq=100)
net.fit(X,y,epochs=2000, batch_size=100, validation_split=0.45,callbacks=cb1)

Epoch 1/2000
6/6 [==============================] - 1s 24ms/step - loss: 8.6797 - val_loss: 18.3190
Epoch 2/2000
6/6 [==============================] - 0s 9ms/step - loss: 8.6220 - val_loss: 18.2551
Epoch 3/2000
6/6 [==============================] - 0s 9ms/step - loss: 8.5651 - val_loss: 18.1884
Epoch 4/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.5096 - val_loss: 18.1213
Epoch 5/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.4528 - val_loss: 18.0576
Epoch 6/2000
6/6 [==============================] - 0s 8ms/step - loss: 8.3976 - val_loss: 17.9953
Epoch 7/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.3417 - val_loss: 17.9319
Epoch 8/2000
6/6 [==============================] - 0s 9ms/step - loss: 8.2862 - val_loss: 17.8688
Epoch 9/2000
6/6 [==============================] - 0s 8ms/step - loss: 8.2307 - val_loss: 17.8067
Epoch 10/2000
6/6 [==============================] - 0s 6ms/step - loss: 8.1771 - val_loss: 17.7437
Epoch 11/2000
6/6 [==============================] - 0s 7ms/step - loss: 8.1217 - val_loss: 17.6818
Epoch 12/2000
6/6 [==============================] - 0s 7ms/step - loss: 8.0684 - val_loss: 17.6183
Epoch 13/2000
6/6 [==============================] - 0s 6ms/step - loss: 8.0134 - val_loss: 17.5565
Epoch 14/2000
6/6 [==============================] - 0s 6ms/step - loss: 7.9606 - val_loss: 17.4964
Epoch 15/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.9072 - val_loss: 17.4360
Epoch 16/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.8544 - val_loss: 17.3776
Epoch 17/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.8030 - val_loss: 17.3179
Epoch 18/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.7507 - val_loss: 17.2583
Epoch 19/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.6985 - val_loss: 17.2007
Epoch 20/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.6480 - val_loss: 17.1392
Epoch 21/2000
6/6 [==============================] - 0s 8ms/step - loss: 7.5972 - val_loss: 17.0777
Epoch 22/2000
6/6 [==============================] - 0s 7ms/step - loss: 7.5450 - val_loss: 17.0192
Epoch 23/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.4946 - val_loss: 16.9604
Epoch 24/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.4447 - val_loss: 16.9013
Epoch 25/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.3950 - val_loss: 16.8438
Epoch 26/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.3445 - val_loss: 16.7880
Epoch 27/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.2949 - val_loss: 16.7310
Epoch 28/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.2458 - val_loss: 16.6751
Epoch 29/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.1969 - val_loss: 16.6184
Epoch 30/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.1483 - val_loss: 16.5642
Epoch 31/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.0998 - val_loss: 16.5103
Epoch 32/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.0523 - val_loss: 16.4572
Epoch 33/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.0040 - val_loss: 16.4038
Epoch 34/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.9579 - val_loss: 16.3508
Epoch 35/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.9102 - val_loss: 16.2968
Epoch 36/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.8638 - val_loss: 16.2426
Epoch 37/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.8166 - val_loss: 16.1898
Epoch 38/2000
6/6 [==============================] - 0s 8ms/step - loss: 6.7708 - val_loss: 16.1358
Epoch 39/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.7247 - val_loss: 16.0813
Epoch 40/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.6798 - val_loss: 16.0283
Epoch 41/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.6343 - val_loss: 15.9755
Epoch 42/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.5900 - val_loss: 15.9217
Epoch 43/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.5450 - val_loss: 15.8699
Epoch 44/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.5004 - val_loss: 15.8189
Epoch 45/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.4570 - val_loss: 15.7653
Epoch 46/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.4126 - val_loss: 15.7138
Epoch 47/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.3686 - val_loss: 15.6632
Epoch 48/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.3249 - val_loss: 15.6123
Epoch 49/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.2816 - val_loss: 15.5625
Epoch 50/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.2390 - val_loss: 15.5110
Epoch 51/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.1957 - val_loss: 15.4622
Epoch 52/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.1539 - val_loss: 15.4123
Epoch 53/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.1115 - val_loss: 15.3649
Epoch 54/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.0691 - val_loss: 15.3167
Epoch 55/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.0280 - val_loss: 15.2698
Epoch 56/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.9866 - val_loss: 15.2187
Epoch 57/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.9453 - val_loss: 15.1703
Epoch 58/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.9040 - val_loss: 15.1242
Epoch 59/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8642 - val_loss: 15.0776
Epoch 60/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8240 - val_loss: 15.0308
Epoch 61/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.7834 - val_loss: 14.9843
Epoch 62/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.7440 - val_loss: 14.9374
Epoch 63/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.7046 - val_loss: 14.8913
Epoch 64/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.6657 - val_loss: 14.8436
Epoch 65/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.6263 - val_loss: 14.7974
Epoch 66/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.5877 - val_loss: 14.7516
Epoch 67/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.5489 - val_loss: 14.7059
Epoch 68/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.5103 - val_loss: 14.6642
Epoch 69/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.4720 - val_loss: 14.6219
Epoch 70/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.4343 - val_loss: 14.5795
Epoch 71/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.3973 - val_loss: 14.5358
Epoch 72/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.3595 - val_loss: 14.4918
Epoch 73/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.3222 - val_loss: 14.4492
Epoch 74/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.2859 - val_loss: 14.4065
Epoch 75/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.2482 - val_loss: 14.3624
Epoch 76/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.2128 - val_loss: 14.3185
Epoch 77/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.1752 - val_loss: 14.2747
Epoch 78/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.1402 - val_loss: 14.2301
Epoch 79/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.1040 - val_loss: 14.1873
Epoch 80/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.0686 - val_loss: 14.1452
Epoch 81/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.0332 - val_loss: 14.1031
Epoch 82/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.9979 - val_loss: 14.0640
Epoch 83/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.9631 - val_loss: 14.0219
Epoch 84/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.9283 - val_loss: 13.9831
Epoch 85/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8937 - val_loss: 13.9422
Epoch 86/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8595 - val_loss: 13.9020
Epoch 87/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.8255 - val_loss: 13.8625
Epoch 88/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.7924 - val_loss: 13.8234
Epoch 89/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.7587 - val_loss: 13.7856
Epoch 90/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.7253 - val_loss: 13.7485
Epoch 91/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6924 - val_loss: 13.7115
Epoch 92/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.6594 - val_loss: 13.6735
Epoch 93/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.6274 - val_loss: 13.6345
Epoch 94/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.5950 - val_loss: 13.5964
Epoch 95/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5627 - val_loss: 13.5580
Epoch 96/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5315 - val_loss: 13.5185
Epoch 97/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.4993 - val_loss: 13.4804
Epoch 98/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4684 - val_loss: 13.4416
Epoch 99/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4373 - val_loss: 13.4042
Epoch 100/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4058 - val_loss: 13.3684
Epoch 101/2000
6/6 [==============================] - 0s 14ms/step - loss: 4.3755 - val_loss: 13.3307
Epoch 102/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.3441 - val_loss: 13.2941
Epoch 103/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.3145 - val_loss: 13.2565
Epoch 104/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2835 - val_loss: 13.2212
Epoch 105/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.2533 - val_loss: 13.1863
Epoch 106/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2243 - val_loss: 13.1513
Epoch 107/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1942 - val_loss: 13.1150
Epoch 108/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.1645 - val_loss: 13.0786
Epoch 109/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.1351 - val_loss: 13.0436
Epoch 110/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1058 - val_loss: 13.0079
Epoch 111/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.0773 - val_loss: 12.9709
Epoch 112/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.0483 - val_loss: 12.9341
Epoch 113/2000
6/6 [==============================] - 0s 9ms/step - loss: 4.0201 - val_loss: 12.8974
Epoch 114/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.9914 - val_loss: 12.8630
Epoch 115/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.9636 - val_loss: 12.8270
Epoch 116/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.9353 - val_loss: 12.7950
Epoch 117/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.9073 - val_loss: 12.7630
Epoch 118/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.8804 - val_loss: 12.7278
Epoch 119/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8526 - val_loss: 12.6927
Epoch 120/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8257 - val_loss: 12.6579
Epoch 121/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7989 - val_loss: 12.6239
Epoch 122/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.7718 - val_loss: 12.5930
Epoch 123/2000
6/6 [==============================] - 0s 7ms/step - loss: 3.7448 - val_loss: 12.5628
Epoch 124/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.7190 - val_loss: 12.5291
Epoch 125/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.6924 - val_loss: 12.4967
Epoch 126/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.6667 - val_loss: 12.4641
Epoch 127/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.6406 - val_loss: 12.4320
Epoch 128/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6146 - val_loss: 12.4004
Epoch 129/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.5896 - val_loss: 12.3677
Epoch 130/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.5648 - val_loss: 12.3343
Epoch 131/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5393 - val_loss: 12.3023
Epoch 132/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5141 - val_loss: 12.2686
Epoch 133/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.4894 - val_loss: 12.2348
Epoch 134/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.4642 - val_loss: 12.2059
Epoch 135/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.4395 - val_loss: 12.1758
Epoch 136/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.4160 - val_loss: 12.1451
Epoch 137/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.3907 - val_loss: 12.1134
Epoch 138/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.3671 - val_loss: 12.0822
Epoch 139/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.3432 - val_loss: 12.0509
Epoch 140/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.3195 - val_loss: 12.0188
Epoch 141/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2961 - val_loss: 11.9874
Epoch 142/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.2722 - val_loss: 11.9591
Epoch 143/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.2495 - val_loss: 11.9278
Epoch 144/2000
6/6 [==============================] - 0s 7ms/step - loss: 3.2264 - val_loss: 11.8963
Epoch 145/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.2035 - val_loss: 11.8673
Epoch 146/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.1805 - val_loss: 11.8387
Epoch 147/2000
6/6 [==============================] - 0s 8ms/step - loss: 3.1580 - val_loss: 11.8093
Epoch 148/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.1351 - val_loss: 11.7792
Epoch 149/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1130 - val_loss: 11.7475
Epoch 150/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0909 - val_loss: 11.7184
Epoch 151/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0688 - val_loss: 11.6902
Epoch 152/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.0472 - val_loss: 11.6611
Epoch 153/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0255 - val_loss: 11.6330
Epoch 154/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.0041 - val_loss: 11.6049
Epoch 155/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9825 - val_loss: 11.5763
Epoch 156/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9610 - val_loss: 11.5489
Epoch 157/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.9402 - val_loss: 11.5181
Epoch 158/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9188 - val_loss: 11.4901
Epoch 159/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.8979 - val_loss: 11.4613
Epoch 160/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8773 - val_loss: 11.4339
Epoch 161/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.8566 - val_loss: 11.4089
Epoch 162/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.8364 - val_loss: 11.3823
Epoch 163/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.8160 - val_loss: 11.3538
Epoch 164/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7961 - val_loss: 11.3251
Epoch 165/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7757 - val_loss: 11.2979
Epoch 166/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7556 - val_loss: 11.2706
Epoch 167/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7361 - val_loss: 11.2433
Epoch 168/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.7162 - val_loss: 11.2154
Epoch 169/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6967 - val_loss: 11.1893
Epoch 170/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.6772 - val_loss: 11.1619
Epoch 171/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6578 - val_loss: 11.1352
Epoch 172/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6387 - val_loss: 11.1081
Epoch 173/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.6200 - val_loss: 11.0822
Epoch 174/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.6012 - val_loss: 11.0554
Epoch 175/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5823 - val_loss: 11.0304
Epoch 176/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5635 - val_loss: 11.0077
Epoch 177/2000
6/6 [==============================] - 0s 13ms/step - loss: 2.5454 - val_loss: 10.9808
Epoch 178/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5269 - val_loss: 10.9541
Epoch 179/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.5086 - val_loss: 10.9279
Epoch 180/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4905 - val_loss: 10.9030
Epoch 181/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4726 - val_loss: 10.8768
Epoch 182/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4546 - val_loss: 10.8481
Epoch 183/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.4367 - val_loss: 10.8220
Epoch 184/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4192 - val_loss: 10.7970
Epoch 185/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.4018 - val_loss: 10.7720
Epoch 186/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3840 - val_loss: 10.7475
Epoch 187/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.3670 - val_loss: 10.7217
Epoch 188/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3499 - val_loss: 10.6970
Epoch 189/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.3330 - val_loss: 10.6721
Epoch 190/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.3162 - val_loss: 10.6466
Epoch 191/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2996 - val_loss: 10.6231
Epoch 192/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2832 - val_loss: 10.5965
Epoch 193/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.2664 - val_loss: 10.5718
Epoch 194/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2504 - val_loss: 10.5478
Epoch 195/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2340 - val_loss: 10.5238
Epoch 196/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2178 - val_loss: 10.5009
Epoch 197/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.2019 - val_loss: 10.4773
Epoch 198/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.1859 - val_loss: 10.4514
Epoch 199/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.1702 - val_loss: 10.4261
Epoch 200/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.1541 - val_loss: 10.4017
Epoch 201/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.1386 - val_loss: 10.3759
Epoch 202/2000
6/6 [==============================] - 0s 6ms/step - loss: 2.1232 - val_loss: 10.3504
Epoch 203/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1076 - val_loss: 10.3265
Epoch 204/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0924 - val_loss: 10.3026
Epoch 205/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0774 - val_loss: 10.2796
Epoch 206/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0623 - val_loss: 10.2565
Epoch 207/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0476 - val_loss: 10.2332
Epoch 208/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0327 - val_loss: 10.2114
Epoch 209/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0181 - val_loss: 10.1888
Epoch 210/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.0035 - val_loss: 10.1657
Epoch 211/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9891 - val_loss: 10.1446
Epoch 212/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9747 - val_loss: 10.1233
Epoch 213/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.9606 - val_loss: 10.1009
Epoch 214/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.9465 - val_loss: 10.0772
Epoch 215/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9323 - val_loss: 10.0539
Epoch 216/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9185 - val_loss: 10.0305
Epoch 217/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.9044 - val_loss: 10.0086
Epoch 218/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8906 - val_loss: 9.9863
Epoch 219/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.8768 - val_loss: 9.9645
Epoch 220/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8634 - val_loss: 9.9418
Epoch 221/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8497 - val_loss: 9.9197
Epoch 222/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8363 - val_loss: 9.8978
Epoch 223/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8230 - val_loss: 9.8758
Epoch 224/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8097 - val_loss: 9.8534
Epoch 225/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7967 - val_loss: 9.8295
Epoch 226/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7836 - val_loss: 9.8078
Epoch 227/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7707 - val_loss: 9.7858
Epoch 228/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7578 - val_loss: 9.7647
Epoch 229/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7453 - val_loss: 9.7425
Epoch 230/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7327 - val_loss: 9.7216
Epoch 231/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.7202 - val_loss: 9.6998
Epoch 232/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7076 - val_loss: 9.6781
Epoch 233/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6955 - val_loss: 9.6566
Epoch 234/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6829 - val_loss: 9.6351
Epoch 235/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6708 - val_loss: 9.6138
Epoch 236/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.6587 - val_loss: 9.5921
Epoch 237/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6466 - val_loss: 9.5699
Epoch 238/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6347 - val_loss: 9.5474
Epoch 239/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.6228 - val_loss: 9.5247
Epoch 240/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6109 - val_loss: 9.5035
Epoch 241/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5993 - val_loss: 9.4823
Epoch 242/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5877 - val_loss: 9.4615
Epoch 243/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5760 - val_loss: 9.4415
Epoch 244/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5647 - val_loss: 9.4207
Epoch 245/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5535 - val_loss: 9.3993
Epoch 246/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.5421 - val_loss: 9.3794
Epoch 247/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5311 - val_loss: 9.3587
Epoch 248/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5201 - val_loss: 9.3374
Epoch 249/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5090 - val_loss: 9.3169
Epoch 250/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4982 - val_loss: 9.2968
Epoch 251/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.4872 - val_loss: 9.2768
Epoch 252/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4767 - val_loss: 9.2564
Epoch 253/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4657 - val_loss: 9.2366
Epoch 254/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4552 - val_loss: 9.2170
Epoch 255/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4447 - val_loss: 9.1973
Epoch 256/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4340 - val_loss: 9.1769
Epoch 257/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4237 - val_loss: 9.1560
Epoch 258/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.4133 - val_loss: 9.1370
Epoch 259/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4029 - val_loss: 9.1176
Epoch 260/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3931 - val_loss: 9.0971
Epoch 261/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.3829 - val_loss: 9.0774
Epoch 262/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3727 - val_loss: 9.0589
Epoch 263/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3629 - val_loss: 9.0404
Epoch 264/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3530 - val_loss: 9.0191
Epoch 265/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.3433 - val_loss: 8.9986
Epoch 266/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3333 - val_loss: 8.9792
Epoch 267/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3236 - val_loss: 8.9613
Epoch 268/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3142 - val_loss: 8.9409
Epoch 269/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3045 - val_loss: 8.9209
Epoch 270/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2952 - val_loss: 8.9009
Epoch 271/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2858 - val_loss: 8.8817
Epoch 272/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2764 - val_loss: 8.8631
Epoch 273/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2672 - val_loss: 8.8441
Epoch 274/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2581 - val_loss: 8.8255
Epoch 275/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2490 - val_loss: 8.8059
Epoch 276/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2400 - val_loss: 8.7880
Epoch 277/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2311 - val_loss: 8.7686
Epoch 278/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2222 - val_loss: 8.7498
Epoch 279/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2134 - val_loss: 8.7300
Epoch 280/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2047 - val_loss: 8.7105
Epoch 281/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1959 - val_loss: 8.6926
Epoch 282/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1874 - val_loss: 8.6732
Epoch 283/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1788 - val_loss: 8.6543
Epoch 284/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1704 - val_loss: 8.6355
Epoch 285/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1619 - val_loss: 8.6170
Epoch 286/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1536 - val_loss: 8.5984
Epoch 287/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1454 - val_loss: 8.5795
Epoch 288/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1371 - val_loss: 8.5617
Epoch 289/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.1291 - val_loss: 8.5418
Epoch 290/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1209 - val_loss: 8.5241
Epoch 291/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1129 - val_loss: 8.5054
Epoch 292/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1049 - val_loss: 8.4870
Epoch 293/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0970 - val_loss: 8.4685
Epoch 294/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0890 - val_loss: 8.4507
Epoch 295/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0813 - val_loss: 8.4323
Epoch 296/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0736 - val_loss: 8.4140
Epoch 297/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0659 - val_loss: 8.3958
Epoch 298/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0583 - val_loss: 8.3788
Epoch 299/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0506 - val_loss: 8.3626
Epoch 300/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0432 - val_loss: 8.3454
Epoch 301/2000
6/6 [==============================] - 0s 14ms/step - loss: 1.0358 - val_loss: 8.3281
Epoch 302/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0285 - val_loss: 8.3108
Epoch 303/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0212 - val_loss: 8.2930
Epoch 304/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0139 - val_loss: 8.2749
Epoch 305/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0069 - val_loss: 8.2566
Epoch 306/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9997 - val_loss: 8.2395
Epoch 307/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.9925 - val_loss: 8.2220
Epoch 308/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9856 - val_loss: 8.2041
Epoch 309/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9786 - val_loss: 8.1863
Epoch 310/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9717 - val_loss: 8.1686
Epoch 311/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9646 - val_loss: 8.1520
Epoch 312/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9580 - val_loss: 8.1348
Epoch 313/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.9510 - val_loss: 8.1188
Epoch 314/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9444 - val_loss: 8.1017
Epoch 315/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9377 - val_loss: 8.0847
Epoch 316/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9311 - val_loss: 8.0675
Epoch 317/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9246 - val_loss: 8.0506
Epoch 318/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9181 - val_loss: 8.0329
Epoch 319/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.9116 - val_loss: 8.0156
Epoch 320/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9051 - val_loss: 7.9973
Epoch 321/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8988 - val_loss: 7.9801
Epoch 322/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8924 - val_loss: 7.9642
Epoch 323/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8862 - val_loss: 7.9467
Epoch 324/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8800 - val_loss: 7.9300
Epoch 325/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8738 - val_loss: 7.9138
Epoch 326/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8678 - val_loss: 7.8975
Epoch 327/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8617 - val_loss: 7.8810
Epoch 328/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8556 - val_loss: 7.8655
Epoch 329/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8496 - val_loss: 7.8490
Epoch 330/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8438 - val_loss: 7.8324
Epoch 331/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8379 - val_loss: 7.8154
Epoch 332/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8320 - val_loss: 7.7988
Epoch 333/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8263 - val_loss: 7.7838
Epoch 334/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8205 - val_loss: 7.7675
Epoch 335/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8148 - val_loss: 7.7516
Epoch 336/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8091 - val_loss: 7.7351
Epoch 337/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8035 - val_loss: 7.7189
Epoch 338/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7979 - val_loss: 7.7024
Epoch 339/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7925 - val_loss: 7.6857
Epoch 340/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7869 - val_loss: 7.6697
Epoch 341/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7815 - val_loss: 7.6535
Epoch 342/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7761 - val_loss: 7.6383
Epoch 343/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7707 - val_loss: 7.6222
Epoch 344/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7654 - val_loss: 7.6055
Epoch 345/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7601 - val_loss: 7.5896
Epoch 346/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7548 - val_loss: 7.5735
Epoch 347/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7496 - val_loss: 7.5581
Epoch 348/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7445 - val_loss: 7.5412
Epoch 349/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7395 - val_loss: 7.5246
Epoch 350/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7344 - val_loss: 7.5075
Epoch 351/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7293 - val_loss: 7.4920
Epoch 352/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7245 - val_loss: 7.4758
Epoch 353/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7196 - val_loss: 7.4597
Epoch 354/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.7147 - val_loss: 7.4445
Epoch 355/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7100 - val_loss: 7.4282
Epoch 356/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7052 - val_loss: 7.4134
Epoch 357/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7005 - val_loss: 7.3976
Epoch 358/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6958 - val_loss: 7.3813
Epoch 359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6911 - val_loss: 7.3660
Epoch 360/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6865 - val_loss: 7.3501
Epoch 361/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6820 - val_loss: 7.3351
Epoch 362/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6773 - val_loss: 7.3204
Epoch 363/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6728 - val_loss: 7.3051
Epoch 364/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6684 - val_loss: 7.2899
Epoch 365/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6641 - val_loss: 7.2750
Epoch 366/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6595 - val_loss: 7.2602
Epoch 367/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6552 - val_loss: 7.2458
Epoch 368/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6509 - val_loss: 7.2309
Epoch 369/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6467 - val_loss: 7.2154
Epoch 370/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6424 - val_loss: 7.2008
Epoch 371/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6382 - val_loss: 7.1858
Epoch 372/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.6340 - val_loss: 7.1706
Epoch 373/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6299 - val_loss: 7.1554
Epoch 374/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6258 - val_loss: 7.1405
Epoch 375/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6217 - val_loss: 7.1246
Epoch 376/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6176 - val_loss: 7.1090
Epoch 377/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6136 - val_loss: 7.0944
Epoch 378/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6097 - val_loss: 7.0791
Epoch 379/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6057 - val_loss: 7.0644
Epoch 380/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6018 - val_loss: 7.0499
Epoch 381/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5980 - val_loss: 7.0349
Epoch 382/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5942 - val_loss: 7.0192
Epoch 383/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5903 - val_loss: 7.0051
Epoch 384/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5865 - val_loss: 6.9900
Epoch 385/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5828 - val_loss: 6.9750
Epoch 386/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5790 - val_loss: 6.9603
Epoch 387/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5755 - val_loss: 6.9444
Epoch 388/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5717 - val_loss: 6.9298
Epoch 389/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.5681 - val_loss: 6.9156
Epoch 390/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.5646 - val_loss: 6.9014
Epoch 391/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5610 - val_loss: 6.8874
Epoch 392/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5576 - val_loss: 6.8732
Epoch 393/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5540 - val_loss: 6.8584
Epoch 394/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5507 - val_loss: 6.8442
Epoch 395/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.5471 - val_loss: 6.8297
Epoch 396/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5438 - val_loss: 6.8156
Epoch 397/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5404 - val_loss: 6.8016
Epoch 398/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5370 - val_loss: 6.7869
Epoch 399/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5337 - val_loss: 6.7726
Epoch 400/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5303 - val_loss: 6.7580
Epoch 401/2000
6/6 [==============================] - 0s 15ms/step - loss: 0.5272 - val_loss: 6.7428
Epoch 402/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5239 - val_loss: 6.7283
Epoch 403/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5206 - val_loss: 6.7146
Epoch 404/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5175 - val_loss: 6.7006
Epoch 405/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5143 - val_loss: 6.6864
Epoch 406/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5111 - val_loss: 6.6717
Epoch 407/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5080 - val_loss: 6.6573
Epoch 408/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5050 - val_loss: 6.6430
Epoch 409/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5019 - val_loss: 6.6295
Epoch 410/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4988 - val_loss: 6.6159
Epoch 411/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4958 - val_loss: 6.6027
Epoch 412/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4929 - val_loss: 6.5886
Epoch 413/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4898 - val_loss: 6.5745
Epoch 414/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4870 - val_loss: 6.5601
Epoch 415/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4841 - val_loss: 6.5465
Epoch 416/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4812 - val_loss: 6.5328
Epoch 417/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4784 - val_loss: 6.5192
Epoch 418/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4755 - val_loss: 6.5057
Epoch 419/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4728 - val_loss: 6.4913
Epoch 420/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4699 - val_loss: 6.4784
Epoch 421/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4672 - val_loss: 6.4640
Epoch 422/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4644 - val_loss: 6.4498
Epoch 423/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4618 - val_loss: 6.4353
Epoch 424/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4591 - val_loss: 6.4209
Epoch 425/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4564 - val_loss: 6.4073
Epoch 426/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4537 - val_loss: 6.3932
Epoch 427/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4511 - val_loss: 6.3794
Epoch 428/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4486 - val_loss: 6.3665
Epoch 429/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4459 - val_loss: 6.3531
Epoch 430/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4434 - val_loss: 6.3390
Epoch 431/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4410 - val_loss: 6.3249
Epoch 432/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4384 - val_loss: 6.3112
Epoch 433/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4360 - val_loss: 6.2968
Epoch 434/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4336 - val_loss: 6.2828
Epoch 435/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4312 - val_loss: 6.2691
Epoch 436/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4288 - val_loss: 6.2552
Epoch 437/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4264 - val_loss: 6.2417
Epoch 438/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4240 - val_loss: 6.2295
Epoch 439/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4218 - val_loss: 6.2168
Epoch 440/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4194 - val_loss: 6.2039
Epoch 441/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4171 - val_loss: 6.1913
Epoch 442/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4149 - val_loss: 6.1785
Epoch 443/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4126 - val_loss: 6.1655
Epoch 444/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4104 - val_loss: 6.1530
Epoch 445/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4082 - val_loss: 6.1394
Epoch 446/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4060 - val_loss: 6.1261
Epoch 447/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4038 - val_loss: 6.1130
Epoch 448/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4017 - val_loss: 6.1000
Epoch 449/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3995 - val_loss: 6.0870
Epoch 450/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3975 - val_loss: 6.0745
Epoch 451/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3953 - val_loss: 6.0622
Epoch 452/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3932 - val_loss: 6.0497
Epoch 453/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3912 - val_loss: 6.0372
Epoch 454/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3892 - val_loss: 6.0235
Epoch 455/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3871 - val_loss: 6.0102
Epoch 456/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3851 - val_loss: 5.9969
Epoch 457/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3832 - val_loss: 5.9843
Epoch 458/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3812 - val_loss: 5.9713
Epoch 459/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3792 - val_loss: 5.9578
Epoch 460/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3774 - val_loss: 5.9444
Epoch 461/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3755 - val_loss: 5.9313
Epoch 462/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3735 - val_loss: 5.9182
Epoch 463/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3717 - val_loss: 5.9053
Epoch 464/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3698 - val_loss: 5.8920
Epoch 465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3679 - val_loss: 5.8794
Epoch 466/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3661 - val_loss: 5.8671
Epoch 467/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3642 - val_loss: 5.8548
Epoch 468/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3625 - val_loss: 5.8412
Epoch 469/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3607 - val_loss: 5.8279
Epoch 470/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3589 - val_loss: 5.8153
Epoch 471/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3570 - val_loss: 5.8026
Epoch 472/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3553 - val_loss: 5.7900
Epoch 473/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3536 - val_loss: 5.7776
Epoch 474/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3520 - val_loss: 5.7653
Epoch 475/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3503 - val_loss: 5.7526
Epoch 476/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3486 - val_loss: 5.7395
Epoch 477/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3470 - val_loss: 5.7263
Epoch 478/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3454 - val_loss: 5.7139
Epoch 479/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3437 - val_loss: 5.7017
Epoch 480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3422 - val_loss: 5.6889
Epoch 481/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3405 - val_loss: 5.6765
Epoch 482/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3389 - val_loss: 5.6638
Epoch 483/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3374 - val_loss: 5.6514
Epoch 484/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3358 - val_loss: 5.6391
Epoch 485/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3344 - val_loss: 5.6262
Epoch 486/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3328 - val_loss: 5.6140
Epoch 487/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3313 - val_loss: 5.6008
Epoch 488/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3298 - val_loss: 5.5884
Epoch 489/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3283 - val_loss: 5.5758
Epoch 490/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3268 - val_loss: 5.5634
Epoch 491/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3253 - val_loss: 5.5513
Epoch 492/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3238 - val_loss: 5.5392
Epoch 493/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3224 - val_loss: 5.5266
Epoch 494/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3210 - val_loss: 5.5140
Epoch 495/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3196 - val_loss: 5.5015
Epoch 496/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3181 - val_loss: 5.4887
Epoch 497/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3167 - val_loss: 5.4763
Epoch 498/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3154 - val_loss: 5.4639
Epoch 499/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3140 - val_loss: 5.4520
Epoch 500/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3126 - val_loss: 5.4395
Epoch 501/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.3113 - val_loss: 5.4269
Epoch 502/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3100 - val_loss: 5.4142
Epoch 503/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3086 - val_loss: 5.4008
Epoch 504/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3073 - val_loss: 5.3892
Epoch 505/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3059 - val_loss: 5.3769
Epoch 506/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3047 - val_loss: 5.3645
Epoch 507/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3034 - val_loss: 5.3521
Epoch 508/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3021 - val_loss: 5.3396
Epoch 509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3009 - val_loss: 5.3266
Epoch 510/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2996 - val_loss: 5.3143
Epoch 511/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2984 - val_loss: 5.3021
Epoch 512/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2972 - val_loss: 5.2909
Epoch 513/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2959 - val_loss: 5.2789
Epoch 514/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2947 - val_loss: 5.2669
Epoch 515/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2935 - val_loss: 5.2541
Epoch 516/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2924 - val_loss: 5.2428
Epoch 517/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2911 - val_loss: 5.2309
Epoch 518/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2901 - val_loss: 5.2185
Epoch 519/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2888 - val_loss: 5.2068
Epoch 520/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2877 - val_loss: 5.1948
Epoch 521/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2865 - val_loss: 5.1816
Epoch 522/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2854 - val_loss: 5.1687
Epoch 523/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2843 - val_loss: 5.1565
Epoch 524/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2832 - val_loss: 5.1442
Epoch 525/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2820 - val_loss: 5.1326
Epoch 526/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2810 - val_loss: 5.1203
Epoch 527/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2799 - val_loss: 5.1085
Epoch 528/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2788 - val_loss: 5.0962
Epoch 529/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2777 - val_loss: 5.0842
Epoch 530/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2766 - val_loss: 5.0724
Epoch 531/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2755 - val_loss: 5.0600
Epoch 532/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2745 - val_loss: 5.0472
Epoch 533/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2734 - val_loss: 5.0343
Epoch 534/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2724 - val_loss: 5.0221
Epoch 535/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2713 - val_loss: 5.0105
Epoch 536/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2703 - val_loss: 4.9983
Epoch 537/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2693 - val_loss: 4.9863
Epoch 538/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2683 - val_loss: 4.9743
Epoch 539/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2673 - val_loss: 4.9623
Epoch 540/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2663 - val_loss: 4.9503
Epoch 541/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2653 - val_loss: 4.9385
Epoch 542/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2644 - val_loss: 4.9258
Epoch 543/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2633 - val_loss: 4.9139
Epoch 544/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2624 - val_loss: 4.9019
Epoch 545/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2615 - val_loss: 4.8896
Epoch 546/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2606 - val_loss: 4.8765
Epoch 547/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2596 - val_loss: 4.8648
Epoch 548/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2587 - val_loss: 4.8523
Epoch 549/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2577 - val_loss: 4.8403
