(13주차) 5월30일

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

강의영상

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.

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

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 0x7f6fcdee93c0>]

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)

(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)

2022-05-25 13:34:57.890242: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero

!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 9ms/step - loss: 6.2200 - val_loss: 16.9707
Epoch 2/500
6/6 [==============================] - 0s 3ms/step - loss: 6.1682 - val_loss: 16.9098
Epoch 3/500
6/6 [==============================] - 0s 3ms/step - loss: 6.1168 - val_loss: 16.8487
Epoch 4/500
6/6 [==============================] - 0s 3ms/step - loss: 6.0665 - val_loss: 16.7881
Epoch 5/500
6/6 [==============================] - 0s 3ms/step - loss: 6.0170 - val_loss: 16.7266
Epoch 6/500
6/6 [==============================] - 0s 4ms/step - loss: 5.9663 - val_loss: 16.6675
Epoch 7/500
6/6 [==============================] - 0s 4ms/step - loss: 5.9185 - val_loss: 16.6086
Epoch 8/500
6/6 [==============================] - 0s 3ms/step - loss: 5.8679 - val_loss: 16.5515
Epoch 9/500
6/6 [==============================] - 0s 4ms/step - loss: 5.8200 - val_loss: 16.4926
Epoch 10/500
6/6 [==============================] - 0s 3ms/step - loss: 5.7724 - val_loss: 16.4347
Epoch 11/500
6/6 [==============================] - 0s 3ms/step - loss: 5.7247 - val_loss: 16.3748
Epoch 12/500
6/6 [==============================] - 0s 3ms/step - loss: 5.6759 - val_loss: 16.3188
Epoch 13/500
6/6 [==============================] - 0s 3ms/step - loss: 5.6296 - val_loss: 16.2615
Epoch 14/500
6/6 [==============================] - 0s 3ms/step - loss: 5.5824 - val_loss: 16.2049
Epoch 15/500
6/6 [==============================] - 0s 3ms/step - loss: 5.5361 - val_loss: 16.1485
Epoch 16/500
6/6 [==============================] - 0s 4ms/step - loss: 5.4899 - val_loss: 16.0936
Epoch 17/500
6/6 [==============================] - 0s 3ms/step - loss: 5.4436 - val_loss: 16.0364
Epoch 18/500
6/6 [==============================] - 0s 3ms/step - loss: 5.3988 - val_loss: 15.9806
Epoch 19/500
6/6 [==============================] - 0s 3ms/step - loss: 5.3545 - val_loss: 15.9251
Epoch 20/500
6/6 [==============================] - 0s 3ms/step - loss: 5.3087 - val_loss: 15.8708
Epoch 21/500
6/6 [==============================] - 0s 3ms/step - loss: 5.2653 - val_loss: 15.8172
Epoch 22/500
6/6 [==============================] - 0s 3ms/step - loss: 5.2204 - val_loss: 15.7660
Epoch 23/500
6/6 [==============================] - 0s 3ms/step - loss: 5.1774 - val_loss: 15.7140
Epoch 24/500
6/6 [==============================] - 0s 3ms/step - loss: 5.1352 - val_loss: 15.6609
Epoch 25/500
6/6 [==============================] - 0s 3ms/step - loss: 5.0921 - val_loss: 15.6077
Epoch 26/500
6/6 [==============================] - 0s 3ms/step - loss: 5.0496 - val_loss: 15.5556
Epoch 27/500
6/6 [==============================] - 0s 3ms/step - loss: 5.0074 - val_loss: 15.5049
Epoch 28/500
6/6 [==============================] - 0s 3ms/step - loss: 4.9658 - val_loss: 15.4536
Epoch 29/500
6/6 [==============================] - 0s 3ms/step - loss: 4.9243 - val_loss: 15.4012
Epoch 30/500
6/6 [==============================] - 0s 3ms/step - loss: 4.8829 - val_loss: 15.3500
Epoch 31/500
6/6 [==============================] - 0s 3ms/step - loss: 4.8414 - val_loss: 15.2996
Epoch 32/500
6/6 [==============================] - 0s 3ms/step - loss: 4.8004 - val_loss: 15.2499
Epoch 33/500
6/6 [==============================] - 0s 3ms/step - loss: 4.7603 - val_loss: 15.1995
Epoch 34/500
6/6 [==============================] - 0s 4ms/step - loss: 4.7195 - val_loss: 15.1498
Epoch 35/500
6/6 [==============================] - 0s 3ms/step - loss: 4.6804 - val_loss: 15.1006
Epoch 36/500
6/6 [==============================] - 0s 3ms/step - loss: 4.6396 - val_loss: 15.0534
Epoch 37/500
6/6 [==============================] - 0s 3ms/step - loss: 4.6005 - val_loss: 15.0050
Epoch 38/500
6/6 [==============================] - 0s 3ms/step - loss: 4.5618 - val_loss: 14.9572
Epoch 39/500
6/6 [==============================] - 0s 3ms/step - loss: 4.5234 - val_loss: 14.9099
Epoch 40/500
6/6 [==============================] - 0s 3ms/step - loss: 4.4840 - val_loss: 14.8627
Epoch 41/500
6/6 [==============================] - 0s 3ms/step - loss: 4.4467 - val_loss: 14.8146
Epoch 42/500
6/6 [==============================] - 0s 3ms/step - loss: 4.4087 - val_loss: 14.7684
Epoch 43/500
6/6 [==============================] - 0s 3ms/step - loss: 4.3711 - val_loss: 14.7220
Epoch 44/500
6/6 [==============================] - 0s 3ms/step - loss: 4.3334 - val_loss: 14.6753
Epoch 45/500
6/6 [==============================] - 0s 3ms/step - loss: 4.2970 - val_loss: 14.6294
Epoch 46/500
6/6 [==============================] - 0s 3ms/step - loss: 4.2603 - val_loss: 14.5826
Epoch 47/500
6/6 [==============================] - 0s 3ms/step - loss: 4.2232 - val_loss: 14.5386
Epoch 48/500
6/6 [==============================] - 0s 4ms/step - loss: 4.1877 - val_loss: 14.4930
Epoch 49/500
6/6 [==============================] - 0s 4ms/step - loss: 4.1513 - val_loss: 14.4489
Epoch 50/500
6/6 [==============================] - 0s 3ms/step - loss: 4.1169 - val_loss: 14.4047
Epoch 51/500
6/6 [==============================] - 0s 3ms/step - loss: 4.0811 - val_loss: 14.3595
Epoch 52/500
6/6 [==============================] - 0s 3ms/step - loss: 4.0459 - val_loss: 14.3128
Epoch 53/500
6/6 [==============================] - 0s 4ms/step - loss: 4.0111 - val_loss: 14.2681
Epoch 54/500
6/6 [==============================] - 0s 3ms/step - loss: 3.9770 - val_loss: 14.2218
Epoch 55/500
6/6 [==============================] - 0s 4ms/step - loss: 3.9416 - val_loss: 14.1764
Epoch 56/500
6/6 [==============================] - 0s 3ms/step - loss: 3.9088 - val_loss: 14.1324
Epoch 57/500
6/6 [==============================] - 0s 4ms/step - loss: 3.8748 - val_loss: 14.0885
Epoch 58/500
6/6 [==============================] - 0s 3ms/step - loss: 3.8411 - val_loss: 14.0468
Epoch 59/500
6/6 [==============================] - 0s 3ms/step - loss: 3.8085 - val_loss: 14.0052
Epoch 60/500
6/6 [==============================] - 0s 3ms/step - loss: 3.7749 - val_loss: 13.9633
Epoch 61/500
6/6 [==============================] - 0s 3ms/step - loss: 3.7425 - val_loss: 13.9234
Epoch 62/500
6/6 [==============================] - 0s 3ms/step - loss: 3.7106 - val_loss: 13.8829
Epoch 63/500
6/6 [==============================] - 0s 3ms/step - loss: 3.6800 - val_loss: 13.8406
Epoch 64/500
6/6 [==============================] - 0s 3ms/step - loss: 3.6468 - val_loss: 13.8024
Epoch 65/500
6/6 [==============================] - 0s 3ms/step - loss: 3.6158 - val_loss: 13.7614
Epoch 66/500
6/6 [==============================] - 0s 3ms/step - loss: 3.5847 - val_loss: 13.7200
Epoch 67/500
6/6 [==============================] - 0s 3ms/step - loss: 3.5536 - val_loss: 13.6788
Epoch 68/500
6/6 [==============================] - 0s 3ms/step - loss: 3.5231 - val_loss: 13.6385
Epoch 69/500
6/6 [==============================] - 0s 3ms/step - loss: 3.4927 - val_loss: 13.6000
Epoch 70/500
6/6 [==============================] - 0s 3ms/step - loss: 3.4631 - val_loss: 13.5597
Epoch 71/500
6/6 [==============================] - 0s 3ms/step - loss: 3.4322 - val_loss: 13.5206
Epoch 72/500
6/6 [==============================] - 0s 2ms/step - loss: 3.4026 - val_loss: 13.4812
Epoch 73/500
6/6 [==============================] - 0s 3ms/step - loss: 3.3729 - val_loss: 13.4425
Epoch 74/500
6/6 [==============================] - 0s 3ms/step - loss: 3.3431 - val_loss: 13.4058
Epoch 75/500
6/6 [==============================] - 0s 3ms/step - loss: 3.3148 - val_loss: 13.3676
Epoch 76/500
6/6 [==============================] - 0s 3ms/step - loss: 3.2857 - val_loss: 13.3286
Epoch 77/500
6/6 [==============================] - 0s 2ms/step - loss: 3.2565 - val_loss: 13.2909
Epoch 78/500
6/6 [==============================] - 0s 2ms/step - loss: 3.2284 - val_loss: 13.2534
Epoch 79/500
6/6 [==============================] - 0s 3ms/step - loss: 3.1992 - val_loss: 13.2167
Epoch 80/500
6/6 [==============================] - 0s 4ms/step - loss: 3.1722 - val_loss: 13.1812
Epoch 81/500
6/6 [==============================] - 0s 4ms/step - loss: 3.1444 - val_loss: 13.1452
Epoch 82/500
6/6 [==============================] - 0s 3ms/step - loss: 3.1169 - val_loss: 13.1083
Epoch 83/500
6/6 [==============================] - 0s 2ms/step - loss: 3.0901 - val_loss: 13.0695
Epoch 84/500
6/6 [==============================] - 0s 3ms/step - loss: 3.0625 - val_loss: 13.0314
Epoch 85/500
6/6 [==============================] - 0s 3ms/step - loss: 3.0359 - val_loss: 12.9948
Epoch 86/500
6/6 [==============================] - 0s 3ms/step - loss: 3.0088 - val_loss: 12.9592
Epoch 87/500
6/6 [==============================] - 0s 4ms/step - loss: 2.9823 - val_loss: 12.9249
Epoch 88/500
6/6 [==============================] - 0s 3ms/step - loss: 2.9566 - val_loss: 12.8900
Epoch 89/500
6/6 [==============================] - 0s 3ms/step - loss: 2.9307 - val_loss: 12.8534
Epoch 90/500
6/6 [==============================] - 0s 3ms/step - loss: 2.9050 - val_loss: 12.8185
Epoch 91/500
6/6 [==============================] - 0s 3ms/step - loss: 2.8792 - val_loss: 12.7831
Epoch 92/500
6/6 [==============================] - 0s 3ms/step - loss: 2.8542 - val_loss: 12.7482
Epoch 93/500
6/6 [==============================] - 0s 3ms/step - loss: 2.8289 - val_loss: 12.7135
Epoch 94/500
6/6 [==============================] - 0s 3ms/step - loss: 2.8041 - val_loss: 12.6790
Epoch 95/500
6/6 [==============================] - 0s 3ms/step - loss: 2.7795 - val_loss: 12.6438
Epoch 96/500
6/6 [==============================] - 0s 3ms/step - loss: 2.7546 - val_loss: 12.6110
Epoch 97/500
6/6 [==============================] - 0s 3ms/step - loss: 2.7307 - val_loss: 12.5763
Epoch 98/500
6/6 [==============================] - 0s 3ms/step - loss: 2.7060 - val_loss: 12.5430
Epoch 99/500
6/6 [==============================] - 0s 3ms/step - loss: 2.6825 - val_loss: 12.5093
Epoch 100/500
6/6 [==============================] - 0s 3ms/step - loss: 2.6584 - val_loss: 12.4760
Epoch 101/500
6/6 [==============================] - 0s 3ms/step - loss: 2.6350 - val_loss: 12.4419
Epoch 102/500
6/6 [==============================] - 0s 3ms/step - loss: 2.6117 - val_loss: 12.4088
Epoch 103/500
6/6 [==============================] - 0s 3ms/step - loss: 2.5882 - val_loss: 12.3750
Epoch 104/500
6/6 [==============================] - 0s 3ms/step - loss: 2.5657 - val_loss: 12.3433
Epoch 105/500
6/6 [==============================] - 0s 3ms/step - loss: 2.5425 - val_loss: 12.3114
Epoch 106/500
6/6 [==============================] - 0s 3ms/step - loss: 2.5202 - val_loss: 12.2804
Epoch 107/500
6/6 [==============================] - 0s 3ms/step - loss: 2.4979 - val_loss: 12.2476
Epoch 108/500
6/6 [==============================] - 0s 3ms/step - loss: 2.4755 - val_loss: 12.2145
Epoch 109/500
6/6 [==============================] - 0s 3ms/step - loss: 2.4537 - val_loss: 12.1828
Epoch 110/500
6/6 [==============================] - 0s 3ms/step - loss: 2.4314 - val_loss: 12.1527
Epoch 111/500
6/6 [==============================] - 0s 3ms/step - loss: 2.4102 - val_loss: 12.1212
Epoch 112/500
6/6 [==============================] - 0s 3ms/step - loss: 2.3888 - val_loss: 12.0904
Epoch 113/500
6/6 [==============================] - 0s 3ms/step - loss: 2.3681 - val_loss: 12.0618
Epoch 114/500
6/6 [==============================] - 0s 3ms/step - loss: 2.3466 - val_loss: 12.0304
Epoch 115/500
6/6 [==============================] - 0s 3ms/step - loss: 2.3263 - val_loss: 12.0002
Epoch 116/500
6/6 [==============================] - 0s 3ms/step - loss: 2.3053 - val_loss: 11.9704
Epoch 117/500
6/6 [==============================] - 0s 3ms/step - loss: 2.2849 - val_loss: 11.9400
Epoch 118/500
6/6 [==============================] - 0s 3ms/step - loss: 2.2647 - val_loss: 11.9106
Epoch 119/500
6/6 [==============================] - 0s 3ms/step - loss: 2.2438 - val_loss: 11.8820
Epoch 120/500
6/6 [==============================] - 0s 3ms/step - loss: 2.2241 - val_loss: 11.8520
Epoch 121/500
6/6 [==============================] - 0s 3ms/step - loss: 2.2039 - val_loss: 11.8224
Epoch 122/500
6/6 [==============================] - 0s 3ms/step - loss: 2.1843 - val_loss: 11.7940
Epoch 123/500
6/6 [==============================] - 0s 3ms/step - loss: 2.1648 - val_loss: 11.7655
Epoch 124/500
6/6 [==============================] - 0s 4ms/step - loss: 2.1454 - val_loss: 11.7361
Epoch 125/500
6/6 [==============================] - 0s 3ms/step - loss: 2.1262 - val_loss: 11.7072
Epoch 126/500
6/6 [==============================] - 0s 3ms/step - loss: 2.1071 - val_loss: 11.6805
Epoch 127/500
6/6 [==============================] - 0s 3ms/step - loss: 2.0886 - val_loss: 11.6536
Epoch 128/500
6/6 [==============================] - 0s 3ms/step - loss: 2.0695 - val_loss: 11.6254
Epoch 129/500
6/6 [==============================] - 0s 2ms/step - loss: 2.0515 - val_loss: 11.5969
Epoch 130/500
6/6 [==============================] - 0s 3ms/step - loss: 2.0327 - val_loss: 11.5688
Epoch 131/500
6/6 [==============================] - 0s 3ms/step - loss: 2.0150 - val_loss: 11.5409
Epoch 132/500
6/6 [==============================] - 0s 3ms/step - loss: 1.9966 - val_loss: 11.5148
Epoch 133/500
6/6 [==============================] - 0s 3ms/step - loss: 1.9790 - val_loss: 11.4873
Epoch 134/500
6/6 [==============================] - 0s 3ms/step - loss: 1.9609 - val_loss: 11.4611
Epoch 135/500
6/6 [==============================] - 0s 3ms/step - loss: 1.9438 - val_loss: 11.4336
Epoch 136/500
6/6 [==============================] - 0s 3ms/step - loss: 1.9268 - val_loss: 11.4073
Epoch 137/500
6/6 [==============================] - 0s 3ms/step - loss: 1.9093 - val_loss: 11.3819
Epoch 138/500
6/6 [==============================] - 0s 3ms/step - loss: 1.8922 - val_loss: 11.3557
Epoch 139/500
6/6 [==============================] - 0s 3ms/step - loss: 1.8756 - val_loss: 11.3285
Epoch 140/500
6/6 [==============================] - 0s 3ms/step - loss: 1.8586 - val_loss: 11.3015
Epoch 141/500
6/6 [==============================] - 0s 2ms/step - loss: 1.8418 - val_loss: 11.2759
Epoch 142/500
6/6 [==============================] - 0s 3ms/step - loss: 1.8256 - val_loss: 11.2502
Epoch 143/500
6/6 [==============================] - 0s 4ms/step - loss: 1.8090 - val_loss: 11.2256
Epoch 144/500
6/6 [==============================] - 0s 3ms/step - loss: 1.7927 - val_loss: 11.1994
Epoch 145/500
6/6 [==============================] - 0s 3ms/step - loss: 1.7769 - val_loss: 11.1727
Epoch 146/500
6/6 [==============================] - 0s 3ms/step - loss: 1.7608 - val_loss: 11.1471
Epoch 147/500
6/6 [==============================] - 0s 3ms/step - loss: 1.7451 - val_loss: 11.1210
Epoch 148/500
6/6 [==============================] - 0s 3ms/step - loss: 1.7294 - val_loss: 11.0955
Epoch 149/500
6/6 [==============================] - 0s 4ms/step - loss: 1.7142 - val_loss: 11.0686
Epoch 150/500
6/6 [==============================] - 0s 3ms/step - loss: 1.6985 - val_loss: 11.0437
Epoch 151/500
6/6 [==============================] - 0s 3ms/step - loss: 1.6833 - val_loss: 11.0186
Epoch 152/500
6/6 [==============================] - 0s 3ms/step - loss: 1.6682 - val_loss: 10.9943
Epoch 153/500
6/6 [==============================] - 0s 4ms/step - loss: 1.6531 - val_loss: 10.9703
Epoch 154/500
6/6 [==============================] - 0s 3ms/step - loss: 1.6386 - val_loss: 10.9462
Epoch 155/500
6/6 [==============================] - 0s 3ms/step - loss: 1.6239 - val_loss: 10.9234
Epoch 156/500
6/6 [==============================] - 0s 3ms/step - loss: 1.6093 - val_loss: 10.9001
Epoch 157/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5949 - val_loss: 10.8762
Epoch 158/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5811 - val_loss: 10.8518
Epoch 159/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5667 - val_loss: 10.8276
Epoch 160/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5530 - val_loss: 10.8025
Epoch 161/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5387 - val_loss: 10.7807
Epoch 162/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5250 - val_loss: 10.7566
Epoch 163/500
6/6 [==============================] - 0s 3ms/step - loss: 1.5115 - val_loss: 10.7325
Epoch 164/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4977 - val_loss: 10.7099
Epoch 165/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4846 - val_loss: 10.6866
Epoch 166/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4714 - val_loss: 10.6642
Epoch 167/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4582 - val_loss: 10.6410
Epoch 168/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4451 - val_loss: 10.6192
Epoch 169/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4321 - val_loss: 10.5966
Epoch 170/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4194 - val_loss: 10.5742
Epoch 171/500
6/6 [==============================] - 0s 3ms/step - loss: 1.4066 - val_loss: 10.5521
Epoch 172/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3942 - val_loss: 10.5301
Epoch 173/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3817 - val_loss: 10.5074
Epoch 174/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3695 - val_loss: 10.4855
Epoch 175/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3575 - val_loss: 10.4629
Epoch 176/500
6/6 [==============================] - 0s 4ms/step - loss: 1.3451 - val_loss: 10.4417
Epoch 177/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3332 - val_loss: 10.4193
Epoch 178/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3214 - val_loss: 10.3978
Epoch 179/500
6/6 [==============================] - 0s 3ms/step - loss: 1.3094 - val_loss: 10.3760
Epoch 180/500
6/6 [==============================] - 0s 3ms/step - loss: 1.2979 - val_loss: 10.3535
Epoch 181/500
6/6 [==============================] - 0s 3ms/step - loss: 1.2867 - val_loss: 10.3313
Epoch 182/500
6/6 [==============================] - 0s 3ms/step - loss: 1.2751 - val_loss: 10.3107
Epoch 183/500
6/6 [==============================] - 0s 3ms/step - loss: 1.2640 - val_loss: 10.2911
Epoch 184/500
6/6 [==============================] - 0s 4ms/step - loss: 1.2527 - val_loss: 10.2700
Epoch 185/500
6/6 [==============================] - 0s 3ms/step - loss: 1.2418 - val_loss: 10.2492
Epoch 186/500
6/6 [==============================] - 0s 4ms/step - loss: 1.2310 - val_loss: 10.2279
Epoch 187/500
6/6 [==============================] - 0s 3ms/step - loss: 1.2201 - val_loss: 10.2073
Epoch 188/500
6/6 [==============================] - 0s 2ms/step - loss: 1.2098 - val_loss: 10.1864
Epoch 189/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1989 - val_loss: 10.1660
Epoch 190/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1886 - val_loss: 10.1447
Epoch 191/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1780 - val_loss: 10.1253
Epoch 192/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1680 - val_loss: 10.1046
Epoch 193/500
6/6 [==============================] - 0s 4ms/step - loss: 1.1579 - val_loss: 10.0847
Epoch 194/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1477 - val_loss: 10.0651
Epoch 195/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1379 - val_loss: 10.0455
Epoch 196/500
6/6 [==============================] - 0s 3ms/step - loss: 1.1280 - val_loss: 10.0270
Epoch 197/500
6/6 [==============================] - 0s 4ms/step - loss: 1.1183 - val_loss: 10.0083
Epoch 198/500
6/6 [==============================] - 0s 4ms/step - loss: 1.1086 - val_loss: 9.9880
Epoch 199/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0990 - val_loss: 9.9680
Epoch 200/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0896 - val_loss: 9.9479
Epoch 201/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0802 - val_loss: 9.9284
Epoch 202/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0708 - val_loss: 9.9092
Epoch 203/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0616 - val_loss: 9.8902
Epoch 204/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0527 - val_loss: 9.8713
Epoch 205/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0435 - val_loss: 9.8533
Epoch 206/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0346 - val_loss: 9.8335
Epoch 207/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0260 - val_loss: 9.8141
Epoch 208/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0172 - val_loss: 9.7948
Epoch 209/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0084 - val_loss: 9.7757
Epoch 210/500
6/6 [==============================] - 0s 3ms/step - loss: 1.0000 - val_loss: 9.7570
Epoch 211/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9918 - val_loss: 9.7374
Epoch 212/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9832 - val_loss: 9.7190
Epoch 213/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9752 - val_loss: 9.6991
Epoch 214/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9669 - val_loss: 9.6805
Epoch 215/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9588 - val_loss: 9.6630
Epoch 216/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9509 - val_loss: 9.6449
Epoch 217/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9429 - val_loss: 9.6260
Epoch 218/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9351 - val_loss: 9.6078
Epoch 219/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9272 - val_loss: 9.5889
Epoch 220/500
6/6 [==============================] - 0s 2ms/step - loss: 0.9194 - val_loss: 9.5704
Epoch 221/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9117 - val_loss: 9.5517
Epoch 222/500
6/6 [==============================] - 0s 3ms/step - loss: 0.9043 - val_loss: 9.5328
Epoch 223/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8967 - val_loss: 9.5144
Epoch 224/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8893 - val_loss: 9.4963
Epoch 225/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8820 - val_loss: 9.4785
Epoch 226/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8748 - val_loss: 9.4600
Epoch 227/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8675 - val_loss: 9.4414
Epoch 228/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8605 - val_loss: 9.4222
Epoch 229/500
6/6 [==============================] - 0s 4ms/step - loss: 0.8535 - val_loss: 9.4037
Epoch 230/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8464 - val_loss: 9.3854
Epoch 231/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8396 - val_loss: 9.3677
Epoch 232/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8328 - val_loss: 9.3485
Epoch 233/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8262 - val_loss: 9.3306
Epoch 234/500
6/6 [==============================] - 0s 4ms/step - loss: 0.8196 - val_loss: 9.3123
Epoch 235/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8130 - val_loss: 9.2945
Epoch 236/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8064 - val_loss: 9.2777
Epoch 237/500