Epoch 550/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2568 - val_loss: 4.8279
Epoch 551/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2559 - val_loss: 4.8151
Epoch 552/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2550 - val_loss: 4.8024
Epoch 553/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2541 - val_loss: 4.7903
Epoch 554/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2531 - val_loss: 4.7785
Epoch 555/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2522 - val_loss: 4.7664
Epoch 556/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2514 - val_loss: 4.7540
Epoch 557/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2505 - val_loss: 4.7418
Epoch 558/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2496 - val_loss: 4.7303
Epoch 559/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2487 - val_loss: 4.7187
Epoch 560/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2479 - val_loss: 4.7061
Epoch 561/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2470 - val_loss: 4.6937
Epoch 562/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2462 - val_loss: 4.6819
Epoch 563/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2453 - val_loss: 4.6703
Epoch 564/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2445 - val_loss: 4.6572
Epoch 565/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2437 - val_loss: 4.6449
Epoch 566/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2428 - val_loss: 4.6335
Epoch 567/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2421 - val_loss: 4.6219
Epoch 568/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2412 - val_loss: 4.6096
Epoch 569/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2404 - val_loss: 4.5968
Epoch 570/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2396 - val_loss: 4.5845
Epoch 571/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2388 - val_loss: 4.5721
Epoch 572/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2379 - val_loss: 4.5604
Epoch 573/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2372 - val_loss: 4.5486
Epoch 574/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2363 - val_loss: 4.5358
Epoch 575/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2356 - val_loss: 4.5231
Epoch 576/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2348 - val_loss: 4.5111
Epoch 577/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2340 - val_loss: 4.4994
Epoch 578/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2332 - val_loss: 4.4865
Epoch 579/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2324 - val_loss: 4.4742
Epoch 580/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2317 - val_loss: 4.4622
Epoch 581/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2309 - val_loss: 4.4495
Epoch 582/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2301 - val_loss: 4.4379
Epoch 583/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2293 - val_loss: 4.4264
Epoch 584/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2286 - val_loss: 4.4147
Epoch 585/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2279 - val_loss: 4.4026
Epoch 586/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2271 - val_loss: 4.3907
Epoch 587/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2264 - val_loss: 4.3782
Epoch 588/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2256 - val_loss: 4.3656
Epoch 589/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2249 - val_loss: 4.3535
Epoch 590/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2241 - val_loss: 4.3421
Epoch 591/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2234 - val_loss: 4.3300
Epoch 592/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2227 - val_loss: 4.3177
Epoch 593/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2220 - val_loss: 4.3058
Epoch 594/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2212 - val_loss: 4.2940
Epoch 595/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2206 - val_loss: 4.2815
Epoch 596/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2199 - val_loss: 4.2695
Epoch 597/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2191 - val_loss: 4.2576
Epoch 598/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2184 - val_loss: 4.2453
Epoch 599/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2177 - val_loss: 4.2332
Epoch 600/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2171 - val_loss: 4.2212
Epoch 601/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.2163 - val_loss: 4.2084
Epoch 602/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2157 - val_loss: 4.1965
Epoch 603/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2149 - val_loss: 4.1841
Epoch 604/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2143 - val_loss: 4.1720
Epoch 605/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2136 - val_loss: 4.1597
Epoch 606/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2129 - val_loss: 4.1475
Epoch 607/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2123 - val_loss: 4.1353
Epoch 608/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2116 - val_loss: 4.1227
Epoch 609/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2109 - val_loss: 4.1111
Epoch 610/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2103 - val_loss: 4.0994
Epoch 611/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2096 - val_loss: 4.0873
Epoch 612/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2090 - val_loss: 4.0750
Epoch 613/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2083 - val_loss: 4.0631
Epoch 614/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2076 - val_loss: 4.0516
Epoch 615/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2070 - val_loss: 4.0393
Epoch 616/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2063 - val_loss: 4.0269
Epoch 617/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2057 - val_loss: 4.0149
Epoch 618/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2051 - val_loss: 4.0027
Epoch 619/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2044 - val_loss: 3.9905
Epoch 620/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2038 - val_loss: 3.9787
Epoch 621/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2031 - val_loss: 3.9672
Epoch 622/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2025 - val_loss: 3.9555
Epoch 623/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2019 - val_loss: 3.9436
Epoch 624/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2012 - val_loss: 3.9316
Epoch 625/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2006 - val_loss: 3.9201
Epoch 626/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2000 - val_loss: 3.9085
Epoch 627/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1994 - val_loss: 3.8964
Epoch 628/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1988 - val_loss: 3.8850
Epoch 629/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1982 - val_loss: 3.8730
Epoch 630/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1976 - val_loss: 3.8611
Epoch 631/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1969 - val_loss: 3.8487
Epoch 632/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1963 - val_loss: 3.8367
Epoch 633/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1957 - val_loss: 3.8244
Epoch 634/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1951 - val_loss: 3.8122
Epoch 635/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1945 - val_loss: 3.8005
Epoch 636/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1939 - val_loss: 3.7882
Epoch 637/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1933 - val_loss: 3.7764
Epoch 638/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1927 - val_loss: 3.7643
Epoch 639/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1922 - val_loss: 3.7524
Epoch 640/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1915 - val_loss: 3.7402
Epoch 641/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1910 - val_loss: 3.7279
Epoch 642/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1903 - val_loss: 3.7159
Epoch 643/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1897 - val_loss: 3.7039
Epoch 644/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1892 - val_loss: 3.6922
Epoch 645/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1886 - val_loss: 3.6810
Epoch 646/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1880 - val_loss: 3.6689
Epoch 647/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1874 - val_loss: 3.6563
Epoch 648/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1869 - val_loss: 3.6441
Epoch 649/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1863 - val_loss: 3.6320
Epoch 650/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1857 - val_loss: 3.6205
Epoch 651/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1851 - val_loss: 3.6089
Epoch 652/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1846 - val_loss: 3.5971
Epoch 653/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1840 - val_loss: 3.5856
Epoch 654/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1834 - val_loss: 3.5734
Epoch 655/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1829 - val_loss: 3.5615
Epoch 656/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1823 - val_loss: 3.5492
Epoch 657/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1817 - val_loss: 3.5380
Epoch 658/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1812 - val_loss: 3.5261
Epoch 659/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1806 - val_loss: 3.5144
Epoch 660/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1800 - val_loss: 3.5024
Epoch 661/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1795 - val_loss: 3.4904
Epoch 662/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1789 - val_loss: 3.4785
Epoch 663/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1783 - val_loss: 3.4666
Epoch 664/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1778 - val_loss: 3.4547
Epoch 665/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1772 - val_loss: 3.4424
Epoch 666/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1767 - val_loss: 3.4298
Epoch 667/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1762 - val_loss: 3.4181
Epoch 668/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1756 - val_loss: 3.4058
Epoch 669/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1750 - val_loss: 3.3937
Epoch 670/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1745 - val_loss: 3.3811
Epoch 671/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1739 - val_loss: 3.3690
Epoch 672/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1734 - val_loss: 3.3573
Epoch 673/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1729 - val_loss: 3.3450
Epoch 674/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1723 - val_loss: 3.3330
Epoch 675/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1718 - val_loss: 3.3203
Epoch 676/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1712 - val_loss: 3.3082
Epoch 677/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1707 - val_loss: 3.2958
Epoch 678/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1702 - val_loss: 3.2839
Epoch 679/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1696 - val_loss: 3.2724
Epoch 680/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1691 - val_loss: 3.2608
Epoch 681/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1686 - val_loss: 3.2494
Epoch 682/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1681 - val_loss: 3.2376
Epoch 683/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1675 - val_loss: 3.2257
Epoch 684/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1670 - val_loss: 3.2145
Epoch 685/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1665 - val_loss: 3.2031
Epoch 686/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1659 - val_loss: 3.1916
Epoch 687/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1654 - val_loss: 3.1798
Epoch 688/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1649 - val_loss: 3.1682
Epoch 689/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1644 - val_loss: 3.1572
Epoch 690/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1639 - val_loss: 3.1454
Epoch 691/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1634 - val_loss: 3.1328
Epoch 692/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1628 - val_loss: 3.1214
Epoch 693/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1623 - val_loss: 3.1095
Epoch 694/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1617 - val_loss: 3.0979
Epoch 695/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1612 - val_loss: 3.0862
Epoch 696/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1607 - val_loss: 3.0740
Epoch 697/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1602 - val_loss: 3.0627
Epoch 698/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1597 - val_loss: 3.0510
Epoch 699/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1592 - val_loss: 3.0394
Epoch 700/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1586 - val_loss: 3.0277
Epoch 701/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1582 - val_loss: 3.0167
Epoch 702/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1576 - val_loss: 3.0060
Epoch 703/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1571 - val_loss: 2.9947
Epoch 704/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1566 - val_loss: 2.9829
Epoch 705/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1561 - val_loss: 2.9717
Epoch 706/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1556 - val_loss: 2.9595
Epoch 707/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1551 - val_loss: 2.9479
Epoch 708/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1546 - val_loss: 2.9358
Epoch 709/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1541 - val_loss: 2.9238
Epoch 710/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1536 - val_loss: 2.9129
Epoch 711/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1531 - val_loss: 2.9019
Epoch 712/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1526 - val_loss: 2.8903
Epoch 713/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1521 - val_loss: 2.8789
Epoch 714/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1516 - val_loss: 2.8679
Epoch 715/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1511 - val_loss: 2.8570
Epoch 716/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1506 - val_loss: 2.8459
Epoch 717/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1501 - val_loss: 2.8339
Epoch 718/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1497 - val_loss: 2.8221
Epoch 719/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1492 - val_loss: 2.8105
Epoch 720/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1486 - val_loss: 2.7987
Epoch 721/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1481 - val_loss: 2.7875
Epoch 722/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1477 - val_loss: 2.7757
Epoch 723/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1472 - val_loss: 2.7636
Epoch 724/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1467 - val_loss: 2.7518
Epoch 725/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1462 - val_loss: 2.7404
Epoch 726/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1457 - val_loss: 2.7295
Epoch 727/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1452 - val_loss: 2.7180
Epoch 728/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1447 - val_loss: 2.7066
Epoch 729/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1442 - val_loss: 2.6952
Epoch 730/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1438 - val_loss: 2.6840
Epoch 731/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1433 - val_loss: 2.6730
Epoch 732/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1428 - val_loss: 2.6619
Epoch 733/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1423 - val_loss: 2.6506
Epoch 734/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1418 - val_loss: 2.6396
Epoch 735/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1414 - val_loss: 2.6281
Epoch 736/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1409 - val_loss: 2.6170
Epoch 737/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1404 - val_loss: 2.6070
Epoch 738/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1399 - val_loss: 2.5960
Epoch 739/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1394 - val_loss: 2.5847
Epoch 740/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1390 - val_loss: 2.5734
Epoch 741/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1385 - val_loss: 2.5630
Epoch 742/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1380 - val_loss: 2.5524
Epoch 743/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1375 - val_loss: 2.5407
Epoch 744/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1370 - val_loss: 2.5306
Epoch 745/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1365 - val_loss: 2.5202
Epoch 746/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1361 - val_loss: 2.5091
Epoch 747/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1356 - val_loss: 2.4987
Epoch 748/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1352 - val_loss: 2.4876
Epoch 749/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1347 - val_loss: 2.4769
Epoch 750/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1342 - val_loss: 2.4657
Epoch 751/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1338 - val_loss: 2.4549
Epoch 752/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1333 - val_loss: 2.4435
Epoch 753/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1329 - val_loss: 2.4323
Epoch 754/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1324 - val_loss: 2.4218
Epoch 755/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1319 - val_loss: 2.4109
Epoch 756/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1315 - val_loss: 2.4003
Epoch 757/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1310 - val_loss: 2.3897
Epoch 758/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1306 - val_loss: 2.3790
Epoch 759/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1302 - val_loss: 2.3683
Epoch 760/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1297 - val_loss: 2.3572
Epoch 761/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1293 - val_loss: 2.3466
Epoch 762/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1288 - val_loss: 2.3367
Epoch 763/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1284 - val_loss: 2.3258
Epoch 764/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1280 - val_loss: 2.3155
Epoch 765/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1275 - val_loss: 2.3052
Epoch 766/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1271 - val_loss: 2.2948
Epoch 767/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1266 - val_loss: 2.2842
Epoch 768/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1262 - val_loss: 2.2738
Epoch 769/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1257 - val_loss: 2.2632
Epoch 770/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1253 - val_loss: 2.2530
Epoch 771/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1249 - val_loss: 2.2433
Epoch 772/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1244 - val_loss: 2.2328
Epoch 773/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1240 - val_loss: 2.2223
Epoch 774/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1235 - val_loss: 2.2123
Epoch 775/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1231 - val_loss: 2.2018
Epoch 776/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1226 - val_loss: 2.1914
Epoch 777/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1222 - val_loss: 2.1805
Epoch 778/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1217 - val_loss: 2.1696
Epoch 779/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1213 - val_loss: 2.1591
Epoch 780/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1209 - val_loss: 2.1485
Epoch 781/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1204 - val_loss: 2.1384
Epoch 782/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1200 - val_loss: 2.1282
Epoch 783/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1196 - val_loss: 2.1175
Epoch 784/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1191 - val_loss: 2.1072
Epoch 785/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1187 - val_loss: 2.0971
Epoch 786/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1183 - val_loss: 2.0866
Epoch 787/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1178 - val_loss: 2.0766
Epoch 788/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1174 - val_loss: 2.0665
Epoch 789/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1169 - val_loss: 2.0561
Epoch 790/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1165 - val_loss: 2.0453
Epoch 791/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1161 - val_loss: 2.0352
Epoch 792/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1157 - val_loss: 2.0255
Epoch 793/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1153 - val_loss: 2.0160
Epoch 794/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1149 - val_loss: 2.0059
Epoch 795/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1144 - val_loss: 1.9955
Epoch 796/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1140 - val_loss: 1.9851
Epoch 797/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1136 - val_loss: 1.9749
Epoch 798/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1132 - val_loss: 1.9655
Epoch 799/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1128 - val_loss: 1.9558
Epoch 800/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1123 - val_loss: 1.9466
Epoch 801/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.1119 - val_loss: 1.9369
Epoch 802/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1115 - val_loss: 1.9272
Epoch 803/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1111 - val_loss: 1.9171
Epoch 804/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1107 - val_loss: 1.9068
Epoch 805/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1103 - val_loss: 1.8972
Epoch 806/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1098 - val_loss: 1.8878
Epoch 807/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1095 - val_loss: 1.8781
Epoch 808/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1091 - val_loss: 1.8685
Epoch 809/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1087 - val_loss: 1.8589
Epoch 810/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1083 - val_loss: 1.8492
Epoch 811/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1079 - val_loss: 1.8400
Epoch 812/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1075 - val_loss: 1.8302
Epoch 813/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1071 - val_loss: 1.8207
Epoch 814/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1067 - val_loss: 1.8110
Epoch 815/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1063 - val_loss: 1.8019
Epoch 816/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1059 - val_loss: 1.7928
Epoch 817/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1055 - val_loss: 1.7836
Epoch 818/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1051 - val_loss: 1.7741
Epoch 819/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1047 - val_loss: 1.7645
Epoch 820/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1043 - val_loss: 1.7547
Epoch 821/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1039 - val_loss: 1.7449
Epoch 822/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1036 - val_loss: 1.7350
Epoch 823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1032 - val_loss: 1.7257
Epoch 824/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1028 - val_loss: 1.7172
Epoch 825/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1024 - val_loss: 1.7077
Epoch 826/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1020 - val_loss: 1.6979
Epoch 827/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1016 - val_loss: 1.6888
Epoch 828/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1013 - val_loss: 1.6794
Epoch 829/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1009 - val_loss: 1.6702
Epoch 830/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1005 - val_loss: 1.6609
Epoch 831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1001 - val_loss: 1.6519
Epoch 832/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0997 - val_loss: 1.6427
Epoch 833/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0994 - val_loss: 1.6336
Epoch 834/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0990 - val_loss: 1.6243
Epoch 835/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0986 - val_loss: 1.6153
Epoch 836/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0983 - val_loss: 1.6061
Epoch 837/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0979 - val_loss: 1.5966
Epoch 838/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0975 - val_loss: 1.5871
Epoch 839/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0971 - val_loss: 1.5781
Epoch 840/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0968 - val_loss: 1.5689
Epoch 841/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0964 - val_loss: 1.5600
Epoch 842/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0960 - val_loss: 1.5506
Epoch 843/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0957 - val_loss: 1.5423
Epoch 844/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0953 - val_loss: 1.5341
Epoch 845/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0950 - val_loss: 1.5260
Epoch 846/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0946 - val_loss: 1.5176
Epoch 847/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0943 - val_loss: 1.5097
Epoch 848/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0939 - val_loss: 1.5016
Epoch 849/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0936 - val_loss: 1.4938
Epoch 850/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0932 - val_loss: 1.4860
Epoch 851/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0928 - val_loss: 1.4774
Epoch 852/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0925 - val_loss: 1.4690
Epoch 853/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0921 - val_loss: 1.4601
Epoch 854/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0918 - val_loss: 1.4514
Epoch 855/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0914 - val_loss: 1.4428
Epoch 856/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0911 - val_loss: 1.4344
Epoch 857/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0907 - val_loss: 1.4268
Epoch 858/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0904 - val_loss: 1.4190
Epoch 859/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0901 - val_loss: 1.4110
Epoch 860/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0897 - val_loss: 1.4035
Epoch 861/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0894 - val_loss: 1.3956
Epoch 862/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0890 - val_loss: 1.3878
Epoch 863/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0887 - val_loss: 1.3795
Epoch 864/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0884 - val_loss: 1.3713
Epoch 865/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0880 - val_loss: 1.3630
Epoch 866/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0877 - val_loss: 1.3540
Epoch 867/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0874 - val_loss: 1.3457
Epoch 868/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0870 - val_loss: 1.3376
Epoch 869/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0867 - val_loss: 1.3295
Epoch 870/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0864 - val_loss: 1.3209
Epoch 871/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0860 - val_loss: 1.3131
Epoch 872/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0857 - val_loss: 1.3053
Epoch 873/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0854 - val_loss: 1.2974
Epoch 874/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0850 - val_loss: 1.2898
Epoch 875/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0847 - val_loss: 1.2820
Epoch 876/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0844 - val_loss: 1.2739
Epoch 877/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0840 - val_loss: 1.2660
Epoch 878/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0837 - val_loss: 1.2584
Epoch 879/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0834 - val_loss: 1.2508
Epoch 880/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0831 - val_loss: 1.2435
Epoch 881/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0827 - val_loss: 1.2361
Epoch 882/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0824 - val_loss: 1.2280
Epoch 883/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0821 - val_loss: 1.2203
Epoch 884/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0818 - val_loss: 1.2126
Epoch 885/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0814 - val_loss: 1.2052
Epoch 886/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0811 - val_loss: 1.1977
Epoch 887/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0808 - val_loss: 1.1898
Epoch 888/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0805 - val_loss: 1.1825
Epoch 889/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0802 - val_loss: 1.1751
Epoch 890/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0799 - val_loss: 1.1676
Epoch 891/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0796 - val_loss: 1.1604
Epoch 892/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0793 - val_loss: 1.1537
Epoch 893/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0790 - val_loss: 1.1469
Epoch 894/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0787 - val_loss: 1.1396
Epoch 895/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0784 - val_loss: 1.1324
Epoch 896/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0781 - val_loss: 1.1253
Epoch 897/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0778 - val_loss: 1.1181
Epoch 898/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0775 - val_loss: 1.1107
Epoch 899/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0772 - val_loss: 1.1034
Epoch 900/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0769 - val_loss: 1.0958
Epoch 901/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0766 - val_loss: 1.0884
Epoch 902/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0764 - val_loss: 1.0808
Epoch 903/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0760 - val_loss: 1.0738
Epoch 904/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0757 - val_loss: 1.0667
Epoch 905/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0755 - val_loss: 1.0597
Epoch 906/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0752 - val_loss: 1.0523
Epoch 907/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0749 - val_loss: 1.0453
Epoch 908/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0746 - val_loss: 1.0386
Epoch 909/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0743 - val_loss: 1.0319
Epoch 910/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0740 - val_loss: 1.0247
Epoch 911/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0738 - val_loss: 1.0179
Epoch 912/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0735 - val_loss: 1.0116
Epoch 913/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0732 - val_loss: 1.0053
Epoch 914/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0729 - val_loss: 0.9987
Epoch 915/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0727 - val_loss: 0.9916
Epoch 916/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0724 - val_loss: 0.9849
Epoch 917/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0721 - val_loss: 0.9782
Epoch 918/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0718 - val_loss: 0.9715
Epoch 919/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0716 - val_loss: 0.9652
Epoch 920/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0713 - val_loss: 0.9589
Epoch 921/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0710 - val_loss: 0.9524
Epoch 922/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0707 - val_loss: 0.9456
Epoch 923/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0705 - val_loss: 0.9386
Epoch 924/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0702 - val_loss: 0.9322
Epoch 925/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0700 - val_loss: 0.9253
Epoch 926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0697 - val_loss: 0.9189
Epoch 927/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0694 - val_loss: 0.9122
Epoch 928/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0692 - val_loss: 0.9060
Epoch 929/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0689 - val_loss: 0.8998
Epoch 930/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0686 - val_loss: 0.8935
Epoch 931/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0684 - val_loss: 0.8869
Epoch 932/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0681 - val_loss: 0.8803
Epoch 933/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0678 - val_loss: 0.8744
Epoch 934/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0676 - val_loss: 0.8680
Epoch 935/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0673 - val_loss: 0.8615
Epoch 936/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0671 - val_loss: 0.8550
Epoch 937/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0668 - val_loss: 0.8487
Epoch 938/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0666 - val_loss: 0.8427
Epoch 939/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0664 - val_loss: 0.8367
Epoch 940/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0661 - val_loss: 0.8313
Epoch 941/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0659 - val_loss: 0.8257
Epoch 942/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0656 - val_loss: 0.8198
Epoch 943/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0654 - val_loss: 0.8139
Epoch 944/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0651 - val_loss: 0.8082
Epoch 945/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0649 - val_loss: 0.8022
Epoch 946/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0646 - val_loss: 0.7962
Epoch 947/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0644 - val_loss: 0.7900
Epoch 948/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0642 - val_loss: 0.7841
Epoch 949/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0639 - val_loss: 0.7785
Epoch 950/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0637 - val_loss: 0.7729
Epoch 951/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0634 - val_loss: 0.7676
Epoch 952/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0632 - val_loss: 0.7615
Epoch 953/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0630 - val_loss: 0.7561
Epoch 954/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0628 - val_loss: 0.7509
Epoch 955/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0625 - val_loss: 0.7457
Epoch 956/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0623 - val_loss: 0.7402
Epoch 957/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0621 - val_loss: 0.7350
Epoch 958/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0619 - val_loss: 0.7293
Epoch 959/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0617 - val_loss: 0.7237
Epoch 960/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0614 - val_loss: 0.7185
Epoch 961/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0612 - val_loss: 0.7131
Epoch 962/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0610 - val_loss: 0.7076
Epoch 963/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0608 - val_loss: 0.7020
Epoch 964/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0605 - val_loss: 0.6971
Epoch 965/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0603 - val_loss: 0.6918
Epoch 966/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0601 - val_loss: 0.6866
Epoch 967/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0599 - val_loss: 0.6814
Epoch 968/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0597 - val_loss: 0.6764
Epoch 969/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0595 - val_loss: 0.6709
Epoch 970/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0593 - val_loss: 0.6657
Epoch 971/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0590 - val_loss: 0.6608
Epoch 972/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0588 - val_loss: 0.6560
Epoch 973/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0586 - val_loss: 0.6507
Epoch 974/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0584 - val_loss: 0.6454
Epoch 975/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0582 - val_loss: 0.6404
Epoch 976/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0580 - val_loss: 0.6347
Epoch 977/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0578 - val_loss: 0.6294
Epoch 978/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0576 - val_loss: 0.6244
Epoch 979/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0574 - val_loss: 0.6194
Epoch 980/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0572 - val_loss: 0.6144
Epoch 981/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0570 - val_loss: 0.6094
Epoch 982/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0568 - val_loss: 0.6046
Epoch 983/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0566 - val_loss: 0.5999
Epoch 984/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0564 - val_loss: 0.5955
Epoch 985/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0562 - val_loss: 0.5909
Epoch 986/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0560 - val_loss: 0.5868
Epoch 987/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0558 - val_loss: 0.5819
Epoch 988/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0557 - val_loss: 0.5772
Epoch 989/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0555 - val_loss: 0.5724
Epoch 990/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0553 - val_loss: 0.5678
Epoch 991/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0551 - val_loss: 0.5633
Epoch 992/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0549 - val_loss: 0.5596
Epoch 993/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0547 - val_loss: 0.5554
Epoch 994/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0545 - val_loss: 0.5515
Epoch 995/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0544 - val_loss: 0.5469
Epoch 996/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0542 - val_loss: 0.5424
Epoch 997/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0540 - val_loss: 0.5378
Epoch 998/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0538 - val_loss: 0.5335
Epoch 999/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0537 - val_loss: 0.5289
Epoch 1000/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0535 - val_loss: 0.5244
Epoch 1001/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0533 - val_loss: 0.5206
Epoch 1002/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0531 - val_loss: 0.5161
Epoch 1003/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0530 - val_loss: 0.5118
Epoch 1004/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0528 - val_loss: 0.5076
Epoch 1005/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0526 - val_loss: 0.5033
Epoch 1006/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0525 - val_loss: 0.4991
Epoch 1007/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0523 - val_loss: 0.4951
Epoch 1008/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0521 - val_loss: 0.4910
Epoch 1009/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0520 - val_loss: 0.4868
Epoch 1010/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0518 - val_loss: 0.4831
Epoch 1011/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0516 - val_loss: 0.4794
Epoch 1012/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0515 - val_loss: 0.4754
Epoch 1013/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0513 - val_loss: 0.4715
Epoch 1014/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0511 - val_loss: 0.4675
Epoch 1015/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0510 - val_loss: 0.4639
Epoch 1016/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0508 - val_loss: 0.4600
Epoch 1017/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0507 - val_loss: 0.4561
Epoch 1018/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0505 - val_loss: 0.4525
Epoch 1019/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0504 - val_loss: 0.4486
Epoch 1020/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0502 - val_loss: 0.4446
Epoch 1021/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0501 - val_loss: 0.4414
Epoch 1022/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0499 - val_loss: 0.4375
Epoch 1023/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0498 - val_loss: 0.4336
Epoch 1024/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0496 - val_loss: 0.4300
Epoch 1025/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0495 - val_loss: 0.4261
Epoch 1026/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0493 - val_loss: 0.4225
Epoch 1027/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0492 - val_loss: 0.4189
Epoch 1028/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0490 - val_loss: 0.4153
Epoch 1029/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0489 - val_loss: 0.4121
Epoch 1030/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0487 - val_loss: 0.4085
Epoch 1031/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0486 - val_loss: 0.4050
Epoch 1032/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0484 - val_loss: 0.4014
Epoch 1033/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0483 - val_loss: 0.3979
Epoch 1034/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0482 - val_loss: 0.3944
Epoch 1035/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0480 - val_loss: 0.3908
Epoch 1036/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0479 - val_loss: 0.3873
Epoch 1037/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0477 - val_loss: 0.3840
Epoch 1038/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0476 - val_loss: 0.3808
Epoch 1039/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0475 - val_loss: 0.3776
Epoch 1040/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0474 - val_loss: 0.3741
Epoch 1041/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0472 - val_loss: 0.3708
Epoch 1042/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0471 - val_loss: 0.3678
Epoch 1043/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0470 - val_loss: 0.3646
Epoch 1044/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0468 - val_loss: 0.3612
Epoch 1045/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0467 - val_loss: 0.3579
Epoch 1046/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0466 - val_loss: 0.3547
Epoch 1047/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0464 - val_loss: 0.3516
Epoch 1048/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0463 - val_loss: 0.3484
Epoch 1049/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0462 - val_loss: 0.3453
Epoch 1050/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0460 - val_loss: 0.3424
Epoch 1051/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0459 - val_loss: 0.3393
Epoch 1052/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0458 - val_loss: 0.3360
Epoch 1053/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0457 - val_loss: 0.3329
Epoch 1054/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0455 - val_loss: 0.3298
Epoch 1055/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0454 - val_loss: 0.3269
Epoch 1056/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0453 - val_loss: 0.3240
Epoch 1057/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0452 - val_loss: 0.3211
Epoch 1058/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0451 - val_loss: 0.3182
Epoch 1059/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0450 - val_loss: 0.3156
Epoch 1060/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0448 - val_loss: 0.3131
Epoch 1061/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0447 - val_loss: 0.3102
Epoch 1062/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0446 - val_loss: 0.3074
Epoch 1063/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0445 - val_loss: 0.3047
Epoch 1064/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0444 - val_loss: 0.3018
Epoch 1065/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0443 - val_loss: 0.2992
Epoch 1066/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0442 - val_loss: 0.2965
Epoch 1067/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0441 - val_loss: 0.2941
Epoch 1068/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0440 - val_loss: 0.2917
Epoch 1069/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0439 - val_loss: 0.2890
Epoch 1070/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0438 - val_loss: 0.2862
Epoch 1071/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0437 - val_loss: 0.2832
Epoch 1072/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0435 - val_loss: 0.2803
Epoch 1073/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0434 - val_loss: 0.2775
Epoch 1074/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0433 - val_loss: 0.2750
Epoch 1075/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0432 - val_loss: 0.2725
Epoch 1076/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0431 - val_loss: 0.2700
Epoch 1077/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0430 - val_loss: 0.2676
Epoch 1078/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0429 - val_loss: 0.2653
Epoch 1079/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0428 - val_loss: 0.2629
Epoch 1080/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0427 - val_loss: 0.2605
Epoch 1081/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0426 - val_loss: 0.2581
Epoch 1082/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0425 - val_loss: 0.2557
Epoch 1083/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0424 - val_loss: 0.2532
Epoch 1084/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0423 - val_loss: 0.2510
Epoch 1085/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0423 - val_loss: 0.2488
Epoch 1086/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0422 - val_loss: 0.2466
Epoch 1087/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0421 - val_loss: 0.2443
Epoch 1088/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0420 - val_loss: 0.2422
Epoch 1089/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0419 - val_loss: 0.2400
Epoch 1090/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0418 - val_loss: 0.2377
Epoch 1091/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0417 - val_loss: 0.2354
Epoch 1092/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0416 - val_loss: 0.2331
Epoch 1093/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0415 - val_loss: 0.2309
Epoch 1094/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0415 - val_loss: 0.2288
Epoch 1095/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0414 - val_loss: 0.2267
Epoch 1096/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0413 - val_loss: 0.2247
Epoch 1097/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0412 - val_loss: 0.2226
Epoch 1098/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0411 - val_loss: 0.2206
Epoch 1099/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0410 - val_loss: 0.2186
Epoch 1100/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0410 - val_loss: 0.2167
Epoch 1101/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0409 - val_loss: 0.2148
Epoch 1102/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0408 - val_loss: 0.2127
Epoch 1103/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0407 - val_loss: 0.2108
Epoch 1104/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0406 - val_loss: 0.2088
Epoch 1105/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0406 - val_loss: 0.2068
Epoch 1106/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0405 - val_loss: 0.2049
Epoch 1107/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0404 - val_loss: 0.2031
Epoch 1108/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0403 - val_loss: 0.2011
Epoch 1109/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0403 - val_loss: 0.1992
Epoch 1110/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0402 - val_loss: 0.1974
Epoch 1111/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0401 - val_loss: 0.1955
Epoch 1112/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0401 - val_loss: 0.1938
Epoch 1113/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0400 - val_loss: 0.1920
Epoch 1114/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0399 - val_loss: 0.1904
Epoch 1115/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0398 - val_loss: 0.1887
Epoch 1116/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0398 - val_loss: 0.1870
Epoch 1117/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0397 - val_loss: 0.1852
Epoch 1118/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0396 - val_loss: 0.1835
Epoch 1119/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0396 - val_loss: 0.1817
Epoch 1120/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0395 - val_loss: 0.1800
Epoch 1121/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0394 - val_loss: 0.1784
Epoch 1122/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0394 - val_loss: 0.1765
Epoch 1123/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0393 - val_loss: 0.1749
Epoch 1124/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0392 - val_loss: 0.1732
Epoch 1125/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0392 - val_loss: 0.1716
Epoch 1126/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0391 - val_loss: 0.1700
Epoch 1127/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0390 - val_loss: 0.1683
Epoch 1128/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0390 - val_loss: 0.1667
Epoch 1129/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0389 - val_loss: 0.1653
Epoch 1130/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0389 - val_loss: 0.1637
Epoch 1131/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0388 - val_loss: 0.1622
Epoch 1132/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0387 - val_loss: 0.1608
Epoch 1133/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0387 - val_loss: 0.1595
Epoch 1134/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0386 - val_loss: 0.1580
Epoch 1135/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0386 - val_loss: 0.1567
Epoch 1136/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0385 - val_loss: 0.1553
Epoch 1137/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0385 - val_loss: 0.1540
Epoch 1138/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0384 - val_loss: 0.1526
Epoch 1139/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0384 - val_loss: 0.1512
Epoch 1140/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0383 - val_loss: 0.1498
Epoch 1141/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0382 - val_loss: 0.1483
Epoch 1142/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0382 - val_loss: 0.1471
Epoch 1143/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0381 - val_loss: 0.1459
Epoch 1144/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0381 - val_loss: 0.1444
Epoch 1145/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0380 - val_loss: 0.1430
Epoch 1146/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0380 - val_loss: 0.1416
Epoch 1147/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0379 - val_loss: 0.1401
Epoch 1148/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0379 - val_loss: 0.1389
Epoch 1149/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0378 - val_loss: 0.1376
Epoch 1150/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0378 - val_loss: 0.1363
Epoch 1151/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0377 - val_loss: 0.1352
Epoch 1152/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1340
Epoch 1153/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0376 - val_loss: 0.1328
Epoch 1154/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0376 - val_loss: 0.1317
Epoch 1155/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0376 - val_loss: 0.1306
Epoch 1156/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0375 - val_loss: 0.1295
Epoch 1157/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0375 - val_loss: 0.1282
Epoch 1158/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0374 - val_loss: 0.1270
Epoch 1159/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0374 - val_loss: 0.1259
Epoch 1160/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0373 - val_loss: 0.1250
Epoch 1161/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0373 - val_loss: 0.1236
Epoch 1162/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0372 - val_loss: 0.1224
Epoch 1163/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0372 - val_loss: 0.1213
Epoch 1164/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0371 - val_loss: 0.1203
Epoch 1165/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0371 - val_loss: 0.1193
Epoch 1166/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0371 - val_loss: 0.1182
Epoch 1167/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0370 - val_loss: 0.1172
Epoch 1168/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0370 - val_loss: 0.1161
Epoch 1169/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0369 - val_loss: 0.1152
Epoch 1170/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0369 - val_loss: 0.1141
Epoch 1171/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0369 - val_loss: 0.1130
Epoch 1172/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0368 - val_loss: 0.1121
Epoch 1173/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0368 - val_loss: 0.1111
Epoch 1174/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0368 - val_loss: 0.1102
Epoch 1175/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0367 - val_loss: 0.1092
Epoch 1176/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0367 - val_loss: 0.1083
Epoch 1177/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0366 - val_loss: 0.1074
Epoch 1178/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1065
Epoch 1179/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0366 - val_loss: 0.1056
Epoch 1180/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1048
Epoch 1181/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0365 - val_loss: 0.1039
Epoch 1182/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1030
Epoch 1183/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1022
Epoch 1184/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0364 - val_loss: 0.1014
Epoch 1185/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0364 - val_loss: 0.1005
Epoch 1186/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0364 - val_loss: 0.0996
Epoch 1187/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0363 - val_loss: 0.0988
Epoch 1188/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0980
Epoch 1189/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0363 - val_loss: 0.0972
Epoch 1190/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0362 - val_loss: 0.0965
Epoch 1191/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0362 - val_loss: 0.0958
Epoch 1192/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0362 - val_loss: 0.0951
Epoch 1193/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0361 - val_loss: 0.0943
Epoch 1194/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0936
Epoch 1195/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0927
Epoch 1196/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0360 - val_loss: 0.0919
Epoch 1197/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0360 - val_loss: 0.0912
Epoch 1198/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0360 - val_loss: 0.0904
Epoch 1199/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0360 - val_loss: 0.0898
Epoch 1200/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0891
Epoch 1201/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0359 - val_loss: 0.0884
Epoch 1202/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0359 - val_loss: 0.0877
Epoch 1203/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0359 - val_loss: 0.0871
Epoch 1204/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0863
Epoch 1205/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0358 - val_loss: 0.0856
Epoch 1206/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0358 - val_loss: 0.0849
Epoch 1207/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0358 - val_loss: 0.0842
Epoch 1208/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0357 - val_loss: 0.0836
Epoch 1209/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0357 - val_loss: 0.0830
Epoch 1210/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0357 - val_loss: 0.0824
Epoch 1211/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0357 - val_loss: 0.0819
Epoch 1212/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0356 - val_loss: 0.0813
Epoch 1213/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0808
Epoch 1214/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0356 - val_loss: 0.0803
Epoch 1215/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0797
Epoch 1216/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0356 - val_loss: 0.0792
Epoch 1217/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0355 - val_loss: 0.0785
Epoch 1218/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0355 - val_loss: 0.0780
Epoch 1219/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0355 - val_loss: 0.0774
Epoch 1220/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0355 - val_loss: 0.0768
Epoch 1221/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0355 - val_loss: 0.0762
Epoch 1222/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0354 - val_loss: 0.0757
Epoch 1223/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0354 - val_loss: 0.0751
Epoch 1224/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0354 - val_loss: 0.0747
Epoch 1225/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0354 - val_loss: 0.0742
Epoch 1226/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0354 - val_loss: 0.0737
Epoch 1227/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0731
Epoch 1228/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0725
Epoch 1229/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0353 - val_loss: 0.0720
Epoch 1230/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0353 - val_loss: 0.0715
Epoch 1231/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0709
Epoch 1232/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0353 - val_loss: 0.0705
Epoch 1233/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0701
Epoch 1234/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0352 - val_loss: 0.0695
Epoch 1235/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0691
Epoch 1236/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0687
Epoch 1237/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0352 - val_loss: 0.0682
Epoch 1238/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0351 - val_loss: 0.0677
Epoch 1239/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0351 - val_loss: 0.0673
Epoch 1240/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0668
Epoch 1241/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0351 - val_loss: 0.0665
Epoch 1242/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0351 - val_loss: 0.0661
Epoch 1243/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0657
Epoch 1244/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0350 - val_loss: 0.0654
Epoch 1245/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0649
Epoch 1246/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0350 - val_loss: 0.0645
Epoch 1247/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0641
Epoch 1248/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0637
Epoch 1249/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0350 - val_loss: 0.0633
Epoch 1250/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0629
Epoch 1251/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0624
Epoch 1252/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0349 - val_loss: 0.0620
Epoch 1253/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0617
Epoch 1254/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0613
Epoch 1255/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0349 - val_loss: 0.0608
Epoch 1256/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0604
Epoch 1257/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 1258/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0597
Epoch 1259/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0593
Epoch 1260/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0589
Epoch 1261/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0587
Epoch 1262/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0583
Epoch 1263/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0581
Epoch 1264/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0578
Epoch 1265/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0348 - val_loss: 0.0575
Epoch 1266/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0573
Epoch 1267/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0570
Epoch 1268/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0567
Epoch 1269/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0563
Epoch 1270/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0561
Epoch 1271/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0558
Epoch 1272/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0347 - val_loss: 0.0555
Epoch 1273/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0552
Epoch 1274/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0550
Epoch 1275/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0347 - val_loss: 0.0547
Epoch 1276/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0545
Epoch 1277/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0543
Epoch 1278/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0540
Epoch 1279/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0537
Epoch 1280/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0534
Epoch 1281/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0532
Epoch 1282/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0346 - val_loss: 0.0530
Epoch 1283/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0528
Epoch 1284/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0526
Epoch 1285/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0525
Epoch 1286/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 1287/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0521
Epoch 1288/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0346 - val_loss: 0.0519
Epoch 1289/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0516
Epoch 1290/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0514
Epoch 1291/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0512
Epoch 1292/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0511
Epoch 1293/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0509
Epoch 1294/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 1295/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0505
Epoch 1296/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0503
Epoch 1297/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0500
Epoch 1298/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0498
Epoch 1299/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0496
Epoch 1300/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0494
Epoch 1301/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0345 - val_loss: 0.0493
Epoch 1302/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0491
Epoch 1303/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0489
Epoch 1304/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0487
Epoch 1305/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0485
Epoch 1306/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0482
Epoch 1307/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1308/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0344 - val_loss: 0.0479
Epoch 1309/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0477
Epoch 1310/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 1311/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0474
Epoch 1312/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1313/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0471
Epoch 1314/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 1315/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 1316/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1317/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1318/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0464
Epoch 1319/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1320/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1321/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1322/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1323/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1324/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1325/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1326/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1327/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1328/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0451
Epoch 1329/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0449
Epoch 1330/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1331/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1332/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1333/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1334/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1335/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1336/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1337/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1338/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1339/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1340/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1341/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1342/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1343/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1344/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1345/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1346/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1347/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1348/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1349/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1350/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1351/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1352/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1353/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1354/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1355/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1356/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1357/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1358/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1359/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1360/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1361/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1362/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1363/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1364/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1365/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1366/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1367/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1368/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1369/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1370/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1371/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1372/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1373/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0414
Epoch 1374/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1375/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1376/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1377/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1378/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1379/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1380/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1381/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1382/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1383/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1384/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1385/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1386/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1387/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1388/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1389/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1390/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1391/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1392/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1393/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1394/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1395/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1396/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1397/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1398/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1399/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1400/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1401/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1402/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1403/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1404/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1405/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1406/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1407/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1408/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1409/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1410/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1411/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1412/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1413/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1414/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1415/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1416/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1417/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1418/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1419/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1420/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1421/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1422/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1423/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1424/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1425/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1426/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1427/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1428/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1429/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1430/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1431/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1432/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1433/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1434/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1435/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1436/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1437/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1438/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1439/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1440/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1441/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1442/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1443/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1444/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1445/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1446/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1447/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1448/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1449/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1450/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1451/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1452/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1453/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1454/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1455/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1456/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1457/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1458/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1459/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1460/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1461/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1462/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1463/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1464/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1466/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1467/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1468/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1469/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1470/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1471/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1472/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1473/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1474/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1475/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1476/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1477/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1478/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1479/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1480/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1481/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1482/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1483/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1484/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1485/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1486/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1487/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1488/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1489/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1490/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1491/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1492/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1493/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1494/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1495/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1496/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1497/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1498/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1499/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1500/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1501/2000
6/6 [==============================] - 0s 14ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1502/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1503/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1504/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1505/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1506/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1507/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1508/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1510/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1511/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1512/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1513/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1514/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1515/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1516/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1517/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1518/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1519/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1520/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1521/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1522/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1523/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1524/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1525/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1526/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1527/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1528/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1529/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1530/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1531/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1532/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1533/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1534/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1535/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1536/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1537/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1538/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1539/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1540/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1541/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1542/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1543/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1544/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1545/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1546/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1547/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1548/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1549/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1550/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1551/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1552/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1553/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1554/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1555/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1556/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1557/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1558/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1559/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1560/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1561/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1562/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1563/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1564/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1565/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1566/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1567/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1568/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1569/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1570/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1571/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1572/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1573/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1574/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1575/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1576/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1577/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1578/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1579/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1580/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1581/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1582/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1583/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1584/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1585/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1586/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1587/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1588/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1589/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1590/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1591/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1592/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1593/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1594/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1595/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1596/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1597/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1598/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1599/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1600/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1601/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1602/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1603/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1604/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1605/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1606/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1607/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1608/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1609/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1610/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1611/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1612/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1613/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1614/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1615/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1619/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1627/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1628/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1629/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1630/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1631/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1632/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1633/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1634/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1635/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1636/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1637/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1638/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1639/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1640/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1641/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1642/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1643/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1644/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1645/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1646/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1647/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1648/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1649/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1650/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1651/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1652/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1653/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1654/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1655/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1664/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1665/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1666/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1667/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1668/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1669/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1670/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1671/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1672/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1673/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1674/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1675/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1689/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1690/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1691/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1692/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1696/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1711/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1740/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1746/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1752/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1753/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1754/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1755/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1756/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1757/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1758/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1759/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1760/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1761/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1762/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1763/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1764/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1765/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1766/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1767/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1768/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1769/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1770/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1771/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1775/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1776/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1777/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1778/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1780/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1782/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1783/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1784/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1789/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1790/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1791/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1792/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1793/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1794/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1805/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1806/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1807/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1808/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1809/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1810/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1811/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1812/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1813/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1814/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1815/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1816/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1817/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1818/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1819/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1820/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1821/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1822/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1823/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1824/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1825/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1826/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1827/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1828/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1829/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1830/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1831/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1832/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1833/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1834/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1835/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1855/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1856/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1862/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1863/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1864/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1865/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1866/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1867/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1868/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1869/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1870/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1871/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1872/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1873/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1874/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1875/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1876/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1877/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1878/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1879/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1880/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1881/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1882/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1883/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1884/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1885/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1886/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1887/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1888/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1889/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1890/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1891/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1892/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1893/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1894/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1895/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1900/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1901/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1902/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1903/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1904/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1905/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1906/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1911/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1912/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1913/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1914/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1915/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1916/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1917/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1918/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1919/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1920/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1921/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1922/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1923/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1924/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1925/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1927/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1928/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1929/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1930/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1931/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1932/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1933/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1934/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1935/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1936/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1937/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1938/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1939/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1940/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1941/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1942/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1943/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1944/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1945/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1947/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1948/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1949/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1950/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1951/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1952/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1953/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1954/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1955/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1956/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1957/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1958/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1960/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1961/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1962/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1963/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1964/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1965/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1966/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1967/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1968/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1969/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1970/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1971/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1972/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1973/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1974/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1975/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1976/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1977/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1978/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1979/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1980/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1981/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1982/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1983/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1984/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1985/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1986/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1987/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1988/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1989/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1990/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1991/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1992/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1993/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1994/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1995/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1996/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1997/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1998/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1999/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 2000/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387