6/6 [==============================] - 0s 3ms/step - loss: 0.8002 - val_loss: 9.2597
Epoch 238/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7938 - val_loss: 9.2424
Epoch 239/500
6/6 [==============================] - 0s 4ms/step - loss: 0.7875 - val_loss: 9.2246
Epoch 240/500
6/6 [==============================] - 0s 4ms/step - loss: 0.7812 - val_loss: 9.2078
Epoch 241/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7752 - val_loss: 9.1906
Epoch 242/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7690 - val_loss: 9.1731
Epoch 243/500
6/6 [==============================] - 0s 4ms/step - loss: 0.7630 - val_loss: 9.1547
Epoch 244/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7570 - val_loss: 9.1369
Epoch 245/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7511 - val_loss: 9.1204
Epoch 246/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7454 - val_loss: 9.1022
Epoch 247/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7395 - val_loss: 9.0852
Epoch 248/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7338 - val_loss: 9.0677
Epoch 249/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7282 - val_loss: 9.0500
Epoch 250/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7227 - val_loss: 9.0341
Epoch 251/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7172 - val_loss: 9.0179
Epoch 252/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7118 - val_loss: 9.0014
Epoch 253/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7064 - val_loss: 8.9845
Epoch 254/500
6/6 [==============================] - 0s 3ms/step - loss: 0.7011 - val_loss: 8.9669
Epoch 255/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6958 - val_loss: 8.9504
Epoch 256/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6907 - val_loss: 8.9342
Epoch 257/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6855 - val_loss: 8.9176
Epoch 258/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6804 - val_loss: 8.9012
Epoch 259/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6755 - val_loss: 8.8848
Epoch 260/500
6/6 [==============================] - 0s 4ms/step - loss: 0.6705 - val_loss: 8.8678
Epoch 261/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6655 - val_loss: 8.8516
Epoch 262/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6606 - val_loss: 8.8351
Epoch 263/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6559 - val_loss: 8.8178
Epoch 264/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6510 - val_loss: 8.8016
Epoch 265/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6464 - val_loss: 8.7851
Epoch 266/500
6/6 [==============================] - 0s 4ms/step - loss: 0.6419 - val_loss: 8.7681
Epoch 267/500
6/6 [==============================] - 0s 4ms/step - loss: 0.6372 - val_loss: 8.7525
Epoch 268/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6328 - val_loss: 8.7359
Epoch 269/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6284 - val_loss: 8.7178
Epoch 270/500
6/6 [==============================] - 0s 2ms/step - loss: 0.6240 - val_loss: 8.7002
Epoch 271/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6195 - val_loss: 8.6830
Epoch 272/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6153 - val_loss: 8.6657
Epoch 273/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6109 - val_loss: 8.6506
Epoch 274/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6067 - val_loss: 8.6332
Epoch 275/500
6/6 [==============================] - 0s 3ms/step - loss: 0.6025 - val_loss: 8.6157
Epoch 276/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5983 - val_loss: 8.5999
Epoch 277/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5942 - val_loss: 8.5836
Epoch 278/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5901 - val_loss: 8.5670
Epoch 279/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5861 - val_loss: 8.5503
Epoch 280/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5822 - val_loss: 8.5338
Epoch 281/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5782 - val_loss: 8.5173
Epoch 282/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5743 - val_loss: 8.5005
Epoch 283/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5705 - val_loss: 8.4849
Epoch 284/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5666 - val_loss: 8.4695
Epoch 285/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5630 - val_loss: 8.4534
Epoch 286/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5593 - val_loss: 8.4368
Epoch 287/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5556 - val_loss: 8.4202
Epoch 288/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5521 - val_loss: 8.4029
Epoch 289/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5485 - val_loss: 8.3865
Epoch 290/500
6/6 [==============================] - 0s 4ms/step - loss: 0.5449 - val_loss: 8.3706
Epoch 291/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5416 - val_loss: 8.3542
Epoch 292/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5380 - val_loss: 8.3383
Epoch 293/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5346 - val_loss: 8.3220
Epoch 294/500
6/6 [==============================] - 0s 4ms/step - loss: 0.5313 - val_loss: 8.3061
Epoch 295/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5279 - val_loss: 8.2898
Epoch 296/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5245 - val_loss: 8.2738
Epoch 297/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5213 - val_loss: 8.2570
Epoch 298/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5180 - val_loss: 8.2404
Epoch 299/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5149 - val_loss: 8.2240
Epoch 300/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5117 - val_loss: 8.2085
Epoch 301/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5086 - val_loss: 8.1927
Epoch 302/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5055 - val_loss: 8.1769
Epoch 303/500
6/6 [==============================] - 0s 3ms/step - loss: 0.5026 - val_loss: 8.1606
Epoch 304/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4995 - val_loss: 8.1443
Epoch 305/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4966 - val_loss: 8.1277
Epoch 306/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4936 - val_loss: 8.1108
Epoch 307/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4907 - val_loss: 8.0935
Epoch 308/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4879 - val_loss: 8.0770
Epoch 309/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4850 - val_loss: 8.0609
Epoch 310/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4822 - val_loss: 8.0452
Epoch 311/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4794 - val_loss: 8.0294
Epoch 312/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4768 - val_loss: 8.0134
Epoch 313/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4741 - val_loss: 7.9976
Epoch 314/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4715 - val_loss: 7.9818
Epoch 315/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4689 - val_loss: 7.9666
Epoch 316/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4663 - val_loss: 7.9510
Epoch 317/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4638 - val_loss: 7.9347
Epoch 318/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4612 - val_loss: 7.9191
Epoch 319/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4587 - val_loss: 7.9027
Epoch 320/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4561 - val_loss: 7.8862
Epoch 321/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4536 - val_loss: 7.8708
Epoch 322/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4512 - val_loss: 7.8552
Epoch 323/500
6/6 [==============================] - 0s 2ms/step - loss: 0.4487 - val_loss: 7.8394
Epoch 324/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4463 - val_loss: 7.8227
Epoch 325/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4439 - val_loss: 7.8063
Epoch 326/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4416 - val_loss: 7.7906
Epoch 327/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4393 - val_loss: 7.7742
Epoch 328/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4370 - val_loss: 7.7577
Epoch 329/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4348 - val_loss: 7.7415
Epoch 330/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4326 - val_loss: 7.7239
Epoch 331/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4304 - val_loss: 7.7076
Epoch 332/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4282 - val_loss: 7.6921
Epoch 333/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4261 - val_loss: 7.6763
Epoch 334/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4240 - val_loss: 7.6604
Epoch 335/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4220 - val_loss: 7.6445
Epoch 336/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4198 - val_loss: 7.6292
Epoch 337/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4179 - val_loss: 7.6131
Epoch 338/500
6/6 [==============================] - 0s 2ms/step - loss: 0.4158 - val_loss: 7.5977
Epoch 339/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4138 - val_loss: 7.5814
Epoch 340/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4118 - val_loss: 7.5642
Epoch 341/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4099 - val_loss: 7.5479
Epoch 342/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4079 - val_loss: 7.5325
Epoch 343/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4060 - val_loss: 7.5169
Epoch 344/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4040 - val_loss: 7.5016
Epoch 345/500
6/6 [==============================] - 0s 4ms/step - loss: 0.4022 - val_loss: 7.4851
Epoch 346/500
6/6 [==============================] - 0s 3ms/step - loss: 0.4003 - val_loss: 7.4683
Epoch 347/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3985 - val_loss: 7.4519
Epoch 348/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3966 - val_loss: 7.4350
Epoch 349/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3948 - val_loss: 7.4181
Epoch 350/500
6/6 [==============================] - 0s 2ms/step - loss: 0.3930 - val_loss: 7.4023
Epoch 351/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3912 - val_loss: 7.3859
Epoch 352/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3895 - val_loss: 7.3701
Epoch 353/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3877 - val_loss: 7.3544
Epoch 354/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3860 - val_loss: 7.3373
Epoch 355/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3842 - val_loss: 7.3210
Epoch 356/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3825 - val_loss: 7.3045
Epoch 357/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3808 - val_loss: 7.2885
Epoch 358/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3791 - val_loss: 7.2724
Epoch 359/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3775 - val_loss: 7.2565
Epoch 360/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3758 - val_loss: 7.2409
Epoch 361/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3742 - val_loss: 7.2244
Epoch 362/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3727 - val_loss: 7.2077
Epoch 363/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3710 - val_loss: 7.1918
Epoch 364/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3695 - val_loss: 7.1761
Epoch 365/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3679 - val_loss: 7.1599
Epoch 366/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3664 - val_loss: 7.1431
Epoch 367/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3649 - val_loss: 7.1263
Epoch 368/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3634 - val_loss: 7.1100
Epoch 369/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3619 - val_loss: 7.0939
Epoch 370/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3604 - val_loss: 7.0774
Epoch 371/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3589 - val_loss: 7.0615
Epoch 372/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3575 - val_loss: 7.0453
Epoch 373/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3561 - val_loss: 7.0284
Epoch 374/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3547 - val_loss: 7.0119
Epoch 375/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3533 - val_loss: 6.9952
Epoch 376/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3519 - val_loss: 6.9800
Epoch 377/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3505 - val_loss: 6.9635
Epoch 378/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3491 - val_loss: 6.9466
Epoch 379/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3477 - val_loss: 6.9295
Epoch 380/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3464 - val_loss: 6.9124
Epoch 381/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3452 - val_loss: 6.8957
Epoch 382/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3438 - val_loss: 6.8792
Epoch 383/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3425 - val_loss: 6.8631
Epoch 384/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3412 - val_loss: 6.8465
Epoch 385/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3399 - val_loss: 6.8299
Epoch 386/500
6/6 [==============================] - 0s 4ms/step - loss: 0.3387 - val_loss: 6.8137
Epoch 387/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3373 - val_loss: 6.7981
Epoch 388/500
6/6 [==============================] - 0s 4ms/step - loss: 0.3361 - val_loss: 6.7825
Epoch 389/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3348 - val_loss: 6.7660
Epoch 390/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3336 - val_loss: 6.7500
Epoch 391/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3323 - val_loss: 6.7337
Epoch 392/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3311 - val_loss: 6.7167
Epoch 393/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3299 - val_loss: 6.7001
Epoch 394/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3287 - val_loss: 6.6835
Epoch 395/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3275 - val_loss: 6.6664
Epoch 396/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3263 - val_loss: 6.6488
Epoch 397/500
6/6 [==============================] - 0s 4ms/step - loss: 0.3252 - val_loss: 6.6320
Epoch 398/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3240 - val_loss: 6.6150
Epoch 399/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3228 - val_loss: 6.5981
Epoch 400/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3217 - val_loss: 6.5811
Epoch 401/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3207 - val_loss: 6.5645
Epoch 402/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3195 - val_loss: 6.5477
Epoch 403/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3184 - val_loss: 6.5309
Epoch 404/500
6/6 [==============================] - 0s 4ms/step - loss: 0.3173 - val_loss: 6.5144
Epoch 405/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3161 - val_loss: 6.4976
Epoch 406/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3150 - val_loss: 6.4804
Epoch 407/500
6/6 [==============================] - 0s 4ms/step - loss: 0.3139 - val_loss: 6.4638
Epoch 408/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3128 - val_loss: 6.4458
Epoch 409/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3117 - val_loss: 6.4281
Epoch 410/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3106 - val_loss: 6.4111
Epoch 411/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3096 - val_loss: 6.3941
Epoch 412/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3085 - val_loss: 6.3764
Epoch 413/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3074 - val_loss: 6.3594
Epoch 414/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3065 - val_loss: 6.3420
Epoch 415/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3054 - val_loss: 6.3241
Epoch 416/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3044 - val_loss: 6.3073
Epoch 417/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3034 - val_loss: 6.2903
Epoch 418/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3025 - val_loss: 6.2734
Epoch 419/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3013 - val_loss: 6.2575
Epoch 420/500
6/6 [==============================] - 0s 3ms/step - loss: 0.3004 - val_loss: 6.2409
Epoch 421/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2994 - val_loss: 6.2242
Epoch 422/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2984 - val_loss: 6.2075
Epoch 423/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2974 - val_loss: 6.1904
Epoch 424/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2964 - val_loss: 6.1737
Epoch 425/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2954 - val_loss: 6.1569
Epoch 426/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2945 - val_loss: 6.1407
Epoch 427/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2936 - val_loss: 6.1236
Epoch 428/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2926 - val_loss: 6.1073
Epoch 429/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2916 - val_loss: 6.0908
Epoch 430/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2908 - val_loss: 6.0741
Epoch 431/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2898 - val_loss: 6.0571
Epoch 432/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2889 - val_loss: 6.0399
Epoch 433/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2879 - val_loss: 6.0221
Epoch 434/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2870 - val_loss: 6.0051
Epoch 435/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2861 - val_loss: 5.9884
Epoch 436/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2851 - val_loss: 5.9713
Epoch 437/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2843 - val_loss: 5.9546
Epoch 438/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2833 - val_loss: 5.9381
Epoch 439/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2824 - val_loss: 5.9211
Epoch 440/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2815 - val_loss: 5.9039
Epoch 441/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2806 - val_loss: 5.8861
Epoch 442/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2797 - val_loss: 5.8693
Epoch 443/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2789 - val_loss: 5.8528
Epoch 444/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2781 - val_loss: 5.8350
Epoch 445/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2772 - val_loss: 5.8184
Epoch 446/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2763 - val_loss: 5.8015
Epoch 447/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2754 - val_loss: 5.7853
Epoch 448/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2746 - val_loss: 5.7684
Epoch 449/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2737 - val_loss: 5.7513
Epoch 450/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2729 - val_loss: 5.7344
Epoch 451/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2720 - val_loss: 5.7173
Epoch 452/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2711 - val_loss: 5.7008
Epoch 453/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2703 - val_loss: 5.6843
Epoch 454/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2695 - val_loss: 5.6665
Epoch 455/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2687 - val_loss: 5.6494
Epoch 456/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2678 - val_loss: 5.6318
Epoch 457/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2670 - val_loss: 5.6147
Epoch 458/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2662 - val_loss: 5.5980
Epoch 459/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2654 - val_loss: 5.5813
Epoch 460/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2646 - val_loss: 5.5641
Epoch 461/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2638 - val_loss: 5.5476
Epoch 462/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2630 - val_loss: 5.5310
Epoch 463/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2622 - val_loss: 5.5145
Epoch 464/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2613 - val_loss: 5.4979
Epoch 465/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2605 - val_loss: 5.4806
Epoch 466/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2597 - val_loss: 5.4643
Epoch 467/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2589 - val_loss: 5.4476
Epoch 468/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2581 - val_loss: 5.4310
Epoch 469/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2574 - val_loss: 5.4142
Epoch 470/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2566 - val_loss: 5.3978
Epoch 471/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2558 - val_loss: 5.3805
Epoch 472/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2550 - val_loss: 5.3637
Epoch 473/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2542 - val_loss: 5.3466
Epoch 474/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2535 - val_loss: 5.3306
Epoch 475/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2527 - val_loss: 5.3135
Epoch 476/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2519 - val_loss: 5.2972
Epoch 477/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2511 - val_loss: 5.2801
Epoch 478/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2504 - val_loss: 5.2632
Epoch 479/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2495 - val_loss: 5.2459
Epoch 480/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2487 - val_loss: 5.2288
Epoch 481/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2480 - val_loss: 5.2122
Epoch 482/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2472 - val_loss: 5.1952
Epoch 483/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2464 - val_loss: 5.1784
Epoch 484/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2456 - val_loss: 5.1620
Epoch 485/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2449 - val_loss: 5.1452
Epoch 486/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2441 - val_loss: 5.1281
Epoch 487/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2434 - val_loss: 5.1113
Epoch 488/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2426 - val_loss: 5.0950
Epoch 489/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2419 - val_loss: 5.0791
Epoch 490/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2411 - val_loss: 5.0621
Epoch 491/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2404 - val_loss: 5.0454
Epoch 492/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2396 - val_loss: 5.0286
Epoch 493/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2389 - val_loss: 5.0118
Epoch 494/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2381 - val_loss: 4.9955
Epoch 495/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2374 - val_loss: 4.9795
Epoch 496/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2367 - val_loss: 4.9630
Epoch 497/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2360 - val_loss: 4.9465
Epoch 498/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2352 - val_loss: 4.9300
Epoch 499/500
6/6 [==============================] - 0s 4ms/step - loss: 0.2344 - val_loss: 4.9141
Epoch 500/500
6/6 [==============================] - 0s 3ms/step - loss: 0.2337 - val_loss: 4.8977

<keras.callbacks.History at 0x7f70988bbe50>

- 결과시각화

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

[<matplotlib.lines.Line2D at 0x7f708bd1e650>]

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

#%tensorboard --logdir logs --host 0.0.0.0 

• 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.

!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 9ms/step - loss: 7.9563 - val_loss: 17.0027
Epoch 2/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.9013 - val_loss: 16.9412
Epoch 3/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.8463 - val_loss: 16.8810
Epoch 4/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.7913 - val_loss: 16.8207
Epoch 5/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.7380 - val_loss: 16.7617
Epoch 6/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.6829 - val_loss: 16.7032
Epoch 7/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.6308 - val_loss: 16.6446
Epoch 8/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.5769 - val_loss: 16.5886
Epoch 9/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.5245 - val_loss: 16.5321
Epoch 10/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.4717 - val_loss: 16.4760
Epoch 11/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.4201 - val_loss: 16.4201
Epoch 12/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.3686 - val_loss: 16.3636
Epoch 13/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.3162 - val_loss: 16.3079
Epoch 14/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.2647 - val_loss: 16.2527
Epoch 15/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.2148 - val_loss: 16.1978
Epoch 16/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.1634 - val_loss: 16.1427
Epoch 17/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.1142 - val_loss: 16.0877
Epoch 18/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.0632 - val_loss: 16.0335
Epoch 19/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.0148 - val_loss: 15.9786
Epoch 20/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.9651 - val_loss: 15.9238
Epoch 21/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.9164 - val_loss: 15.8699
Epoch 22/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.8670 - val_loss: 15.8155
Epoch 23/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.8191 - val_loss: 15.7617
Epoch 24/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.7714 - val_loss: 15.7093
Epoch 25/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.7231 - val_loss: 15.6568
Epoch 26/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.6762 - val_loss: 15.6048
Epoch 27/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.6286 - val_loss: 15.5528
Epoch 28/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.5816 - val_loss: 15.5012
Epoch 29/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.5349 - val_loss: 15.4495
Epoch 30/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.4885 - val_loss: 15.3982
Epoch 31/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.4417 - val_loss: 15.3463
Epoch 32/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.3956 - val_loss: 15.2957
Epoch 33/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.3508 - val_loss: 15.2442
Epoch 34/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.3053 - val_loss: 15.1941
Epoch 35/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.2593 - val_loss: 15.1447
Epoch 36/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.2142 - val_loss: 15.0943
Epoch 37/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1706 - val_loss: 15.0446
Epoch 38/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1261 - val_loss: 14.9966
Epoch 39/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.0825 - val_loss: 14.9488
Epoch 40/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.0394 - val_loss: 14.9001
Epoch 41/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.9965 - val_loss: 14.8519
Epoch 42/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.9530 - val_loss: 14.8035
Epoch 43/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.9106 - val_loss: 14.7552
Epoch 44/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.8678 - val_loss: 14.7074
Epoch 45/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.8262 - val_loss: 14.6600
Epoch 46/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.7841 - val_loss: 14.6128
Epoch 47/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.7422 - val_loss: 14.5659
Epoch 48/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.7007 - val_loss: 14.5194
Epoch 49/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.6598 - val_loss: 14.4737
Epoch 50/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.6183 - val_loss: 14.4275
Epoch 51/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.5779 - val_loss: 14.3826
Epoch 52/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.5376 - val_loss: 14.3368
Epoch 53/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.4973 - val_loss: 14.2902
Epoch 54/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.4572 - val_loss: 14.2453
Epoch 55/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.4176 - val_loss: 14.2002
Epoch 56/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3785 - val_loss: 14.1551
Epoch 57/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3387 - val_loss: 14.1109
Epoch 58/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2996 - val_loss: 14.0679
Epoch 59/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2613 - val_loss: 14.0241
Epoch 60/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2221 - val_loss: 13.9811
Epoch 61/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1839 - val_loss: 13.9382
Epoch 62/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1467 - val_loss: 13.8949
Epoch 63/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1086 - val_loss: 13.8506
Epoch 64/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0710 - val_loss: 13.8065
Epoch 65/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0336 - val_loss: 13.7637
Epoch 66/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.9956 - val_loss: 13.7212
Epoch 67/2000
6/6 [==============================] - 0s 4ms/step - loss: 4.9589 - val_loss: 13.6790
Epoch 68/2000
6/6 [==============================] - 0s 2ms/step - loss: 4.9218 - val_loss: 13.6360
Epoch 69/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8858 - val_loss: 13.5936
Epoch 70/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8495 - val_loss: 13.5514
Epoch 71/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8133 - val_loss: 13.5099
Epoch 72/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7778 - val_loss: 13.4699
Epoch 73/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7419 - val_loss: 13.4284
Epoch 74/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7071 - val_loss: 13.3875
Epoch 75/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6717 - val_loss: 13.3462
Epoch 76/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6372 - val_loss: 13.3066
Epoch 77/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6033 - val_loss: 13.2665
Epoch 78/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5686 - val_loss: 13.2260
Epoch 79/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5349 - val_loss: 13.1872
Epoch 80/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5012 - val_loss: 13.1474
Epoch 81/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4672 - val_loss: 13.1093
Epoch 82/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4336 - val_loss: 13.0714
Epoch 83/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4009 - val_loss: 13.0337
Epoch 84/2000
6/6 [==============================] - 0s 4ms/step - loss: 4.3675 - val_loss: 12.9957
Epoch 85/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3348 - val_loss: 12.9574
Epoch 86/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3025 - val_loss: 12.9182
Epoch 87/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2700 - val_loss: 12.8800
Epoch 88/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2382 - val_loss: 12.8425
Epoch 89/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2063 - val_loss: 12.8047
Epoch 90/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1745 - val_loss: 12.7663
Epoch 91/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1428 - val_loss: 12.7295
Epoch 92/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1119 - val_loss: 12.6919
Epoch 93/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0804 - val_loss: 12.6557
Epoch 94/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0493 - val_loss: 12.6196
Epoch 95/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0188 - val_loss: 12.5834
Epoch 96/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9878 - val_loss: 12.5464
Epoch 97/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9580 - val_loss: 12.5099
Epoch 98/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9274 - val_loss: 12.4748
Epoch 99/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8977 - val_loss: 12.4391
Epoch 100/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.8678 - val_loss: 12.4017
Epoch 101/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8381 - val_loss: 12.3662
Epoch 102/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8084 - val_loss: 12.3317
Epoch 103/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7793 - val_loss: 12.2967
Epoch 104/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7504 - val_loss: 12.2616
Epoch 105/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7214 - val_loss: 12.2255
Epoch 106/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6928 - val_loss: 12.1913
Epoch 107/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6639 - val_loss: 12.1572
Epoch 108/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6359 - val_loss: 12.1229
Epoch 109/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6079 - val_loss: 12.0890
Epoch 110/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5798 - val_loss: 12.0553
Epoch 111/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5520 - val_loss: 12.0209
Epoch 112/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5245 - val_loss: 11.9872
Epoch 113/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4968 - val_loss: 11.9544
Epoch 114/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4703 - val_loss: 11.9212
Epoch 115/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4430 - val_loss: 11.8894
Epoch 116/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.4164 - val_loss: 11.8567
Epoch 117/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3899 - val_loss: 11.8250
Epoch 118/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3633 - val_loss: 11.7929
Epoch 119/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3368 - val_loss: 11.7604
Epoch 120/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3108 - val_loss: 11.7281
Epoch 121/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2852 - val_loss: 11.6949
Epoch 122/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2593 - val_loss: 11.6615
Epoch 123/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2339 - val_loss: 11.6295
Epoch 124/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2084 - val_loss: 11.5968
Epoch 125/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1835 - val_loss: 11.5650
Epoch 126/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1585 - val_loss: 11.5338
Epoch 127/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1335 - val_loss: 11.5018
Epoch 128/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1093 - val_loss: 11.4705
Epoch 129/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0847 - val_loss: 11.4392
Epoch 130/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0604 - val_loss: 11.4076
Epoch 131/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0360 - val_loss: 11.3776
Epoch 132/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0123 - val_loss: 11.3460
Epoch 133/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9884 - val_loss: 11.3158
Epoch 134/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9648 - val_loss: 11.2869
Epoch 135/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9414 - val_loss: 11.2564
Epoch 136/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9179 - val_loss: 11.2282
Epoch 137/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8950 - val_loss: 11.1989
Epoch 138/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8720 - val_loss: 11.1695
Epoch 139/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8492 - val_loss: 11.1400
Epoch 140/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8265 - val_loss: 11.1121
Epoch 141/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8047 - val_loss: 11.0833
Epoch 142/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7819 - val_loss: 11.0539
Epoch 143/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7598 - val_loss: 11.0244
Epoch 144/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7381 - val_loss: 10.9954
Epoch 145/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.7157 - val_loss: 10.9659
Epoch 146/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6944 - val_loss: 10.9374
Epoch 147/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6728 - val_loss: 10.9100
Epoch 148/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6517 - val_loss: 10.8820
Epoch 149/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6303 - val_loss: 10.8545
Epoch 150/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6098 - val_loss: 10.8258
Epoch 151/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5886 - val_loss: 10.7982
Epoch 152/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5681 - val_loss: 10.7702
Epoch 153/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5477 - val_loss: 10.7426
Epoch 154/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5268 - val_loss: 10.7159
Epoch 155/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5070 - val_loss: 10.6879
Epoch 156/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4865 - val_loss: 10.6615
Epoch 157/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4665 - val_loss: 10.6347
Epoch 158/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.4471 - val_loss: 10.6074
Epoch 159/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4269 - val_loss: 10.5801
Epoch 160/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4074 - val_loss: 10.5535
Epoch 161/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.3880 - val_loss: 10.5256
Epoch 162/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.3687 - val_loss: 10.4981
Epoch 163/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3497 - val_loss: 10.4711
Epoch 164/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3308 - val_loss: 10.4447
Epoch 165/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3117 - val_loss: 10.4198
Epoch 166/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2933 - val_loss: 10.3949
Epoch 167/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2749 - val_loss: 10.3696
Epoch 168/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2567 - val_loss: 10.3437
Epoch 169/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2385 - val_loss: 10.3177
Epoch 170/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2204 - val_loss: 10.2909
Epoch 171/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2022 - val_loss: 10.2653
Epoch 172/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1842 - val_loss: 10.2391
Epoch 173/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1669 - val_loss: 10.2139
Epoch 174/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1493 - val_loss: 10.1893
Epoch 175/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1320 - val_loss: 10.1643
Epoch 176/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1146 - val_loss: 10.1393
Epoch 177/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0978 - val_loss: 10.1148
Epoch 178/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0802 - val_loss: 10.0900
Epoch 179/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0637 - val_loss: 10.0662
Epoch 180/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.0470 - val_loss: 10.0430
Epoch 181/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.0304 - val_loss: 10.0192
Epoch 182/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0140 - val_loss: 9.9947
Epoch 183/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.9974 - val_loss: 9.9698
Epoch 184/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9812 - val_loss: 9.9468
Epoch 185/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.9653 - val_loss: 9.9227
Epoch 186/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9492 - val_loss: 9.8996
Epoch 187/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9333 - val_loss: 9.8767
Epoch 188/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9175 - val_loss: 9.8542
Epoch 189/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9018 - val_loss: 9.8322
Epoch 190/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8864 - val_loss: 9.8097
Epoch 191/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8710 - val_loss: 9.7886
Epoch 192/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.8560 - val_loss: 9.7661
Epoch 193/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8408 - val_loss: 9.7440
Epoch 194/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8261 - val_loss: 9.7216
Epoch 195/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8109 - val_loss: 9.6998
Epoch 196/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7963 - val_loss: 9.6770
Epoch 197/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.7817 - val_loss: 9.6547
Epoch 198/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7671 - val_loss: 9.6326
Epoch 199/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7529 - val_loss: 9.6101
Epoch 200/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7385 - val_loss: 9.5889
Epoch 201/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7247 - val_loss: 9.5673
Epoch 202/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.7103 - val_loss: 9.5462
Epoch 203/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6965 - val_loss: 9.5249
Epoch 204/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6832 - val_loss: 9.5034
Epoch 205/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6688 - val_loss: 9.4818
Epoch 206/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6554 - val_loss: 9.4604
Epoch 207/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6420 - val_loss: 9.4388
Epoch 208/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.6284 - val_loss: 9.4175
Epoch 209/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6153 - val_loss: 9.3953
Epoch 210/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6020 - val_loss: 9.3753
Epoch 211/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5890 - val_loss: 9.3550
Epoch 212/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5760 - val_loss: 9.3347
Epoch 213/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5630 - val_loss: 9.3146
Epoch 214/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5504 - val_loss: 9.2938
Epoch 215/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.5378 - val_loss: 9.2736
Epoch 216/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.5254 - val_loss: 9.2528
Epoch 217/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5129 - val_loss: 9.2324
Epoch 218/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5007 - val_loss: 9.2127
Epoch 219/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4883 - val_loss: 9.1932
Epoch 220/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4761 - val_loss: 9.1740
Epoch 221/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4642 - val_loss: 9.1550
Epoch 222/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4522 - val_loss: 9.1361
Epoch 223/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4407 - val_loss: 9.1162
Epoch 224/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4289 - val_loss: 9.0964
Epoch 225/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4172 - val_loss: 9.0773
Epoch 226/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4058 - val_loss: 9.0589
Epoch 227/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.3944 - val_loss: 9.0388
Epoch 228/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3833 - val_loss: 9.0196
Epoch 229/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3721 - val_loss: 9.0016
Epoch 230/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3607 - val_loss: 8.9826
Epoch 231/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3498 - val_loss: 8.9648
Epoch 232/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3390 - val_loss: 8.9451
Epoch 233/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3282 - val_loss: 8.9263
Epoch 234/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3173 - val_loss: 8.9072
Epoch 235/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3065 - val_loss: 8.8890
Epoch 236/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2960 - val_loss: 8.8710
Epoch 237/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2857 - val_loss: 8.8527
Epoch 238/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2753 - val_loss: 8.8343
Epoch 239/2000
6/6 [==============================] - 0s 2ms/step - loss: 1.2650 - val_loss: 8.8167
Epoch 240/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2549 - val_loss: 8.7986
Epoch 241/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2446 - val_loss: 8.7807
Epoch 242/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2348 - val_loss: 8.7634
Epoch 243/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2248 - val_loss: 8.7452
Epoch 244/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2149 - val_loss: 8.7272
Epoch 245/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2051 - val_loss: 8.7098
Epoch 246/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.1953 - val_loss: 8.6919
Epoch 247/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1859 - val_loss: 8.6734
Epoch 248/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1761 - val_loss: 8.6563
Epoch 249/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.1668 - val_loss: 8.6384
Epoch 250/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1575 - val_loss: 8.6211
Epoch 251/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1482 - val_loss: 8.6034
Epoch 252/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1391 - val_loss: 8.5858
Epoch 253/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.1299 - val_loss: 8.5696
Epoch 254/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1210 - val_loss: 8.5526
Epoch 255/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1121 - val_loss: 8.5356
Epoch 256/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1033 - val_loss: 8.5179
Epoch 257/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0945 - val_loss: 8.5020
Epoch 258/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0857 - val_loss: 8.4856
Epoch 259/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0772 - val_loss: 8.4692
Epoch 260/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0686 - val_loss: 8.4531
Epoch 261/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0601 - val_loss: 8.4360
Epoch 262/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0518 - val_loss: 8.4194
Epoch 263/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0433 - val_loss: 8.4037
Epoch 264/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0351 - val_loss: 8.3865
Epoch 265/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0271 - val_loss: 8.3690
Epoch 266/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0190 - val_loss: 8.3524
Epoch 267/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0108 - val_loss: 8.3361
Epoch 268/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0029 - val_loss: 8.3203
Epoch 269/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9951 - val_loss: 8.3041
Epoch 270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9873 - val_loss: 8.2878
Epoch 271/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9796 - val_loss: 8.2707
Epoch 272/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9719 - val_loss: 8.2545
Epoch 273/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9642 - val_loss: 8.2390
Epoch 274/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9568 - val_loss: 8.2218
Epoch 275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9494 - val_loss: 8.2058
Epoch 276/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9420 - val_loss: 8.1896
Epoch 277/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9347 - val_loss: 8.1732
Epoch 278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9275 - val_loss: 8.1561
Epoch 279/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9202 - val_loss: 8.1401
Epoch 280/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9131 - val_loss: 8.1239
Epoch 281/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9060 - val_loss: 8.1088
Epoch 282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8990 - val_loss: 8.0931
Epoch 283/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8922 - val_loss: 8.0769
Epoch 284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8853 - val_loss: 8.0603
Epoch 285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8784 - val_loss: 8.0448
Epoch 286/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8718 - val_loss: 8.0294
Epoch 287/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8652 - val_loss: 8.0138
Epoch 288/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8584 - val_loss: 7.9985
Epoch 289/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8520 - val_loss: 7.9826
Epoch 290/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8454 - val_loss: 7.9671
Epoch 291/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8390 - val_loss: 7.9519
Epoch 292/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8326 - val_loss: 7.9362
Epoch 293/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8263 - val_loss: 7.9212
Epoch 294/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8201 - val_loss: 7.9061
Epoch 295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8138 - val_loss: 7.8905
Epoch 296/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8079 - val_loss: 7.8750
Epoch 297/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8017 - val_loss: 7.8607
Epoch 298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7958 - val_loss: 7.8459
Epoch 299/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7899 - val_loss: 7.8306
Epoch 300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7840 - val_loss: 7.8159
Epoch 301/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7783 - val_loss: 7.8007
Epoch 302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7725 - val_loss: 7.7864
Epoch 303/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.7669 - val_loss: 7.7719
Epoch 304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7611 - val_loss: 7.7579
Epoch 305/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7556 - val_loss: 7.7428
Epoch 306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7500 - val_loss: 7.7285
Epoch 307/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7445 - val_loss: 7.7141
Epoch 308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7391 - val_loss: 7.6997
Epoch 309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7337 - val_loss: 7.6853
Epoch 310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7283 - val_loss: 7.6718
Epoch 311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7231 - val_loss: 7.6580
Epoch 312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7179 - val_loss: 7.6447
Epoch 313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7128 - val_loss: 7.6302
Epoch 314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7077 - val_loss: 7.6174
Epoch 315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7026 - val_loss: 7.6038
Epoch 316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6975 - val_loss: 7.5901
Epoch 317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6925 - val_loss: 7.5768
Epoch 318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6876 - val_loss: 7.5627
Epoch 319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6827 - val_loss: 7.5483
Epoch 320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6779 - val_loss: 7.5341
Epoch 321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6731 - val_loss: 7.5198
Epoch 322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6683 - val_loss: 7.5051
Epoch 323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6636 - val_loss: 7.4905
Epoch 324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6588 - val_loss: 7.4768
Epoch 325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6543 - val_loss: 7.4629
Epoch 326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6497 - val_loss: 7.4488
Epoch 327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6452 - val_loss: 7.4349
Epoch 328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6407 - val_loss: 7.4209
Epoch 329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6361 - val_loss: 7.4075
Epoch 330/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.6318 - val_loss: 7.3936
Epoch 331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6273 - val_loss: 7.3804
Epoch 332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6230 - val_loss: 7.3673
Epoch 333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6187 - val_loss: 7.3541
Epoch 334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6146 - val_loss: 7.3411
Epoch 335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6104 - val_loss: 7.3282
Epoch 336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6063 - val_loss: 7.3151
Epoch 337/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.6021 - val_loss: 7.3019
Epoch 338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5982 - val_loss: 7.2878
Epoch 339/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.5941 - val_loss: 7.2744
Epoch 340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5901 - val_loss: 7.2609
Epoch 341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5862 - val_loss: 7.2473
Epoch 342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5822 - val_loss: 7.2341
Epoch 343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5785 - val_loss: 7.2205
Epoch 344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5746 - val_loss: 7.2082
Epoch 345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5709 - val_loss: 7.1954
Epoch 346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5672 - val_loss: 7.1823
Epoch 347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5635 - val_loss: 7.1690
Epoch 348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5599 - val_loss: 7.1551
Epoch 349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5561 - val_loss: 7.1426
Epoch 350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5527 - val_loss: 7.1290
Epoch 351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5491 - val_loss: 7.1156
Epoch 352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5456 - val_loss: 7.1031
Epoch 353/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5421 - val_loss: 7.0905
Epoch 354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5387 - val_loss: 7.0773
Epoch 355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5352 - val_loss: 7.0639
Epoch 356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5319 - val_loss: 7.0513
Epoch 357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5285 - val_loss: 7.0387
Epoch 358/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5251 - val_loss: 7.0263
Epoch 359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5218 - val_loss: 7.0130
Epoch 360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5186 - val_loss: 7.0000
Epoch 361/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5154 - val_loss: 6.9864
Epoch 362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5121 - val_loss: 6.9732
Epoch 363/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5090 - val_loss: 6.9603
Epoch 364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5057 - val_loss: 6.9482
Epoch 365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5027 - val_loss: 6.9357
Epoch 366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4997 - val_loss: 6.9228
Epoch 367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4966 - val_loss: 6.9100
Epoch 368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4936 - val_loss: 6.8972
Epoch 369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4906 - val_loss: 6.8840
Epoch 370/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4876 - val_loss: 6.8711
Epoch 371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4847 - val_loss: 6.8580
Epoch 372/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4818 - val_loss: 6.8453
Epoch 373/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4790 - val_loss: 6.8319
Epoch 374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4760 - val_loss: 6.8195
Epoch 375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4732 - val_loss: 6.8068
Epoch 376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4704 - val_loss: 6.7937
Epoch 377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4676 - val_loss: 6.7809
Epoch 378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4649 - val_loss: 6.7677
Epoch 379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4622 - val_loss: 6.7545
Epoch 380/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4595 - val_loss: 6.7420
Epoch 381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4569 - val_loss: 6.7292
Epoch 382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4543 - val_loss: 6.7164
Epoch 383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4517 - val_loss: 6.7039
Epoch 384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4492 - val_loss: 6.6910
Epoch 385/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4467 - val_loss: 6.6781
Epoch 386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4441 - val_loss: 6.6659
Epoch 387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4416 - val_loss: 6.6535
Epoch 388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4392 - val_loss: 6.6404
Epoch 389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4367 - val_loss: 6.6274
Epoch 390/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4342 - val_loss: 6.6145
Epoch 391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4318 - val_loss: 6.6011
Epoch 392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4295 - val_loss: 6.5875
Epoch 393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4270 - val_loss: 6.5747
Epoch 394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4248 - val_loss: 6.5615
Epoch 395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4224 - val_loss: 6.5482
Epoch 396/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4202 - val_loss: 6.5350
Epoch 397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4178 - val_loss: 6.5221
Epoch 398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4156 - val_loss: 6.5091
Epoch 399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4134 - val_loss: 6.4958
Epoch 400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4112 - val_loss: 6.4832
Epoch 401/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4090 - val_loss: 6.4701
Epoch 402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4068 - val_loss: 6.4580
Epoch 403/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4047 - val_loss: 6.4458
Epoch 404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4026 - val_loss: 6.4328
Epoch 405/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4005 - val_loss: 6.4201
Epoch 406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3984 - val_loss: 6.4078
Epoch 407/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3964 - val_loss: 6.3951
Epoch 408/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3943 - val_loss: 6.3820
Epoch 409/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3923 - val_loss: 6.3687
Epoch 410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3904 - val_loss: 6.3556
Epoch 411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3884 - val_loss: 6.3432
Epoch 412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3864 - val_loss: 6.3316
Epoch 413/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3845 - val_loss: 6.3191
Epoch 414/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3826 - val_loss: 6.3064
Epoch 415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3807 - val_loss: 6.2937
Epoch 416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3788 - val_loss: 6.2801
Epoch 417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3770 - val_loss: 6.2673
Epoch 418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3751 - val_loss: 6.2552
Epoch 419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3734 - val_loss: 6.2428
Epoch 420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3716 - val_loss: 6.2297
Epoch 421/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3697 - val_loss: 6.2176
Epoch 422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3680 - val_loss: 6.2058
Epoch 423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3662 - val_loss: 6.1930
Epoch 424/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3645 - val_loss: 6.1798
Epoch 425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3628 - val_loss: 6.1656
Epoch 426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3611 - val_loss: 6.1524
Epoch 427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3593 - val_loss: 6.1409
Epoch 428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3577 - val_loss: 6.1283
Epoch 429/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3560 - val_loss: 6.1157
Epoch 430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3543 - val_loss: 6.1029
Epoch 431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3527 - val_loss: 6.0910
Epoch 432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3511 - val_loss: 6.0784
Epoch 433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3495 - val_loss: 6.0659
Epoch 434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3479 - val_loss: 6.0532
Epoch 435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3463 - val_loss: 6.0409
Epoch 436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3449 - val_loss: 6.0271
Epoch 437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3433 - val_loss: 6.0139
Epoch 438/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3417 - val_loss: 6.0021
Epoch 439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3403 - val_loss: 5.9891
Epoch 440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3387 - val_loss: 5.9761
Epoch 441/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3373 - val_loss: 5.9631
Epoch 442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3358 - val_loss: 5.9510
Epoch 443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3343 - val_loss: 5.9384
Epoch 444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3329 - val_loss: 5.9251
Epoch 445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3315 - val_loss: 5.9124
Epoch 446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3300 - val_loss: 5.9006
Epoch 447/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3286 - val_loss: 5.8884
Epoch 448/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3273 - val_loss: 5.8753
Epoch 449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3259 - val_loss: 5.8638
Epoch 450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3246 - val_loss: 5.8502
Epoch 451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3232 - val_loss: 5.8370
Epoch 452/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3219 - val_loss: 5.8248
Epoch 453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3205 - val_loss: 5.8125
Epoch 454/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.3192 - val_loss: 5.8001
Epoch 455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3179 - val_loss: 5.7872
Epoch 456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3166 - val_loss: 5.7746
Epoch 457/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3153 - val_loss: 5.7613
Epoch 458/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3141 - val_loss: 5.7485
Epoch 459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3128 - val_loss: 5.7363
Epoch 460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3115 - val_loss: 5.7242
Epoch 461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3102 - val_loss: 5.7113
Epoch 462/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3091 - val_loss: 5.6971
Epoch 463/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3078 - val_loss: 5.6843
Epoch 464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3066 - val_loss: 5.6719
Epoch 465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3054 - val_loss: 5.6590
Epoch 466/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3042 - val_loss: 5.6457
Epoch 467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3030 - val_loss: 5.6332
Epoch 468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3018 - val_loss: 5.6205
Epoch 469/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3007 - val_loss: 5.6081
Epoch 470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2995 - val_loss: 5.5948
Epoch 471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2984 - val_loss: 5.5822
Epoch 472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2973 - val_loss: 5.5698
Epoch 473/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2962 - val_loss: 5.5573
Epoch 474/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2950 - val_loss: 5.5454
Epoch 475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2939 - val_loss: 5.5330
Epoch 476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2929 - val_loss: 5.5206
Epoch 477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2918 - val_loss: 5.5077
Epoch 478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2907 - val_loss: 5.4955
Epoch 479/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2897 - val_loss: 5.4826
Epoch 480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2886 - val_loss: 5.4703
Epoch 481/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2875 - val_loss: 5.4572
Epoch 482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2865 - val_loss: 5.4437
Epoch 483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2854 - val_loss: 5.4312
Epoch 484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2844 - val_loss: 5.4180
Epoch 485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2833 - val_loss: 5.4055
Epoch 486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2823 - val_loss: 5.3928
Epoch 487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2812 - val_loss: 5.3801
Epoch 488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2803 - val_loss: 5.3680
Epoch 489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2793 - val_loss: 5.3553
Epoch 490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2784 - val_loss: 5.3432
Epoch 491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2774 - val_loss: 5.3311
Epoch 492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2764 - val_loss: 5.3187
Epoch 493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2755 - val_loss: 5.3060
Epoch 494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2745 - val_loss: 5.2937
Epoch 495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2735 - val_loss: 5.2808
Epoch 496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2726 - val_loss: 5.2676
Epoch 497/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2717 - val_loss: 5.2543
Epoch 498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2707 - val_loss: 5.2419
Epoch 499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2697 - val_loss: 5.2294
Epoch 500/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2688 - val_loss: 5.2162
Epoch 501/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2679 - val_loss: 5.2035
Epoch 502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2670 - val_loss: 5.1906
Epoch 503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2661 - val_loss: 5.1787
Epoch 504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2653 - val_loss: 5.1656
Epoch 505/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2643 - val_loss: 5.1536
Epoch 506/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2635 - val_loss: 5.1414
Epoch 507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2626 - val_loss: 5.1286
Epoch 508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2618 - val_loss: 5.1159
Epoch 509/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2609 - val_loss: 5.1031
Epoch 510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2600 - val_loss: 5.0902
Epoch 511/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2592 - val_loss: 5.0771
Epoch 512/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2583 - val_loss: 5.0634
Epoch 513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2574 - val_loss: 5.0508
Epoch 514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2566 - val_loss: 5.0378
Epoch 515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2558 - val_loss: 5.0251
Epoch 516/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2549 - val_loss: 5.0124
Epoch 517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2541 - val_loss: 5.0009
Epoch 518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2533 - val_loss: 4.9884
Epoch 519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2524 - val_loss: 4.9745
Epoch 520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2516 - val_loss: 4.9611
Epoch 521/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2508 - val_loss: 4.9477
Epoch 522/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2500 - val_loss: 4.9343
Epoch 523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2492 - val_loss: 4.9215
Epoch 524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2483 - val_loss: 4.9094
Epoch 525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2476 - val_loss: 4.8964
Epoch 526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2468 - val_loss: 4.8839
Epoch 527/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2460 - val_loss: 4.8708
Epoch 528/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2452 - val_loss: 4.8576
Epoch 529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2444 - val_loss: 4.8448
Epoch 530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2437 - val_loss: 4.8320
Epoch 531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2429 - val_loss: 4.8194
Epoch 532/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2421 - val_loss: 4.8058
Epoch 533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2413 - val_loss: 4.7929
Epoch 534/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2406 - val_loss: 4.7801
Epoch 535/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2398 - val_loss: 4.7671
Epoch 536/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2390 - val_loss: 4.7535
Epoch 537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2382 - val_loss: 4.7403
Epoch 538/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2375 - val_loss: 4.7273
Epoch 539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2367 - val_loss: 4.7137
Epoch 540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2360 - val_loss: 4.7006
Epoch 541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2352 - val_loss: 4.6876
Epoch 542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2345 - val_loss: 4.6743
Epoch 543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2337 - val_loss: 4.6610
Epoch 544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2330 - val_loss: 4.6474
Epoch 545/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2323 - val_loss: 4.6331
Epoch 546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2316 - val_loss: 4.6199
Epoch 547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2308 - val_loss: 4.6071
Epoch 548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2301 - val_loss: 4.5937
Epoch 549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2294 - val_loss: 4.5801
Epoch 550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2287 - val_loss: 4.5669
Epoch 551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2280 - val_loss: 4.5541
Epoch 552/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2273 - val_loss: 4.5418
Epoch 553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2266 - val_loss: 4.5291
Epoch 554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2259 - val_loss: 4.5153
Epoch 555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2252 - val_loss: 4.5024
Epoch 556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2245 - val_loss: 4.4886
Epoch 557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2238 - val_loss: 4.4760
Epoch 558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2231 - val_loss: 4.4632
Epoch 559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2225 - val_loss: 4.4498
Epoch 560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2218 - val_loss: 4.4371
Epoch 561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2211 - val_loss: 4.4243
Epoch 562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2205 - val_loss: 4.4102
Epoch 563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2198 - val_loss: 4.3965
Epoch 564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2191 - val_loss: 4.3836
Epoch 565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2184 - val_loss: 4.3712
Epoch 566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2178 - val_loss: 4.3576
Epoch 567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2171 - val_loss: 4.3441
Epoch 568/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2164 - val_loss: 4.3317
Epoch 569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2158 - val_loss: 4.3184
Epoch 570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2151 - val_loss: 4.3051
Epoch 571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2145 - val_loss: 4.2917
Epoch 572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2138 - val_loss: 4.2786
Epoch 573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2132 - val_loss: 4.2653
Epoch 574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2125 - val_loss: 4.2523
Epoch 575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2119 - val_loss: 4.2398
Epoch 576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2112 - val_loss: 4.2273
Epoch 577/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2107 - val_loss: 4.2141
Epoch 578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2100 - val_loss: 4.2012
Epoch 579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2094 - val_loss: 4.1880
Epoch 580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2087 - val_loss: 4.1755
Epoch 581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2081 - val_loss: 4.1625
Epoch 582/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2075 - val_loss: 4.1492
Epoch 583/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2068 - val_loss: 4.1359
Epoch 584/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2062 - val_loss: 4.1222
Epoch 585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2055 - val_loss: 4.1091
Epoch 586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2050 - val_loss: 4.0958
Epoch 587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2043 - val_loss: 4.0840
Epoch 588/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2037 - val_loss: 4.0713
Epoch 589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2031 - val_loss: 4.0589
Epoch 590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2025 - val_loss: 4.0462
Epoch 591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2018 - val_loss: 4.0341
Epoch 592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2013 - val_loss: 4.0212
Epoch 593/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2007 - val_loss: 4.0088
Epoch 594/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2001 - val_loss: 3.9966
Epoch 595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1995 - val_loss: 3.9836
Epoch 596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1989 - val_loss: 3.9706
Epoch 597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1982 - val_loss: 3.9582
Epoch 598/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1977 - val_loss: 3.9448
Epoch 599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1971 - val_loss: 3.9314
Epoch 600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1964 - val_loss: 3.9187
Epoch 601/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1959 - val_loss: 3.9060
Epoch 602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1953 - val_loss: 3.8930
Epoch 603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1947 - val_loss: 3.8804
Epoch 604/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1941 - val_loss: 3.8667
Epoch 605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1935 - val_loss: 3.8544
Epoch 606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1929 - val_loss: 3.8421
Epoch 607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1924 - val_loss: 3.8289
Epoch 608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1917 - val_loss: 3.8162
Epoch 609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1912 - val_loss: 3.8026
Epoch 610/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1906 - val_loss: 3.7897
Epoch 611/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1900 - val_loss: 3.7766
Epoch 612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1894 - val_loss: 3.7639
Epoch 613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1888 - val_loss: 3.7507
Epoch 614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1882 - val_loss: 3.7374
Epoch 615/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1877 - val_loss: 3.7244
Epoch 616/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1871 - val_loss: 3.7116
Epoch 617/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1865 - val_loss: 3.6990
Epoch 618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1859 - val_loss: 3.6861
Epoch 619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1854 - val_loss: 3.6728
Epoch 620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1847 - val_loss: 3.6605
Epoch 621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1842 - val_loss: 3.6471
Epoch 622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1836 - val_loss: 3.6345
Epoch 623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1830 - val_loss: 3.6220
Epoch 624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1825 - val_loss: 3.6088
Epoch 625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1819 - val_loss: 3.5953
Epoch 626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1813 - val_loss: 3.5819
Epoch 627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1807 - val_loss: 3.5693
Epoch 628/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1802 - val_loss: 3.5565
Epoch 629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1796 - val_loss: 3.5439
Epoch 630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1791 - val_loss: 3.5319
Epoch 631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1785 - val_loss: 3.5202
Epoch 632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1780 - val_loss: 3.5072
Epoch 633/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1774 - val_loss: 3.4947
Epoch 634/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1768 - val_loss: 3.4815
Epoch 635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1763 - val_loss: 3.4685
Epoch 636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1757 - val_loss: 3.4563
Epoch 637/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1751 - val_loss: 3.4440
Epoch 638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1746 - val_loss: 3.4307
Epoch 639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1741 - val_loss: 3.4180
Epoch 640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1735 - val_loss: 3.4056
Epoch 641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1729 - val_loss: 3.3936
Epoch 642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1724 - val_loss: 3.3813
Epoch 643/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1719 - val_loss: 3.3682
Epoch 644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1713 - val_loss: 3.3556
Epoch 645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1708 - val_loss: 3.3429
Epoch 646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1702 - val_loss: 3.3306
Epoch 647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1697 - val_loss: 3.3180
Epoch 648/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1691 - val_loss: 3.3060
Epoch 649/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1686 - val_loss: 3.2933
Epoch 650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1681 - val_loss: 3.2807
Epoch 651/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1675 - val_loss: 3.2675
Epoch 652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1670 - val_loss: 3.2545
Epoch 653/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1664 - val_loss: 3.2423
Epoch 654/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1658 - val_loss: 3.2296
Epoch 655/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1653 - val_loss: 3.2170
Epoch 656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1648 - val_loss: 3.2043
Epoch 657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1642 - val_loss: 3.1921
Epoch 658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1637 - val_loss: 3.1786
Epoch 659/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1631 - val_loss: 3.1659
Epoch 660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1626 - val_loss: 3.1534
Epoch 661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1621 - val_loss: 3.1400
Epoch 662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1615 - val_loss: 3.1277
Epoch 663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1610 - val_loss: 3.1148
Epoch 664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1604 - val_loss: 3.1015
Epoch 665/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1599 - val_loss: 3.0887
Epoch 666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1593 - val_loss: 3.0764
Epoch 667/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1588 - val_loss: 3.0640
Epoch 668/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1583 - val_loss: 3.0516