<keras.callbacks.History at 0x7fcca50c9b40>

fig, ax = plt.subplots() 
ax.plot(y,'.',alpha=0.2)
ax.plot(net(X),'--')
with tf.summary.create_file_writer(logdir).as_default():
    tf.summary.image("적합결과시각화", plot_to_image(fig), step=0)

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1429573), started 0:00:05 ago. (Use '!kill 1429573' to kill it.)

- 아래의 코드를 100에폭마다 실행하고 싶다.

fig, ax = plt.subplots() 
ax.plot(y,'.',alpha=0.2)
ax.plot(net(X),'--')
with tf.summary.create_file_writer(logdir).as_default():
    tf.summary.image("적합결과시각화", plot_to_image(fig), step=0)

- 일단 net.fit직전까지의 코드를 구현

net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(1))
net.compile(loss='mse',optimizer='adam')

- 사용자정의 콜백클래스를 만듦

class PlotYhat(tf.keras.callbacks.Callback):
    def on_epoch_begin(self,epoch,logs): # 입력은 무조건 self, epoch, logs를 써야합니다 --> 이 함수안에 에폭이 끝날때마다 할 동작을 정의한다. 
        if epoch % 100 ==0: 
            fig, ax = plt.subplots() 
            ax.plot(y,'.',alpha=0.2)
            ax.plot(net(X),'--')
            with tf.summary.create_file_writer(logdir).as_default():
                tf.summary.image("적합결과시각화"+str(epoch), plot_to_image(fig), step=0)

on_epoch_begin 함수의 재정의

- 내가 만든 클래스에서 cb2를 생성

!rm -rf logs
cb1= tf.keras.callbacks.TensorBoard(update_freq='epoch',histogram_freq=100)
cb2= PlotYhat() 
net.fit(X,y,epochs=2000, batch_size=100, validation_split=0.45,callbacks=[cb1,cb2])