Epoch 669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1578 - val_loss: 3.0398
Epoch 670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1572 - val_loss: 3.0274
Epoch 671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1567 - val_loss: 3.0159
Epoch 672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1562 - val_loss: 3.0039
Epoch 673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1557 - val_loss: 2.9921
Epoch 674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1551 - val_loss: 2.9799
Epoch 675/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1546 - val_loss: 2.9669
Epoch 676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1540 - val_loss: 2.9550
Epoch 677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1535 - val_loss: 2.9428
Epoch 678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1530 - val_loss: 2.9305
Epoch 679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1525 - val_loss: 2.9178
Epoch 680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1519 - val_loss: 2.9059
Epoch 681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1514 - val_loss: 2.8935
Epoch 682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1509 - val_loss: 2.8816
Epoch 683/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1504 - val_loss: 2.8687
Epoch 684/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1499 - val_loss: 2.8565
Epoch 685/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1494 - val_loss: 2.8445
Epoch 686/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1489 - val_loss: 2.8318
Epoch 687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1484 - val_loss: 2.8200
Epoch 688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1479 - val_loss: 2.8081
Epoch 689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1474 - val_loss: 2.7957
Epoch 690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1468 - val_loss: 2.7837
Epoch 691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1463 - val_loss: 2.7715
Epoch 692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1458 - val_loss: 2.7596
Epoch 693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1453 - val_loss: 2.7476
Epoch 694/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1448 - val_loss: 2.7354
Epoch 695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1443 - val_loss: 2.7233
Epoch 696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1438 - val_loss: 2.7113
Epoch 697/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1433 - val_loss: 2.6996
Epoch 698/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1428 - val_loss: 2.6874
Epoch 699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1423 - val_loss: 2.6760
Epoch 700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1418 - val_loss: 2.6651
Epoch 701/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1413 - val_loss: 2.6537
Epoch 702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1408 - val_loss: 2.6435
Epoch 703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1403 - val_loss: 2.6322
Epoch 704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1398 - val_loss: 2.6204
Epoch 705/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1394 - val_loss: 2.6084
Epoch 706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1389 - val_loss: 2.5964
Epoch 707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1384 - val_loss: 2.5844
Epoch 708/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1378 - val_loss: 2.5730
Epoch 709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1374 - val_loss: 2.5604
Epoch 710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1369 - val_loss: 2.5488
Epoch 711/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1364 - val_loss: 2.5374
Epoch 712/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1359 - val_loss: 2.5266
Epoch 713/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1354 - val_loss: 2.5150
Epoch 714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1350 - val_loss: 2.5034
Epoch 715/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1345 - val_loss: 2.4924
Epoch 716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1340 - val_loss: 2.4817
Epoch 717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1335 - val_loss: 2.4699
Epoch 718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1331 - val_loss: 2.4581
Epoch 719/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1326 - val_loss: 2.4463
Epoch 720/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1321 - val_loss: 2.4342
Epoch 721/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1316 - val_loss: 2.4222
Epoch 722/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1311 - val_loss: 2.4105
Epoch 723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1306 - val_loss: 2.3996
Epoch 724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1302 - val_loss: 2.3888
Epoch 725/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1297 - val_loss: 2.3774
Epoch 726/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1292 - val_loss: 2.3659
Epoch 727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1287 - val_loss: 2.3542
Epoch 728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1283 - val_loss: 2.3425
Epoch 729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1278 - val_loss: 2.3306
Epoch 730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1273 - val_loss: 2.3193
Epoch 731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1269 - val_loss: 2.3079
Epoch 732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1264 - val_loss: 2.2972
Epoch 733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1260 - val_loss: 2.2863
Epoch 734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1255 - val_loss: 2.2755
Epoch 735/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1250 - val_loss: 2.2650
Epoch 736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1246 - val_loss: 2.2541
Epoch 737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1241 - val_loss: 2.2434
Epoch 738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1236 - val_loss: 2.2326
Epoch 739/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1232 - val_loss: 2.2211
Epoch 740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1227 - val_loss: 2.2096
Epoch 741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1223 - val_loss: 2.1982
Epoch 742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1218 - val_loss: 2.1873
Epoch 743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1213 - val_loss: 2.1772
Epoch 744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1209 - val_loss: 2.1657
Epoch 745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1204 - val_loss: 2.1546
Epoch 746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1200 - val_loss: 2.1438
Epoch 747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1195 - val_loss: 2.1334
Epoch 748/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1191 - val_loss: 2.1226
Epoch 749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1186 - val_loss: 2.1122
Epoch 750/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1181 - val_loss: 2.1021
Epoch 751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1177 - val_loss: 2.0914
Epoch 752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1173 - val_loss: 2.0800
Epoch 753/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1168 - val_loss: 2.0693
Epoch 754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1164 - val_loss: 2.0587
Epoch 755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1159 - val_loss: 2.0479
Epoch 756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1154 - val_loss: 2.0373
Epoch 757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1150 - val_loss: 2.0264
Epoch 758/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1146 - val_loss: 2.0153
Epoch 759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1141 - val_loss: 2.0050
Epoch 760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1137 - val_loss: 1.9949
Epoch 761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1133 - val_loss: 1.9837
Epoch 762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1128 - val_loss: 1.9731
Epoch 763/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1124 - val_loss: 1.9618
Epoch 764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1119 - val_loss: 1.9511
Epoch 765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1115 - val_loss: 1.9405
Epoch 766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1111 - val_loss: 1.9295
Epoch 767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1106 - val_loss: 1.9198
Epoch 768/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.1102 - val_loss: 1.9094
Epoch 769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1098 - val_loss: 1.8989
Epoch 770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1094 - val_loss: 1.8886
Epoch 771/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1089 - val_loss: 1.8785
Epoch 772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1085 - val_loss: 1.8684
Epoch 773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1081 - val_loss: 1.8580
Epoch 774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1077 - val_loss: 1.8486
Epoch 775/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.1073 - val_loss: 1.8389
Epoch 776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1069 - val_loss: 1.8292
Epoch 777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1065 - val_loss: 1.8192
Epoch 778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1061 - val_loss: 1.8095
Epoch 779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1057 - val_loss: 1.7997
Epoch 780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1052 - val_loss: 1.7901
Epoch 781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1049 - val_loss: 1.7800
Epoch 782/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1044 - val_loss: 1.7697
Epoch 783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1040 - val_loss: 1.7598
Epoch 784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1036 - val_loss: 1.7504
Epoch 785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1032 - val_loss: 1.7409
Epoch 786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1028 - val_loss: 1.7314
Epoch 787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1024 - val_loss: 1.7218
Epoch 788/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1020 - val_loss: 1.7124
Epoch 789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1016 - val_loss: 1.7032
Epoch 790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1013 - val_loss: 1.6925
Epoch 791/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1009 - val_loss: 1.6821
Epoch 792/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1005 - val_loss: 1.6722
Epoch 793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1001 - val_loss: 1.6626
Epoch 794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0997 - val_loss: 1.6531
Epoch 795/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0993 - val_loss: 1.6433
Epoch 796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0989 - val_loss: 1.6334
Epoch 797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0985 - val_loss: 1.6241
Epoch 798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0981 - val_loss: 1.6152
Epoch 799/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0978 - val_loss: 1.6056
Epoch 800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0974 - val_loss: 1.5965
Epoch 801/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0970 - val_loss: 1.5872
Epoch 802/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0967 - val_loss: 1.5778
Epoch 803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0962 - val_loss: 1.5689
Epoch 804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0959 - val_loss: 1.5599
Epoch 805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0955 - val_loss: 1.5510
Epoch 806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0951 - val_loss: 1.5423
Epoch 807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0947 - val_loss: 1.5337
Epoch 808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0944 - val_loss: 1.5249
Epoch 809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0940 - val_loss: 1.5160
Epoch 810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0936 - val_loss: 1.5071
Epoch 811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0933 - val_loss: 1.4979
Epoch 812/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0929 - val_loss: 1.4890
Epoch 813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0925 - val_loss: 1.4799
Epoch 814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0921 - val_loss: 1.4709
Epoch 815/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0918 - val_loss: 1.4622
Epoch 816/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0914 - val_loss: 1.4533
Epoch 817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0910 - val_loss: 1.4441
Epoch 818/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0907 - val_loss: 1.4352
Epoch 819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0903 - val_loss: 1.4268
Epoch 820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0899 - val_loss: 1.4182
Epoch 821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0896 - val_loss: 1.4094
Epoch 822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0893 - val_loss: 1.4007
Epoch 823/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0889 - val_loss: 1.3927
Epoch 824/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0885 - val_loss: 1.3842
Epoch 825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0882 - val_loss: 1.3756
Epoch 826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0879 - val_loss: 1.3669
Epoch 827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0875 - val_loss: 1.3588
Epoch 828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0871 - val_loss: 1.3501
Epoch 829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0868 - val_loss: 1.3413
Epoch 830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0864 - val_loss: 1.3330
Epoch 831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0861 - val_loss: 1.3249
Epoch 832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0858 - val_loss: 1.3168
Epoch 833/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0854 - val_loss: 1.3080
Epoch 834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0851 - val_loss: 1.2990
Epoch 835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0847 - val_loss: 1.2905
Epoch 836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0844 - val_loss: 1.2821
Epoch 837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0840 - val_loss: 1.2737
Epoch 838/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0837 - val_loss: 1.2656
Epoch 839/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0834 - val_loss: 1.2577
Epoch 840/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0831 - val_loss: 1.2491
Epoch 841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0827 - val_loss: 1.2417
Epoch 842/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0824 - val_loss: 1.2343
Epoch 843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0820 - val_loss: 1.2269
Epoch 844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0817 - val_loss: 1.2187
Epoch 845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0814 - val_loss: 1.2108
Epoch 846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0811 - val_loss: 1.2027
Epoch 847/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0807 - val_loss: 1.1946
Epoch 848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0804 - val_loss: 1.1866
Epoch 849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0801 - val_loss: 1.1785
Epoch 850/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0797 - val_loss: 1.1710
Epoch 851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0794 - val_loss: 1.1633
Epoch 852/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0791 - val_loss: 1.1551
Epoch 853/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0788 - val_loss: 1.1476
Epoch 854/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0785 - val_loss: 1.1401
Epoch 855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0782 - val_loss: 1.1325
Epoch 856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0779 - val_loss: 1.1250
Epoch 857/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0776 - val_loss: 1.1173
Epoch 858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0773 - val_loss: 1.1094
Epoch 859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0769 - val_loss: 1.1020
Epoch 860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0767 - val_loss: 1.0947
Epoch 861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0763 - val_loss: 1.0881
Epoch 862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0760 - val_loss: 1.0809
Epoch 863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0757 - val_loss: 1.0733
Epoch 864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0754 - val_loss: 1.0658
Epoch 865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0751 - val_loss: 1.0587
Epoch 866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0748 - val_loss: 1.0514
Epoch 867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0745 - val_loss: 1.0443
Epoch 868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0742 - val_loss: 1.0366
Epoch 869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0740 - val_loss: 1.0293
Epoch 870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0736 - val_loss: 1.0222
Epoch 871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0733 - val_loss: 1.0156
Epoch 872/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0731 - val_loss: 1.0084
Epoch 873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0728 - val_loss: 1.0014
Epoch 874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0725 - val_loss: 0.9942
Epoch 875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0722 - val_loss: 0.9875
Epoch 876/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0719 - val_loss: 0.9811
Epoch 877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0716 - val_loss: 0.9742
Epoch 878/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0714 - val_loss: 0.9676
Epoch 879/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0711 - val_loss: 0.9613
Epoch 880/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0708 - val_loss: 0.9546
Epoch 881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0705 - val_loss: 0.9475
Epoch 882/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0702 - val_loss: 0.9403
Epoch 883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0700 - val_loss: 0.9331
Epoch 884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0697 - val_loss: 0.9261
Epoch 885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0694 - val_loss: 0.9197
Epoch 886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0691 - val_loss: 0.9135
Epoch 887/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0689 - val_loss: 0.9066
Epoch 888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0686 - val_loss: 0.8993
Epoch 889/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0683 - val_loss: 0.8924
Epoch 890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0681 - val_loss: 0.8855
Epoch 891/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0678 - val_loss: 0.8796
Epoch 892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0675 - val_loss: 0.8733
Epoch 893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0673 - val_loss: 0.8668
Epoch 894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0670 - val_loss: 0.8608
Epoch 895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0668 - val_loss: 0.8547
Epoch 896/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0665 - val_loss: 0.8485
Epoch 897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0663 - val_loss: 0.8425
Epoch 898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0660 - val_loss: 0.8362
Epoch 899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0658 - val_loss: 0.8303
Epoch 900/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0655 - val_loss: 0.8244
Epoch 901/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0653 - val_loss: 0.8186
Epoch 902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0651 - val_loss: 0.8127
Epoch 903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0648 - val_loss: 0.8066
Epoch 904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0646 - val_loss: 0.8011
Epoch 905/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0643 - val_loss: 0.7951
Epoch 906/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0641 - val_loss: 0.7896
Epoch 907/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0639 - val_loss: 0.7837
Epoch 908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0636 - val_loss: 0.7782
Epoch 909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0634 - val_loss: 0.7722
Epoch 910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0632 - val_loss: 0.7668
Epoch 911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0629 - val_loss: 0.7612
Epoch 912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0627 - val_loss: 0.7556
Epoch 913/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0625 - val_loss: 0.7500
Epoch 914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0623 - val_loss: 0.7444
Epoch 915/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0620 - val_loss: 0.7387
Epoch 916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0618 - val_loss: 0.7329
Epoch 917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0616 - val_loss: 0.7272
Epoch 918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0614 - val_loss: 0.7216
Epoch 919/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0611 - val_loss: 0.7163
Epoch 920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0609 - val_loss: 0.7108
Epoch 921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0607 - val_loss: 0.7053
Epoch 922/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0605 - val_loss: 0.6999
Epoch 923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0603 - val_loss: 0.6943
Epoch 924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0600 - val_loss: 0.6890
Epoch 925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0598 - val_loss: 0.6838
Epoch 926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0596 - val_loss: 0.6785
Epoch 927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0594 - val_loss: 0.6733
Epoch 928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0592 - val_loss: 0.6678
Epoch 929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0590 - val_loss: 0.6624
Epoch 930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0587 - val_loss: 0.6573
Epoch 931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0585 - val_loss: 0.6522
Epoch 932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0583 - val_loss: 0.6472
Epoch 933/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0581 - val_loss: 0.6422
Epoch 934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0579 - val_loss: 0.6372
Epoch 935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0577 - val_loss: 0.6322
Epoch 936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0575 - val_loss: 0.6270
Epoch 937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0573 - val_loss: 0.6220
Epoch 938/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0571 - val_loss: 0.6170
Epoch 939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0569 - val_loss: 0.6121
Epoch 940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0567 - val_loss: 0.6070
Epoch 941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0565 - val_loss: 0.6022
Epoch 942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0563 - val_loss: 0.5973
Epoch 943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0561 - val_loss: 0.5923
Epoch 944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0559 - val_loss: 0.5877
Epoch 945/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0557 - val_loss: 0.5830
Epoch 946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0555 - val_loss: 0.5779
Epoch 947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0553 - val_loss: 0.5730
Epoch 948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0551 - val_loss: 0.5684
Epoch 949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0549 - val_loss: 0.5634
Epoch 950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0547 - val_loss: 0.5588
Epoch 951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0545 - val_loss: 0.5542
Epoch 952/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0544 - val_loss: 0.5495
Epoch 953/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0542 - val_loss: 0.5449
Epoch 954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0540 - val_loss: 0.5401
Epoch 955/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0538 - val_loss: 0.5357
Epoch 956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0536 - val_loss: 0.5312
Epoch 957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0534 - val_loss: 0.5266
Epoch 958/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0533 - val_loss: 0.5221
Epoch 959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0531 - val_loss: 0.5178
Epoch 960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0529 - val_loss: 0.5137
Epoch 961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0527 - val_loss: 0.5098
Epoch 962/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0526 - val_loss: 0.5058
Epoch 963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0524 - val_loss: 0.5017
Epoch 964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0522 - val_loss: 0.4976
Epoch 965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0521 - val_loss: 0.4935
Epoch 966/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0519 - val_loss: 0.4896
Epoch 967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0517 - val_loss: 0.4859
Epoch 968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0516 - val_loss: 0.4814
Epoch 969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0514 - val_loss: 0.4773
Epoch 970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0512 - val_loss: 0.4733
Epoch 971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0511 - val_loss: 0.4691
Epoch 972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0509 - val_loss: 0.4649
Epoch 973/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0508 - val_loss: 0.4611
Epoch 974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0506 - val_loss: 0.4570
Epoch 975/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0505 - val_loss: 0.4527
Epoch 976/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0503 - val_loss: 0.4487
Epoch 977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0501 - val_loss: 0.4446
Epoch 978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0500 - val_loss: 0.4406
Epoch 979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0498 - val_loss: 0.4368
Epoch 980/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0497 - val_loss: 0.4333
Epoch 981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0495 - val_loss: 0.4294
Epoch 982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0494 - val_loss: 0.4259
Epoch 983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0492 - val_loss: 0.4224
Epoch 984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0491 - val_loss: 0.4187
Epoch 985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0489 - val_loss: 0.4149
Epoch 986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0488 - val_loss: 0.4111
Epoch 987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0486 - val_loss: 0.4071
Epoch 988/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0485 - val_loss: 0.4037
Epoch 989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0483 - val_loss: 0.4002
Epoch 990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0482 - val_loss: 0.3968
Epoch 991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0480 - val_loss: 0.3931
Epoch 992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0479 - val_loss: 0.3897
Epoch 993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0478 - val_loss: 0.3861
Epoch 994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0476 - val_loss: 0.3829
Epoch 995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0475 - val_loss: 0.3797
Epoch 996/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0474 - val_loss: 0.3764
Epoch 997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0472 - val_loss: 0.3733
Epoch 998/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0471 - val_loss: 0.3703
Epoch 999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0470 - val_loss: 0.3669
Epoch 1000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0468 - val_loss: 0.3635
Epoch 1001/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0467 - val_loss: 0.3602
Epoch 1002/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0466 - val_loss: 0.3569
Epoch 1003/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0464 - val_loss: 0.3540
Epoch 1004/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0463 - val_loss: 0.3506
Epoch 1005/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0462 - val_loss: 0.3476
Epoch 1006/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0460 - val_loss: 0.3444
Epoch 1007/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0459 - val_loss: 0.3409
Epoch 1008/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0458 - val_loss: 0.3378
Epoch 1009/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0457 - val_loss: 0.3347
Epoch 1010/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0456 - val_loss: 0.3315
Epoch 1011/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0454 - val_loss: 0.3286
Epoch 1012/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0453 - val_loss: 0.3256
Epoch 1013/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0452 - val_loss: 0.3225
Epoch 1014/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0451 - val_loss: 0.3197
Epoch 1015/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0449 - val_loss: 0.3168
Epoch 1016/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0448 - val_loss: 0.3138
Epoch 1017/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0447 - val_loss: 0.3111
Epoch 1018/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0446 - val_loss: 0.3082
Epoch 1019/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0445 - val_loss: 0.3054
Epoch 1020/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0444 - val_loss: 0.3027
Epoch 1021/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0442 - val_loss: 0.2998
Epoch 1022/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0441 - val_loss: 0.2970
Epoch 1023/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0440 - val_loss: 0.2940
Epoch 1024/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0439 - val_loss: 0.2913
Epoch 1025/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0438 - val_loss: 0.2886
Epoch 1026/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0437 - val_loss: 0.2858
Epoch 1027/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0436 - val_loss: 0.2831
Epoch 1028/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0435 - val_loss: 0.2806
Epoch 1029/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0434 - val_loss: 0.2782
Epoch 1030/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0433 - val_loss: 0.2755
Epoch 1031/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0432 - val_loss: 0.2731
Epoch 1032/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0431 - val_loss: 0.2702
Epoch 1033/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0430 - val_loss: 0.2675
Epoch 1034/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0429 - val_loss: 0.2650
Epoch 1035/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0428 - val_loss: 0.2623
Epoch 1036/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0427 - val_loss: 0.2599
Epoch 1037/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0426 - val_loss: 0.2575
Epoch 1038/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0425 - val_loss: 0.2553
Epoch 1039/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0424 - val_loss: 0.2532
Epoch 1040/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0423 - val_loss: 0.2508
Epoch 1041/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0422 - val_loss: 0.2486
Epoch 1042/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0421 - val_loss: 0.2461
Epoch 1043/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0420 - val_loss: 0.2439
Epoch 1044/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0419 - val_loss: 0.2415
Epoch 1045/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0418 - val_loss: 0.2393
Epoch 1046/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0417 - val_loss: 0.2369
Epoch 1047/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0416 - val_loss: 0.2347
Epoch 1048/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0416 - val_loss: 0.2325
Epoch 1049/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0415 - val_loss: 0.2303
Epoch 1050/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0414 - val_loss: 0.2282
Epoch 1051/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0413 - val_loss: 0.2259
Epoch 1052/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0412 - val_loss: 0.2238
Epoch 1053/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0411 - val_loss: 0.2215
Epoch 1054/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0411 - val_loss: 0.2191
Epoch 1055/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0410 - val_loss: 0.2170
Epoch 1056/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0409 - val_loss: 0.2149
Epoch 1057/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0408 - val_loss: 0.2129
Epoch 1058/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0407 - val_loss: 0.2111
Epoch 1059/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0406 - val_loss: 0.2093
Epoch 1060/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0406 - val_loss: 0.2075
Epoch 1061/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2056
Epoch 1062/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0404 - val_loss: 0.2037
Epoch 1063/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0403 - val_loss: 0.2018
Epoch 1064/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0402 - val_loss: 0.1999
Epoch 1065/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0402 - val_loss: 0.1978
Epoch 1066/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0401 - val_loss: 0.1958
Epoch 1067/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0400 - val_loss: 0.1939
Epoch 1068/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0400 - val_loss: 0.1920
Epoch 1069/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1904
Epoch 1070/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0398 - val_loss: 0.1886
Epoch 1071/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0397 - val_loss: 0.1868
Epoch 1072/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0397 - val_loss: 0.1851
Epoch 1073/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0396 - val_loss: 0.1834
Epoch 1074/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0395 - val_loss: 0.1816
Epoch 1075/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0395 - val_loss: 0.1799
Epoch 1076/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1784
Epoch 1077/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0393 - val_loss: 0.1765
Epoch 1078/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0393 - val_loss: 0.1747
Epoch 1079/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1731
Epoch 1080/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1715
Epoch 1081/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0391 - val_loss: 0.1699
Epoch 1082/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1682
Epoch 1083/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1667
Epoch 1084/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0389 - val_loss: 0.1650
Epoch 1085/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1636
Epoch 1086/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1622
Epoch 1087/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1606
Epoch 1088/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1592
Epoch 1089/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0386 - val_loss: 0.1578
Epoch 1090/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1563
Epoch 1091/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1547
Epoch 1092/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1532
Epoch 1093/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1517
Epoch 1094/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1503
Epoch 1095/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1489
Epoch 1096/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1475
Epoch 1097/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0381 - val_loss: 0.1460
Epoch 1098/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1446
Epoch 1099/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0380 - val_loss: 0.1434
Epoch 1100/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0380 - val_loss: 0.1419
Epoch 1101/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1407
Epoch 1102/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1393
Epoch 1103/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1381
Epoch 1104/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1367
Epoch 1105/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0377 - val_loss: 0.1355
Epoch 1106/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1343
Epoch 1107/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0376 - val_loss: 0.1333
Epoch 1108/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0376 - val_loss: 0.1321
Epoch 1109/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1308
Epoch 1110/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1295
Epoch 1111/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1283
Epoch 1112/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1270
Epoch 1113/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1257
Epoch 1114/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1246
Epoch 1115/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1234
Epoch 1116/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1223
Epoch 1117/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1211
Epoch 1118/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1201
Epoch 1119/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1190
Epoch 1120/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1178
Epoch 1121/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1166
Epoch 1122/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1154
Epoch 1123/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1143
Epoch 1124/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1133
Epoch 1125/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1123
Epoch 1126/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1112
Epoch 1127/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1102
Epoch 1128/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1094
Epoch 1129/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1086
Epoch 1130/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1076
Epoch 1131/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0366 - val_loss: 0.1066
Epoch 1132/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1057
Epoch 1133/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1049
Epoch 1134/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1040
Epoch 1135/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1030
Epoch 1136/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1021
Epoch 1137/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1012
Epoch 1138/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1003
Epoch 1139/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0364 - val_loss: 0.0995
Epoch 1140/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0988
Epoch 1141/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0363 - val_loss: 0.0980
Epoch 1142/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0972
Epoch 1143/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0965
Epoch 1144/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0956
Epoch 1145/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0947
Epoch 1146/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0939
Epoch 1147/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0930
Epoch 1148/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0923
Epoch 1149/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0916
Epoch 1150/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0910
Epoch 1151/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0903
Epoch 1152/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0895
Epoch 1153/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0888
Epoch 1154/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0880
Epoch 1155/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0874
Epoch 1156/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0867
Epoch 1157/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0358 - val_loss: 0.0858
Epoch 1158/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0851
Epoch 1159/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0844
Epoch 1160/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0837
Epoch 1161/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0830
Epoch 1162/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0824
Epoch 1163/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0818
Epoch 1164/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0812
Epoch 1165/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0356 - val_loss: 0.0808
Epoch 1166/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0803
Epoch 1167/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0797
Epoch 1168/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0792
Epoch 1169/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0786
Epoch 1170/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0780
Epoch 1171/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0775
Epoch 1172/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0355 - val_loss: 0.0768
Epoch 1173/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0762
Epoch 1174/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0756
Epoch 1175/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0750
Epoch 1176/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0745
Epoch 1177/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0740
Epoch 1178/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0734
Epoch 1179/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0729
Epoch 1180/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0724
Epoch 1181/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0719
Epoch 1182/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0714
Epoch 1183/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0709
Epoch 1184/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0704
Epoch 1185/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0698
Epoch 1186/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0694
Epoch 1187/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0689
Epoch 1188/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0684
Epoch 1189/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0679
Epoch 1190/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0674
Epoch 1191/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0669
Epoch 1192/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0666
Epoch 1193/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0661
Epoch 1194/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0657
Epoch 1195/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0652
Epoch 1196/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0350 - val_loss: 0.0648
Epoch 1197/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0644
Epoch 1198/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0350 - val_loss: 0.0640
Epoch 1199/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0636
Epoch 1200/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0632
Epoch 1201/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0627
Epoch 1202/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0623
Epoch 1203/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0621
Epoch 1204/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0617
Epoch 1205/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0614
Epoch 1206/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0611
Epoch 1207/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0607
Epoch 1208/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0604
Epoch 1209/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 1210/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0597
Epoch 1211/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0594
Epoch 1212/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0590
Epoch 1213/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0587
Epoch 1214/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0583
Epoch 1215/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0581
Epoch 1216/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0348 - val_loss: 0.0578
Epoch 1217/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0575
Epoch 1218/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0571
Epoch 1219/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0568
Epoch 1220/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0565
Epoch 1221/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0562
Epoch 1222/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0559
Epoch 1223/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0556
Epoch 1224/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0553
Epoch 1225/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0551
Epoch 1226/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0548
Epoch 1227/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0545
Epoch 1228/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0543
Epoch 1229/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0540
Epoch 1230/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0537
Epoch 1231/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0535
Epoch 1232/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0532
Epoch 1233/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0530
Epoch 1234/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0527
Epoch 1235/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0525
Epoch 1236/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0523
Epoch 1237/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0521
Epoch 1238/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0518
Epoch 1239/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0516
Epoch 1240/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0514
Epoch 1241/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0513
Epoch 1242/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0511
Epoch 1243/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0509
Epoch 1244/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 1245/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0505
Epoch 1246/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0503
Epoch 1247/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0500
Epoch 1248/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 1249/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0497
Epoch 1250/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0495
Epoch 1251/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0493
Epoch 1252/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0491
Epoch 1253/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0489
Epoch 1254/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0488
Epoch 1255/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0486
Epoch 1256/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0484
Epoch 1257/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0482
Epoch 1258/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0480
Epoch 1259/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0479
Epoch 1260/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0477
Epoch 1261/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 1262/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1263/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1264/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 1265/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 1266/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0468
Epoch 1267/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1268/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1269/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1271/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1272/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1273/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1274/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1276/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1277/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0452
Epoch 1278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0451
Epoch 1279/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1280/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0449
Epoch 1281/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1283/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0445
Epoch 1285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1286/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1287/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1288/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1289/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1290/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1291/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1292/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1293/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1294/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1296/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1297/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1299/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1301/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1303/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1304/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1305/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1307/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0419
Epoch 1319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0418
Epoch 1320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0416
Epoch 1323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1337/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1339/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1340/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1358/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1363/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1370/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1380/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1390/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1396/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1401/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1405/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1407/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1408/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1409/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1413/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1421/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1424/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1429/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1438/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1441/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1447/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1452/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1458/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1463/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1468/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1469/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1473/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1474/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1478/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1479/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1481/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1496/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1497/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1498/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1500/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1501/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1505/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1506/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1509/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1511/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1512/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1516/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1521/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1522/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1523/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1527/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1528/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1529/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1532/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1534/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1535/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1538/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1545/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1552/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1562/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1576/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1577/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1581/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1583/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1593/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1594/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1598/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1604/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1610/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1611/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1613/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1628/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1634/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1637/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1643/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1648/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1649/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1651/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1653/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1654/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - ETA: 0s - loss: 0.034 - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1666/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1667/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1668/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1675/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1711/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1758/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1763/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1771/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1775/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1782/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1792/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1806/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1812/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1815/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1816/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1818/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1823/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1824/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1833/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1856/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1878/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1879/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1880/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1882/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1883/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1887/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1889/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1891/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1901/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1905/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1906/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1913/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1919/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1921/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1922/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1933/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1938/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1945/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1952/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1953/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1958/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1961/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1962/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1966/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1970/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1973/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1975/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1976/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1980/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1983/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1988/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1998/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 2000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387

<keras.callbacks.History at 0x7f708bd97e50>

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

[<matplotlib.lines.Line2D at 0x7f708bfe5030>]

#%tensorboard --logdir logs --host 0.0.0.0 

• 이런것은 오버핏이 아님!

- 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 5ms/step - loss: 11.1529 - val_loss: 17.6322
Epoch 2/500
9/9 [==============================] - 0s 2ms/step - loss: 11.0510 - val_loss: 17.4478
Epoch 3/500
9/9 [==============================] - 0s 2ms/step - loss: 10.9482 - val_loss: 17.2670
Epoch 4/500
9/9 [==============================] - 0s 2ms/step - loss: 10.8465 - val_loss: 17.0850
Epoch 5/500
9/9 [==============================] - 0s 2ms/step - loss: 10.7443 - val_loss: 16.9074
Epoch 6/500
9/9 [==============================] - 0s 2ms/step - loss: 10.6457 - val_loss: 16.7250
Epoch 7/500
9/9 [==============================] - 0s 1ms/step - loss: 10.5456 - val_loss: 16.5480
Epoch 8/500
9/9 [==============================] - 0s 2ms/step - loss: 10.4474 - val_loss: 16.3721
Epoch 9/500
9/9 [==============================] - 0s 2ms/step - loss: 10.3499 - val_loss: 16.1945
Epoch 10/500
9/9 [==============================] - 0s 2ms/step - loss: 10.2516 - val_loss: 16.0212
Epoch 11/500
9/9 [==============================] - 0s 2ms/step - loss: 10.1587 - val_loss: 15.8501
Epoch 12/500
9/9 [==============================] - 0s 2ms/step - loss: 10.0600 - val_loss: 15.6844
Epoch 13/500
9/9 [==============================] - 0s 2ms/step - loss: 9.9677 - val_loss: 15.5179
Epoch 14/500
9/9 [==============================] - 0s 2ms/step - loss: 9.8747 - val_loss: 15.3479
Epoch 15/500
9/9 [==============================] - 0s 2ms/step - loss: 9.7806 - val_loss: 15.1842
Epoch 16/500
9/9 [==============================] - 0s 2ms/step - loss: 9.6911 - val_loss: 15.0164
Epoch 17/500
9/9 [==============================] - 0s 2ms/step - loss: 9.5969 - val_loss: 14.8620
Epoch 18/500
9/9 [==============================] - 0s 2ms/step - loss: 9.5088 - val_loss: 14.6981
Epoch 19/500
9/9 [==============================] - 0s 2ms/step - loss: 9.4182 - val_loss: 14.5400
Epoch 20/500
9/9 [==============================] - 0s 1ms/step - loss: 9.3294 - val_loss: 14.3857
Epoch 21/500
9/9 [==============================] - 0s 2ms/step - loss: 9.2421 - val_loss: 14.2279
Epoch 22/500
9/9 [==============================] - 0s 1ms/step - loss: 9.1551 - val_loss: 14.0740
Epoch 23/500
9/9 [==============================] - 0s 2ms/step - loss: 9.0690 - val_loss: 13.9182
Epoch 24/500
9/9 [==============================] - 0s 1ms/step - loss: 8.9823 - val_loss: 13.7646
Epoch 25/500
9/9 [==============================] - 0s 2ms/step - loss: 8.8961 - val_loss: 13.6238
Epoch 26/500
9/9 [==============================] - 0s 1ms/step - loss: 8.8128 - val_loss: 13.4795
Epoch 27/500
9/9 [==============================] - 0s 2ms/step - loss: 8.7307 - val_loss: 13.3281
Epoch 28/500
9/9 [==============================] - 0s 2ms/step - loss: 8.6474 - val_loss: 13.1848
Epoch 29/500
9/9 [==============================] - 0s 2ms/step - loss: 8.5655 - val_loss: 13.0439
Epoch 30/500
9/9 [==============================] - 0s 2ms/step - loss: 8.4836 - val_loss: 12.9032
Epoch 31/500
9/9 [==============================] - 0s 1ms/step - loss: 8.4041 - val_loss: 12.7584
Epoch 32/500
9/9 [==============================] - 0s 2ms/step - loss: 8.3237 - val_loss: 12.6194
Epoch 33/500
9/9 [==============================] - 0s 2ms/step - loss: 8.2445 - val_loss: 12.4818
Epoch 34/500
9/9 [==============================] - 0s 2ms/step - loss: 8.1652 - val_loss: 12.3472
Epoch 35/500
9/9 [==============================] - 0s 2ms/step - loss: 8.0891 - val_loss: 12.2060
Epoch 36/500
9/9 [==============================] - 0s 2ms/step - loss: 8.0112 - val_loss: 12.0756
Epoch 37/500
9/9 [==============================] - 0s 2ms/step - loss: 7.9331 - val_loss: 11.9493
Epoch 38/500
9/9 [==============================] - 0s 1ms/step - loss: 7.8597 - val_loss: 11.8165
Epoch 39/500
9/9 [==============================] - 0s 2ms/step - loss: 7.7832 - val_loss: 11.6866
Epoch 40/500
9/9 [==============================] - 0s 2ms/step - loss: 7.7085 - val_loss: 11.5609
Epoch 41/500
9/9 [==============================] - 0s 1ms/step - loss: 7.6347 - val_loss: 11.4300
Epoch 42/500
9/9 [==============================] - 0s 2ms/step - loss: 7.5625 - val_loss: 11.3039
Epoch 43/500
9/9 [==============================] - 0s 2ms/step - loss: 7.4886 - val_loss: 11.1786
Epoch 44/500
9/9 [==============================] - 0s 2ms/step - loss: 7.4170 - val_loss: 11.0613
Epoch 45/500
9/9 [==============================] - 0s 2ms/step - loss: 7.3459 - val_loss: 10.9341
Epoch 46/500
9/9 [==============================] - 0s 2ms/step - loss: 7.2742 - val_loss: 10.8175
Epoch 47/500
9/9 [==============================] - 0s 2ms/step - loss: 7.2045 - val_loss: 10.6986
Epoch 48/500
9/9 [==============================] - 0s 2ms/step - loss: 7.1351 - val_loss: 10.5782
Epoch 49/500
9/9 [==============================] - 0s 2ms/step - loss: 7.0656 - val_loss: 10.4625
Epoch 50/500
9/9 [==============================] - 0s 2ms/step - loss: 6.9977 - val_loss: 10.3436
Epoch 51/500
9/9 [==============================] - 0s 2ms/step - loss: 6.9311 - val_loss: 10.2223
Epoch 52/500
9/9 [==============================] - 0s 2ms/step - loss: 6.8624 - val_loss: 10.1109
Epoch 53/500
9/9 [==============================] - 0s 2ms/step - loss: 6.7964 - val_loss: 9.9984
Epoch 54/500
9/9 [==============================] - 0s 2ms/step - loss: 6.7296 - val_loss: 9.8888
Epoch 55/500
9/9 [==============================] - 0s 2ms/step - loss: 6.6645 - val_loss: 9.7811
Epoch 56/500
9/9 [==============================] - 0s 2ms/step - loss: 6.5996 - val_loss: 9.6738
Epoch 57/500
9/9 [==============================] - 0s 1ms/step - loss: 6.5362 - val_loss: 9.5644
Epoch 58/500
9/9 [==============================] - 0s 2ms/step - loss: 6.4717 - val_loss: 9.4555
Epoch 59/500
9/9 [==============================] - 0s 2ms/step - loss: 6.4094 - val_loss: 9.3465
Epoch 60/500
9/9 [==============================] - 0s 2ms/step - loss: 6.3461 - val_loss: 9.2445
Epoch 61/500
9/9 [==============================] - 0s 2ms/step - loss: 6.2842 - val_loss: 9.1374
Epoch 62/500
9/9 [==============================] - 0s 2ms/step - loss: 6.2229 - val_loss: 9.0369
Epoch 63/500
9/9 [==============================] - 0s 2ms/step - loss: 6.1613 - val_loss: 8.9344
Epoch 64/500
9/9 [==============================] - 0s 2ms/step - loss: 6.1003 - val_loss: 8.8330
Epoch 65/500
9/9 [==============================] - 0s 2ms/step - loss: 6.0411 - val_loss: 8.7345
Epoch 66/500
9/9 [==============================] - 0s 2ms/step - loss: 5.9818 - val_loss: 8.6328
Epoch 67/500
9/9 [==============================] - 0s 2ms/step - loss: 5.9227 - val_loss: 8.5349
Epoch 68/500
9/9 [==============================] - 0s 2ms/step - loss: 5.8640 - val_loss: 8.4380
Epoch 69/500
9/9 [==============================] - 0s 2ms/step - loss: 5.8069 - val_loss: 8.3396
Epoch 70/500
9/9 [==============================] - 0s 2ms/step - loss: 5.7490 - val_loss: 8.2460
Epoch 71/500
9/9 [==============================] - 0s 1ms/step - loss: 5.6922 - val_loss: 8.1507
Epoch 72/500
9/9 [==============================] - 0s 1ms/step - loss: 5.6366 - val_loss: 8.0578
Epoch 73/500
9/9 [==============================] - 0s 2ms/step - loss: 5.5798 - val_loss: 7.9645
Epoch 74/500
9/9 [==============================] - 0s 1ms/step - loss: 5.5245 - val_loss: 7.8750
Epoch 75/500
9/9 [==============================] - 0s 2ms/step - loss: 5.4699 - val_loss: 7.7816
Epoch 76/500
9/9 [==============================] - 0s 1ms/step - loss: 5.4155 - val_loss: 7.6949
Epoch 77/500
9/9 [==============================] - 0s 2ms/step - loss: 5.3615 - val_loss: 7.6049
Epoch 78/500
9/9 [==============================] - 0s 2ms/step - loss: 5.3088 - val_loss: 7.5146
Epoch 79/500
9/9 [==============================] - 0s 2ms/step - loss: 5.2546 - val_loss: 7.4298
Epoch 80/500
9/9 [==============================] - 0s 2ms/step - loss: 5.2024 - val_loss: 7.3431
Epoch 81/500
9/9 [==============================] - 0s 2ms/step - loss: 5.1507 - val_loss: 7.2562
Epoch 82/500
9/9 [==============================] - 0s 2ms/step - loss: 5.0991 - val_loss: 7.1726
Epoch 83/500
9/9 [==============================] - 0s 2ms/step - loss: 5.0482 - val_loss: 7.0886
Epoch 84/500
9/9 [==============================] - 0s 2ms/step - loss: 4.9975 - val_loss: 7.0058
Epoch 85/500
9/9 [==============================] - 0s 1ms/step - loss: 4.9472 - val_loss: 6.9263
Epoch 86/500
9/9 [==============================] - 0s 2ms/step - loss: 4.8969 - val_loss: 6.8459
Epoch 87/500
9/9 [==============================] - 0s 1ms/step - loss: 4.8479 - val_loss: 6.7668
Epoch 88/500
9/9 [==============================] - 0s 2ms/step - loss: 4.7994 - val_loss: 6.6891
Epoch 89/500
9/9 [==============================] - 0s 2ms/step - loss: 4.7512 - val_loss: 6.6063
Epoch 90/500
9/9 [==============================] - 0s 1ms/step - loss: 4.7022 - val_loss: 6.5310
Epoch 91/500
9/9 [==============================] - 0s 2ms/step - loss: 4.6547 - val_loss: 6.4561
Epoch 92/500
9/9 [==============================] - 0s 2ms/step - loss: 4.6079 - val_loss: 6.3786
Epoch 93/500
9/9 [==============================] - 0s 2ms/step - loss: 4.5607 - val_loss: 6.3046
Epoch 94/500
9/9 [==============================] - 0s 2ms/step - loss: 4.5144 - val_loss: 6.2286
Epoch 95/500
9/9 [==============================] - 0s 2ms/step - loss: 4.4690 - val_loss: 6.1530
Epoch 96/500
9/9 [==============================] - 0s 2ms/step - loss: 4.4237 - val_loss: 6.0801
Epoch 97/500
9/9 [==============================] - 0s 1ms/step - loss: 4.3780 - val_loss: 6.0086
Epoch 98/500
9/9 [==============================] - 0s 1ms/step - loss: 4.3333 - val_loss: 5.9393
Epoch 99/500
9/9 [==============================] - 0s 2ms/step - loss: 4.2886 - val_loss: 5.8690
Epoch 100/500
9/9 [==============================] - 0s 2ms/step - loss: 4.2452 - val_loss: 5.7963
Epoch 101/500
9/9 [==============================] - 0s 1ms/step - loss: 4.2013 - val_loss: 5.7301
Epoch 102/500
9/9 [==============================] - 0s 1ms/step - loss: 4.1583 - val_loss: 5.6612
Epoch 103/500
9/9 [==============================] - 0s 2ms/step - loss: 4.1153 - val_loss: 5.5936
Epoch 104/500
9/9 [==============================] - 0s 2ms/step - loss: 4.0736 - val_loss: 5.5238
Epoch 105/500
9/9 [==============================] - 0s 2ms/step - loss: 4.0305 - val_loss: 5.4606
Epoch 106/500
9/9 [==============================] - 0s 1ms/step - loss: 3.9894 - val_loss: 5.3935
Epoch 107/500
9/9 [==============================] - 0s 1ms/step - loss: 3.9481 - val_loss: 5.3268
Epoch 108/500
9/9 [==============================] - 0s 1ms/step - loss: 3.9076 - val_loss: 5.2610
Epoch 109/500
9/9 [==============================] - 0s 2ms/step - loss: 3.8664 - val_loss: 5.1996
Epoch 110/500
9/9 [==============================] - 0s 1ms/step - loss: 3.8257 - val_loss: 5.1385
Epoch 111/500
9/9 [==============================] - 0s 2ms/step - loss: 3.7870 - val_loss: 5.0747
Epoch 112/500
9/9 [==============================] - 0s 2ms/step - loss: 3.7474 - val_loss: 5.0111
Epoch 113/500
9/9 [==============================] - 0s 1ms/step - loss: 3.7078 - val_loss: 4.9471
Epoch 114/500
9/9 [==============================] - 0s 2ms/step - loss: 3.6688 - val_loss: 4.8894
Epoch 115/500
9/9 [==============================] - 0s 2ms/step - loss: 3.6306 - val_loss: 4.8294
Epoch 116/500
9/9 [==============================] - 0s 2ms/step - loss: 3.5922 - val_loss: 4.7704
Epoch 117/500
9/9 [==============================] - 0s 1ms/step - loss: 3.5549 - val_loss: 4.7096
Epoch 118/500
9/9 [==============================] - 0s 2ms/step - loss: 3.5174 - val_loss: 4.6514
Epoch 119/500
9/9 [==============================] - 0s 1ms/step - loss: 3.4798 - val_loss: 4.5948
Epoch 120/500
9/9 [==============================] - 0s 2ms/step - loss: 3.4434 - val_loss: 4.5386
Epoch 121/500
9/9 [==============================] - 0s 1ms/step - loss: 3.4072 - val_loss: 4.4816
Epoch 122/500
9/9 [==============================] - 0s 2ms/step - loss: 3.3708 - val_loss: 4.4268
Epoch 123/500
9/9 [==============================] - 0s 2ms/step - loss: 3.3349 - val_loss: 4.3720
Epoch 124/500
9/9 [==============================] - 0s 2ms/step - loss: 3.2994 - val_loss: 4.3174
Epoch 125/500
9/9 [==============================] - 0s 2ms/step - loss: 3.2643 - val_loss: 4.2653
Epoch 126/500
9/9 [==============================] - 0s 1ms/step - loss: 3.2300 - val_loss: 4.2094
Epoch 127/500
9/9 [==============================] - 0s 2ms/step - loss: 3.1955 - val_loss: 4.1579
Epoch 128/500
9/9 [==============================] - 0s 2ms/step - loss: 3.1605 - val_loss: 4.1050
Epoch 129/500
9/9 [==============================] - 0s 1ms/step - loss: 3.1269 - val_loss: 4.0541
Epoch 130/500
9/9 [==============================] - 0s 2ms/step - loss: 3.0935 - val_loss: 4.0013
Epoch 131/500
9/9 [==============================] - 0s 2ms/step - loss: 3.0599 - val_loss: 3.9509
Epoch 132/500
9/9 [==============================] - 0s 2ms/step - loss: 3.0270 - val_loss: 3.9000
Epoch 133/500
9/9 [==============================] - 0s 2ms/step - loss: 2.9942 - val_loss: 3.8525
Epoch 134/500
9/9 [==============================] - 0s 2ms/step - loss: 2.9619 - val_loss: 3.8035
Epoch 135/500
9/9 [==============================] - 0s 1ms/step - loss: 2.9301 - val_loss: 3.7534
Epoch 136/500
9/9 [==============================] - 0s 1ms/step - loss: 2.8981 - val_loss: 3.7043
Epoch 137/500
9/9 [==============================] - 0s 2ms/step - loss: 2.8662 - val_loss: 3.6581
Epoch 138/500
9/9 [==============================] - 0s 1ms/step - loss: 2.8350 - val_loss: 3.6088
Epoch 139/500
9/9 [==============================] - 0s 2ms/step - loss: 2.8040 - val_loss: 3.5631
Epoch 140/500
9/9 [==============================] - 0s 2ms/step - loss: 2.7735 - val_loss: 3.5183
Epoch 141/500
9/9 [==============================] - 0s 2ms/step - loss: 2.7429 - val_loss: 3.4733
Epoch 142/500
9/9 [==============================] - 0s 1ms/step - loss: 2.7129 - val_loss: 3.4262
Epoch 143/500
9/9 [==============================] - 0s 1ms/step - loss: 2.6828 - val_loss: 3.3835
Epoch 144/500
9/9 [==============================] - 0s 1ms/step - loss: 2.6533 - val_loss: 3.3392
Epoch 145/500
9/9 [==============================] - 0s 2ms/step - loss: 2.6238 - val_loss: 3.2961
Epoch 146/500
9/9 [==============================] - 0s 2ms/step - loss: 2.5950 - val_loss: 3.2534
Epoch 147/500
9/9 [==============================] - 0s 1ms/step - loss: 2.5661 - val_loss: 3.2100
Epoch 148/500
9/9 [==============================] - 0s 1ms/step - loss: 2.5375 - val_loss: 3.1676
Epoch 149/500
9/9 [==============================] - 0s 2ms/step - loss: 2.5092 - val_loss: 3.1254
Epoch 150/500
9/9 [==============================] - 0s 1ms/step - loss: 2.4813 - val_loss: 3.0836
Epoch 151/500
9/9 [==============================] - 0s 2ms/step - loss: 2.4537 - val_loss: 3.0419
Epoch 152/500
9/9 [==============================] - 0s 2ms/step - loss: 2.4258 - val_loss: 3.0024
Epoch 153/500
9/9 [==============================] - 0s 2ms/step - loss: 2.3987 - val_loss: 2.9623
Epoch 154/500
9/9 [==============================] - 0s 2ms/step - loss: 2.3716 - val_loss: 2.9227
Epoch 155/500
9/9 [==============================] - 0s 2ms/step - loss: 2.3446 - val_loss: 2.8838
Epoch 156/500
9/9 [==============================] - 0s 1ms/step - loss: 2.3184 - val_loss: 2.8463
Epoch 157/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2919 - val_loss: 2.8087
Epoch 158/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2661 - val_loss: 2.7687
Epoch 159/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2403 - val_loss: 2.7325
Epoch 160/500
9/9 [==============================] - 0s 1ms/step - loss: 2.2147 - val_loss: 2.6946
Epoch 161/500
9/9 [==============================] - 0s 2ms/step - loss: 2.1892 - val_loss: 2.6583
Epoch 162/500
9/9 [==============================] - 0s 2ms/step - loss: 2.1645 - val_loss: 2.6212
Epoch 163/500
9/9 [==============================] - 0s 2ms/step - loss: 2.1394 - val_loss: 2.5858
Epoch 164/500
9/9 [==============================] - 0s 2ms/step - loss: 2.1146 - val_loss: 2.5519
Epoch 165/500
9/9 [==============================] - 0s 1ms/step - loss: 2.0904 - val_loss: 2.5177
Epoch 166/500
9/9 [==============================] - 0s 1ms/step - loss: 2.0662 - val_loss: 2.4819
Epoch 167/500
9/9 [==============================] - 0s 2ms/step - loss: 2.0422 - val_loss: 2.4472
Epoch 168/500
9/9 [==============================] - 0s 2ms/step - loss: 2.0186 - val_loss: 2.4146
Epoch 169/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9950 - val_loss: 2.3812
Epoch 170/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9717 - val_loss: 2.3481
Epoch 171/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9486 - val_loss: 2.3145
Epoch 172/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9259 - val_loss: 2.2815
Epoch 173/500
9/9 [==============================] - 0s 1ms/step - loss: 1.9030 - val_loss: 2.2488
Epoch 174/500
9/9 [==============================] - 0s 2ms/step - loss: 1.8807 - val_loss: 2.2179
Epoch 175/500
9/9 [==============================] - 0s 1ms/step - loss: 1.8587 - val_loss: 2.1859
Epoch 176/500
9/9 [==============================] - 0s 2ms/step - loss: 1.8365 - val_loss: 2.1555
Epoch 177/500
9/9 [==============================] - 0s 1ms/step - loss: 1.8148 - val_loss: 2.1247
Epoch 178/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7933 - val_loss: 2.0933
Epoch 179/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7719 - val_loss: 2.0639
Epoch 180/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7508 - val_loss: 2.0344
Epoch 181/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7297 - val_loss: 2.0057
Epoch 182/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7092 - val_loss: 1.9759
Epoch 183/500
9/9 [==============================] - 0s 2ms/step - loss: 1.6885 - val_loss: 1.9478
Epoch 184/500
9/9 [==============================] - 0s 2ms/step - loss: 1.6680 - val_loss: 1.9216
Epoch 185/500
9/9 [==============================] - 0s 2ms/step - loss: 1.6480 - val_loss: 1.8931
Epoch 186/500
9/9 [==============================] - 0s 1ms/step - loss: 1.6280 - val_loss: 1.8653
Epoch 187/500
9/9 [==============================] - 0s 1ms/step - loss: 1.6082 - val_loss: 1.8372
Epoch 188/500
9/9 [==============================] - 0s 2ms/step - loss: 1.5887 - val_loss: 1.8108
Epoch 189/500
9/9 [==============================] - 0s 1ms/step - loss: 1.5693 - val_loss: 1.7840
Epoch 190/500
9/9 [==============================] - 0s 2ms/step - loss: 1.5501 - val_loss: 1.7577
Epoch 191/500
9/9 [==============================] - 0s 1ms/step - loss: 1.5310 - val_loss: 1.7306
Epoch 192/500
9/9 [==============================] - 0s 2ms/step - loss: 1.5123 - val_loss: 1.7052
Epoch 193/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4938 - val_loss: 1.6806
Epoch 194/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4752 - val_loss: 1.6546
Epoch 195/500
9/9 [==============================] - 0s 1ms/step - loss: 1.4568 - val_loss: 1.6293
Epoch 196/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4390 - val_loss: 1.6049
Epoch 197/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4210 - val_loss: 1.5808
Epoch 198/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4031 - val_loss: 1.5575
Epoch 199/500
9/9 [==============================] - 0s 1ms/step - loss: 1.3857 - val_loss: 1.5334
Epoch 200/500
9/9 [==============================] - 0s 1ms/step - loss: 1.3684 - val_loss: 1.5114
Epoch 201/500
9/9 [==============================] - 0s 2ms/step - loss: 1.3513 - val_loss: 1.4878
Epoch 202/500
9/9 [==============================] - 0s 2ms/step - loss: 1.3341 - val_loss: 1.4668
Epoch 203/500
9/9 [==============================] - 0s 1ms/step - loss: 1.3173 - val_loss: 1.4431
Epoch 204/500
9/9 [==============================] - 0s 1ms/step - loss: 1.3006 - val_loss: 1.4205
Epoch 205/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2841 - val_loss: 1.3977
Epoch 206/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2679 - val_loss: 1.3771
Epoch 207/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2517 - val_loss: 1.3541
Epoch 208/500
9/9 [==============================] - 0s 1ms/step - loss: 1.2358 - val_loss: 1.3334
Epoch 209/500
9/9 [==============================] - 0s 1ms/step - loss: 1.2198 - val_loss: 1.3130
Epoch 210/500
9/9 [==============================] - 0s 1ms/step - loss: 1.2042 - val_loss: 1.2929
Epoch 211/500
9/9 [==============================] - 0s 1ms/step - loss: 1.1888 - val_loss: 1.2718
Epoch 212/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1734 - val_loss: 1.2505
Epoch 213/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1582 - val_loss: 1.2305
Epoch 214/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1431 - val_loss: 1.2123
Epoch 215/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1284 - val_loss: 1.1923
Epoch 216/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1135 - val_loss: 1.1739
Epoch 217/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0991 - val_loss: 1.1556
Epoch 218/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0848 - val_loss: 1.1372
Epoch 219/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0705 - val_loss: 1.1175
Epoch 220/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0565 - val_loss: 1.0985
Epoch 221/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0425 - val_loss: 1.0817
Epoch 222/500
9/9 [==============================] - 0s 1ms/step - loss: 1.0286 - val_loss: 1.0638
Epoch 223/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0150 - val_loss: 1.0465
Epoch 224/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0016 - val_loss: 1.0295
Epoch 225/500
9/9 [==============================] - 0s 2ms/step - loss: 0.9882 - val_loss: 1.0121
Epoch 226/500
9/9 [==============================] - 0s 2ms/step - loss: 0.9751 - val_loss: 0.9955
Epoch 227/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9620 - val_loss: 0.9794
Epoch 228/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9490 - val_loss: 0.9625
Epoch 229/500
9/9 [==============================] - 0s 2ms/step - loss: 0.9363 - val_loss: 0.9461
Epoch 230/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9237 - val_loss: 0.9302
Epoch 231/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9113 - val_loss: 0.9141
Epoch 232/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8988 - val_loss: 0.8987
Epoch 233/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8868 - val_loss: 0.8831
Epoch 234/500
9/9 [==============================] - 0s 1ms/step - loss: 0.8747 - val_loss: 0.8684
Epoch 235/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8628 - val_loss: 0.8537
Epoch 236/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8509 - val_loss: 0.8394
Epoch 237/500
9/9 [==============================] - 0s 1ms/step - loss: 0.8393 - val_loss: 0.8247
Epoch 238/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8278 - val_loss: 0.8101
Epoch 239/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8164 - val_loss: 0.7968
Epoch 240/500
9/9 [==============================] - 0s 1ms/step - loss: 0.8051 - val_loss: 0.7825
Epoch 241/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7940 - val_loss: 0.7689
Epoch 242/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7831 - val_loss: 0.7554
Epoch 243/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7721 - val_loss: 0.7424
Epoch 244/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7614 - val_loss: 0.7292
Epoch 245/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7507 - val_loss: 0.7159
Epoch 246/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7403 - val_loss: 0.7026
Epoch 247/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7300 - val_loss: 0.6907
Epoch 248/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7197 - val_loss: 0.6785
Epoch 249/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7096 - val_loss: 0.6669
Epoch 250/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6996 - val_loss: 0.6546
Epoch 251/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6896 - val_loss: 0.6430
Epoch 252/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6799 - val_loss: 0.6311
Epoch 253/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6702 - val_loss: 0.6192
Epoch 254/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6608 - val_loss: 0.6076
Epoch 255/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6513 - val_loss: 0.5967
Epoch 256/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6420 - val_loss: 0.5856
Epoch 257/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6329 - val_loss: 0.5744
Epoch 258/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6238 - val_loss: 0.5640
Epoch 259/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6148 - val_loss: 0.5537
Epoch 260/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6060 - val_loss: 0.5435
Epoch 261/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5972 - val_loss: 0.5333
Epoch 262/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5886 - val_loss: 0.5234
Epoch 263/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5801 - val_loss: 0.5131
Epoch 264/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5717 - val_loss: 0.5038
Epoch 265/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5634 - val_loss: 0.4936
Epoch 266/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5552 - val_loss: 0.4847
Epoch 267/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5470 - val_loss: 0.4754
Epoch 268/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5391 - val_loss: 0.4663
Epoch 269/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5312 - val_loss: 0.4569
Epoch 270/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5234 - val_loss: 0.4483
Epoch 271/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5157 - val_loss: 0.4397
Epoch 272/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5081 - val_loss: 0.4307
Epoch 273/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5007 - val_loss: 0.4224
Epoch 274/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4933 - val_loss: 0.4148
Epoch 275/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4860 - val_loss: 0.4066
Epoch 276/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4788 - val_loss: 0.3987
Epoch 277/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4717 - val_loss: 0.3905
Epoch 278/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4647 - val_loss: 0.3831
Epoch 279/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4577 - val_loss: 0.3754
Epoch 280/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4509 - val_loss: 0.3683
Epoch 281/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4442 - val_loss: 0.3608
Epoch 282/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4376 - val_loss: 0.3536
Epoch 283/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4310 - val_loss: 0.3468
Epoch 284/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4245 - val_loss: 0.3395
Epoch 285/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4182 - val_loss: 0.3326
Epoch 286/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4120 - val_loss: 0.3255
Epoch 287/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4057 - val_loss: 0.3190
Epoch 288/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3996 - val_loss: 0.3124
Epoch 289/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3936 - val_loss: 0.3065
Epoch 290/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3876 - val_loss: 0.3002
Epoch 291/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3818 - val_loss: 0.2941
Epoch 292/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3760 - val_loss: 0.2880
Epoch 293/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3703 - val_loss: 0.2820
Epoch 294/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3646 - val_loss: 0.2763
Epoch 295/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3591 - val_loss: 0.2704
Epoch 296/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3537 - val_loss: 0.2649
Epoch 297/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3483 - val_loss: 0.2594
Epoch 298/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3430 - val_loss: 0.2540
Epoch 299/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3378 - val_loss: 0.2489
Epoch 300/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3326 - val_loss: 0.2438
Epoch 301/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3275 - val_loss: 0.2386
Epoch 302/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3225 - val_loss: 0.2335
Epoch 303/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3176 - val_loss: 0.2288
Epoch 304/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3128 - val_loss: 0.2238
Epoch 305/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3080 - val_loss: 0.2190
Epoch 306/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3032 - val_loss: 0.2144
Epoch 307/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2986 - val_loss: 0.2099
Epoch 308/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2941 - val_loss: 0.2054
Epoch 309/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2895 - val_loss: 0.2010
Epoch 310/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2851 - val_loss: 0.1969
Epoch 311/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2807 - val_loss: 0.1927
Epoch 312/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2764 - val_loss: 0.1885
Epoch 313/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2722 - val_loss: 0.1847
Epoch 314/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2680 - val_loss: 0.1807
Epoch 315/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2639 - val_loss: 0.1769
Epoch 316/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2598 - val_loss: 0.1731
Epoch 317/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2559 - val_loss: 0.1694
Epoch 318/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2519 - val_loss: 0.1658
Epoch 319/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2480 - val_loss: 0.1622
Epoch 320/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2443 - val_loss: 0.1590
Epoch 321/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2405 - val_loss: 0.1555
Epoch 322/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2368 - val_loss: 0.1522
Epoch 323/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2332 - val_loss: 0.1488
Epoch 324/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2296 - val_loss: 0.1457
Epoch 325/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2261 - val_loss: 0.1428
Epoch 326/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2227 - val_loss: 0.1396
Epoch 327/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2192 - val_loss: 0.1366
Epoch 328/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2159 - val_loss: 0.1337
Epoch 329/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2126 - val_loss: 0.1312
Epoch 330/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2094 - val_loss: 0.1284
Epoch 331/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2062 - val_loss: 0.1255
Epoch 332/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2030 - val_loss: 0.1228
Epoch 333/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2000 - val_loss: 0.1203
Epoch 334/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1969 - val_loss: 0.1179
Epoch 335/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1940 - val_loss: 0.1153
Epoch 336/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1910 - val_loss: 0.1129
Epoch 337/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1881 - val_loss: 0.1107
Epoch 338/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1853 - val_loss: 0.1082
Epoch 339/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1825 - val_loss: 0.1060
Epoch 340/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1797 - val_loss: 0.1039
Epoch 341/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1770 - val_loss: 0.1018
Epoch 342/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1744 - val_loss: 0.0996
Epoch 343/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1718 - val_loss: 0.0976
Epoch 344/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1692 - val_loss: 0.0956
Epoch 345/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1667 - val_loss: 0.0939
Epoch 346/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1642 - val_loss: 0.0918
Epoch 347/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1618 - val_loss: 0.0900
Epoch 348/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1594 - val_loss: 0.0882
Epoch 349/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1570 - val_loss: 0.0865
Epoch 350/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1547 - val_loss: 0.0849
Epoch 351/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1524 - val_loss: 0.0833
Epoch 352/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1502 - val_loss: 0.0815
Epoch 353/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1480 - val_loss: 0.0800
Epoch 354/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1458 - val_loss: 0.0785
Epoch 355/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1437 - val_loss: 0.0769
Epoch 356/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1416 - val_loss: 0.0755
Epoch 357/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1396 - val_loss: 0.0741
Epoch 358/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1376 - val_loss: 0.0728
Epoch 359/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1356 - val_loss: 0.0715
Epoch 360/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1337 - val_loss: 0.0702
Epoch 361/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1317 - val_loss: 0.0691
Epoch 362/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1298 - val_loss: 0.0678
Epoch 363/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1280 - val_loss: 0.0667
Epoch 364/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1262 - val_loss: 0.0654
Epoch 365/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1244 - val_loss: 0.0643
Epoch 366/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1227 - val_loss: 0.0632
Epoch 367/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1210 - val_loss: 0.0622
Epoch 368/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1193 - val_loss: 0.0612
Epoch 369/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1177 - val_loss: 0.0601
Epoch 370/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1160 - val_loss: 0.0592
Epoch 371/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1144 - val_loss: 0.0582
Epoch 372/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1129 - val_loss: 0.0574
Epoch 373/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1114 - val_loss: 0.0565
Epoch 374/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1099 - val_loss: 0.0556
Epoch 375/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1084 - val_loss: 0.0548
Epoch 376/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1069 - val_loss: 0.0541
Epoch 377/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1055 - val_loss: 0.0533
Epoch 378/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1041 - val_loss: 0.0525
Epoch 379/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1028 - val_loss: 0.0518
Epoch 380/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1014 - val_loss: 0.0511
Epoch 381/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1001 - val_loss: 0.0504
Epoch 382/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0988 - val_loss: 0.0498
Epoch 383/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0975 - val_loss: 0.0492
Epoch 384/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0963 - val_loss: 0.0486
Epoch 385/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0951 - val_loss: 0.0480
Epoch 386/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0939 - val_loss: 0.0474
Epoch 387/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0927 - val_loss: 0.0469
Epoch 388/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0915 - val_loss: 0.0463
Epoch 389/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0904 - val_loss: 0.0458
Epoch 390/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0893 - val_loss: 0.0453
Epoch 391/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0882 - val_loss: 0.0448
Epoch 392/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0871 - val_loss: 0.0444
Epoch 393/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0861 - val_loss: 0.0439
Epoch 394/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0851 - val_loss: 0.0435
Epoch 395/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0841 - val_loss: 0.0431
Epoch 396/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0831 - val_loss: 0.0427
Epoch 397/500
9/9 [==============================] - ETA: 0s - loss: 0.088 - 0s 2ms/step - loss: 0.0821 - val_loss: 0.0423
Epoch 398/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0812 - val_loss: 0.0420
Epoch 399/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0802 - val_loss: 0.0416
Epoch 400/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0793 - val_loss: 0.0413
Epoch 401/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0784 - val_loss: 0.0410
Epoch 402/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0775 - val_loss: 0.0407
Epoch 403/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0767 - val_loss: 0.0403
Epoch 404/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0758 - val_loss: 0.0401
Epoch 405/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0750 - val_loss: 0.0398
Epoch 406/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0742 - val_loss: 0.0395
Epoch 407/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0734 - val_loss: 0.0392
Epoch 408/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0726 - val_loss: 0.0390
Epoch 409/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0718 - val_loss: 0.0388
Epoch 410/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0711 - val_loss: 0.0386
Epoch 411/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0704 - val_loss: 0.0384
Epoch 412/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0696 - val_loss: 0.0382
Epoch 413/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0689 - val_loss: 0.0380
Epoch 414/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0682 - val_loss: 0.0378
Epoch 415/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0676 - val_loss: 0.0376
Epoch 416/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0669 - val_loss: 0.0374
Epoch 417/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0663 - val_loss: 0.0373
Epoch 418/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0656 - val_loss: 0.0371
Epoch 419/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0650 - val_loss: 0.0370
Epoch 420/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0644 - val_loss: 0.0369
Epoch 421/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0638 - val_loss: 0.0367
Epoch 422/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0632 - val_loss: 0.0366
Epoch 423/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0626 - val_loss: 0.0365
Epoch 424/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0620 - val_loss: 0.0364
Epoch 425/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0615 - val_loss: 0.0363
Epoch 426/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0609 - val_loss: 0.0362
Epoch 427/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0604 - val_loss: 0.0361
Epoch 428/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0599 - val_loss: 0.0360
Epoch 429/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0594 - val_loss: 0.0359
Epoch 430/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0589 - val_loss: 0.0358
Epoch 431/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0584 - val_loss: 0.0358
Epoch 432/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0579 - val_loss: 0.0357
Epoch 433/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0574 - val_loss: 0.0356
Epoch 434/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0570 - val_loss: 0.0356
Epoch 435/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0565 - val_loss: 0.0355
Epoch 436/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0561 - val_loss: 0.0355
Epoch 437/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0556 - val_loss: 0.0354
Epoch 438/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0552 - val_loss: 0.0354
Epoch 439/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0548 - val_loss: 0.0353
Epoch 440/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0544 - val_loss: 0.0353
Epoch 441/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0540 - val_loss: 0.0353
Epoch 442/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0536 - val_loss: 0.0352
Epoch 443/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0532 - val_loss: 0.0352
Epoch 444/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0528 - val_loss: 0.0352
Epoch 445/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0525 - val_loss: 0.0352
Epoch 446/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0521 - val_loss: 0.0351
Epoch 447/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0518 - val_loss: 0.0351
Epoch 448/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0514 - val_loss: 0.0351
Epoch 449/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0511 - val_loss: 0.0351
Epoch 450/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0507 - val_loss: 0.0351
Epoch 451/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0504 - val_loss: 0.0350
Epoch 452/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0501 - val_loss: 0.0350
Epoch 453/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0498 - val_loss: 0.0350
Epoch 454/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0495 - val_loss: 0.0350
Epoch 455/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0492 - val_loss: 0.0350
Epoch 456/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0489 - val_loss: 0.0350
Epoch 457/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0486 - val_loss: 0.0350
Epoch 458/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0483 - val_loss: 0.0350
Epoch 459/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0480 - val_loss: 0.0350
Epoch 460/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0478 - val_loss: 0.0350
Epoch 461/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0475 - val_loss: 0.0350
Epoch 462/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0473 - val_loss: 0.0350
Epoch 463/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0470 - val_loss: 0.0350
Epoch 464/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0468 - val_loss: 0.0350
Epoch 465/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0465 - val_loss: 0.0350
Epoch 466/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0463 - val_loss: 0.0350
Epoch 467/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0460 - val_loss: 0.0350
Epoch 468/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0458 - val_loss: 0.0350
Epoch 469/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0456 - val_loss: 0.0350
Epoch 470/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0454 - val_loss: 0.0350
Epoch 471/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0452 - val_loss: 0.0351
Epoch 472/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0449 - val_loss: 0.0351
Epoch 473/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0447 - val_loss: 0.0351
Epoch 474/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0445 - val_loss: 0.0351
Epoch 475/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0443 - val_loss: 0.0351
Epoch 476/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0442 - val_loss: 0.0351
Epoch 477/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0440 - val_loss: 0.0351
Epoch 478/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0438 - val_loss: 0.0351
Epoch 479/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0436 - val_loss: 0.0351
Epoch 480/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0434 - val_loss: 0.0351
Epoch 481/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0432 - val_loss: 0.0351
Epoch 482/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0431 - val_loss: 0.0351
Epoch 483/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0429 - val_loss: 0.0351
Epoch 484/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0428 - val_loss: 0.0352
Epoch 485/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0426 - val_loss: 0.0352
Epoch 486/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0424 - val_loss: 0.0352
Epoch 487/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0423 - val_loss: 0.0352
Epoch 488/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0421 - val_loss: 0.0352
Epoch 489/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0420 - val_loss: 0.0352
Epoch 490/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0418 - val_loss: 0.0352
Epoch 491/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0417 - val_loss: 0.0352
Epoch 492/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0416 - val_loss: 0.0352
Epoch 493/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0414 - val_loss: 0.0352
Epoch 494/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0413 - val_loss: 0.0352
Epoch 495/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0412 - val_loss: 0.0352
Epoch 496/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0411 - val_loss: 0.0353
Epoch 497/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0409 - val_loss: 0.0353
Epoch 498/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0408 - val_loss: 0.0353
Epoch 499/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0407 - val_loss: 0.0353
Epoch 500/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0406 - val_loss: 0.0353