Epoch 1/2000
6/6 [==============================] - 0s 22ms/step - loss: 9.1732 - val_loss: 21.3192
Epoch 2/2000
6/6 [==============================] - 0s 9ms/step - loss: 9.1133 - val_loss: 21.2636
Epoch 3/2000
6/6 [==============================] - 0s 9ms/step - loss: 9.0520 - val_loss: 21.2089
Epoch 4/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.9928 - val_loss: 21.1524
Epoch 5/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.9333 - val_loss: 21.0967
Epoch 6/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.8746 - val_loss: 21.0394
Epoch 7/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.8154 - val_loss: 20.9827
Epoch 8/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.7566 - val_loss: 20.9264
Epoch 9/2000
6/6 [==============================] - 0s 12ms/step - loss: 8.6990 - val_loss: 20.8711
Epoch 10/2000
6/6 [==============================] - 0s 9ms/step - loss: 8.6409 - val_loss: 20.8164
Epoch 11/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.5836 - val_loss: 20.7634
Epoch 12/2000
6/6 [==============================] - 0s 12ms/step - loss: 8.5245 - val_loss: 20.7101
Epoch 13/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.4691 - val_loss: 20.6561
Epoch 14/2000
6/6 [==============================] - 0s 12ms/step - loss: 8.4116 - val_loss: 20.6024
Epoch 15/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.3552 - val_loss: 20.5487
Epoch 16/2000
6/6 [==============================] - 0s 8ms/step - loss: 8.2989 - val_loss: 20.4947
Epoch 17/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.2434 - val_loss: 20.4405
Epoch 18/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.1876 - val_loss: 20.3879
Epoch 19/2000
6/6 [==============================] - 0s 11ms/step - loss: 8.1331 - val_loss: 20.3366
Epoch 20/2000
6/6 [==============================] - 0s 10ms/step - loss: 8.0797 - val_loss: 20.2856
Epoch 21/2000
6/6 [==============================] - 0s 12ms/step - loss: 8.0246 - val_loss: 20.2341
Epoch 22/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.9715 - val_loss: 20.1831
Epoch 23/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.9172 - val_loss: 20.1336
Epoch 24/2000
6/6 [==============================] - 0s 8ms/step - loss: 7.8644 - val_loss: 20.0828
Epoch 25/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.8114 - val_loss: 20.0319
Epoch 26/2000
6/6 [==============================] - 0s 8ms/step - loss: 7.7592 - val_loss: 19.9816
Epoch 27/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.7078 - val_loss: 19.9323
Epoch 28/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.6556 - val_loss: 19.8831
Epoch 29/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.6052 - val_loss: 19.8339
Epoch 30/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.5542 - val_loss: 19.7842
Epoch 31/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.5028 - val_loss: 19.7365
Epoch 32/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.4536 - val_loss: 19.6887
Epoch 33/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.4028 - val_loss: 19.6412
Epoch 34/2000
6/6 [==============================] - 0s 9ms/step - loss: 7.3535 - val_loss: 19.5952
Epoch 35/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.3041 - val_loss: 19.5478
Epoch 36/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.2546 - val_loss: 19.5035
Epoch 37/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.2073 - val_loss: 19.4572
Epoch 38/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.1575 - val_loss: 19.4112
Epoch 39/2000
6/6 [==============================] - 0s 12ms/step - loss: 7.1089 - val_loss: 19.3666
Epoch 40/2000
6/6 [==============================] - 0s 10ms/step - loss: 7.0599 - val_loss: 19.3200
Epoch 41/2000
6/6 [==============================] - 0s 11ms/step - loss: 7.0135 - val_loss: 19.2755
Epoch 42/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.9653 - val_loss: 19.2310
Epoch 43/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.9172 - val_loss: 19.1857
Epoch 44/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.8716 - val_loss: 19.1404
Epoch 45/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.8240 - val_loss: 19.0961
Epoch 46/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.7783 - val_loss: 19.0516
Epoch 47/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.7319 - val_loss: 19.0078
Epoch 48/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.6859 - val_loss: 18.9660
Epoch 49/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.6395 - val_loss: 18.9244
Epoch 50/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.5954 - val_loss: 18.8839
Epoch 51/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.5518 - val_loss: 18.8421
Epoch 52/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.5063 - val_loss: 18.7992
Epoch 53/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.4615 - val_loss: 18.7583
Epoch 54/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.4181 - val_loss: 18.7160
Epoch 55/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.3753 - val_loss: 18.6757
Epoch 56/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.3319 - val_loss: 18.6356
Epoch 57/2000
6/6 [==============================] - 0s 12ms/step - loss: 6.2881 - val_loss: 18.5947
Epoch 58/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.2454 - val_loss: 18.5534
Epoch 59/2000
6/6 [==============================] - 0s 9ms/step - loss: 6.2025 - val_loss: 18.5124
Epoch 60/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.1605 - val_loss: 18.4704
Epoch 61/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.1192 - val_loss: 18.4297
Epoch 62/2000
6/6 [==============================] - 0s 11ms/step - loss: 6.0765 - val_loss: 18.3905
Epoch 63/2000
6/6 [==============================] - 0s 10ms/step - loss: 6.0350 - val_loss: 18.3498
Epoch 64/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.9941 - val_loss: 18.3109
Epoch 65/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.9535 - val_loss: 18.2713
Epoch 66/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.9125 - val_loss: 18.2318
Epoch 67/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.8724 - val_loss: 18.1944
Epoch 68/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.8317 - val_loss: 18.1562
Epoch 69/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.7920 - val_loss: 18.1182
Epoch 70/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.7524 - val_loss: 18.0803
Epoch 71/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.7128 - val_loss: 18.0437
Epoch 72/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.6745 - val_loss: 18.0068
Epoch 73/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.6351 - val_loss: 17.9710
Epoch 74/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.5966 - val_loss: 17.9341
Epoch 75/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.5587 - val_loss: 17.8987
Epoch 76/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.5210 - val_loss: 17.8635
Epoch 77/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.4827 - val_loss: 17.8281
Epoch 78/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.4456 - val_loss: 17.7920
Epoch 79/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.4075 - val_loss: 17.7577
Epoch 80/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.3708 - val_loss: 17.7242
Epoch 81/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.3330 - val_loss: 17.6878
Epoch 82/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.2963 - val_loss: 17.6538
Epoch 83/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.2608 - val_loss: 17.6196
Epoch 84/2000
6/6 [==============================] - 0s 11ms/step - loss: 5.2234 - val_loss: 17.5848
Epoch 85/2000
6/6 [==============================] - 0s 8ms/step - loss: 5.1874 - val_loss: 17.5510
Epoch 86/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.1514 - val_loss: 17.5188
Epoch 87/2000
6/6 [==============================] - 0s 9ms/step - loss: 5.1154 - val_loss: 17.4840
Epoch 88/2000
6/6 [==============================] - 0s 7ms/step - loss: 5.0802 - val_loss: 17.4512
Epoch 89/2000
6/6 [==============================] - 0s 10ms/step - loss: 5.0451 - val_loss: 17.4186
Epoch 90/2000
6/6 [==============================] - 0s 12ms/step - loss: 5.0101 - val_loss: 17.3849
Epoch 91/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.9754 - val_loss: 17.3528
Epoch 92/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.9408 - val_loss: 17.3214
Epoch 93/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.9071 - val_loss: 17.2881
Epoch 94/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.8729 - val_loss: 17.2553
Epoch 95/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8390 - val_loss: 17.2241
Epoch 96/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.8058 - val_loss: 17.1939
Epoch 97/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.7723 - val_loss: 17.1617
Epoch 98/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.7392 - val_loss: 17.1314
Epoch 99/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.7061 - val_loss: 17.1004
Epoch 100/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.6740 - val_loss: 17.0701
Epoch 101/2000
6/6 [==============================] - 0s 6ms/step - loss: 4.6411 - val_loss: 17.0391
Epoch 102/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.6087 - val_loss: 17.0089
Epoch 103/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.5767 - val_loss: 16.9783
Epoch 104/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.5444 - val_loss: 16.9501
Epoch 105/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.5133 - val_loss: 16.9180
Epoch 106/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4817 - val_loss: 16.8891
Epoch 107/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.4501 - val_loss: 16.8608
Epoch 108/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.4195 - val_loss: 16.8315
Epoch 109/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.3888 - val_loss: 16.8034
Epoch 110/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.3582 - val_loss: 16.7752
Epoch 111/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.3280 - val_loss: 16.7464
Epoch 112/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2977 - val_loss: 16.7182
Epoch 113/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.2676 - val_loss: 16.6911
Epoch 114/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.2383 - val_loss: 16.6642
Epoch 115/2000
6/6 [==============================] - 0s 12ms/step - loss: 4.2084 - val_loss: 16.6356
Epoch 116/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.1790 - val_loss: 16.6089
Epoch 117/2000
6/6 [==============================] - 0s 10ms/step - loss: 4.1503 - val_loss: 16.5822
Epoch 118/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.1210 - val_loss: 16.5554
Epoch 119/2000
6/6 [==============================] - 0s 8ms/step - loss: 4.0921 - val_loss: 16.5289
Epoch 120/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.0637 - val_loss: 16.5016
Epoch 121/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.0354 - val_loss: 16.4760
Epoch 122/2000
6/6 [==============================] - 0s 11ms/step - loss: 4.0077 - val_loss: 16.4511
Epoch 123/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.9799 - val_loss: 16.4248
Epoch 124/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.9523 - val_loss: 16.3984
Epoch 125/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.9249 - val_loss: 16.3712
Epoch 126/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8983 - val_loss: 16.3439
Epoch 127/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.8701 - val_loss: 16.3190
Epoch 128/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.8435 - val_loss: 16.2927
Epoch 129/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.8169 - val_loss: 16.2683
Epoch 130/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.7906 - val_loss: 16.2435
Epoch 131/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.7638 - val_loss: 16.2159
Epoch 132/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.7381 - val_loss: 16.1904
Epoch 133/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.7122 - val_loss: 16.1656
Epoch 134/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6869 - val_loss: 16.1407
Epoch 135/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.6609 - val_loss: 16.1160
Epoch 136/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6356 - val_loss: 16.0897
Epoch 137/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.6107 - val_loss: 16.0648
Epoch 138/2000
6/6 [==============================] - 0s 9ms/step - loss: 3.5855 - val_loss: 16.0413
Epoch 139/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5605 - val_loss: 16.0174
Epoch 140/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.5363 - val_loss: 15.9927
Epoch 141/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.5111 - val_loss: 15.9709
Epoch 142/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4873 - val_loss: 15.9474
Epoch 143/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4632 - val_loss: 15.9246
Epoch 144/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.4391 - val_loss: 15.8999
Epoch 145/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.4150 - val_loss: 15.8764
Epoch 146/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.3916 - val_loss: 15.8524
Epoch 147/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.3682 - val_loss: 15.8315
Epoch 148/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.3443 - val_loss: 15.8100
Epoch 149/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.3220 - val_loss: 15.7896
Epoch 150/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.2989 - val_loss: 15.7669
Epoch 151/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.2756 - val_loss: 15.7457
Epoch 152/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.2535 - val_loss: 15.7237
Epoch 153/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2309 - val_loss: 15.7014
Epoch 154/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.2085 - val_loss: 15.6788
Epoch 155/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.1863 - val_loss: 15.6571
Epoch 156/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1641 - val_loss: 15.6346
Epoch 157/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1427 - val_loss: 15.6099
Epoch 158/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.1210 - val_loss: 15.5867
Epoch 159/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0995 - val_loss: 15.5647
Epoch 160/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.0784 - val_loss: 15.5436
Epoch 161/2000
6/6 [==============================] - 0s 11ms/step - loss: 3.0571 - val_loss: 15.5232
Epoch 162/2000
6/6 [==============================] - 0s 10ms/step - loss: 3.0359 - val_loss: 15.5029
Epoch 163/2000
6/6 [==============================] - 0s 12ms/step - loss: 3.0154 - val_loss: 15.4832
Epoch 164/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.9949 - val_loss: 15.4647
Epoch 165/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.9743 - val_loss: 15.4464
Epoch 166/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.9543 - val_loss: 15.4278
Epoch 167/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.9337 - val_loss: 15.4101
Epoch 168/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.9142 - val_loss: 15.3895
Epoch 169/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.8943 - val_loss: 15.3707
Epoch 170/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.8745 - val_loss: 15.3521
Epoch 171/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.8547 - val_loss: 15.3334
Epoch 172/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.8355 - val_loss: 15.3133
Epoch 173/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.8160 - val_loss: 15.2945
Epoch 174/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7969 - val_loss: 15.2756
Epoch 175/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7777 - val_loss: 15.2577
Epoch 176/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.7586 - val_loss: 15.2398
Epoch 177/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.7398 - val_loss: 15.2226
Epoch 178/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7211 - val_loss: 15.2032
Epoch 179/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.7029 - val_loss: 15.1851
Epoch 180/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6844 - val_loss: 15.1687
Epoch 181/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.6660 - val_loss: 15.1519
Epoch 182/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.6482 - val_loss: 15.1356
Epoch 183/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6301 - val_loss: 15.1180
Epoch 184/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.6123 - val_loss: 15.1000
Epoch 185/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.5946 - val_loss: 15.0840
Epoch 186/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.5773 - val_loss: 15.0677
Epoch 187/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.5597 - val_loss: 15.0505
Epoch 188/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.5427 - val_loss: 15.0337
Epoch 189/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.5252 - val_loss: 15.0153
Epoch 190/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.5080 - val_loss: 14.9960
Epoch 191/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4911 - val_loss: 14.9770
Epoch 192/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.4743 - val_loss: 14.9594
Epoch 193/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.4571 - val_loss: 14.9399
Epoch 194/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.4407 - val_loss: 14.9223
Epoch 195/2000
6/6 [==============================] - 0s 7ms/step - loss: 2.4240 - val_loss: 14.9063
Epoch 196/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.4078 - val_loss: 14.8897
Epoch 197/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.3915 - val_loss: 14.8733
Epoch 198/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3756 - val_loss: 14.8554
Epoch 199/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3595 - val_loss: 14.8386
Epoch 200/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.3435 - val_loss: 14.8225
Epoch 201/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.3277 - val_loss: 14.8061
Epoch 202/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.3123 - val_loss: 14.7913
Epoch 203/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2970 - val_loss: 14.7738
Epoch 204/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2817 - val_loss: 14.7582
Epoch 205/2000
6/6 [==============================] - 0s 12ms/step - loss: 2.2665 - val_loss: 14.7424
Epoch 206/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2517 - val_loss: 14.7259
Epoch 207/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.2368 - val_loss: 14.7108
Epoch 208/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2218 - val_loss: 14.6958
Epoch 209/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.2073 - val_loss: 14.6796
Epoch 210/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1924 - val_loss: 14.6659
Epoch 211/2000
6/6 [==============================] - 0s 8ms/step - loss: 2.1779 - val_loss: 14.6505
Epoch 212/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1634 - val_loss: 14.6354
Epoch 213/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1493 - val_loss: 14.6188
Epoch 214/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1349 - val_loss: 14.6032
Epoch 215/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.1211 - val_loss: 14.5885
Epoch 216/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.1071 - val_loss: 14.5733
Epoch 217/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0931 - val_loss: 14.5599
Epoch 218/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0794 - val_loss: 14.5454
Epoch 219/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0658 - val_loss: 14.5296
Epoch 220/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0522 - val_loss: 14.5153
Epoch 221/2000
6/6 [==============================] - 0s 10ms/step - loss: 2.0389 - val_loss: 14.5006
Epoch 222/2000
6/6 [==============================] - 0s 9ms/step - loss: 2.0255 - val_loss: 14.4860
Epoch 223/2000
6/6 [==============================] - 0s 11ms/step - loss: 2.0121 - val_loss: 14.4716
Epoch 224/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9993 - val_loss: 14.4568
Epoch 225/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9860 - val_loss: 14.4418
Epoch 226/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9734 - val_loss: 14.4255
Epoch 227/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.9606 - val_loss: 14.4115
Epoch 228/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.9478 - val_loss: 14.3983
Epoch 229/2000
6/6 [==============================] - 0s 6ms/step - loss: 1.9352 - val_loss: 14.3849
Epoch 230/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.9229 - val_loss: 14.3707
Epoch 231/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.9105 - val_loss: 14.3563
Epoch 232/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.8980 - val_loss: 14.3429
Epoch 233/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8862 - val_loss: 14.3279
Epoch 234/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8738 - val_loss: 14.3156
Epoch 235/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8619 - val_loss: 14.3037
Epoch 236/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.8501 - val_loss: 14.2898
Epoch 237/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.8382 - val_loss: 14.2767
Epoch 238/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.8265 - val_loss: 14.2638
Epoch 239/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.8149 - val_loss: 14.2510
Epoch 240/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.8035 - val_loss: 14.2382
Epoch 241/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.7919 - val_loss: 14.2240
Epoch 242/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7805 - val_loss: 14.2105
Epoch 243/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7693 - val_loss: 14.1969
Epoch 244/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7581 - val_loss: 14.1833
Epoch 245/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7468 - val_loss: 14.1707
Epoch 246/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.7358 - val_loss: 14.1565
Epoch 247/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.7248 - val_loss: 14.1423
Epoch 248/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.7140 - val_loss: 14.1290
Epoch 249/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.7030 - val_loss: 14.1162
Epoch 250/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6923 - val_loss: 14.1025
Epoch 251/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.6818 - val_loss: 14.0895
Epoch 252/2000
6/6 [==============================] - 0s 6ms/step - loss: 1.6711 - val_loss: 14.0768
Epoch 253/2000
6/6 [==============================] - 0s 6ms/step - loss: 1.6609 - val_loss: 14.0643
Epoch 254/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.6505 - val_loss: 14.0517
Epoch 255/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6404 - val_loss: 14.0403
Epoch 256/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.6302 - val_loss: 14.0290
Epoch 257/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.6200 - val_loss: 14.0181
Epoch 258/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.6102 - val_loss: 14.0066
Epoch 259/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.6003 - val_loss: 13.9948
Epoch 260/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5904 - val_loss: 13.9832
Epoch 261/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5807 - val_loss: 13.9732
Epoch 262/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5713 - val_loss: 13.9616
Epoch 263/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5617 - val_loss: 13.9504
Epoch 264/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5521 - val_loss: 13.9384
Epoch 265/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.5428 - val_loss: 13.9272
Epoch 266/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5334 - val_loss: 13.9159
Epoch 267/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.5242 - val_loss: 13.9044
Epoch 268/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.5151 - val_loss: 13.8916
Epoch 269/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.5059 - val_loss: 13.8786
Epoch 270/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4969 - val_loss: 13.8674
Epoch 271/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.4879 - val_loss: 13.8564
Epoch 272/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.4791 - val_loss: 13.8452
Epoch 273/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4703 - val_loss: 13.8339
Epoch 274/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4614 - val_loss: 13.8232
Epoch 275/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.4528 - val_loss: 13.8126
Epoch 276/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4441 - val_loss: 13.8021
Epoch 277/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4356 - val_loss: 13.7908
Epoch 278/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.4269 - val_loss: 13.7789
Epoch 279/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.4186 - val_loss: 13.7670
Epoch 280/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.4104 - val_loss: 13.7548
Epoch 281/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.4019 - val_loss: 13.7442
Epoch 282/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3937 - val_loss: 13.7326
Epoch 283/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.3856 - val_loss: 13.7206
Epoch 284/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.3775 - val_loss: 13.7078
Epoch 285/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3694 - val_loss: 13.6951
Epoch 286/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3613 - val_loss: 13.6828
Epoch 287/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.3535 - val_loss: 13.6705
Epoch 288/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3455 - val_loss: 13.6603
Epoch 289/2000
6/6 [==============================] - 0s 13ms/step - loss: 1.3378 - val_loss: 13.6486
Epoch 290/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3302 - val_loss: 13.6369
Epoch 291/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.3225 - val_loss: 13.6257
Epoch 292/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3148 - val_loss: 13.6148
Epoch 293/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.3073 - val_loss: 13.6038
Epoch 294/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2998 - val_loss: 13.5927
Epoch 295/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2925 - val_loss: 13.5811
Epoch 296/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2850 - val_loss: 13.5712
Epoch 297/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2777 - val_loss: 13.5609
Epoch 298/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2704 - val_loss: 13.5505
Epoch 299/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2632 - val_loss: 13.5411
Epoch 300/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2562 - val_loss: 13.5296
Epoch 301/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2491 - val_loss: 13.5188
Epoch 302/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2422 - val_loss: 13.5089
Epoch 303/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2353 - val_loss: 13.4989
Epoch 304/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.2286 - val_loss: 13.4873
Epoch 305/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.2218 - val_loss: 13.4771
Epoch 306/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2150 - val_loss: 13.4672
Epoch 307/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.2084 - val_loss: 13.4555
Epoch 308/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.2017 - val_loss: 13.4437
Epoch 309/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1952 - val_loss: 13.4327
Epoch 310/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1889 - val_loss: 13.4219
Epoch 311/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1823 - val_loss: 13.4110
Epoch 312/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1759 - val_loss: 13.4010
Epoch 313/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.1696 - val_loss: 13.3891
Epoch 314/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.1633 - val_loss: 13.3781
Epoch 315/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1569 - val_loss: 13.3669
Epoch 316/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.1508 - val_loss: 13.3578
Epoch 317/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1447 - val_loss: 13.3472
Epoch 318/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.1385 - val_loss: 13.3351
Epoch 319/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1325 - val_loss: 13.3244
Epoch 320/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1264 - val_loss: 13.3136
Epoch 321/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.1205 - val_loss: 13.3025
Epoch 322/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.1146 - val_loss: 13.2920
Epoch 323/2000
6/6 [==============================] - 0s 7ms/step - loss: 1.1086 - val_loss: 13.2796
Epoch 324/2000
6/6 [==============================] - 0s 6ms/step - loss: 1.1029 - val_loss: 13.2675
Epoch 325/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0970 - val_loss: 13.2559
Epoch 326/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0913 - val_loss: 13.2439
Epoch 327/2000
6/6 [==============================] - 0s 8ms/step - loss: 1.0856 - val_loss: 13.2342
Epoch 328/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0801 - val_loss: 13.2227
Epoch 329/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0745 - val_loss: 13.2124
Epoch 330/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0690 - val_loss: 13.2015
Epoch 331/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0636 - val_loss: 13.1887
Epoch 332/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0581 - val_loss: 13.1772
Epoch 333/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0526 - val_loss: 13.1668
Epoch 334/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0474 - val_loss: 13.1567
Epoch 335/2000
6/6 [==============================] - 0s 9ms/step - loss: 1.0420 - val_loss: 13.1463
Epoch 336/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0368 - val_loss: 13.1343
Epoch 337/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0316 - val_loss: 13.1240
Epoch 338/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0264 - val_loss: 13.1129
Epoch 339/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0214 - val_loss: 13.1016
Epoch 340/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0162 - val_loss: 13.0909
Epoch 341/2000
6/6 [==============================] - 0s 11ms/step - loss: 1.0112 - val_loss: 13.0797
Epoch 342/2000
6/6 [==============================] - 0s 12ms/step - loss: 1.0062 - val_loss: 13.0669
Epoch 343/2000
6/6 [==============================] - 0s 10ms/step - loss: 1.0011 - val_loss: 13.0560
Epoch 344/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9963 - val_loss: 13.0456
Epoch 345/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9913 - val_loss: 13.0336
Epoch 346/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9864 - val_loss: 13.0217
Epoch 347/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9817 - val_loss: 13.0100
Epoch 348/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9768 - val_loss: 12.9999
Epoch 349/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9722 - val_loss: 12.9887
Epoch 350/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.9675 - val_loss: 12.9779
Epoch 351/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.9627 - val_loss: 12.9659
Epoch 352/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9582 - val_loss: 12.9549
Epoch 353/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9536 - val_loss: 12.9436
Epoch 354/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9491 - val_loss: 12.9315
Epoch 355/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9446 - val_loss: 12.9208
Epoch 356/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9401 - val_loss: 12.9092
Epoch 357/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.9356 - val_loss: 12.8975
Epoch 358/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9313 - val_loss: 12.8862
Epoch 359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9270 - val_loss: 12.8747
Epoch 360/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.9227 - val_loss: 12.8639
Epoch 361/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9184 - val_loss: 12.8534
Epoch 362/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9141 - val_loss: 12.8423
Epoch 363/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9099 - val_loss: 12.8301
Epoch 364/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.9058 - val_loss: 12.8191
Epoch 365/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.9016 - val_loss: 12.8070
Epoch 366/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8974 - val_loss: 12.7960
Epoch 367/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.8934 - val_loss: 12.7845
Epoch 368/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8894 - val_loss: 12.7731
Epoch 369/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.8853 - val_loss: 12.7615
Epoch 370/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8813 - val_loss: 12.7493
Epoch 371/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8773 - val_loss: 12.7363
Epoch 372/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8734 - val_loss: 12.7245
Epoch 373/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8696 - val_loss: 12.7130
Epoch 374/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.8657 - val_loss: 12.7013
Epoch 375/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.8620 - val_loss: 12.6886
Epoch 376/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8582 - val_loss: 12.6775
Epoch 377/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8543 - val_loss: 12.6673
Epoch 378/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8506 - val_loss: 12.6559
Epoch 379/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8469 - val_loss: 12.6436
Epoch 380/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8433 - val_loss: 12.6316
Epoch 381/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8396 - val_loss: 12.6194
Epoch 382/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8359 - val_loss: 12.6068
Epoch 383/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8324 - val_loss: 12.5933
Epoch 384/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8289 - val_loss: 12.5804
Epoch 385/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.8253 - val_loss: 12.5685
Epoch 386/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8218 - val_loss: 12.5564
Epoch 387/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8184 - val_loss: 12.5439
Epoch 388/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8149 - val_loss: 12.5311
Epoch 389/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8115 - val_loss: 12.5185
Epoch 390/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.8081 - val_loss: 12.5052
Epoch 391/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.8048 - val_loss: 12.4924
Epoch 392/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.8014 - val_loss: 12.4794
Epoch 393/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7982 - val_loss: 12.4670
Epoch 394/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7948 - val_loss: 12.4559
Epoch 395/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7916 - val_loss: 12.4422
Epoch 396/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7884 - val_loss: 12.4300
Epoch 397/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7851 - val_loss: 12.4183
Epoch 398/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7820 - val_loss: 12.4066
Epoch 399/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7788 - val_loss: 12.3938
Epoch 400/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7757 - val_loss: 12.3811
Epoch 401/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7726 - val_loss: 12.3691
Epoch 402/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7696 - val_loss: 12.3562
Epoch 403/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7664 - val_loss: 12.3435
Epoch 404/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7635 - val_loss: 12.3308
Epoch 405/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7605 - val_loss: 12.3181
Epoch 406/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7575 - val_loss: 12.3058
Epoch 407/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7545 - val_loss: 12.2935
Epoch 408/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7516 - val_loss: 12.2800
Epoch 409/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7487 - val_loss: 12.2671
Epoch 410/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7458 - val_loss: 12.2551
Epoch 411/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7429 - val_loss: 12.2423
Epoch 412/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7401 - val_loss: 12.2285
Epoch 413/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7372 - val_loss: 12.2165
Epoch 414/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7345 - val_loss: 12.2039
Epoch 415/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7317 - val_loss: 12.1903
Epoch 416/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7289 - val_loss: 12.1764
Epoch 417/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.7262 - val_loss: 12.1649
Epoch 418/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7235 - val_loss: 12.1499
Epoch 419/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7208 - val_loss: 12.1372
Epoch 420/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.7181 - val_loss: 12.1231
Epoch 421/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.7154 - val_loss: 12.1101
Epoch 422/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7127 - val_loss: 12.0960
Epoch 423/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7101 - val_loss: 12.0812
Epoch 424/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.7075 - val_loss: 12.0664
Epoch 425/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.7050 - val_loss: 12.0532
Epoch 426/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.7023 - val_loss: 12.0404
Epoch 427/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.6998 - val_loss: 12.0269
Epoch 428/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.6972 - val_loss: 12.0130
Epoch 429/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6947 - val_loss: 12.0000
Epoch 430/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6921 - val_loss: 11.9865
Epoch 431/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6897 - val_loss: 11.9726
Epoch 432/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6872 - val_loss: 11.9581
Epoch 433/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6849 - val_loss: 11.9439
Epoch 434/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6824 - val_loss: 11.9312
Epoch 435/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6800 - val_loss: 11.9182
Epoch 436/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6776 - val_loss: 11.9038
Epoch 437/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6752 - val_loss: 11.8903
Epoch 438/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6730 - val_loss: 11.8756
Epoch 439/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6706 - val_loss: 11.8614
Epoch 440/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6683 - val_loss: 11.8466
Epoch 441/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6660 - val_loss: 11.8330
Epoch 442/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6637 - val_loss: 11.8195
Epoch 443/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6615 - val_loss: 11.8045
Epoch 444/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6592 - val_loss: 11.7905
Epoch 445/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6570 - val_loss: 11.7760
Epoch 446/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6547 - val_loss: 11.7621
Epoch 447/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6526 - val_loss: 11.7489
Epoch 448/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6503 - val_loss: 11.7342
Epoch 449/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6481 - val_loss: 11.7185
Epoch 450/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6460 - val_loss: 11.7033
Epoch 451/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6438 - val_loss: 11.6881
Epoch 452/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6416 - val_loss: 11.6734
Epoch 453/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6395 - val_loss: 11.6595
Epoch 454/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6374 - val_loss: 11.6448
Epoch 455/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6353 - val_loss: 11.6298
Epoch 456/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6332 - val_loss: 11.6138
Epoch 457/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6311 - val_loss: 11.5975
Epoch 458/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6291 - val_loss: 11.5829
Epoch 459/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6271 - val_loss: 11.5684
Epoch 460/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6250 - val_loss: 11.5524
Epoch 461/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6230 - val_loss: 11.5358
Epoch 462/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6210 - val_loss: 11.5194
Epoch 463/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6190 - val_loss: 11.5038
Epoch 464/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6170 - val_loss: 11.4885
Epoch 465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6150 - val_loss: 11.4727
Epoch 466/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6131 - val_loss: 11.4566
Epoch 467/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6111 - val_loss: 11.4410
Epoch 468/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6091 - val_loss: 11.4247
Epoch 469/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.6072 - val_loss: 11.4064
Epoch 470/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.6053 - val_loss: 11.3884
Epoch 471/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.6034 - val_loss: 11.3712
Epoch 472/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.6014 - val_loss: 11.3530
Epoch 473/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5996 - val_loss: 11.3362
Epoch 474/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5977 - val_loss: 11.3191
Epoch 475/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5958 - val_loss: 11.3036
Epoch 476/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5940 - val_loss: 11.2879
Epoch 477/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5922 - val_loss: 11.2713
Epoch 478/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5903 - val_loss: 11.2541
Epoch 479/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5885 - val_loss: 11.2366
Epoch 480/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5867 - val_loss: 11.2194
Epoch 481/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5849 - val_loss: 11.2022
Epoch 482/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5831 - val_loss: 11.1860
Epoch 483/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5813 - val_loss: 11.1682
Epoch 484/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5796 - val_loss: 11.1516
Epoch 485/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5779 - val_loss: 11.1356
Epoch 486/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5761 - val_loss: 11.1182
Epoch 487/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5744 - val_loss: 11.1016
Epoch 488/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5726 - val_loss: 11.0871
Epoch 489/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5710 - val_loss: 11.0705
Epoch 490/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5692 - val_loss: 11.0535
Epoch 491/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5676 - val_loss: 11.0352
Epoch 492/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5659 - val_loss: 11.0183
Epoch 493/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5642 - val_loss: 11.0013
Epoch 494/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5626 - val_loss: 10.9831
Epoch 495/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5609 - val_loss: 10.9661
Epoch 496/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5592 - val_loss: 10.9479
Epoch 497/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5575 - val_loss: 10.9298
Epoch 498/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5559 - val_loss: 10.9123
Epoch 499/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5543 - val_loss: 10.8940
Epoch 500/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5527 - val_loss: 10.8765
Epoch 501/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.5510 - val_loss: 10.8595
Epoch 502/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.5495 - val_loss: 10.8418
Epoch 503/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5479 - val_loss: 10.8222
Epoch 504/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5463 - val_loss: 10.8049
Epoch 505/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5447 - val_loss: 10.7868
Epoch 506/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5430 - val_loss: 10.7686
Epoch 507/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5417 - val_loss: 10.7499
Epoch 508/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5399 - val_loss: 10.7315
Epoch 509/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5384 - val_loss: 10.7135
Epoch 510/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5368 - val_loss: 10.6945
Epoch 511/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5353 - val_loss: 10.6763
Epoch 512/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5338 - val_loss: 10.6580
Epoch 513/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5323 - val_loss: 10.6394
Epoch 514/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5309 - val_loss: 10.6214
Epoch 515/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5294 - val_loss: 10.6021
Epoch 516/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5278 - val_loss: 10.5839
Epoch 517/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5264 - val_loss: 10.5659
Epoch 518/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5249 - val_loss: 10.5477
Epoch 519/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.5234 - val_loss: 10.5299
Epoch 520/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.5219 - val_loss: 10.5115
Epoch 521/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5204 - val_loss: 10.4933
Epoch 522/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5190 - val_loss: 10.4734
Epoch 523/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5176 - val_loss: 10.4531
Epoch 524/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5161 - val_loss: 10.4341
Epoch 525/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5146 - val_loss: 10.4138
Epoch 526/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5131 - val_loss: 10.3958
Epoch 527/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.5117 - val_loss: 10.3765
Epoch 528/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.5102 - val_loss: 10.3572
Epoch 529/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5088 - val_loss: 10.3378
Epoch 530/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5073 - val_loss: 10.3191
Epoch 531/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.5059 - val_loss: 10.3007
Epoch 532/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5046 - val_loss: 10.2803
Epoch 533/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.5031 - val_loss: 10.2617
Epoch 534/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5016 - val_loss: 10.2424
Epoch 535/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.5003 - val_loss: 10.2231
Epoch 536/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4988 - val_loss: 10.2040
Epoch 537/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4975 - val_loss: 10.1842
Epoch 538/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4961 - val_loss: 10.1639
Epoch 539/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4947 - val_loss: 10.1437
Epoch 540/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4934 - val_loss: 10.1248
Epoch 541/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4921 - val_loss: 10.1053
Epoch 542/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4907 - val_loss: 10.0856
Epoch 543/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4895 - val_loss: 10.0649
Epoch 544/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4880 - val_loss: 10.0457
Epoch 545/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4867 - val_loss: 10.0263
Epoch 546/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4854 - val_loss: 10.0069
Epoch 547/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4841 - val_loss: 9.9856
Epoch 548/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4828 - val_loss: 9.9653
Epoch 549/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4814 - val_loss: 9.9462
Epoch 550/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4801 - val_loss: 9.9266
Epoch 551/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4789 - val_loss: 9.9062
Epoch 552/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4775 - val_loss: 9.8854
Epoch 553/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4762 - val_loss: 9.8648
Epoch 554/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4749 - val_loss: 9.8449
Epoch 555/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.4736 - val_loss: 9.8247
Epoch 556/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4724 - val_loss: 9.8043
Epoch 557/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4711 - val_loss: 9.7829
Epoch 558/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4697 - val_loss: 9.7626
Epoch 559/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4685 - val_loss: 9.7428
Epoch 560/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4672 - val_loss: 9.7222
Epoch 561/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4660 - val_loss: 9.7015