<keras.callbacks.History at 0x7f708be9a470>

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

[<matplotlib.lines.Line2D at 0x7f708bc30580>]

#%tensorboard --logdir logs --host 0.0.0.0 

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 5ms/step - loss: 11.9832 - val_loss: 10.8663
Epoch 2/500
9/9 [==============================] - 0s 2ms/step - loss: 11.8783 - val_loss: 10.7961
Epoch 3/500
9/9 [==============================] - 0s 2ms/step - loss: 11.7750 - val_loss: 10.7292
Epoch 4/500
9/9 [==============================] - 0s 2ms/step - loss: 11.6712 - val_loss: 10.6628
Epoch 5/500
9/9 [==============================] - 0s 2ms/step - loss: 11.5688 - val_loss: 10.5916
Epoch 6/500
9/9 [==============================] - 0s 1ms/step - loss: 11.4671 - val_loss: 10.5235
Epoch 7/500
9/9 [==============================] - 0s 2ms/step - loss: 11.3650 - val_loss: 10.4527
Epoch 8/500
9/9 [==============================] - 0s 2ms/step - loss: 11.2672 - val_loss: 10.3818
Epoch 9/500
9/9 [==============================] - 0s 2ms/step - loss: 11.1664 - val_loss: 10.3141
Epoch 10/500
9/9 [==============================] - 0s 2ms/step - loss: 11.0684 - val_loss: 10.2464
Epoch 11/500
9/9 [==============================] - 0s 2ms/step - loss: 10.9698 - val_loss: 10.1806
Epoch 12/500
9/9 [==============================] - 0s 1ms/step - loss: 10.8727 - val_loss: 10.1120
Epoch 13/500
9/9 [==============================] - 0s 2ms/step - loss: 10.7777 - val_loss: 10.0403
Epoch 14/500
9/9 [==============================] - 0s 1ms/step - loss: 10.6817 - val_loss: 9.9739
Epoch 15/500
9/9 [==============================] - 0s 2ms/step - loss: 10.5871 - val_loss: 9.9000
Epoch 16/500
9/9 [==============================] - 0s 2ms/step - loss: 10.4931 - val_loss: 9.8320
Epoch 17/500
9/9 [==============================] - 0s 1ms/step - loss: 10.3994 - val_loss: 9.7659
Epoch 18/500
9/9 [==============================] - 0s 1ms/step - loss: 10.3062 - val_loss: 9.7024
Epoch 19/500
9/9 [==============================] - 0s 2ms/step - loss: 10.2162 - val_loss: 9.6333
Epoch 20/500
9/9 [==============================] - 0s 2ms/step - loss: 10.1243 - val_loss: 9.5670
Epoch 21/500
9/9 [==============================] - 0s 2ms/step - loss: 10.0331 - val_loss: 9.5003
Epoch 22/500
9/9 [==============================] - 0s 1ms/step - loss: 9.9449 - val_loss: 9.4318
Epoch 23/500
9/9 [==============================] - 0s 1ms/step - loss: 9.8568 - val_loss: 9.3642
Epoch 24/500
9/9 [==============================] - 0s 2ms/step - loss: 9.7675 - val_loss: 9.2992
Epoch 25/500
9/9 [==============================] - 0s 2ms/step - loss: 9.6794 - val_loss: 9.2379
Epoch 26/500
9/9 [==============================] - 0s 2ms/step - loss: 9.5940 - val_loss: 9.1682
Epoch 27/500
9/9 [==============================] - 0s 2ms/step - loss: 9.5071 - val_loss: 9.1010
Epoch 28/500
9/9 [==============================] - 0s 2ms/step - loss: 9.4226 - val_loss: 9.0350
Epoch 29/500
9/9 [==============================] - 0s 2ms/step - loss: 9.3376 - val_loss: 8.9707
Epoch 30/500
9/9 [==============================] - 0s 2ms/step - loss: 9.2533 - val_loss: 8.9077
Epoch 31/500
9/9 [==============================] - 0s 2ms/step - loss: 9.1692 - val_loss: 8.8398
Epoch 32/500
9/9 [==============================] - 0s 2ms/step - loss: 9.0872 - val_loss: 8.7771
Epoch 33/500
9/9 [==============================] - 0s 1ms/step - loss: 9.0056 - val_loss: 8.7131
Epoch 34/500
9/9 [==============================] - 0s 2ms/step - loss: 8.9235 - val_loss: 8.6456
Epoch 35/500
9/9 [==============================] - 0s 2ms/step - loss: 8.8424 - val_loss: 8.5801
Epoch 36/500
9/9 [==============================] - 0s 1ms/step - loss: 8.7621 - val_loss: 8.5169
Epoch 37/500
9/9 [==============================] - 0s 2ms/step - loss: 8.6824 - val_loss: 8.4507
Epoch 38/500
9/9 [==============================] - 0s 2ms/step - loss: 8.6039 - val_loss: 8.3903
Epoch 39/500
9/9 [==============================] - 0s 1ms/step - loss: 8.5253 - val_loss: 8.3273
Epoch 40/500
9/9 [==============================] - 0s 2ms/step - loss: 8.4475 - val_loss: 8.2648
Epoch 41/500
9/9 [==============================] - 0s 2ms/step - loss: 8.3703 - val_loss: 8.2014
Epoch 42/500
9/9 [==============================] - 0s 2ms/step - loss: 8.2945 - val_loss: 8.1372
Epoch 43/500
9/9 [==============================] - 0s 2ms/step - loss: 8.2177 - val_loss: 8.0751
Epoch 44/500
9/9 [==============================] - 0s 1ms/step - loss: 8.1433 - val_loss: 8.0141
Epoch 45/500
9/9 [==============================] - 0s 2ms/step - loss: 8.0678 - val_loss: 7.9512
Epoch 46/500
9/9 [==============================] - 0s 1ms/step - loss: 7.9936 - val_loss: 7.8923
Epoch 47/500
9/9 [==============================] - 0s 2ms/step - loss: 7.9200 - val_loss: 7.8267
Epoch 48/500
9/9 [==============================] - 0s 1ms/step - loss: 7.8475 - val_loss: 7.7637
Epoch 49/500
9/9 [==============================] - 0s 2ms/step - loss: 7.7742 - val_loss: 7.7034
Epoch 50/500
9/9 [==============================] - 0s 2ms/step - loss: 7.7027 - val_loss: 7.6417
Epoch 51/500
9/9 [==============================] - 0s 2ms/step - loss: 7.6314 - val_loss: 7.5816
Epoch 52/500
9/9 [==============================] - 0s 1ms/step - loss: 7.5596 - val_loss: 7.5203
Epoch 53/500
9/9 [==============================] - 0s 2ms/step - loss: 7.4893 - val_loss: 7.4622
Epoch 54/500
9/9 [==============================] - 0s 1ms/step - loss: 7.4199 - val_loss: 7.4046
Epoch 55/500
9/9 [==============================] - 0s 2ms/step - loss: 7.3517 - val_loss: 7.3413
Epoch 56/500
9/9 [==============================] - 0s 1ms/step - loss: 7.2821 - val_loss: 7.2826
Epoch 57/500
9/9 [==============================] - 0s 2ms/step - loss: 7.2138 - val_loss: 7.2205
Epoch 58/500
9/9 [==============================] - 0s 1ms/step - loss: 7.1461 - val_loss: 7.1610
Epoch 59/500
9/9 [==============================] - 0s 2ms/step - loss: 7.0787 - val_loss: 7.1049
Epoch 60/500
9/9 [==============================] - 0s 2ms/step - loss: 7.0124 - val_loss: 7.0466
Epoch 61/500
9/9 [==============================] - 0s 2ms/step - loss: 6.9463 - val_loss: 6.9873
Epoch 62/500
9/9 [==============================] - 0s 1ms/step - loss: 6.8811 - val_loss: 6.9300
Epoch 63/500
9/9 [==============================] - 0s 1ms/step - loss: 6.8151 - val_loss: 6.8720
Epoch 64/500
9/9 [==============================] - 0s 1ms/step - loss: 6.7508 - val_loss: 6.8148
Epoch 65/500
9/9 [==============================] - 0s 2ms/step - loss: 6.6870 - val_loss: 6.7572
Epoch 66/500
9/9 [==============================] - 0s 2ms/step - loss: 6.6227 - val_loss: 6.7017
Epoch 67/500
9/9 [==============================] - 0s 1ms/step - loss: 6.5596 - val_loss: 6.6439
Epoch 68/500
9/9 [==============================] - 0s 2ms/step - loss: 6.4973 - val_loss: 6.5899
Epoch 69/500
9/9 [==============================] - 0s 1ms/step - loss: 6.4353 - val_loss: 6.5328
Epoch 70/500
9/9 [==============================] - 0s 2ms/step - loss: 6.3738 - val_loss: 6.4786
Epoch 71/500
9/9 [==============================] - 0s 2ms/step - loss: 6.3121 - val_loss: 6.4191
Epoch 72/500
9/9 [==============================] - 0s 2ms/step - loss: 6.2514 - val_loss: 6.3663
Epoch 73/500
9/9 [==============================] - 0s 2ms/step - loss: 6.1910 - val_loss: 6.3117
Epoch 74/500
9/9 [==============================] - 0s 2ms/step - loss: 6.1314 - val_loss: 6.2588
Epoch 75/500
9/9 [==============================] - 0s 2ms/step - loss: 6.0724 - val_loss: 6.2038
Epoch 76/500
9/9 [==============================] - 0s 2ms/step - loss: 6.0138 - val_loss: 6.1501
Epoch 77/500
9/9 [==============================] - 0s 2ms/step - loss: 5.9543 - val_loss: 6.0937
Epoch 78/500
9/9 [==============================] - 0s 2ms/step - loss: 5.8974 - val_loss: 6.0370
Epoch 79/500
9/9 [==============================] - 0s 2ms/step - loss: 5.8396 - val_loss: 5.9847
Epoch 80/500
9/9 [==============================] - 0s 2ms/step - loss: 5.7821 - val_loss: 5.9322
Epoch 81/500
9/9 [==============================] - 0s 2ms/step - loss: 5.7258 - val_loss: 5.8811
Epoch 82/500
9/9 [==============================] - 0s 2ms/step - loss: 5.6695 - val_loss: 5.8268
Epoch 83/500
9/9 [==============================] - 0s 2ms/step - loss: 5.6137 - val_loss: 5.7750
Epoch 84/500
9/9 [==============================] - 0s 2ms/step - loss: 5.5585 - val_loss: 5.7240
Epoch 85/500
9/9 [==============================] - 0s 2ms/step - loss: 5.5036 - val_loss: 5.6720
Epoch 86/500
9/9 [==============================] - 0s 2ms/step - loss: 5.4493 - val_loss: 5.6208
Epoch 87/500
9/9 [==============================] - 0s 2ms/step - loss: 5.3949 - val_loss: 5.5691
Epoch 88/500
9/9 [==============================] - 0s 2ms/step - loss: 5.3418 - val_loss: 5.5173
Epoch 89/500
9/9 [==============================] - 0s 2ms/step - loss: 5.2885 - val_loss: 5.4681
Epoch 90/500
9/9 [==============================] - 0s 2ms/step - loss: 5.2360 - val_loss: 5.4166
Epoch 91/500
9/9 [==============================] - 0s 2ms/step - loss: 5.1837 - val_loss: 5.3662
Epoch 92/500
9/9 [==============================] - 0s 2ms/step - loss: 5.1319 - val_loss: 5.3159
Epoch 93/500
9/9 [==============================] - 0s 2ms/step - loss: 5.0797 - val_loss: 5.2649
Epoch 94/500
9/9 [==============================] - 0s 1ms/step - loss: 5.0286 - val_loss: 5.2175
Epoch 95/500
9/9 [==============================] - 0s 2ms/step - loss: 4.9783 - val_loss: 5.1691
Epoch 96/500
9/9 [==============================] - 0s 2ms/step - loss: 4.9281 - val_loss: 5.1196
Epoch 97/500
9/9 [==============================] - 0s 2ms/step - loss: 4.8785 - val_loss: 5.0692
Epoch 98/500
9/9 [==============================] - 0s 2ms/step - loss: 4.8286 - val_loss: 5.0219
Epoch 99/500
9/9 [==============================] - 0s 1ms/step - loss: 4.7799 - val_loss: 4.9733
Epoch 100/500
9/9 [==============================] - 0s 2ms/step - loss: 4.7310 - val_loss: 4.9264
Epoch 101/500
9/9 [==============================] - 0s 2ms/step - loss: 4.6824 - val_loss: 4.8787
Epoch 102/500
9/9 [==============================] - 0s 2ms/step - loss: 4.6351 - val_loss: 4.8324
Epoch 103/500
9/9 [==============================] - 0s 2ms/step - loss: 4.5871 - val_loss: 4.7854
Epoch 104/500
9/9 [==============================] - 0s 2ms/step - loss: 4.5403 - val_loss: 4.7400
Epoch 105/500
9/9 [==============================] - 0s 2ms/step - loss: 4.4937 - val_loss: 4.6915
Epoch 106/500
9/9 [==============================] - 0s 2ms/step - loss: 4.4473 - val_loss: 4.6465
Epoch 107/500
9/9 [==============================] - 0s 2ms/step - loss: 4.4013 - val_loss: 4.5990
Epoch 108/500
9/9 [==============================] - 0s 2ms/step - loss: 4.3553 - val_loss: 4.5538
Epoch 109/500
9/9 [==============================] - 0s 2ms/step - loss: 4.3105 - val_loss: 4.5088
Epoch 110/500
9/9 [==============================] - 0s 2ms/step - loss: 4.2656 - val_loss: 4.4612
Epoch 111/500
9/9 [==============================] - 0s 2ms/step - loss: 4.2210 - val_loss: 4.4165
Epoch 112/500
9/9 [==============================] - 0s 2ms/step - loss: 4.1765 - val_loss: 4.3754
Epoch 113/500
9/9 [==============================] - 0s 2ms/step - loss: 4.1330 - val_loss: 4.3317
Epoch 114/500
9/9 [==============================] - 0s 2ms/step - loss: 4.0899 - val_loss: 4.2881
Epoch 115/500
9/9 [==============================] - 0s 2ms/step - loss: 4.0470 - val_loss: 4.2423
Epoch 116/500
9/9 [==============================] - 0s 2ms/step - loss: 4.0040 - val_loss: 4.1998
Epoch 117/500
9/9 [==============================] - 0s 2ms/step - loss: 3.9619 - val_loss: 4.1579
Epoch 118/500
9/9 [==============================] - 0s 2ms/step - loss: 3.9198 - val_loss: 4.1154
Epoch 119/500
9/9 [==============================] - 0s 1ms/step - loss: 3.8786 - val_loss: 4.0717
Epoch 120/500
9/9 [==============================] - 0s 2ms/step - loss: 3.8369 - val_loss: 4.0288
Epoch 121/500
9/9 [==============================] - 0s 2ms/step - loss: 3.7964 - val_loss: 3.9861
Epoch 122/500
9/9 [==============================] - 0s 2ms/step - loss: 3.7558 - val_loss: 3.9436
Epoch 123/500
9/9 [==============================] - 0s 2ms/step - loss: 3.7153 - val_loss: 3.9022
Epoch 124/500
9/9 [==============================] - 0s 2ms/step - loss: 3.6752 - val_loss: 3.8638
Epoch 125/500
9/9 [==============================] - 0s 2ms/step - loss: 3.6362 - val_loss: 3.8228
Epoch 126/500
9/9 [==============================] - 0s 2ms/step - loss: 3.5969 - val_loss: 3.7823
Epoch 127/500
9/9 [==============================] - 0s 2ms/step - loss: 3.5579 - val_loss: 3.7407
Epoch 128/500
9/9 [==============================] - 0s 1ms/step - loss: 3.5196 - val_loss: 3.7022
Epoch 129/500
9/9 [==============================] - 0s 1ms/step - loss: 3.4812 - val_loss: 3.6638
Epoch 130/500
9/9 [==============================] - 0s 2ms/step - loss: 3.4437 - val_loss: 3.6228
Epoch 131/500
9/9 [==============================] - 0s 1ms/step - loss: 3.4061 - val_loss: 3.5835
Epoch 132/500
9/9 [==============================] - 0s 2ms/step - loss: 3.3685 - val_loss: 3.5470
Epoch 133/500
9/9 [==============================] - 0s 2ms/step - loss: 3.3320 - val_loss: 3.5076
Epoch 134/500
9/9 [==============================] - 0s 2ms/step - loss: 3.2952 - val_loss: 3.4692
Epoch 135/500
9/9 [==============================] - 0s 1ms/step - loss: 3.2594 - val_loss: 3.4310
Epoch 136/500
9/9 [==============================] - 0s 2ms/step - loss: 3.2230 - val_loss: 3.3932
Epoch 137/500
9/9 [==============================] - 0s 2ms/step - loss: 3.1874 - val_loss: 3.3545
Epoch 138/500
9/9 [==============================] - 0s 2ms/step - loss: 3.1525 - val_loss: 3.3177
Epoch 139/500
9/9 [==============================] - 0s 2ms/step - loss: 3.1174 - val_loss: 3.2801
Epoch 140/500
9/9 [==============================] - 0s 2ms/step - loss: 3.0823 - val_loss: 3.2447
Epoch 141/500
9/9 [==============================] - 0s 1ms/step - loss: 3.0488 - val_loss: 3.2077
Epoch 142/500
9/9 [==============================] - 0s 2ms/step - loss: 3.0140 - val_loss: 3.1742
Epoch 143/500
9/9 [==============================] - 0s 2ms/step - loss: 2.9804 - val_loss: 3.1380
Epoch 144/500
9/9 [==============================] - 0s 2ms/step - loss: 2.9471 - val_loss: 3.1027
Epoch 145/500
9/9 [==============================] - 0s 2ms/step - loss: 2.9140 - val_loss: 3.0676
Epoch 146/500
9/9 [==============================] - 0s 2ms/step - loss: 2.8808 - val_loss: 3.0307
Epoch 147/500
9/9 [==============================] - 0s 1ms/step - loss: 2.8484 - val_loss: 2.9959
Epoch 148/500
9/9 [==============================] - 0s 1ms/step - loss: 2.8164 - val_loss: 2.9628
Epoch 149/500
9/9 [==============================] - 0s 2ms/step - loss: 2.7844 - val_loss: 2.9261
Epoch 150/500
9/9 [==============================] - 0s 2ms/step - loss: 2.7524 - val_loss: 2.8912
Epoch 151/500
9/9 [==============================] - 0s 1ms/step - loss: 2.7214 - val_loss: 2.8600
Epoch 152/500
9/9 [==============================] - 0s 2ms/step - loss: 2.6900 - val_loss: 2.8276
Epoch 153/500
9/9 [==============================] - 0s 2ms/step - loss: 2.6593 - val_loss: 2.7939
Epoch 154/500
9/9 [==============================] - 0s 2ms/step - loss: 2.6286 - val_loss: 2.7605
Epoch 155/500
9/9 [==============================] - 0s 2ms/step - loss: 2.5985 - val_loss: 2.7283
Epoch 156/500
9/9 [==============================] - 0s 1ms/step - loss: 2.5685 - val_loss: 2.6961
Epoch 157/500
9/9 [==============================] - 0s 2ms/step - loss: 2.5390 - val_loss: 2.6633
Epoch 158/500
9/9 [==============================] - 0s 1ms/step - loss: 2.5093 - val_loss: 2.6319
Epoch 159/500
9/9 [==============================] - 0s 1ms/step - loss: 2.4803 - val_loss: 2.6009
Epoch 160/500
9/9 [==============================] - 0s 2ms/step - loss: 2.4516 - val_loss: 2.5689
Epoch 161/500
9/9 [==============================] - 0s 1ms/step - loss: 2.4225 - val_loss: 2.5390
Epoch 162/500
9/9 [==============================] - 0s 2ms/step - loss: 2.3946 - val_loss: 2.5096
Epoch 163/500
9/9 [==============================] - 0s 2ms/step - loss: 2.3666 - val_loss: 2.4766
Epoch 164/500
9/9 [==============================] - 0s 2ms/step - loss: 2.3385 - val_loss: 2.4479
Epoch 165/500
9/9 [==============================] - 0s 1ms/step - loss: 2.3107 - val_loss: 2.4180
Epoch 166/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2840 - val_loss: 2.3889
Epoch 167/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2567 - val_loss: 2.3590
Epoch 168/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2301 - val_loss: 2.3314
Epoch 169/500
9/9 [==============================] - 0s 2ms/step - loss: 2.2035 - val_loss: 2.3024
Epoch 170/500
9/9 [==============================] - 0s 2ms/step - loss: 2.1773 - val_loss: 2.2721
Epoch 171/500
9/9 [==============================] - 0s 1ms/step - loss: 2.1512 - val_loss: 2.2444
Epoch 172/500
9/9 [==============================] - 0s 1ms/step - loss: 2.1257 - val_loss: 2.2158
Epoch 173/500
9/9 [==============================] - 0s 1ms/step - loss: 2.0998 - val_loss: 2.1893
Epoch 174/500
9/9 [==============================] - 0s 2ms/step - loss: 2.0749 - val_loss: 2.1608
Epoch 175/500
9/9 [==============================] - 0s 2ms/step - loss: 2.0499 - val_loss: 2.1329
Epoch 176/500
9/9 [==============================] - 0s 2ms/step - loss: 2.0252 - val_loss: 2.1053
Epoch 177/500
9/9 [==============================] - 0s 2ms/step - loss: 2.0007 - val_loss: 2.0789
Epoch 178/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9762 - val_loss: 2.0535
Epoch 179/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9523 - val_loss: 2.0267
Epoch 180/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9286 - val_loss: 1.9995
Epoch 181/500
9/9 [==============================] - 0s 2ms/step - loss: 1.9051 - val_loss: 1.9733
Epoch 182/500
9/9 [==============================] - 0s 2ms/step - loss: 1.8815 - val_loss: 1.9489
Epoch 183/500
9/9 [==============================] - 0s 1ms/step - loss: 1.8588 - val_loss: 1.9230
Epoch 184/500
9/9 [==============================] - 0s 2ms/step - loss: 1.8357 - val_loss: 1.8970
Epoch 185/500
9/9 [==============================] - 0s 2ms/step - loss: 1.8133 - val_loss: 1.8730
Epoch 186/500
9/9 [==============================] - 0s 1ms/step - loss: 1.7908 - val_loss: 1.8493
Epoch 187/500
9/9 [==============================] - 0s 1ms/step - loss: 1.7688 - val_loss: 1.8231
Epoch 188/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7467 - val_loss: 1.7991
Epoch 189/500
9/9 [==============================] - 0s 2ms/step - loss: 1.7249 - val_loss: 1.7762
Epoch 190/500
9/9 [==============================] - 0s 1ms/step - loss: 1.7032 - val_loss: 1.7522
Epoch 191/500
9/9 [==============================] - 0s 2ms/step - loss: 1.6821 - val_loss: 1.7295
Epoch 192/500
9/9 [==============================] - 0s 1ms/step - loss: 1.6611 - val_loss: 1.7063
Epoch 193/500
9/9 [==============================] - 0s 1ms/step - loss: 1.6404 - val_loss: 1.6835
Epoch 194/500
9/9 [==============================] - 0s 2ms/step - loss: 1.6197 - val_loss: 1.6604
Epoch 195/500
9/9 [==============================] - 0s 2ms/step - loss: 1.5993 - val_loss: 1.6368
Epoch 196/500
9/9 [==============================] - 0s 2ms/step - loss: 1.5791 - val_loss: 1.6148
Epoch 197/500
9/9 [==============================] - 0s 1ms/step - loss: 1.5591 - val_loss: 1.5931
Epoch 198/500
9/9 [==============================] - 0s 1ms/step - loss: 1.5395 - val_loss: 1.5701
Epoch 199/500
9/9 [==============================] - 0s 2ms/step - loss: 1.5196 - val_loss: 1.5490
Epoch 200/500
9/9 [==============================] - 0s 1ms/step - loss: 1.5003 - val_loss: 1.5291
Epoch 201/500
9/9 [==============================] - 0s 1ms/step - loss: 1.4815 - val_loss: 1.5062
Epoch 202/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4623 - val_loss: 1.4843
Epoch 203/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4435 - val_loss: 1.4639
Epoch 204/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4250 - val_loss: 1.4437
Epoch 205/500
9/9 [==============================] - 0s 2ms/step - loss: 1.4067 - val_loss: 1.4226
Epoch 206/500
9/9 [==============================] - 0s 1ms/step - loss: 1.3884 - val_loss: 1.4033
Epoch 207/500
9/9 [==============================] - 0s 1ms/step - loss: 1.3705 - val_loss: 1.3828
Epoch 208/500
9/9 [==============================] - 0s 2ms/step - loss: 1.3529 - val_loss: 1.3636
Epoch 209/500
9/9 [==============================] - 0s 2ms/step - loss: 1.3351 - val_loss: 1.3454
Epoch 210/500
9/9 [==============================] - 0s 2ms/step - loss: 1.3178 - val_loss: 1.3249
Epoch 211/500
9/9 [==============================] - 0s 2ms/step - loss: 1.3007 - val_loss: 1.3058
Epoch 212/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2838 - val_loss: 1.2861
Epoch 213/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2668 - val_loss: 1.2681
Epoch 214/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2502 - val_loss: 1.2499
Epoch 215/500
9/9 [==============================] - 0s 1ms/step - loss: 1.2336 - val_loss: 1.2314
Epoch 216/500
9/9 [==============================] - 0s 2ms/step - loss: 1.2174 - val_loss: 1.2133
Epoch 217/500
9/9 [==============================] - 0s 1ms/step - loss: 1.2013 - val_loss: 1.1955
Epoch 218/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1853 - val_loss: 1.1776
Epoch 219/500
9/9 [==============================] - 0s 1ms/step - loss: 1.1697 - val_loss: 1.1601
Epoch 220/500
9/9 [==============================] - 0s 1ms/step - loss: 1.1541 - val_loss: 1.1430
Epoch 221/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1388 - val_loss: 1.1252
Epoch 222/500
9/9 [==============================] - 0s 1ms/step - loss: 1.1236 - val_loss: 1.1084
Epoch 223/500
9/9 [==============================] - 0s 2ms/step - loss: 1.1084 - val_loss: 1.0921
Epoch 224/500
9/9 [==============================] - ETA: 0s - loss: 1.099 - 0s 1ms/step - loss: 1.0936 - val_loss: 1.0763
Epoch 225/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0789 - val_loss: 1.0605
Epoch 226/500
9/9 [==============================] - 0s 1ms/step - loss: 1.0643 - val_loss: 1.0438
Epoch 227/500
9/9 [==============================] - 0s 1ms/step - loss: 1.0500 - val_loss: 1.0274
Epoch 228/500
9/9 [==============================] - 0s 1ms/step - loss: 1.0359 - val_loss: 1.0106
Epoch 229/500
9/9 [==============================] - 0s 2ms/step - loss: 1.0217 - val_loss: 0.9951
Epoch 230/500
9/9 [==============================] - 0s 1ms/step - loss: 1.0079 - val_loss: 0.9800
Epoch 231/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9942 - val_loss: 0.9651
Epoch 232/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9807 - val_loss: 0.9507
Epoch 233/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9674 - val_loss: 0.9347
Epoch 234/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9539 - val_loss: 0.9199
Epoch 235/500
9/9 [==============================] - 0s 2ms/step - loss: 0.9408 - val_loss: 0.9063
Epoch 236/500
9/9 [==============================] - 0s 2ms/step - loss: 0.9279 - val_loss: 0.8911
Epoch 237/500
9/9 [==============================] - 0s 2ms/step - loss: 0.9152 - val_loss: 0.8767
Epoch 238/500
9/9 [==============================] - 0s 1ms/step - loss: 0.9026 - val_loss: 0.8635
Epoch 239/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8902 - val_loss: 0.8494
Epoch 240/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8778 - val_loss: 0.8349
Epoch 241/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8655 - val_loss: 0.8223
Epoch 242/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8536 - val_loss: 0.8099
Epoch 243/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8417 - val_loss: 0.7958
Epoch 244/500
9/9 [==============================] - 0s 1ms/step - loss: 0.8298 - val_loss: 0.7832
Epoch 245/500
9/9 [==============================] - 0s 2ms/step - loss: 0.8182 - val_loss: 0.7705
Epoch 246/500
9/9 [==============================] - 0s 1ms/step - loss: 0.8068 - val_loss: 0.7583
Epoch 247/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7955 - val_loss: 0.7460
Epoch 248/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7844 - val_loss: 0.7334
Epoch 249/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7732 - val_loss: 0.7206
Epoch 250/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7623 - val_loss: 0.7089
Epoch 251/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7516 - val_loss: 0.6966
Epoch 252/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7409 - val_loss: 0.6849
Epoch 253/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7304 - val_loss: 0.6738
Epoch 254/500
9/9 [==============================] - 0s 2ms/step - loss: 0.7199 - val_loss: 0.6619
Epoch 255/500
9/9 [==============================] - 0s 1ms/step - loss: 0.7097 - val_loss: 0.6512
Epoch 256/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6997 - val_loss: 0.6401
Epoch 257/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6896 - val_loss: 0.6294
Epoch 258/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6798 - val_loss: 0.6186
Epoch 259/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6700 - val_loss: 0.6080
Epoch 260/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6604 - val_loss: 0.5974
Epoch 261/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6508 - val_loss: 0.5873
Epoch 262/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6415 - val_loss: 0.5765
Epoch 263/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6322 - val_loss: 0.5665
Epoch 264/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6231 - val_loss: 0.5565
Epoch 265/500
9/9 [==============================] - 0s 1ms/step - loss: 0.6140 - val_loss: 0.5466
Epoch 266/500
9/9 [==============================] - 0s 2ms/step - loss: 0.6052 - val_loss: 0.5370
Epoch 267/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5964 - val_loss: 0.5284
Epoch 268/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5876 - val_loss: 0.5181
Epoch 269/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5792 - val_loss: 0.5088
Epoch 270/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5706 - val_loss: 0.4992
Epoch 271/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5622 - val_loss: 0.4903
Epoch 272/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5541 - val_loss: 0.4816
Epoch 273/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5459 - val_loss: 0.4731
Epoch 274/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5379 - val_loss: 0.4642
Epoch 275/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5300 - val_loss: 0.4553
Epoch 276/500
9/9 [==============================] - 0s 1ms/step - loss: 0.5222 - val_loss: 0.4471
Epoch 277/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5145 - val_loss: 0.4391
Epoch 278/500
9/9 [==============================] - 0s 2ms/step - loss: 0.5069 - val_loss: 0.4313
Epoch 279/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4994 - val_loss: 0.4231
Epoch 280/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4921 - val_loss: 0.4154
Epoch 281/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4847 - val_loss: 0.4079
Epoch 282/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4776 - val_loss: 0.4006
Epoch 283/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4704 - val_loss: 0.3929
Epoch 284/500
9/9 [==============================] - 0s 1ms/step - loss: 0.4634 - val_loss: 0.3851
Epoch 285/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4565 - val_loss: 0.3780
Epoch 286/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4497 - val_loss: 0.3709
Epoch 287/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4430 - val_loss: 0.3632
Epoch 288/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4364 - val_loss: 0.3567
Epoch 289/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4298 - val_loss: 0.3499
Epoch 290/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4234 - val_loss: 0.3432
Epoch 291/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4171 - val_loss: 0.3366
Epoch 292/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4108 - val_loss: 0.3304
Epoch 293/500
9/9 [==============================] - 0s 2ms/step - loss: 0.4047 - val_loss: 0.3237
Epoch 294/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3985 - val_loss: 0.3174
Epoch 295/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3926 - val_loss: 0.3115
Epoch 296/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3867 - val_loss: 0.3055
Epoch 297/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3808 - val_loss: 0.2996
Epoch 298/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3751 - val_loss: 0.2935
Epoch 299/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3694 - val_loss: 0.2875
Epoch 300/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3639 - val_loss: 0.2818
Epoch 301/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3583 - val_loss: 0.2761
Epoch 302/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3530 - val_loss: 0.2708
Epoch 303/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3476 - val_loss: 0.2655
Epoch 304/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3423 - val_loss: 0.2605
Epoch 305/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3372 - val_loss: 0.2553
Epoch 306/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3320 - val_loss: 0.2504
Epoch 307/500
9/9 [==============================] - 0s 2ms/step - loss: 0.3270 - val_loss: 0.2452
Epoch 308/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3221 - val_loss: 0.2401
Epoch 309/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3171 - val_loss: 0.2351
Epoch 310/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3124 - val_loss: 0.2308
Epoch 311/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3076 - val_loss: 0.2260
Epoch 312/500
9/9 [==============================] - 0s 1ms/step - loss: 0.3030 - val_loss: 0.2216
Epoch 313/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2983 - val_loss: 0.2171
Epoch 314/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2938 - val_loss: 0.2126
Epoch 315/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2894 - val_loss: 0.2082
Epoch 316/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2850 - val_loss: 0.2039
Epoch 317/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2806 - val_loss: 0.1997
Epoch 318/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2764 - val_loss: 0.1957
Epoch 319/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2722 - val_loss: 0.1917
Epoch 320/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2681 - val_loss: 0.1879
Epoch 321/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2640 - val_loss: 0.1839
Epoch 322/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2600 - val_loss: 0.1802
Epoch 323/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2560 - val_loss: 0.1765
Epoch 324/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2522 - val_loss: 0.1728
Epoch 325/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2483 - val_loss: 0.1690
Epoch 326/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2446 - val_loss: 0.1656
Epoch 327/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2409 - val_loss: 0.1623
Epoch 328/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2372 - val_loss: 0.1589
Epoch 329/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2337 - val_loss: 0.1556
Epoch 330/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2301 - val_loss: 0.1525
Epoch 331/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2266 - val_loss: 0.1493
Epoch 332/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2232 - val_loss: 0.1462
Epoch 333/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2199 - val_loss: 0.1431
Epoch 334/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2165 - val_loss: 0.1402
Epoch 335/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2133 - val_loss: 0.1375
Epoch 336/500
9/9 [==============================] - 0s 2ms/step - loss: 0.2101 - val_loss: 0.1348
Epoch 337/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2069 - val_loss: 0.1317
Epoch 338/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2038 - val_loss: 0.1289
Epoch 339/500
9/9 [==============================] - 0s 1ms/step - loss: 0.2008 - val_loss: 0.1262
Epoch 340/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1978 - val_loss: 0.1238
Epoch 341/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1948 - val_loss: 0.1213
Epoch 342/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1919 - val_loss: 0.1188
Epoch 343/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1891 - val_loss: 0.1166
Epoch 344/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1863 - val_loss: 0.1142
Epoch 345/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1835 - val_loss: 0.1118
Epoch 346/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1808 - val_loss: 0.1095
Epoch 347/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1781 - val_loss: 0.1073
Epoch 348/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1755 - val_loss: 0.1052
Epoch 349/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1729 - val_loss: 0.1031
Epoch 350/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1704 - val_loss: 0.1009
Epoch 351/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1679 - val_loss: 0.0989
Epoch 352/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1654 - val_loss: 0.0971
Epoch 353/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1630 - val_loss: 0.0952
Epoch 354/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1606 - val_loss: 0.0934
Epoch 355/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1583 - val_loss: 0.0914
Epoch 356/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1560 - val_loss: 0.0896
Epoch 357/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1537 - val_loss: 0.0880
Epoch 358/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1515 - val_loss: 0.0863
Epoch 359/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1494 - val_loss: 0.0845
Epoch 360/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1472 - val_loss: 0.0830
Epoch 361/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1451 - val_loss: 0.0815
Epoch 362/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1430 - val_loss: 0.0799
Epoch 363/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1410 - val_loss: 0.0784
Epoch 364/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1390 - val_loss: 0.0770
Epoch 365/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1370 - val_loss: 0.0755
Epoch 366/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1351 - val_loss: 0.0741
Epoch 367/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1333 - val_loss: 0.0728
Epoch 368/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1314 - val_loss: 0.0715
Epoch 369/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1295 - val_loss: 0.0704
Epoch 370/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1278 - val_loss: 0.0691
Epoch 371/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1260 - val_loss: 0.0679
Epoch 372/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1242 - val_loss: 0.0667
Epoch 373/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1225 - val_loss: 0.0655
Epoch 374/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1209 - val_loss: 0.0645
Epoch 375/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1193 - val_loss: 0.0635
Epoch 376/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1176 - val_loss: 0.0624
Epoch 377/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1161 - val_loss: 0.0614
Epoch 378/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1145 - val_loss: 0.0603
Epoch 379/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1129 - val_loss: 0.0594
Epoch 380/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1115 - val_loss: 0.0584
Epoch 381/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1100 - val_loss: 0.0575
Epoch 382/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1086 - val_loss: 0.0567
Epoch 383/500
9/9 [==============================] - 0s 1ms/step - loss: 0.1071 - val_loss: 0.0559
Epoch 384/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1058 - val_loss: 0.0551
Epoch 385/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1044 - val_loss: 0.0543
Epoch 386/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1030 - val_loss: 0.0536
Epoch 387/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1017 - val_loss: 0.0528
Epoch 388/500
9/9 [==============================] - 0s 2ms/step - loss: 0.1004 - val_loss: 0.0520
Epoch 389/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0992 - val_loss: 0.0513
Epoch 390/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0979 - val_loss: 0.0507
Epoch 391/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0967 - val_loss: 0.0500
Epoch 392/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0955 - val_loss: 0.0495
Epoch 393/500
9/9 [==============================] - 0s 4ms/step - loss: 0.0943 - val_loss: 0.0489
Epoch 394/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0931 - val_loss: 0.0482
Epoch 395/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0920 - val_loss: 0.0477
Epoch 396/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0909 - val_loss: 0.0471
Epoch 397/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0898 - val_loss: 0.0465
Epoch 398/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0887 - val_loss: 0.0461
Epoch 399/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0877 - val_loss: 0.0456
Epoch 400/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0866 - val_loss: 0.0451
Epoch 401/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0856 - val_loss: 0.0446
Epoch 402/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0846 - val_loss: 0.0442
Epoch 403/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0836 - val_loss: 0.0437
Epoch 404/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0827 - val_loss: 0.0433
Epoch 405/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0817 - val_loss: 0.0430
Epoch 406/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0808 - val_loss: 0.0425
Epoch 407/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0799 - val_loss: 0.0422
Epoch 408/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0790 - val_loss: 0.0418
Epoch 409/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0782 - val_loss: 0.0415
Epoch 410/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0773 - val_loss: 0.0411
Epoch 411/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0765 - val_loss: 0.0408
Epoch 412/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0756 - val_loss: 0.0405
Epoch 413/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0749 - val_loss: 0.0403
Epoch 414/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0740 - val_loss: 0.0400
Epoch 415/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0733 - val_loss: 0.0397
Epoch 416/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0725 - val_loss: 0.0394
Epoch 417/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0718 - val_loss: 0.0392
Epoch 418/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0710 - val_loss: 0.0389
Epoch 419/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0703 - val_loss: 0.0387
Epoch 420/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0696 - val_loss: 0.0385
Epoch 421/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0689 - val_loss: 0.0383
Epoch 422/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0682 - val_loss: 0.0381
Epoch 423/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0676 - val_loss: 0.0379
Epoch 424/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0669 - val_loss: 0.0377
Epoch 425/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0663 - val_loss: 0.0376
Epoch 426/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0657 - val_loss: 0.0374
Epoch 427/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0650 - val_loss: 0.0372
Epoch 428/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0644 - val_loss: 0.0371
Epoch 429/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0638 - val_loss: 0.0370
Epoch 430/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0633 - val_loss: 0.0368
Epoch 431/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0627 - val_loss: 0.0367
Epoch 432/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0621 - val_loss: 0.0366
Epoch 433/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0616 - val_loss: 0.0365
Epoch 434/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0611 - val_loss: 0.0364
Epoch 435/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0605 - val_loss: 0.0363
Epoch 436/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0600 - val_loss: 0.0362
Epoch 437/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0595 - val_loss: 0.0361
Epoch 438/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0590 - val_loss: 0.0360
Epoch 439/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0585 - val_loss: 0.0359
Epoch 440/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0580 - val_loss: 0.0358
Epoch 441/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0576 - val_loss: 0.0357
Epoch 442/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0571 - val_loss: 0.0357
Epoch 443/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0567 - val_loss: 0.0356
Epoch 444/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0562 - val_loss: 0.0355
Epoch 445/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0558 - val_loss: 0.0355
Epoch 446/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0554 - val_loss: 0.0354
Epoch 447/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0550 - val_loss: 0.0354
Epoch 448/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0546 - val_loss: 0.0353
Epoch 449/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0542 - val_loss: 0.0353
Epoch 450/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0538 - val_loss: 0.0353
Epoch 451/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0534 - val_loss: 0.0352
Epoch 452/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0530 - val_loss: 0.0352
Epoch 453/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0527 - val_loss: 0.0352
Epoch 454/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0523 - val_loss: 0.0351
Epoch 455/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0519 - val_loss: 0.0351
Epoch 456/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0516 - val_loss: 0.0351
Epoch 457/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0513 - val_loss: 0.0351
Epoch 458/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0509 - val_loss: 0.0350
Epoch 459/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0506 - val_loss: 0.0350
Epoch 460/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0503 - val_loss: 0.0350
Epoch 461/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0500 - val_loss: 0.0350
Epoch 462/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0497 - val_loss: 0.0350
Epoch 463/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0494 - val_loss: 0.0350
Epoch 464/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0491 - val_loss: 0.0350
Epoch 465/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0488 - val_loss: 0.0350
Epoch 466/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0485 - val_loss: 0.0350
Epoch 467/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0482 - val_loss: 0.0350
Epoch 468/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0479 - val_loss: 0.0350
Epoch 469/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0477 - val_loss: 0.0350
Epoch 470/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0474 - val_loss: 0.0350
Epoch 471/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0472 - val_loss: 0.0350
Epoch 472/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0469 - val_loss: 0.0350
Epoch 473/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0467 - val_loss: 0.0350
Epoch 474/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0464 - val_loss: 0.0350
Epoch 475/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0462 - val_loss: 0.0350
Epoch 476/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0460 - val_loss: 0.0350
Epoch 477/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0457 - val_loss: 0.0350
Epoch 478/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0455 - val_loss: 0.0350
Epoch 479/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0453 - val_loss: 0.0350
Epoch 480/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0451 - val_loss: 0.0350
Epoch 481/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0449 - val_loss: 0.0350
Epoch 482/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0447 - val_loss: 0.0350
Epoch 483/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0445 - val_loss: 0.0350
Epoch 484/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0443 - val_loss: 0.0350
Epoch 485/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0441 - val_loss: 0.0350
Epoch 486/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0439 - val_loss: 0.0350
Epoch 487/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0437 - val_loss: 0.0350
Epoch 488/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0436 - val_loss: 0.0350
Epoch 489/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0434 - val_loss: 0.0351
Epoch 490/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0432 - val_loss: 0.0351
Epoch 491/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0430 - val_loss: 0.0351
Epoch 492/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0429 - val_loss: 0.0351
Epoch 493/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0427 - val_loss: 0.0351
Epoch 494/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0425 - val_loss: 0.0351
Epoch 495/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0424 - val_loss: 0.0351
Epoch 496/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0422 - val_loss: 0.0351
Epoch 497/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0421 - val_loss: 0.0351
Epoch 498/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0419 - val_loss: 0.0351
Epoch 499/500
9/9 [==============================] - 0s 2ms/step - loss: 0.0418 - val_loss: 0.0351
Epoch 500/500
9/9 [==============================] - 0s 1ms/step - loss: 0.0417 - val_loss: 0.0351

<keras.callbacks.History at 0x7f70988babc0>

#%tensorboard --logdir logs --host 0.0.0.0 

- 끼워넣을 오브젝트 만들기

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

[<matplotlib.lines.Line2D at 0x7f6f5823bdf0>]

fig

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

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

#from datetime import datetime
import io
logdir = "logs" 
#logdir = "logs" + datetime.now().strftime("%Y%m%d-%H%M%S")

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)

#%tensorboard --logdir logs --host 0.0.0.0

학습과정분석

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 0x7f6f5814c8e0>]

- 학습을 진행하면서 가중치가 어떻게 업데이트 되는지 시각화하자.