Epoch 562/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4647 - val_loss: 9.6812
Epoch 563/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4634 - val_loss: 9.6605
Epoch 564/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4623 - val_loss: 9.6405
Epoch 565/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4610 - val_loss: 9.6201
Epoch 566/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4598 - val_loss: 9.5993
Epoch 567/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4586 - val_loss: 9.5782
Epoch 568/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4573 - val_loss: 9.5579
Epoch 569/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4561 - val_loss: 9.5375
Epoch 570/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4549 - val_loss: 9.5158
Epoch 571/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4536 - val_loss: 9.4955
Epoch 572/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4524 - val_loss: 9.4740
Epoch 573/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4511 - val_loss: 9.4522
Epoch 574/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4499 - val_loss: 9.4299
Epoch 575/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4486 - val_loss: 9.4074
Epoch 576/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4474 - val_loss: 9.3860
Epoch 577/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4462 - val_loss: 9.3654
Epoch 578/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4449 - val_loss: 9.3443
Epoch 579/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4437 - val_loss: 9.3228
Epoch 580/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.4425 - val_loss: 9.3006
Epoch 581/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.4412 - val_loss: 9.2786
Epoch 582/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4400 - val_loss: 9.2563
Epoch 583/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4389 - val_loss: 9.2329
Epoch 584/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4375 - val_loss: 9.2116
Epoch 585/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4363 - val_loss: 9.1892
Epoch 586/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4351 - val_loss: 9.1666
Epoch 587/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4338 - val_loss: 9.1447
Epoch 588/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4326 - val_loss: 9.1226
Epoch 589/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4314 - val_loss: 9.1006
Epoch 590/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4303 - val_loss: 9.0775
Epoch 591/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4289 - val_loss: 9.0562
Epoch 592/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4277 - val_loss: 9.0328
Epoch 593/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4266 - val_loss: 9.0089
Epoch 594/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4253 - val_loss: 8.9858
Epoch 595/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4241 - val_loss: 8.9637
Epoch 596/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4230 - val_loss: 8.9416
Epoch 597/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4218 - val_loss: 8.9194
Epoch 598/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4206 - val_loss: 8.8971
Epoch 599/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.4195 - val_loss: 8.8746
Epoch 600/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.4183 - val_loss: 8.8523
Epoch 601/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4172 - val_loss: 8.8314
Epoch 602/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4160 - val_loss: 8.8101
Epoch 603/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4148 - val_loss: 8.7873
Epoch 604/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.4137 - val_loss: 8.7649
Epoch 605/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4125 - val_loss: 8.7427
Epoch 606/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4113 - val_loss: 8.7210
Epoch 607/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4102 - val_loss: 8.6973
Epoch 608/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.4090 - val_loss: 8.6741
Epoch 609/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4079 - val_loss: 8.6504
Epoch 610/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4067 - val_loss: 8.6285
Epoch 611/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4055 - val_loss: 8.6057
Epoch 612/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4044 - val_loss: 8.5838
Epoch 613/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.4033 - val_loss: 8.5609
Epoch 614/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4021 - val_loss: 8.5397
Epoch 615/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.4010 - val_loss: 8.5181
Epoch 616/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3999 - val_loss: 8.4967
Epoch 617/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3988 - val_loss: 8.4739
Epoch 618/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3976 - val_loss: 8.4516
Epoch 619/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3965 - val_loss: 8.4294
Epoch 620/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3954 - val_loss: 8.4067
Epoch 621/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3943 - val_loss: 8.3832
Epoch 622/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3931 - val_loss: 8.3601
Epoch 623/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3919 - val_loss: 8.3377
Epoch 624/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3908 - val_loss: 8.3144
Epoch 625/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3896 - val_loss: 8.2912
Epoch 626/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3885 - val_loss: 8.2676
Epoch 627/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3875 - val_loss: 8.2430
Epoch 628/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3862 - val_loss: 8.2211
Epoch 629/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3851 - val_loss: 8.1982
Epoch 630/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3839 - val_loss: 8.1758
Epoch 631/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3829 - val_loss: 8.1533
Epoch 632/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3818 - val_loss: 8.1309
Epoch 633/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3807 - val_loss: 8.1085
Epoch 634/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3796 - val_loss: 8.0870
Epoch 635/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3785 - val_loss: 8.0652
Epoch 636/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3775 - val_loss: 8.0412
Epoch 637/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3763 - val_loss: 8.0190
Epoch 638/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3752 - val_loss: 7.9960
Epoch 639/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3742 - val_loss: 7.9731
Epoch 640/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3731 - val_loss: 7.9498
Epoch 641/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3719 - val_loss: 7.9270
Epoch 642/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3709 - val_loss: 7.9037
Epoch 643/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3698 - val_loss: 7.8808
Epoch 644/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3688 - val_loss: 7.8571
Epoch 645/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3675 - val_loss: 7.8337
Epoch 646/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3664 - val_loss: 7.8102
Epoch 647/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3653 - val_loss: 7.7867
Epoch 648/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3642 - val_loss: 7.7634
Epoch 649/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3631 - val_loss: 7.7403
Epoch 650/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3621 - val_loss: 7.7157
Epoch 651/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3609 - val_loss: 7.6920
Epoch 652/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3598 - val_loss: 7.6695
Epoch 653/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3588 - val_loss: 7.6454
Epoch 654/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3576 - val_loss: 7.6213
Epoch 655/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3565 - val_loss: 7.5983
Epoch 656/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3553 - val_loss: 7.5751
Epoch 657/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3543 - val_loss: 7.5515
Epoch 658/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3532 - val_loss: 7.5273
Epoch 659/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3521 - val_loss: 7.5034
Epoch 660/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3510 - val_loss: 7.4806
Epoch 661/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3500 - val_loss: 7.4565
Epoch 662/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3490 - val_loss: 7.4333
Epoch 663/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3478 - val_loss: 7.4102
Epoch 664/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3468 - val_loss: 7.3858
Epoch 665/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3458 - val_loss: 7.3630
Epoch 666/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3447 - val_loss: 7.3398
Epoch 667/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3436 - val_loss: 7.3171
Epoch 668/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3425 - val_loss: 7.2944
Epoch 669/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3415 - val_loss: 7.2714
Epoch 670/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3404 - val_loss: 7.2482
Epoch 671/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3394 - val_loss: 7.2239
Epoch 672/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3383 - val_loss: 7.2012
Epoch 673/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3372 - val_loss: 7.1777
Epoch 674/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3362 - val_loss: 7.1537
Epoch 675/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3351 - val_loss: 7.1306
Epoch 676/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3340 - val_loss: 7.1061
Epoch 677/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3330 - val_loss: 7.0824
Epoch 678/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3319 - val_loss: 7.0590
Epoch 679/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3309 - val_loss: 7.0351
Epoch 680/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3299 - val_loss: 7.0119
Epoch 681/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3289 - val_loss: 6.9882
Epoch 682/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3278 - val_loss: 6.9659
Epoch 683/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3268 - val_loss: 6.9423
Epoch 684/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3257 - val_loss: 6.9193
Epoch 685/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3247 - val_loss: 6.8960
Epoch 686/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3237 - val_loss: 6.8735
Epoch 687/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3226 - val_loss: 6.8515
Epoch 688/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3216 - val_loss: 6.8274
Epoch 689/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3206 - val_loss: 6.8041
Epoch 690/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3196 - val_loss: 6.7810
Epoch 691/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3186 - val_loss: 6.7583
Epoch 692/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.3176 - val_loss: 6.7354
Epoch 693/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3166 - val_loss: 6.7126
Epoch 694/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3156 - val_loss: 6.6900
Epoch 695/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3146 - val_loss: 6.6674
Epoch 696/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3135 - val_loss: 6.6433
Epoch 697/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3125 - val_loss: 6.6203
Epoch 698/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3115 - val_loss: 6.5968
Epoch 699/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3104 - val_loss: 6.5734
Epoch 700/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.3094 - val_loss: 6.5503
Epoch 701/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3083 - val_loss: 6.5275
Epoch 702/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.3073 - val_loss: 6.5037
Epoch 703/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.3063 - val_loss: 6.4802
Epoch 704/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.3053 - val_loss: 6.4578
Epoch 705/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.3043 - val_loss: 6.4338
Epoch 706/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.3033 - val_loss: 6.4110
Epoch 707/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3023 - val_loss: 6.3878
Epoch 708/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.3013 - val_loss: 6.3644
Epoch 709/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.3002 - val_loss: 6.3421
Epoch 710/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2993 - val_loss: 6.3188
Epoch 711/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2982 - val_loss: 6.2959
Epoch 712/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2972 - val_loss: 6.2734
Epoch 713/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2962 - val_loss: 6.2511
Epoch 714/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2952 - val_loss: 6.2287
Epoch 715/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2942 - val_loss: 6.2052
Epoch 716/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2932 - val_loss: 6.1816
Epoch 717/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2922 - val_loss: 6.1576
Epoch 718/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2912 - val_loss: 6.1352
Epoch 719/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2902 - val_loss: 6.1137
Epoch 720/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2892 - val_loss: 6.0925
Epoch 721/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2883 - val_loss: 6.0692
Epoch 722/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2872 - val_loss: 6.0466
Epoch 723/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2863 - val_loss: 6.0242
Epoch 724/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2853 - val_loss: 6.0022
Epoch 725/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2842 - val_loss: 5.9795
Epoch 726/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2833 - val_loss: 5.9549
Epoch 727/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2822 - val_loss: 5.9324
Epoch 728/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2812 - val_loss: 5.9099
Epoch 729/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2803 - val_loss: 5.8864
Epoch 730/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2792 - val_loss: 5.8639
Epoch 731/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2782 - val_loss: 5.8426
Epoch 732/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2773 - val_loss: 5.8206
Epoch 733/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2763 - val_loss: 5.7991
Epoch 734/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2753 - val_loss: 5.7770
Epoch 735/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2744 - val_loss: 5.7542
Epoch 736/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2734 - val_loss: 5.7319
Epoch 737/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2725 - val_loss: 5.7087
Epoch 738/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2714 - val_loss: 5.6873
Epoch 739/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2705 - val_loss: 5.6644
Epoch 740/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2696 - val_loss: 5.6430
Epoch 741/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2686 - val_loss: 5.6208
Epoch 742/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2676 - val_loss: 5.5991
Epoch 743/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2667 - val_loss: 5.5775
Epoch 744/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2658 - val_loss: 5.5548
Epoch 745/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2648 - val_loss: 5.5332
Epoch 746/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2639 - val_loss: 5.5110
Epoch 747/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2630 - val_loss: 5.4893
Epoch 748/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2620 - val_loss: 5.4685
Epoch 749/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2611 - val_loss: 5.4463
Epoch 750/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2601 - val_loss: 5.4247
Epoch 751/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2592 - val_loss: 5.4028
Epoch 752/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2582 - val_loss: 5.3809
Epoch 753/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2573 - val_loss: 5.3594
Epoch 754/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2563 - val_loss: 5.3380
Epoch 755/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2555 - val_loss: 5.3153
Epoch 756/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2544 - val_loss: 5.2929
Epoch 757/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2534 - val_loss: 5.2709
Epoch 758/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2525 - val_loss: 5.2485
Epoch 759/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2514 - val_loss: 5.2268
Epoch 760/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2506 - val_loss: 5.2047
Epoch 761/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2496 - val_loss: 5.1816
Epoch 762/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2487 - val_loss: 5.1604
Epoch 763/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2477 - val_loss: 5.1393
Epoch 764/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2468 - val_loss: 5.1184
Epoch 765/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2459 - val_loss: 5.0968
Epoch 766/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2450 - val_loss: 5.0759
Epoch 767/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2441 - val_loss: 5.0545
Epoch 768/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2432 - val_loss: 5.0321
Epoch 769/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2422 - val_loss: 5.0114
Epoch 770/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2413 - val_loss: 4.9904
Epoch 771/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2404 - val_loss: 4.9693
Epoch 772/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2395 - val_loss: 4.9472
Epoch 773/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2386 - val_loss: 4.9259
Epoch 774/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2377 - val_loss: 4.9041
Epoch 775/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2369 - val_loss: 4.8826
Epoch 776/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2359 - val_loss: 4.8615
Epoch 777/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2350 - val_loss: 4.8403
Epoch 778/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2341 - val_loss: 4.8189
Epoch 779/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2331 - val_loss: 4.7972
Epoch 780/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2322 - val_loss: 4.7760
Epoch 781/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2313 - val_loss: 4.7558
Epoch 782/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2305 - val_loss: 4.7341
Epoch 783/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2296 - val_loss: 4.7125
Epoch 784/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2286 - val_loss: 4.6927
Epoch 785/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2278 - val_loss: 4.6723
Epoch 786/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2269 - val_loss: 4.6500
Epoch 787/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2260 - val_loss: 4.6281
Epoch 788/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2251 - val_loss: 4.6074
Epoch 789/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2242 - val_loss: 4.5873
Epoch 790/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2233 - val_loss: 4.5661
Epoch 791/2000
6/6 [==============================] - 0s 13ms/step - loss: 0.2225 - val_loss: 4.5444
Epoch 792/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2216 - val_loss: 4.5233
Epoch 793/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2207 - val_loss: 4.5030
Epoch 794/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2198 - val_loss: 4.4828
Epoch 795/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.2189 - val_loss: 4.4629
Epoch 796/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2181 - val_loss: 4.4416
Epoch 797/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2172 - val_loss: 4.4209
Epoch 798/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2163 - val_loss: 4.4007
Epoch 799/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2154 - val_loss: 4.3804
Epoch 800/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2146 - val_loss: 4.3596
Epoch 801/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2137 - val_loss: 4.3398
Epoch 802/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2129 - val_loss: 4.3193
Epoch 803/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2120 - val_loss: 4.2991
Epoch 804/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2112 - val_loss: 4.2786
Epoch 805/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2103 - val_loss: 4.2586
Epoch 806/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.2095 - val_loss: 4.2383
Epoch 807/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2086 - val_loss: 4.2190
Epoch 808/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2079 - val_loss: 4.2002
Epoch 809/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2070 - val_loss: 4.1816
Epoch 810/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2062 - val_loss: 4.1626
Epoch 811/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2054 - val_loss: 4.1433
Epoch 812/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.2046 - val_loss: 4.1237
Epoch 813/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.2037 - val_loss: 4.1047
Epoch 814/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.2029 - val_loss: 4.0857
Epoch 815/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2021 - val_loss: 4.0653
Epoch 816/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.2013 - val_loss: 4.0465
Epoch 817/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.2005 - val_loss: 4.0266
Epoch 818/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1997 - val_loss: 4.0076
Epoch 819/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1988 - val_loss: 3.9890
Epoch 820/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1981 - val_loss: 3.9698
Epoch 821/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1973 - val_loss: 3.9513
Epoch 822/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1965 - val_loss: 3.9328
Epoch 823/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1957 - val_loss: 3.9141
Epoch 824/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1949 - val_loss: 3.8951
Epoch 825/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1941 - val_loss: 3.8770
Epoch 826/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1933 - val_loss: 3.8576
Epoch 827/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1925 - val_loss: 3.8392
Epoch 828/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1917 - val_loss: 3.8211
Epoch 829/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1909 - val_loss: 3.8026
Epoch 830/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1901 - val_loss: 3.7835
Epoch 831/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1893 - val_loss: 3.7642
Epoch 832/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1885 - val_loss: 3.7451
Epoch 833/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1877 - val_loss: 3.7272
Epoch 834/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1869 - val_loss: 3.7093
Epoch 835/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1861 - val_loss: 3.6914
Epoch 836/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1853 - val_loss: 3.6729
Epoch 837/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1846 - val_loss: 3.6545
Epoch 838/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1838 - val_loss: 3.6364
Epoch 839/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1830 - val_loss: 3.6177
Epoch 840/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1822 - val_loss: 3.6000
Epoch 841/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1815 - val_loss: 3.5809
Epoch 842/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1807 - val_loss: 3.5624
Epoch 843/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1799 - val_loss: 3.5446
Epoch 844/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1791 - val_loss: 3.5263
Epoch 845/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1785 - val_loss: 3.5067
Epoch 846/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1777 - val_loss: 3.4879
Epoch 847/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1769 - val_loss: 3.4696
Epoch 848/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1761 - val_loss: 3.4521
Epoch 849/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1754 - val_loss: 3.4347
Epoch 850/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1747 - val_loss: 3.4167
Epoch 851/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1739 - val_loss: 3.3994
Epoch 852/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1732 - val_loss: 3.3812
Epoch 853/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1724 - val_loss: 3.3638
Epoch 854/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1716 - val_loss: 3.3466
Epoch 855/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1709 - val_loss: 3.3288
Epoch 856/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1702 - val_loss: 3.3112
Epoch 857/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1694 - val_loss: 3.2943
Epoch 858/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1687 - val_loss: 3.2775
Epoch 859/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1680 - val_loss: 3.2610
Epoch 860/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1672 - val_loss: 3.2437
Epoch 861/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1665 - val_loss: 3.2261
Epoch 862/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1658 - val_loss: 3.2087
Epoch 863/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1651 - val_loss: 3.1913
Epoch 864/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1643 - val_loss: 3.1746
Epoch 865/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1636 - val_loss: 3.1572
Epoch 866/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1629 - val_loss: 3.1405
Epoch 867/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1622 - val_loss: 3.1228
Epoch 868/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1614 - val_loss: 3.1061
Epoch 869/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1608 - val_loss: 3.0895
Epoch 870/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1601 - val_loss: 3.0720
Epoch 871/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1593 - val_loss: 3.0557
Epoch 872/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1586 - val_loss: 3.0389
Epoch 873/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1579 - val_loss: 3.0223
Epoch 874/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1572 - val_loss: 3.0058
Epoch 875/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1566 - val_loss: 2.9887
Epoch 876/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1558 - val_loss: 2.9722
Epoch 877/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1551 - val_loss: 2.9556
Epoch 878/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1544 - val_loss: 2.9389
Epoch 879/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1537 - val_loss: 2.9216
Epoch 880/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1530 - val_loss: 2.9050
Epoch 881/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1523 - val_loss: 2.8894
Epoch 882/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1516 - val_loss: 2.8732
Epoch 883/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1510 - val_loss: 2.8564
Epoch 884/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1504 - val_loss: 2.8393
Epoch 885/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1496 - val_loss: 2.8234
Epoch 886/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1489 - val_loss: 2.8070
Epoch 887/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1482 - val_loss: 2.7916
Epoch 888/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1476 - val_loss: 2.7754
Epoch 889/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1470 - val_loss: 2.7567
Epoch 890/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1462 - val_loss: 2.7400
Epoch 891/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1455 - val_loss: 2.7238
Epoch 892/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1449 - val_loss: 2.7080
Epoch 893/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1442 - val_loss: 2.6923
Epoch 894/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.1435 - val_loss: 2.6765
Epoch 895/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1429 - val_loss: 2.6614
Epoch 896/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1422 - val_loss: 2.6460
Epoch 897/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1416 - val_loss: 2.6301
Epoch 898/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1409 - val_loss: 2.6138
Epoch 899/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1403 - val_loss: 2.5972
Epoch 900/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1396 - val_loss: 2.5819
Epoch 901/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1390 - val_loss: 2.5673
Epoch 902/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1384 - val_loss: 2.5525
Epoch 903/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1378 - val_loss: 2.5374
Epoch 904/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1371 - val_loss: 2.5229
Epoch 905/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1365 - val_loss: 2.5087
Epoch 906/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1359 - val_loss: 2.4937
Epoch 907/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1353 - val_loss: 2.4788
Epoch 908/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1347 - val_loss: 2.4645
Epoch 909/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1341 - val_loss: 2.4496
Epoch 910/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1334 - val_loss: 2.4355
Epoch 911/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1328 - val_loss: 2.4211
Epoch 912/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1322 - val_loss: 2.4072
Epoch 913/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1316 - val_loss: 2.3922
Epoch 914/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1310 - val_loss: 2.3776
Epoch 915/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1304 - val_loss: 2.3629
Epoch 916/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1298 - val_loss: 2.3493
Epoch 917/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1292 - val_loss: 2.3354
Epoch 918/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1286 - val_loss: 2.3215
Epoch 919/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1280 - val_loss: 2.3068
Epoch 920/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1274 - val_loss: 2.2920
Epoch 921/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1268 - val_loss: 2.2771
Epoch 922/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1262 - val_loss: 2.2630
Epoch 923/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1256 - val_loss: 2.2488
Epoch 924/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1250 - val_loss: 2.2349
Epoch 925/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1244 - val_loss: 2.2210
Epoch 926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1238 - val_loss: 2.2073
Epoch 927/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1232 - val_loss: 2.1925
Epoch 928/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1226 - val_loss: 2.1790
Epoch 929/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1221 - val_loss: 2.1649
Epoch 930/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1214 - val_loss: 2.1515
Epoch 931/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1209 - val_loss: 2.1384
Epoch 932/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1204 - val_loss: 2.1251
Epoch 933/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1198 - val_loss: 2.1112
Epoch 934/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1192 - val_loss: 2.0975
Epoch 935/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1186 - val_loss: 2.0849
Epoch 936/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1181 - val_loss: 2.0719
Epoch 937/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1176 - val_loss: 2.0588
Epoch 938/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1170 - val_loss: 2.0463
Epoch 939/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1165 - val_loss: 2.0340
Epoch 940/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1160 - val_loss: 2.0213
Epoch 941/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1154 - val_loss: 2.0083
Epoch 942/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1149 - val_loss: 1.9956
Epoch 943/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1144 - val_loss: 1.9825
Epoch 944/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1138 - val_loss: 1.9697
Epoch 945/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1133 - val_loss: 1.9569
Epoch 946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1127 - val_loss: 1.9438
Epoch 947/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1122 - val_loss: 1.9312
Epoch 948/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1117 - val_loss: 1.9186
Epoch 949/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.1111 - val_loss: 1.9061
Epoch 950/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1106 - val_loss: 1.8934
Epoch 951/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1101 - val_loss: 1.8805
Epoch 952/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1096 - val_loss: 1.8677
Epoch 953/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1090 - val_loss: 1.8548
Epoch 954/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1085 - val_loss: 1.8423
Epoch 955/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1080 - val_loss: 1.8303
Epoch 956/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1075 - val_loss: 1.8176
Epoch 957/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1070 - val_loss: 1.8056
Epoch 958/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.1065 - val_loss: 1.7937
Epoch 959/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1060 - val_loss: 1.7816
Epoch 960/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1055 - val_loss: 1.7692
Epoch 961/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.1049 - val_loss: 1.7569
Epoch 962/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1045 - val_loss: 1.7444
Epoch 963/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1039 - val_loss: 1.7326
Epoch 964/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1034 - val_loss: 1.7203
Epoch 965/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.1029 - val_loss: 1.7079
Epoch 966/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.1025 - val_loss: 1.6958
Epoch 967/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1019 - val_loss: 1.6847
Epoch 968/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1015 - val_loss: 1.6732
Epoch 969/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1010 - val_loss: 1.6618
Epoch 970/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1005 - val_loss: 1.6500
Epoch 971/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.1000 - val_loss: 1.6388
Epoch 972/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0995 - val_loss: 1.6277
Epoch 973/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0991 - val_loss: 1.6167
Epoch 974/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0986 - val_loss: 1.6053
Epoch 975/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0981 - val_loss: 1.5939
Epoch 976/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0977 - val_loss: 1.5824
Epoch 977/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0972 - val_loss: 1.5707
Epoch 978/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0967 - val_loss: 1.5596
Epoch 979/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0962 - val_loss: 1.5488
Epoch 980/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0958 - val_loss: 1.5382
Epoch 981/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0954 - val_loss: 1.5274
Epoch 982/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0949 - val_loss: 1.5169
Epoch 983/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0945 - val_loss: 1.5059
Epoch 984/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0940 - val_loss: 1.4956
Epoch 985/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0936 - val_loss: 1.4849
Epoch 986/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0931 - val_loss: 1.4746
Epoch 987/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0927 - val_loss: 1.4637
Epoch 988/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0922 - val_loss: 1.4534
Epoch 989/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0918 - val_loss: 1.4425
Epoch 990/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0914 - val_loss: 1.4321
Epoch 991/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0910 - val_loss: 1.4214
Epoch 992/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0905 - val_loss: 1.4112
Epoch 993/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0901 - val_loss: 1.4013
Epoch 994/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0896 - val_loss: 1.3915
Epoch 995/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0893 - val_loss: 1.3810
Epoch 996/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0888 - val_loss: 1.3707
Epoch 997/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0884 - val_loss: 1.3605
Epoch 998/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0880 - val_loss: 1.3501
Epoch 999/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0876 - val_loss: 1.3402
Epoch 1000/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0871 - val_loss: 1.3305
Epoch 1001/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0867 - val_loss: 1.3208
Epoch 1002/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0863 - val_loss: 1.3106
Epoch 1003/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0859 - val_loss: 1.3006
Epoch 1004/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0855 - val_loss: 1.2904
Epoch 1005/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0851 - val_loss: 1.2807
Epoch 1006/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0847 - val_loss: 1.2714
Epoch 1007/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0843 - val_loss: 1.2616
Epoch 1008/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0839 - val_loss: 1.2519
Epoch 1009/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0835 - val_loss: 1.2421
Epoch 1010/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0830 - val_loss: 1.2326
Epoch 1011/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0827 - val_loss: 1.2233
Epoch 1012/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0823 - val_loss: 1.2138
Epoch 1013/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0819 - val_loss: 1.2044
Epoch 1014/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0815 - val_loss: 1.1947
Epoch 1015/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0811 - val_loss: 1.1853
Epoch 1016/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0808 - val_loss: 1.1766
Epoch 1017/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0804 - val_loss: 1.1680
Epoch 1018/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0800 - val_loss: 1.1590
Epoch 1019/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0796 - val_loss: 1.1502
Epoch 1020/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0793 - val_loss: 1.1409
Epoch 1021/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0789 - val_loss: 1.1323
Epoch 1022/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0786 - val_loss: 1.1240
Epoch 1023/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0782 - val_loss: 1.1156
Epoch 1024/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0779 - val_loss: 1.1073
Epoch 1025/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0775 - val_loss: 1.0991
Epoch 1026/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0771 - val_loss: 1.0902
Epoch 1027/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0768 - val_loss: 1.0817
Epoch 1028/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0764 - val_loss: 1.0733
Epoch 1029/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0761 - val_loss: 1.0651
Epoch 1030/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0757 - val_loss: 1.0570
Epoch 1031/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0753 - val_loss: 1.0492
Epoch 1032/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0750 - val_loss: 1.0407
Epoch 1033/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0747 - val_loss: 1.0318
Epoch 1034/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0743 - val_loss: 1.0229
Epoch 1035/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0740 - val_loss: 1.0150
Epoch 1036/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0736 - val_loss: 1.0073
Epoch 1037/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0733 - val_loss: 0.9992
Epoch 1038/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0729 - val_loss: 0.9911
Epoch 1039/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0726 - val_loss: 0.9831
Epoch 1040/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0723 - val_loss: 0.9743
Epoch 1041/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0719 - val_loss: 0.9662
Epoch 1042/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0716 - val_loss: 0.9578
Epoch 1043/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0712 - val_loss: 0.9500
Epoch 1044/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0709 - val_loss: 0.9420
Epoch 1045/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0706 - val_loss: 0.9339
Epoch 1046/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0703 - val_loss: 0.9264
Epoch 1047/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0700 - val_loss: 0.9192
Epoch 1048/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0697 - val_loss: 0.9114
Epoch 1049/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0694 - val_loss: 0.9039
Epoch 1050/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0691 - val_loss: 0.8967
Epoch 1051/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0688 - val_loss: 0.8892
Epoch 1052/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0684 - val_loss: 0.8816
Epoch 1053/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0681 - val_loss: 0.8742
Epoch 1054/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0678 - val_loss: 0.8671
Epoch 1055/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0675 - val_loss: 0.8595
Epoch 1056/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0672 - val_loss: 0.8525
Epoch 1057/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0670 - val_loss: 0.8452
Epoch 1058/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0667 - val_loss: 0.8383
Epoch 1059/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0664 - val_loss: 0.8314
Epoch 1060/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0661 - val_loss: 0.8240
Epoch 1061/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0658 - val_loss: 0.8177
Epoch 1062/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0655 - val_loss: 0.8111
Epoch 1063/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0653 - val_loss: 0.8046
Epoch 1064/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0650 - val_loss: 0.7979
Epoch 1065/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0647 - val_loss: 0.7915
Epoch 1066/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0644 - val_loss: 0.7850
Epoch 1067/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0641 - val_loss: 0.7785
Epoch 1068/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0639 - val_loss: 0.7720
Epoch 1069/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0636 - val_loss: 0.7657
Epoch 1070/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0633 - val_loss: 0.7598
Epoch 1071/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0631 - val_loss: 0.7530
Epoch 1072/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0628 - val_loss: 0.7464
Epoch 1073/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0625 - val_loss: 0.7400
Epoch 1074/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0623 - val_loss: 0.7336
Epoch 1075/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0620 - val_loss: 0.7267
Epoch 1076/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0617 - val_loss: 0.7203
Epoch 1077/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0615 - val_loss: 0.7139
Epoch 1078/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0612 - val_loss: 0.7078
Epoch 1079/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0610 - val_loss: 0.7018
Epoch 1080/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0607 - val_loss: 0.6961
Epoch 1081/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0605 - val_loss: 0.6900
Epoch 1082/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0602 - val_loss: 0.6841
Epoch 1083/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0599 - val_loss: 0.6780
Epoch 1084/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0597 - val_loss: 0.6717
Epoch 1085/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0594 - val_loss: 0.6656
Epoch 1086/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0592 - val_loss: 0.6594
Epoch 1087/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0590 - val_loss: 0.6536
Epoch 1088/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0587 - val_loss: 0.6478
Epoch 1089/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0585 - val_loss: 0.6423
Epoch 1090/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0583 - val_loss: 0.6368
Epoch 1091/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0580 - val_loss: 0.6308
Epoch 1092/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0578 - val_loss: 0.6250
Epoch 1093/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0575 - val_loss: 0.6189
Epoch 1094/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0573 - val_loss: 0.6132
Epoch 1095/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0571 - val_loss: 0.6081
Epoch 1096/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0568 - val_loss: 0.6025
Epoch 1097/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0566 - val_loss: 0.5970
Epoch 1098/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0564 - val_loss: 0.5916
Epoch 1099/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0562 - val_loss: 0.5858
Epoch 1100/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0559 - val_loss: 0.5805
Epoch 1101/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0557 - val_loss: 0.5752
Epoch 1102/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0555 - val_loss: 0.5698
Epoch 1103/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0553 - val_loss: 0.5647
Epoch 1104/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0551 - val_loss: 0.5593
Epoch 1105/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0549 - val_loss: 0.5545
Epoch 1106/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0547 - val_loss: 0.5494
Epoch 1107/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0544 - val_loss: 0.5445
Epoch 1108/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0543 - val_loss: 0.5395
Epoch 1109/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0540 - val_loss: 0.5351
Epoch 1110/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0538 - val_loss: 0.5304
Epoch 1111/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0536 - val_loss: 0.5253
Epoch 1112/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0534 - val_loss: 0.5206
Epoch 1113/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0532 - val_loss: 0.5156
Epoch 1114/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0530 - val_loss: 0.5104
Epoch 1115/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0528 - val_loss: 0.5057
Epoch 1116/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0526 - val_loss: 0.5010
Epoch 1117/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0525 - val_loss: 0.4963
Epoch 1118/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0523 - val_loss: 0.4920
Epoch 1119/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0521 - val_loss: 0.4874
Epoch 1120/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0519 - val_loss: 0.4830
Epoch 1121/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0517 - val_loss: 0.4786
Epoch 1122/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0516 - val_loss: 0.4739
Epoch 1123/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0513 - val_loss: 0.4696
Epoch 1124/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0512 - val_loss: 0.4649
Epoch 1125/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0510 - val_loss: 0.4604
Epoch 1126/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0508 - val_loss: 0.4560
Epoch 1127/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0506 - val_loss: 0.4517
Epoch 1128/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0505 - val_loss: 0.4475
Epoch 1129/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0503 - val_loss: 0.4431
Epoch 1130/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0501 - val_loss: 0.4392
Epoch 1131/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0499 - val_loss: 0.4354
Epoch 1132/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0498 - val_loss: 0.4314
Epoch 1133/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0496 - val_loss: 0.4274
Epoch 1134/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0494 - val_loss: 0.4235
Epoch 1135/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0493 - val_loss: 0.4195
Epoch 1136/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0491 - val_loss: 0.4153
Epoch 1137/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0489 - val_loss: 0.4115
Epoch 1138/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0488 - val_loss: 0.4072
Epoch 1139/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0486 - val_loss: 0.4031
Epoch 1140/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0485 - val_loss: 0.3992
Epoch 1141/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0483 - val_loss: 0.3955
Epoch 1142/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0481 - val_loss: 0.3915
Epoch 1143/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0480 - val_loss: 0.3878
Epoch 1144/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0478 - val_loss: 0.3840
Epoch 1145/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0477 - val_loss: 0.3804
Epoch 1146/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0475 - val_loss: 0.3766
Epoch 1147/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0474 - val_loss: 0.3729
Epoch 1148/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0472 - val_loss: 0.3693
Epoch 1149/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0471 - val_loss: 0.3657
Epoch 1150/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0469 - val_loss: 0.3620
Epoch 1151/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0468 - val_loss: 0.3586
Epoch 1152/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0467 - val_loss: 0.3548
Epoch 1153/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0465 - val_loss: 0.3512
Epoch 1154/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0464 - val_loss: 0.3478
Epoch 1155/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0462 - val_loss: 0.3441
Epoch 1156/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0461 - val_loss: 0.3406
Epoch 1157/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0459 - val_loss: 0.3372
Epoch 1158/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0458 - val_loss: 0.3335
Epoch 1159/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0457 - val_loss: 0.3297
Epoch 1160/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0455 - val_loss: 0.3262
Epoch 1161/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0454 - val_loss: 0.3232
Epoch 1162/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0452 - val_loss: 0.3199
Epoch 1163/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0451 - val_loss: 0.3168
Epoch 1164/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0450 - val_loss: 0.3136
Epoch 1165/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0449 - val_loss: 0.3103
Epoch 1166/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0447 - val_loss: 0.3072
Epoch 1167/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0446 - val_loss: 0.3042
Epoch 1168/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0445 - val_loss: 0.3013
Epoch 1169/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0444 - val_loss: 0.2983
Epoch 1170/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0443 - val_loss: 0.2952
Epoch 1171/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0441 - val_loss: 0.2924
Epoch 1172/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0440 - val_loss: 0.2896
Epoch 1173/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0439 - val_loss: 0.2866
Epoch 1174/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0438 - val_loss: 0.2837
Epoch 1175/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0437 - val_loss: 0.2809
Epoch 1176/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0435 - val_loss: 0.2779
Epoch 1177/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0434 - val_loss: 0.2750
Epoch 1178/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0433 - val_loss: 0.2724
Epoch 1179/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0432 - val_loss: 0.2700
Epoch 1180/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0431 - val_loss: 0.2674
Epoch 1181/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0430 - val_loss: 0.2649
Epoch 1182/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0429 - val_loss: 0.2624
Epoch 1183/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0428 - val_loss: 0.2599
Epoch 1184/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0427 - val_loss: 0.2574
Epoch 1185/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0426 - val_loss: 0.2546
Epoch 1186/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0425 - val_loss: 0.2519
Epoch 1187/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0423 - val_loss: 0.2494
Epoch 1188/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0422 - val_loss: 0.2471
Epoch 1189/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0421 - val_loss: 0.2448
Epoch 1190/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0420 - val_loss: 0.2421
Epoch 1191/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0419 - val_loss: 0.2395
Epoch 1192/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0418 - val_loss: 0.2372
Epoch 1193/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0417 - val_loss: 0.2347
Epoch 1194/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0416 - val_loss: 0.2323
Epoch 1195/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0415 - val_loss: 0.2299
Epoch 1196/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0414 - val_loss: 0.2273
Epoch 1197/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0413 - val_loss: 0.2248
Epoch 1198/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0413 - val_loss: 0.2224
Epoch 1199/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0412 - val_loss: 0.2203
Epoch 1200/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0411 - val_loss: 0.2179
Epoch 1201/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0410 - val_loss: 0.2155
Epoch 1202/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0409 - val_loss: 0.2133
Epoch 1203/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0408 - val_loss: 0.2111
Epoch 1204/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0407 - val_loss: 0.2089
Epoch 1205/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0406 - val_loss: 0.2067
Epoch 1206/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0406 - val_loss: 0.2045
Epoch 1207/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0405 - val_loss: 0.2025
Epoch 1208/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0404 - val_loss: 0.2007
Epoch 1209/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0403 - val_loss: 0.1988
Epoch 1210/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0402 - val_loss: 0.1969
Epoch 1211/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0402 - val_loss: 0.1951
Epoch 1212/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0401 - val_loss: 0.1932
Epoch 1213/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0400 - val_loss: 0.1913
Epoch 1214/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0399 - val_loss: 0.1892
Epoch 1215/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0398 - val_loss: 0.1872
Epoch 1216/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0398 - val_loss: 0.1854
Epoch 1217/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0397 - val_loss: 0.1836
Epoch 1218/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0396 - val_loss: 0.1818
Epoch 1219/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0395 - val_loss: 0.1799
Epoch 1220/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0395 - val_loss: 0.1780
Epoch 1221/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0394 - val_loss: 0.1760
Epoch 1222/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0393 - val_loss: 0.1742
Epoch 1223/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0393 - val_loss: 0.1723
Epoch 1224/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0392 - val_loss: 0.1706
Epoch 1225/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0391 - val_loss: 0.1690
Epoch 1226/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0391 - val_loss: 0.1672
Epoch 1227/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0390 - val_loss: 0.1657
Epoch 1228/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0389 - val_loss: 0.1645
Epoch 1229/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0389 - val_loss: 0.1630
Epoch 1230/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0388 - val_loss: 0.1614
Epoch 1231/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0387 - val_loss: 0.1597
Epoch 1232/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0386 - val_loss: 0.1579
Epoch 1233/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0386 - val_loss: 0.1560
Epoch 1234/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0385 - val_loss: 0.1544
Epoch 1235/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0384 - val_loss: 0.1530
Epoch 1236/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0384 - val_loss: 0.1514
Epoch 1237/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0383 - val_loss: 0.1497
Epoch 1238/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0383 - val_loss: 0.1482
Epoch 1239/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0382 - val_loss: 0.1468
Epoch 1240/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0381 - val_loss: 0.1453
Epoch 1241/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0381 - val_loss: 0.1438
Epoch 1242/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0380 - val_loss: 0.1422
Epoch 1243/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0380 - val_loss: 0.1406
Epoch 1244/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0379 - val_loss: 0.1391
Epoch 1245/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0379 - val_loss: 0.1376
Epoch 1246/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0378 - val_loss: 0.1362
Epoch 1247/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0378 - val_loss: 0.1348
Epoch 1248/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0377 - val_loss: 0.1335
Epoch 1249/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0377 - val_loss: 0.1321
Epoch 1250/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0376 - val_loss: 0.1309
Epoch 1251/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0375 - val_loss: 0.1297
Epoch 1252/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0375 - val_loss: 0.1285
Epoch 1253/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0374 - val_loss: 0.1271
Epoch 1254/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0374 - val_loss: 0.1259
Epoch 1255/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0373 - val_loss: 0.1247
Epoch 1256/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0373 - val_loss: 0.1234
Epoch 1257/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0373 - val_loss: 0.1222
Epoch 1258/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0372 - val_loss: 0.1211
Epoch 1259/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0372 - val_loss: 0.1198
Epoch 1260/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0371 - val_loss: 0.1187
Epoch 1261/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0371 - val_loss: 0.1177
Epoch 1262/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0370 - val_loss: 0.1166
Epoch 1263/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0370 - val_loss: 0.1155
Epoch 1264/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0369 - val_loss: 0.1144
Epoch 1265/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0369 - val_loss: 0.1132
Epoch 1266/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0368 - val_loss: 0.1120
Epoch 1267/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0368 - val_loss: 0.1109
Epoch 1268/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0368 - val_loss: 0.1098
Epoch 1269/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0367 - val_loss: 0.1088
Epoch 1270/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0367 - val_loss: 0.1076
Epoch 1271/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1066
Epoch 1272/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1055
Epoch 1273/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0366 - val_loss: 0.1045
Epoch 1274/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1036
Epoch 1275/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0365 - val_loss: 0.1026
Epoch 1276/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0365 - val_loss: 0.1017
Epoch 1277/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0364 - val_loss: 0.1008
Epoch 1278/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0364 - val_loss: 0.0997
Epoch 1279/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0363 - val_loss: 0.0987
Epoch 1280/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0363 - val_loss: 0.0977
Epoch 1281/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0363 - val_loss: 0.0967
Epoch 1282/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0362 - val_loss: 0.0959
Epoch 1283/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0950
Epoch 1284/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0362 - val_loss: 0.0941
Epoch 1285/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0933
Epoch 1286/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0361 - val_loss: 0.0927
Epoch 1287/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0920
Epoch 1288/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0361 - val_loss: 0.0912
Epoch 1289/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0360 - val_loss: 0.0904
Epoch 1290/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0360 - val_loss: 0.0896
Epoch 1291/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0360 - val_loss: 0.0889
Epoch 1292/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0359 - val_loss: 0.0881
Epoch 1293/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0359 - val_loss: 0.0874
Epoch 1294/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0359 - val_loss: 0.0869
Epoch 1295/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0359 - val_loss: 0.0860
Epoch 1296/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0358 - val_loss: 0.0855
Epoch 1297/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0358 - val_loss: 0.0847
Epoch 1298/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0358 - val_loss: 0.0839
Epoch 1299/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0357 - val_loss: 0.0833
Epoch 1300/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0357 - val_loss: 0.0827
Epoch 1301/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0357 - val_loss: 0.0820
Epoch 1302/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0357 - val_loss: 0.0814
Epoch 1303/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0808
Epoch 1304/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0356 - val_loss: 0.0802
Epoch 1305/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0356 - val_loss: 0.0795
Epoch 1306/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0356 - val_loss: 0.0789
Epoch 1307/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0355 - val_loss: 0.0783
Epoch 1308/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0776
Epoch 1309/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0355 - val_loss: 0.0771
Epoch 1310/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0355 - val_loss: 0.0765
Epoch 1311/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0355 - val_loss: 0.0759
Epoch 1312/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0354 - val_loss: 0.0752
Epoch 1313/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0354 - val_loss: 0.0746
Epoch 1314/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0740
Epoch 1315/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0354 - val_loss: 0.0734
Epoch 1316/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0353 - val_loss: 0.0729
Epoch 1317/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0723
Epoch 1318/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0353 - val_loss: 0.0717
Epoch 1319/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0353 - val_loss: 0.0712
Epoch 1320/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0353 - val_loss: 0.0708
Epoch 1321/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0352 - val_loss: 0.0704
Epoch 1322/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0352 - val_loss: 0.0699
Epoch 1323/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0693
Epoch 1324/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0352 - val_loss: 0.0688
Epoch 1325/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0352 - val_loss: 0.0684
Epoch 1326/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0352 - val_loss: 0.0679
Epoch 1327/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0351 - val_loss: 0.0674
Epoch 1328/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0669
Epoch 1329/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0351 - val_loss: 0.0664
Epoch 1330/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0351 - val_loss: 0.0659
Epoch 1331/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0351 - val_loss: 0.0654
Epoch 1332/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0351 - val_loss: 0.0649
Epoch 1333/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0644
Epoch 1334/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0640
Epoch 1335/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0350 - val_loss: 0.0636
Epoch 1336/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0350 - val_loss: 0.0633
Epoch 1337/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0350 - val_loss: 0.0628
Epoch 1338/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0350 - val_loss: 0.0624
Epoch 1339/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0349 - val_loss: 0.0620
Epoch 1340/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0615
Epoch 1341/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0612
Epoch 1342/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0608
Epoch 1343/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0604
Epoch 1344/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 1345/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0349 - val_loss: 0.0598
Epoch 1346/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0348 - val_loss: 0.0594
Epoch 1347/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0591
Epoch 1348/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0587
Epoch 1349/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0348 - val_loss: 0.0584
Epoch 1350/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0348 - val_loss: 0.0581
Epoch 1351/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0578
Epoch 1352/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0348 - val_loss: 0.0574
Epoch 1353/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0348 - val_loss: 0.0570
Epoch 1354/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0566
Epoch 1355/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0563
Epoch 1356/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0560
Epoch 1357/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0558
Epoch 1358/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0555
Epoch 1359/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0552
Epoch 1360/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0347 - val_loss: 0.0549
Epoch 1361/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0546
Epoch 1362/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0347 - val_loss: 0.0543
Epoch 1363/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0347 - val_loss: 0.0540
Epoch 1364/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0347 - val_loss: 0.0537
Epoch 1365/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0536
Epoch 1366/2000
6/6 [==============================] - ETA: 0s - loss: 0.035 - 0s 8ms/step - loss: 0.0346 - val_loss: 0.0533
Epoch 1367/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0530
Epoch 1368/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0346 - val_loss: 0.0528
Epoch 1369/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0346 - val_loss: 0.0526
Epoch 1370/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0524
Epoch 1371/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 1372/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0346 - val_loss: 0.0521
Epoch 1373/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0346 - val_loss: 0.0518
Epoch 1374/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0346 - val_loss: 0.0516
Epoch 1375/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0346 - val_loss: 0.0513
Epoch 1376/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0511
Epoch 1377/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0509
Epoch 1378/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 1379/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0504
Epoch 1380/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0502
Epoch 1381/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 1382/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0496
Epoch 1383/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0345 - val_loss: 0.0494
Epoch 1384/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0492
Epoch 1385/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 1386/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0489
Epoch 1387/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0487
Epoch 1388/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0345 - val_loss: 0.0485
Epoch 1389/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0345 - val_loss: 0.0483
Epoch 1390/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1391/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0480
Epoch 1392/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 1393/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0476
Epoch 1394/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 1395/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1396/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 1397/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 1398/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 1399/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0344 - val_loss: 0.0468
Epoch 1400/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1401/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0466
Epoch 1402/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1403/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1404/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1405/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1406/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1407/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1408/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1409/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1410/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1411/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0453
Epoch 1412/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0344 - val_loss: 0.0451
Epoch 1413/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0449
Epoch 1414/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1415/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1416/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1417/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0445
Epoch 1418/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1419/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1420/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1421/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1422/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1423/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1424/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1425/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1426/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1427/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1428/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1429/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1430/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1431/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1432/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1433/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1434/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1435/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1436/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1437/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1438/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1439/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1440/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1441/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1442/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1443/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1444/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1445/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1446/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1447/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1448/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1449/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1450/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1451/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1452/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0343 - val_loss: 0.0417
Epoch 1453/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1454/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1455/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1456/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1457/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1458/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1459/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1460/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1461/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1462/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1463/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1464/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1465/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1466/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1467/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1468/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1469/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1470/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1471/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1472/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1473/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1474/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1475/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1476/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1477/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1478/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1479/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1480/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1481/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1482/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1483/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1484/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1485/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1486/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1487/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1488/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1489/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1490/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1491/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1492/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1493/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1494/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1495/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1496/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1497/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1498/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1499/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1500/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1501/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1502/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1503/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1504/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1505/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1506/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1507/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1508/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1509/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1510/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1511/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1512/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1513/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1514/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1515/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1516/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1517/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1518/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1519/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1520/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1521/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1522/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1523/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1524/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1525/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1526/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1527/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1528/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1529/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1530/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1531/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1532/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1533/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1534/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1535/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1536/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1537/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1538/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1539/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1540/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1541/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1542/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1543/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1544/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1545/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1546/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1547/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1548/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1549/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1550/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1551/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1552/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1553/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1554/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1555/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1556/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1557/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1558/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1559/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1560/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1561/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1562/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1563/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1564/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1565/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1566/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1567/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1568/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1569/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1570/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1571/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1572/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1573/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1574/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1575/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1576/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1577/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1578/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1579/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1580/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1581/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1582/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1583/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1584/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1585/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1586/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1587/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1588/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1589/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1590/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1591/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1592/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1593/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1594/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1595/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1596/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1597/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1598/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1599/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1600/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1601/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1602/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1603/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1604/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1605/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1606/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1607/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1608/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1609/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1610/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1611/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1612/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1613/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1614/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1615/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1616/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1617/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1618/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1619/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1620/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1621/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1622/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1623/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1624/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1625/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1626/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1627/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1628/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1629/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1630/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1631/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1632/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1633/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1634/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1635/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1636/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1637/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1638/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1639/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1640/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1641/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1642/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1643/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1644/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1645/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1646/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1647/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1648/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1649/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1650/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1651/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1652/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1653/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1654/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1666/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1667/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1668/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1669/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1670/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1671/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1672/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1673/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1674/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1675/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1689/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1690/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1691/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1692/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1696/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1711/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1740/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1746/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - ETA: 0s - loss: 0.030 - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1752/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1753/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1754/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1755/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1756/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1757/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1758/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1759/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1760/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1761/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1762/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1763/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1764/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1765/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1766/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1767/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1768/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1769/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1770/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1771/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1772/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1773/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1774/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1775/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1776/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1777/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1778/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1782/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1783/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1789/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1790/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1791/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1792/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1793/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1794/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1805/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1806/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1807/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1808/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1809/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1810/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1811/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1812/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1813/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1814/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1815/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1816/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1817/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1818/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1819/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1820/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1821/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1822/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1823/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1824/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1825/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1826/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1827/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1828/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1829/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1830/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1831/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1832/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1833/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1834/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1835/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1848/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1849/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1850/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1851/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1852/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1853/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1854/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1855/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1856/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1857/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1858/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1859/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1860/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1861/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1862/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1863/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1864/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1865/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1866/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1867/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1868/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1869/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1870/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1871/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1872/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1873/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1874/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1875/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1876/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1877/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1878/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1879/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1880/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1881/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1882/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1883/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1884/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1885/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1886/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1887/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1888/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1889/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1890/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1891/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1892/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1893/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1894/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1895/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1900/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1901/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1902/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1903/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1904/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1905/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1906/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1911/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1912/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1913/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1914/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1915/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1916/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1917/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1918/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1919/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1920/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1921/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1922/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1923/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1931/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1932/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1933/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1934/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1935/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1936/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1937/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1938/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1939/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1940/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1941/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1942/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1943/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1944/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1945/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1946/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1947/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1948/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1949/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1950/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1951/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1952/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1953/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1954/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1955/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1956/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1957/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1958/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1960/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1961/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1962/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1963/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1964/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1965/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1966/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1967/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1968/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1969/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1970/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1971/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1972/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1973/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1974/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1975/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1976/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1977/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1978/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1979/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1980/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1981/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1982/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1983/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1984/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1985/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1986/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1987/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1988/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1989/2000
6/6 [==============================] - 0s 7ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1990/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1991/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1992/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1993/2000
6/6 [==============================] - 0s 11ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1994/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1995/2000
6/6 [==============================] - 0s 12ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1996/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1997/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1998/2000
6/6 [==============================] - 0s 8ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1999/2000
6/6 [==============================] - 0s 9ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 2000/2000
6/6 [==============================] - 0s 10ms/step - loss: 0.0342 - val_loss: 0.0387

<keras.callbacks.History at 0x7fcca46992a0>

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1491747), started 0:00:01 ago. (Use '!kill 1491747' to kill it.)

텐서보드: 사용자지정그림 에폭별로 시각화 (2)

- 중간층의 출력결과를 시각화하고 싶다.

4. Piecewise-linear regression (15점)

아래의 모형을 고려하자.

model: $y_i=\begin{cases} x_i +0.3\epsilon_i & x\leq 0 \\ 3.5x_i +0.3\epsilon_i & x>0 \end{cases}$

아래는 위의 모형에서 생성한 샘플이다.

np.random.seed(43052)
N=100
x= np.linspace(-1,1,N).reshape(N,1)
y= np.array(list(map(lambda x: x*1+np.random.normal()*0.3 if x<0 else x*3.5+np.random.normal()*0.3,x))).reshape(N,1)

초기 씨드에 영향 받으니

(풀이)

tf.random.set_seed(43055) 
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(2))
net.add(tf.keras.layers.Activation(tf.nn.relu))
net.add(tf.keras.layers.Dense(1))
net.compile(optimizer='sgd',loss='mse')
net.fit(x,y,epochs=1,batch_size=100)

1/1 [==============================] - 0s 116ms/step - loss: 2.1414

2022-05-30 22:58:35.494447: I tensorflow/stream_executor/cuda/cuda_blas.cc:1774] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

<keras.callbacks.History at 0x7fcae86dac80>

l1,a1,l2 =net.layers

fig, (ax1,ax2,ax3) = plt.subplots(1,3) 
fig.set_figwidth(9)
ax1.plot(x,y,'.',alpha=0.2); ax1.plot(x,l1(x),'--'); 
ax2.plot(x,y,'.',alpha=0.2); ax2.plot(x,a1(l1(x)),'--'); 
ax3.plot(x,y,'.',alpha=0.2); ax3.plot(x,l2(a1(l1(x))),'--r');

• 이런 그림이 100에폭마다 그려졌으면 좋겠다.

첫번째는 원래 데이터

- 새로운 클래스를 만들자.

class PlotMidlayer(tf.keras.callbacks.Callback):
    def on_epoch_begin(self,epoch,logs): # 입력은 무조건 self, epoch, logs를 써야합니다 --> 이 함수안에 에폭이 끝날때마다 할 동작을 정의한다. 
        if epoch % 100 ==0: 
            fig, (ax1,ax2,ax3) = plt.subplots(1,3) 
            fig.set_figwidth(9)
            ax1.plot(x,y,'.',alpha=0.2); ax1.plot(x,l1(x),'--'); 
            ax2.plot(x,y,'.',alpha=0.2); ax2.plot(x,a1(l1(x)),'--'); 
            ax3.plot(x,y,'.',alpha=0.2); ax3.plot(x,l2(a1(l1(x))),'--r');            
            with tf.summary.create_file_writer(logdir).as_default():
                tf.summary.image("적합결과시각화"+str(epoch), plot_to_image(fig), step=0)

!rm -rf logs
cb1= tf.keras.callbacks.TensorBoard(update_freq='epoch',histogram_freq=100)
cb2= PlotMidlayer() 
net.fit(x,y,epochs=1000, batch_size=100,verbose=0 ,callbacks=[cb1,cb2])

<keras.callbacks.History at 0x7fcae83ead10>

%tensorboard --logdir logs --host 0.0.0.0 

주황색은 힘을 발휘하지 못 해.. 렐루 만나면 0되고... 계속 축소되는 중

거의 초록색이 맞춘다!

-> 역할이 비슷하면 학습이 잘 안 된다.

안 되는 케이스

tf.random.set_seed(59) 
net = tf.keras.Sequential()
net.add(tf.keras.layers.Dense(2))
net.add(tf.keras.layers.Activation(tf.nn.relu))
net.add(tf.keras.layers.Dense(1))
net.compile(optimizer='sgd',loss='mse')
net.fit(x,y,epochs=1,batch_size=100)

1/1 [==============================] - 0s 122ms/step - loss: 2.1335

<keras.callbacks.History at 0x7fcbbe4fbdc0>

!rm -rf logs
cb1= tf.keras.callbacks.TensorBoard(update_freq='epoch',histogram_freq=100)
cb2= PlotMidlayer() 
net.fit(x,y,epochs=1000, batch_size=100,verbose=0 ,callbacks=[cb1,cb2])

<keras.callbacks.History at 0x7fcbbe4e5c90>

%tensorboard --logdir logs --host 0.0.0.0 

Reusing TensorBoard on port 6006 (pid 1492272), started 0:00:13 ago. (Use '!kill 1492272' to kill it.)