!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 [==============================] - 0s 10ms/step - loss: 10.5761 - val_loss: 13.6319
Epoch 2/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.5050 - val_loss: 13.5579
Epoch 3/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.4352 - val_loss: 13.4839
Epoch 4/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.3643 - val_loss: 13.4108
Epoch 5/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.2954 - val_loss: 13.3387
Epoch 6/2000
6/6 [==============================] - 0s 4ms/step - loss: 10.2266 - val_loss: 13.2667
Epoch 7/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.1574 - val_loss: 13.1948
Epoch 8/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.0893 - val_loss: 13.1239
Epoch 9/2000
6/6 [==============================] - 0s 3ms/step - loss: 10.0220 - val_loss: 13.0539
Epoch 10/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.9545 - val_loss: 12.9839
Epoch 11/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.8885 - val_loss: 12.9143
Epoch 12/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.8218 - val_loss: 12.8446
Epoch 13/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.7546 - val_loss: 12.7763
Epoch 14/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.6900 - val_loss: 12.7072
Epoch 15/2000
6/6 [==============================] - 0s 4ms/step - loss: 9.6251 - val_loss: 12.6390
Epoch 16/2000
6/6 [==============================] - 0s 4ms/step - loss: 9.5592 - val_loss: 12.5710
Epoch 17/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.4956 - val_loss: 12.5030
Epoch 18/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.4315 - val_loss: 12.4345
Epoch 19/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.3670 - val_loss: 12.3678
Epoch 20/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.3029 - val_loss: 12.3018
Epoch 21/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.2407 - val_loss: 12.2358
Epoch 22/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.1777 - val_loss: 12.1697
Epoch 23/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.1158 - val_loss: 12.1035
Epoch 24/2000
6/6 [==============================] - 0s 3ms/step - loss: 9.0525 - val_loss: 12.0391
Epoch 25/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.9924 - val_loss: 11.9733
Epoch 26/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.9292 - val_loss: 11.9101
Epoch 27/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.8694 - val_loss: 11.8461
Epoch 28/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.8079 - val_loss: 11.7831
Epoch 29/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.7476 - val_loss: 11.7193
Epoch 30/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.6889 - val_loss: 11.6557
Epoch 31/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.6272 - val_loss: 11.5937
Epoch 32/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.5683 - val_loss: 11.5312
Epoch 33/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.5101 - val_loss: 11.4687
Epoch 34/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.4503 - val_loss: 11.4082
Epoch 35/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.3924 - val_loss: 11.3462
Epoch 36/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.3351 - val_loss: 11.2848
Epoch 37/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.2768 - val_loss: 11.2241
Epoch 38/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.2203 - val_loss: 11.1644
Epoch 39/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.1620 - val_loss: 11.1063
Epoch 40/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.1069 - val_loss: 11.0478
Epoch 41/2000
6/6 [==============================] - 0s 3ms/step - loss: 8.0510 - val_loss: 10.9894
Epoch 42/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.9946 - val_loss: 10.9322
Epoch 43/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.9396 - val_loss: 10.8745
Epoch 44/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.8851 - val_loss: 10.8172
Epoch 45/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.8309 - val_loss: 10.7601
Epoch 46/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.7758 - val_loss: 10.7029
Epoch 47/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.7227 - val_loss: 10.6449
Epoch 48/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.6674 - val_loss: 10.5891
Epoch 49/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.6149 - val_loss: 10.5327
Epoch 50/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.5614 - val_loss: 10.4775
Epoch 51/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.5091 - val_loss: 10.4221
Epoch 52/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.4576 - val_loss: 10.3669
Epoch 53/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.4050 - val_loss: 10.3126
Epoch 54/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.3522 - val_loss: 10.2590
Epoch 55/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.3023 - val_loss: 10.2050
Epoch 56/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.2503 - val_loss: 10.1516
Epoch 57/2000
6/6 [==============================] - 0s 4ms/step - loss: 7.2003 - val_loss: 10.0971
Epoch 58/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.1490 - val_loss: 10.0436
Epoch 59/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.0988 - val_loss: 9.9912
Epoch 60/2000
6/6 [==============================] - 0s 3ms/step - loss: 7.0486 - val_loss: 9.9394
Epoch 61/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.9988 - val_loss: 9.8870
Epoch 62/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.9508 - val_loss: 9.8347
Epoch 63/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.9000 - val_loss: 9.7832
Epoch 64/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.8507 - val_loss: 9.7309
Epoch 65/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.8023 - val_loss: 9.6794
Epoch 66/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.7536 - val_loss: 9.6278
Epoch 67/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.7058 - val_loss: 9.5765
Epoch 68/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.6573 - val_loss: 9.5260
Epoch 69/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.6098 - val_loss: 9.4752
Epoch 70/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.5625 - val_loss: 9.4245
Epoch 71/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.5147 - val_loss: 9.3755
Epoch 72/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.4692 - val_loss: 9.3261
Epoch 73/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.4218 - val_loss: 9.2776
Epoch 74/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.3757 - val_loss: 9.2286
Epoch 75/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.3297 - val_loss: 9.1803
Epoch 76/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.2845 - val_loss: 9.1314
Epoch 77/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.2383 - val_loss: 9.0835
Epoch 78/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1934 - val_loss: 9.0348
Epoch 79/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1484 - val_loss: 8.9875
Epoch 80/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1032 - val_loss: 8.9405
Epoch 81/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.0604 - val_loss: 8.8922
Epoch 82/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.0153 - val_loss: 8.8456
Epoch 83/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.9708 - val_loss: 8.7999
Epoch 84/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.9286 - val_loss: 8.7539
Epoch 85/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.8848 - val_loss: 8.7093
Epoch 86/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.8427 - val_loss: 8.6642
Epoch 87/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.8006 - val_loss: 8.6189
Epoch 88/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.7591 - val_loss: 8.5736
Epoch 89/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.7162 - val_loss: 8.5291
Epoch 90/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.6751 - val_loss: 8.4846
Epoch 91/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.6328 - val_loss: 8.4410
Epoch 92/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.5924 - val_loss: 8.3969
Epoch 93/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.5510 - val_loss: 8.3528
Epoch 94/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.5104 - val_loss: 8.3092
Epoch 95/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.4697 - val_loss: 8.2662
Epoch 96/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.4291 - val_loss: 8.2228
Epoch 97/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3892 - val_loss: 8.1801
Epoch 98/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3491 - val_loss: 8.1378
Epoch 99/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3104 - val_loss: 8.0953
Epoch 100/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2704 - val_loss: 8.0537
Epoch 101/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2316 - val_loss: 8.0121
Epoch 102/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1927 - val_loss: 7.9702
Epoch 103/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1547 - val_loss: 7.9291
Epoch 104/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.1153 - val_loss: 7.8887
Epoch 105/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0776 - val_loss: 7.8474
Epoch 106/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0398 - val_loss: 7.8072
Epoch 107/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0018 - val_loss: 7.7670
Epoch 108/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.9650 - val_loss: 7.7268
Epoch 109/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.9272 - val_loss: 7.6866
Epoch 110/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8898 - val_loss: 7.6479
Epoch 111/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8535 - val_loss: 7.6090
Epoch 112/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8171 - val_loss: 7.5696
Epoch 113/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7808 - val_loss: 7.5310
Epoch 114/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7459 - val_loss: 7.4919
Epoch 115/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7091 - val_loss: 7.4538
Epoch 116/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6743 - val_loss: 7.4156
Epoch 117/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6391 - val_loss: 7.3770
Epoch 118/2000
6/6 [==============================] - 0s 4ms/step - loss: 4.6037 - val_loss: 7.3395
Epoch 119/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5691 - val_loss: 7.3022
Epoch 120/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5346 - val_loss: 7.2650
Epoch 121/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5012 - val_loss: 7.2272
Epoch 122/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4662 - val_loss: 7.1898
Epoch 123/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4323 - val_loss: 7.1527
Epoch 124/2000
6/6 [==============================] - 0s 4ms/step - loss: 4.3984 - val_loss: 7.1157
Epoch 125/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3651 - val_loss: 7.0795
Epoch 126/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3322 - val_loss: 7.0431
Epoch 127/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2990 - val_loss: 7.0075
Epoch 128/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2665 - val_loss: 6.9722
Epoch 129/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2339 - val_loss: 6.9372
Epoch 130/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2018 - val_loss: 6.9018
Epoch 131/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1699 - val_loss: 6.8666
Epoch 132/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1382 - val_loss: 6.8318
Epoch 133/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1064 - val_loss: 6.7976
Epoch 134/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0750 - val_loss: 6.7637
Epoch 135/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0437 - val_loss: 6.7300
Epoch 136/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0137 - val_loss: 6.6962
Epoch 137/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9831 - val_loss: 6.6622
Epoch 138/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9520 - val_loss: 6.6287
Epoch 139/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.9218 - val_loss: 6.5953
Epoch 140/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.8921 - val_loss: 6.5620
Epoch 141/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8617 - val_loss: 6.5292
Epoch 142/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8319 - val_loss: 6.4965
Epoch 143/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8020 - val_loss: 6.4639
Epoch 144/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7732 - val_loss: 6.4315
Epoch 145/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7435 - val_loss: 6.3991
Epoch 146/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7143 - val_loss: 6.3669
Epoch 147/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6857 - val_loss: 6.3345
Epoch 148/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6562 - val_loss: 6.3026
Epoch 149/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6286 - val_loss: 6.2697
Epoch 150/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5990 - val_loss: 6.2380
Epoch 151/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5708 - val_loss: 6.2063
Epoch 152/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5426 - val_loss: 6.1751
Epoch 153/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5147 - val_loss: 6.1438
Epoch 154/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4869 - val_loss: 6.1125
Epoch 155/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4598 - val_loss: 6.0812
Epoch 156/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4324 - val_loss: 6.0509
Epoch 157/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4057 - val_loss: 6.0204
Epoch 158/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3787 - val_loss: 5.9906
Epoch 159/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3523 - val_loss: 5.9610
Epoch 160/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3257 - val_loss: 5.9312
Epoch 161/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2997 - val_loss: 5.9018
Epoch 162/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2740 - val_loss: 5.8723
Epoch 163/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2478 - val_loss: 5.8435
Epoch 164/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2222 - val_loss: 5.8143
Epoch 165/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1972 - val_loss: 5.7853
Epoch 166/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1719 - val_loss: 5.7565
Epoch 167/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.1462 - val_loss: 5.7283
Epoch 168/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1213 - val_loss: 5.7000
Epoch 169/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0966 - val_loss: 5.6719
Epoch 170/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0715 - val_loss: 5.6443
Epoch 171/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0475 - val_loss: 5.6166
Epoch 172/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0236 - val_loss: 5.5888
Epoch 173/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9992 - val_loss: 5.5612
Epoch 174/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9749 - val_loss: 5.5341
Epoch 175/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9514 - val_loss: 5.5070
Epoch 176/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9280 - val_loss: 5.4798
Epoch 177/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9046 - val_loss: 5.4530
Epoch 178/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8809 - val_loss: 5.4262
Epoch 179/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.8579 - val_loss: 5.3988
Epoch 180/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8347 - val_loss: 5.3721
Epoch 181/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8117 - val_loss: 5.3455
Epoch 182/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7892 - val_loss: 5.3190
Epoch 183/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7668 - val_loss: 5.2926
Epoch 184/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7439 - val_loss: 5.2664
Epoch 185/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7219 - val_loss: 5.2400
Epoch 186/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6998 - val_loss: 5.2143
Epoch 187/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6775 - val_loss: 5.1886
Epoch 188/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6560 - val_loss: 5.1632
Epoch 189/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6344 - val_loss: 5.1375
Epoch 190/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6128 - val_loss: 5.1125
Epoch 191/2000
6/6 [==============================] - 0s 2ms/step - loss: 2.5919 - val_loss: 5.0868
Epoch 192/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5703 - val_loss: 5.0617
Epoch 193/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5491 - val_loss: 5.0373
Epoch 194/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5285 - val_loss: 5.0125
Epoch 195/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5071 - val_loss: 4.9879
Epoch 196/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4868 - val_loss: 4.9628
Epoch 197/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4659 - val_loss: 4.9382
Epoch 198/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.4455 - val_loss: 4.9135
Epoch 199/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.4248 - val_loss: 4.8893
Epoch 200/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4049 - val_loss: 4.8653
Epoch 201/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3847 - val_loss: 4.8420
Epoch 202/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3649 - val_loss: 4.8186
Epoch 203/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3451 - val_loss: 4.7950
Epoch 204/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3261 - val_loss: 4.7714
Epoch 205/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3060 - val_loss: 4.7487
Epoch 206/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2871 - val_loss: 4.7257
Epoch 207/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.2681 - val_loss: 4.7027
Epoch 208/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2489 - val_loss: 4.6803
Epoch 209/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2303 - val_loss: 4.6579
Epoch 210/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2115 - val_loss: 4.6353
Epoch 211/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1931 - val_loss: 4.6133
Epoch 212/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1750 - val_loss: 4.5909
Epoch 213/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1568 - val_loss: 4.5686
Epoch 214/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1387 - val_loss: 4.5462
Epoch 215/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1208 - val_loss: 4.5243
Epoch 216/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1031 - val_loss: 4.5023
Epoch 217/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0855 - val_loss: 4.4811
Epoch 218/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0677 - val_loss: 4.4596
Epoch 219/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0503 - val_loss: 4.4384
Epoch 220/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0331 - val_loss: 4.4170
Epoch 221/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0158 - val_loss: 4.3960
Epoch 222/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9988 - val_loss: 4.3747
Epoch 223/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9816 - val_loss: 4.3535
Epoch 224/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9646 - val_loss: 4.3322
Epoch 225/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9478 - val_loss: 4.3112
Epoch 226/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9309 - val_loss: 4.2906
Epoch 227/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9147 - val_loss: 4.2702
Epoch 228/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8978 - val_loss: 4.2495
Epoch 229/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8817 - val_loss: 4.2287
Epoch 230/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8654 - val_loss: 4.2084
Epoch 231/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8493 - val_loss: 4.1881
Epoch 232/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.8336 - val_loss: 4.1677
Epoch 233/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8177 - val_loss: 4.1479
Epoch 234/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8023 - val_loss: 4.1278
Epoch 235/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7865 - val_loss: 4.1084
Epoch 236/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7710 - val_loss: 4.0889
Epoch 237/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7556 - val_loss: 4.0694
Epoch 238/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.7405 - val_loss: 4.0502
Epoch 239/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.7254 - val_loss: 4.0309
Epoch 240/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7103 - val_loss: 4.0120
Epoch 241/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6959 - val_loss: 3.9928
Epoch 242/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6808 - val_loss: 3.9739
Epoch 243/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6661 - val_loss: 3.9554
Epoch 244/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6518 - val_loss: 3.9367
Epoch 245/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.6372 - val_loss: 3.9182
Epoch 246/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.6232 - val_loss: 3.8994
Epoch 247/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6087 - val_loss: 3.8812
Epoch 248/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5946 - val_loss: 3.8630
Epoch 249/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5808 - val_loss: 3.8450
Epoch 250/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5669 - val_loss: 3.8269
Epoch 251/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5532 - val_loss: 3.8090
Epoch 252/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5396 - val_loss: 3.7908
Epoch 253/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5259 - val_loss: 3.7723
Epoch 254/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5123 - val_loss: 3.7543
Epoch 255/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4990 - val_loss: 3.7366
Epoch 256/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4855 - val_loss: 3.7190
Epoch 257/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4724 - val_loss: 3.7013
Epoch 258/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4592 - val_loss: 3.6839
Epoch 259/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4462 - val_loss: 3.6666
Epoch 260/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4335 - val_loss: 3.6491
Epoch 261/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4207 - val_loss: 3.6321
Epoch 262/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4078 - val_loss: 3.6151
Epoch 263/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3955 - val_loss: 3.5979
Epoch 264/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3828 - val_loss: 3.5807
Epoch 265/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3705 - val_loss: 3.5637
Epoch 266/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3581 - val_loss: 3.5469
Epoch 267/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3462 - val_loss: 3.5302
Epoch 268/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3340 - val_loss: 3.5136
Epoch 269/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.3218 - val_loss: 3.4973
Epoch 270/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3100 - val_loss: 3.4807
Epoch 271/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2982 - val_loss: 3.4645
Epoch 272/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2865 - val_loss: 3.4483
Epoch 273/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.2750 - val_loss: 3.4321
Epoch 274/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2634 - val_loss: 3.4163
Epoch 275/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2521 - val_loss: 3.4002
Epoch 276/2000
6/6 [==============================] - 0s 2ms/step - loss: 1.2408 - val_loss: 3.3844
Epoch 277/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2293 - val_loss: 3.3688
Epoch 278/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2182 - val_loss: 3.3532
Epoch 279/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2075 - val_loss: 3.3375
Epoch 280/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1963 - val_loss: 3.3221
Epoch 281/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1854 - val_loss: 3.3067
Epoch 282/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1747 - val_loss: 3.2914
Epoch 283/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1640 - val_loss: 3.2761
Epoch 284/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1534 - val_loss: 3.2609
Epoch 285/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1429 - val_loss: 3.2457
Epoch 286/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1323 - val_loss: 3.2309
Epoch 287/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1218 - val_loss: 3.2161
Epoch 288/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1116 - val_loss: 3.2014
Epoch 289/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1014 - val_loss: 3.1869
Epoch 290/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.0913 - val_loss: 3.1723
Epoch 291/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0815 - val_loss: 3.1577
Epoch 292/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0712 - val_loss: 3.1432
Epoch 293/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0614 - val_loss: 3.1287
Epoch 294/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0515 - val_loss: 3.1145
Epoch 295/2000
6/6 [==============================] - 0s 2ms/step - loss: 1.0418 - val_loss: 3.1001
Epoch 296/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0321 - val_loss: 3.0862
Epoch 297/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0224 - val_loss: 3.0722
Epoch 298/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.0130 - val_loss: 3.0578
Epoch 299/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0034 - val_loss: 3.0437
Epoch 300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9940 - val_loss: 3.0300
Epoch 301/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9848 - val_loss: 3.0160
Epoch 302/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9756 - val_loss: 3.0022
Epoch 303/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9666 - val_loss: 2.9887
Epoch 304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9575 - val_loss: 2.9754
Epoch 305/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9486 - val_loss: 2.9620
Epoch 306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9398 - val_loss: 2.9483
Epoch 307/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9309 - val_loss: 2.9350
Epoch 308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9222 - val_loss: 2.9220
Epoch 309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9136 - val_loss: 2.9090
Epoch 310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9052 - val_loss: 2.8960
Epoch 311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8967 - val_loss: 2.8830
Epoch 312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8884 - val_loss: 2.8703
Epoch 313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8800 - val_loss: 2.8577
Epoch 314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8718 - val_loss: 2.8449
Epoch 315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8636 - val_loss: 2.8324
Epoch 316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8555 - val_loss: 2.8196
Epoch 317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8475 - val_loss: 2.8069
Epoch 318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8396 - val_loss: 2.7941
Epoch 319/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8316 - val_loss: 2.7815
Epoch 320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8237 - val_loss: 2.7691
Epoch 321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8159 - val_loss: 2.7563
Epoch 322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8081 - val_loss: 2.7440
Epoch 323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8005 - val_loss: 2.7317
Epoch 324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7930 - val_loss: 2.7191
Epoch 325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7853 - val_loss: 2.7069
Epoch 326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7778 - val_loss: 2.6946
Epoch 327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7704 - val_loss: 2.6826
Epoch 328/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.7630 - val_loss: 2.6707
Epoch 329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7557 - val_loss: 2.6586
Epoch 330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7484 - val_loss: 2.6466
Epoch 331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7412 - val_loss: 2.6347
Epoch 332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7342 - val_loss: 2.6225
Epoch 333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7270 - val_loss: 2.6108
Epoch 334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7201 - val_loss: 2.5992
Epoch 335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7131 - val_loss: 2.5877
Epoch 336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7063 - val_loss: 2.5761
Epoch 337/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6995 - val_loss: 2.5646
Epoch 338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6928 - val_loss: 2.5533
Epoch 339/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6861 - val_loss: 2.5420
Epoch 340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6795 - val_loss: 2.5309
Epoch 341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6730 - val_loss: 2.5197
Epoch 342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6665 - val_loss: 2.5087
Epoch 343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6600 - val_loss: 2.4978
Epoch 344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6537 - val_loss: 2.4868
Epoch 345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6473 - val_loss: 2.4760
Epoch 346/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.6411 - val_loss: 2.4649
Epoch 347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6348 - val_loss: 2.4543
Epoch 348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6285 - val_loss: 2.4438
Epoch 349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6225 - val_loss: 2.4331
Epoch 350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6164 - val_loss: 2.4223
Epoch 351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6103 - val_loss: 2.4117
Epoch 352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6044 - val_loss: 2.4009
Epoch 353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5984 - val_loss: 2.3903
Epoch 354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5925 - val_loss: 2.3800
Epoch 355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5867 - val_loss: 2.3697
Epoch 356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5812 - val_loss: 2.3593
Epoch 357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5754 - val_loss: 2.3490
Epoch 358/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5698 - val_loss: 2.3388
Epoch 359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5642 - val_loss: 2.3287
Epoch 360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5587 - val_loss: 2.3189
Epoch 361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5533 - val_loss: 2.3090
Epoch 362/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5478 - val_loss: 2.2990
Epoch 363/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5424 - val_loss: 2.2892
Epoch 364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5372 - val_loss: 2.2795
Epoch 365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5320 - val_loss: 2.2696
Epoch 366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5268 - val_loss: 2.2600
Epoch 367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5215 - val_loss: 2.2505
Epoch 368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5165 - val_loss: 2.2408
Epoch 369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5113 - val_loss: 2.2315
Epoch 370/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5064 - val_loss: 2.2219
Epoch 371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5013 - val_loss: 2.2122
Epoch 372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4964 - val_loss: 2.2026
Epoch 373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4914 - val_loss: 2.1931
Epoch 374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4866 - val_loss: 2.1835
Epoch 375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4818 - val_loss: 2.1744
Epoch 376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4772 - val_loss: 2.1650
Epoch 377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4723 - val_loss: 2.1559
Epoch 378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4677 - val_loss: 2.1469
Epoch 379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4631 - val_loss: 2.1378
Epoch 380/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4585 - val_loss: 2.1288
Epoch 381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4540 - val_loss: 2.1199
Epoch 382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4496 - val_loss: 2.1110
Epoch 383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4452 - val_loss: 2.1021
Epoch 384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4408 - val_loss: 2.0934
Epoch 385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4365 - val_loss: 2.0848
Epoch 386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4322 - val_loss: 2.0760
Epoch 387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4278 - val_loss: 2.0677
Epoch 388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4237 - val_loss: 2.0591
Epoch 389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4196 - val_loss: 2.0505
Epoch 390/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4154 - val_loss: 2.0419
Epoch 391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4113 - val_loss: 2.0335
Epoch 392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4072 - val_loss: 2.0253
Epoch 393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4031 - val_loss: 2.0169
Epoch 394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3992 - val_loss: 2.0086
Epoch 395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3952 - val_loss: 2.0003
Epoch 396/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3913 - val_loss: 1.9921
Epoch 397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3875 - val_loss: 1.9839
Epoch 398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3837 - val_loss: 1.9756
Epoch 399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3798 - val_loss: 1.9674
Epoch 400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3760 - val_loss: 1.9594
Epoch 401/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3723 - val_loss: 1.9515
Epoch 402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3687 - val_loss: 1.9434
Epoch 403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3650 - val_loss: 1.9356
Epoch 404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3613 - val_loss: 1.9277
Epoch 405/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3578 - val_loss: 1.9199
Epoch 406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3543 - val_loss: 1.9120
Epoch 407/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3508 - val_loss: 1.9041
Epoch 408/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3474 - val_loss: 1.8962
Epoch 409/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3438 - val_loss: 1.8886
Epoch 410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3405 - val_loss: 1.8808
Epoch 411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3370 - val_loss: 1.8730
Epoch 412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3337 - val_loss: 1.8654
Epoch 413/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3304 - val_loss: 1.8578
Epoch 414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3271 - val_loss: 1.8502
Epoch 415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3238 - val_loss: 1.8428
Epoch 416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3207 - val_loss: 1.8351
Epoch 417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3175 - val_loss: 1.8276
Epoch 418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3144 - val_loss: 1.8201
Epoch 419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3113 - val_loss: 1.8128
Epoch 420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3082 - val_loss: 1.8056
Epoch 421/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3052 - val_loss: 1.7985
Epoch 422/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3022 - val_loss: 1.7914
Epoch 423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2992 - val_loss: 1.7842
Epoch 424/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2963 - val_loss: 1.7773
Epoch 425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2935 - val_loss: 1.7702
Epoch 426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2906 - val_loss: 1.7632
Epoch 427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2877 - val_loss: 1.7563
Epoch 428/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2850 - val_loss: 1.7494
Epoch 429/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2822 - val_loss: 1.7424
Epoch 430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2794 - val_loss: 1.7355
Epoch 431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2767 - val_loss: 1.7285
Epoch 432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2740 - val_loss: 1.7217
Epoch 433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2713 - val_loss: 1.7148
Epoch 434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2687 - val_loss: 1.7078
Epoch 435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2660 - val_loss: 1.7011
Epoch 436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2634 - val_loss: 1.6943
Epoch 437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2609 - val_loss: 1.6876
Epoch 438/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2583 - val_loss: 1.6811
Epoch 439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2559 - val_loss: 1.6744
Epoch 440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2534 - val_loss: 1.6676
Epoch 441/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2509 - val_loss: 1.6609
Epoch 442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2485 - val_loss: 1.6541
Epoch 443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2461 - val_loss: 1.6475
Epoch 444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2437 - val_loss: 1.6411
Epoch 445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2414 - val_loss: 1.6346
Epoch 446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2391 - val_loss: 1.6283
Epoch 447/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2367 - val_loss: 1.6220
Epoch 448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2345 - val_loss: 1.6157
Epoch 449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2322 - val_loss: 1.6094
Epoch 450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2300 - val_loss: 1.6031
Epoch 451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2278 - val_loss: 1.5968
Epoch 452/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2256 - val_loss: 1.5905
Epoch 453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2234 - val_loss: 1.5844
Epoch 454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2213 - val_loss: 1.5781
Epoch 455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2192 - val_loss: 1.5718
Epoch 456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2171 - val_loss: 1.5656
Epoch 457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2151 - val_loss: 1.5595
Epoch 458/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2130 - val_loss: 1.5536
Epoch 459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2111 - val_loss: 1.5476
Epoch 460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2091 - val_loss: 1.5415
Epoch 461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2071 - val_loss: 1.5357
Epoch 462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2052 - val_loss: 1.5299
Epoch 463/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2033 - val_loss: 1.5241
Epoch 464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2014 - val_loss: 1.5181
Epoch 465/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1995 - val_loss: 1.5122
Epoch 466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1976 - val_loss: 1.5063
Epoch 467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1958 - val_loss: 1.5006
Epoch 468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1940 - val_loss: 1.4947
Epoch 469/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1922 - val_loss: 1.4890
Epoch 470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1904 - val_loss: 1.4832
Epoch 471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1887 - val_loss: 1.4777
Epoch 472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1869 - val_loss: 1.4722
Epoch 473/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1852 - val_loss: 1.4668
Epoch 474/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1835 - val_loss: 1.4614
Epoch 475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1819 - val_loss: 1.4560
Epoch 476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1803 - val_loss: 1.4504
Epoch 477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1787 - val_loss: 1.4450
Epoch 478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1771 - val_loss: 1.4397
Epoch 479/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1755 - val_loss: 1.4342
Epoch 480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1739 - val_loss: 1.4290
Epoch 481/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1724 - val_loss: 1.4235
Epoch 482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1709 - val_loss: 1.4181
Epoch 483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1693 - val_loss: 1.4129
Epoch 484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1679 - val_loss: 1.4075
Epoch 485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1664 - val_loss: 1.4023
Epoch 486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1649 - val_loss: 1.3974
Epoch 487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1635 - val_loss: 1.3922
Epoch 488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1621 - val_loss: 1.3870
Epoch 489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1606 - val_loss: 1.3818
Epoch 490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1593 - val_loss: 1.3766
Epoch 491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1579 - val_loss: 1.3714
Epoch 492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1565 - val_loss: 1.3665
Epoch 493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1552 - val_loss: 1.3615
Epoch 494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1539 - val_loss: 1.3565
Epoch 495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1526 - val_loss: 1.3517
Epoch 496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1513 - val_loss: 1.3466
Epoch 497/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1500 - val_loss: 1.3417
Epoch 498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1488 - val_loss: 1.3366
Epoch 499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1475 - val_loss: 1.3318
Epoch 500/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1463 - val_loss: 1.3271
Epoch 501/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1451 - val_loss: 1.3222
Epoch 502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1439 - val_loss: 1.3173
Epoch 503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1427 - val_loss: 1.3124
Epoch 504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1416 - val_loss: 1.3075
Epoch 505/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1404 - val_loss: 1.3027
Epoch 506/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1392 - val_loss: 1.2979
Epoch 507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1381 - val_loss: 1.2933
Epoch 508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1370 - val_loss: 1.2886
Epoch 509/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1360 - val_loss: 1.2839
Epoch 510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1349 - val_loss: 1.2792
Epoch 511/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1338 - val_loss: 1.2747
Epoch 512/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1327 - val_loss: 1.2702
Epoch 513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1317 - val_loss: 1.2654
Epoch 514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1307 - val_loss: 1.2608
Epoch 515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1297 - val_loss: 1.2564
Epoch 516/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1287 - val_loss: 1.2521
Epoch 517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1277 - val_loss: 1.2476
Epoch 518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1267 - val_loss: 1.2432
Epoch 519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1258 - val_loss: 1.2386
Epoch 520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1248 - val_loss: 1.2342
Epoch 521/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1238 - val_loss: 1.2300
Epoch 522/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1229 - val_loss: 1.2255
Epoch 523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1220 - val_loss: 1.2212
Epoch 524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1211 - val_loss: 1.2168
Epoch 525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1202 - val_loss: 1.2126
Epoch 526/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1193 - val_loss: 1.2082
Epoch 527/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1185 - val_loss: 1.2039
Epoch 528/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1176 - val_loss: 1.1997
Epoch 529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1167 - val_loss: 1.1954
Epoch 530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1159 - val_loss: 1.1911
Epoch 531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1151 - val_loss: 1.1870
Epoch 532/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1142 - val_loss: 1.1831
Epoch 533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1134 - val_loss: 1.1791
Epoch 534/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.1127 - val_loss: 1.1750
Epoch 535/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.1119 - val_loss: 1.1710
Epoch 536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1111 - val_loss: 1.1669
Epoch 537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1103 - val_loss: 1.1629
Epoch 538/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1096 - val_loss: 1.1590
Epoch 539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1089 - val_loss: 1.1551
Epoch 540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1081 - val_loss: 1.1512
Epoch 541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1074 - val_loss: 1.1471
Epoch 542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1067 - val_loss: 1.1431
Epoch 543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1060 - val_loss: 1.1388
Epoch 544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1053 - val_loss: 1.1347
Epoch 545/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1046 - val_loss: 1.1307
Epoch 546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1039 - val_loss: 1.1267
Epoch 547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1032 - val_loss: 1.1226
Epoch 548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1026 - val_loss: 1.1187
Epoch 549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1020 - val_loss: 1.1147
Epoch 550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1013 - val_loss: 1.1107
Epoch 551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1006 - val_loss: 1.1068
Epoch 552/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1000 - val_loss: 1.1028
Epoch 553/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0994 - val_loss: 1.0990
Epoch 554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0988 - val_loss: 1.0952
Epoch 555/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0982 - val_loss: 1.0914
Epoch 556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0976 - val_loss: 1.0878
Epoch 557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0970 - val_loss: 1.0838
Epoch 558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0964 - val_loss: 1.0799
Epoch 559/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0958 - val_loss: 1.0761
Epoch 560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0953 - val_loss: 1.0723
Epoch 561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0947 - val_loss: 1.0685
Epoch 562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0942 - val_loss: 1.0649
Epoch 563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0936 - val_loss: 1.0613
Epoch 564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0931 - val_loss: 1.0577
Epoch 565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0926 - val_loss: 1.0539
Epoch 566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0921 - val_loss: 1.0501
Epoch 567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0915 - val_loss: 1.0466
Epoch 568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0910 - val_loss: 1.0428
Epoch 569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0905 - val_loss: 1.0394
Epoch 570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0901 - val_loss: 1.0356
Epoch 571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0895 - val_loss: 1.0320
Epoch 572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0891 - val_loss: 1.0284
Epoch 573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0886 - val_loss: 1.0249
Epoch 574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0881 - val_loss: 1.0212
Epoch 575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0877 - val_loss: 1.0176
Epoch 576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0872 - val_loss: 1.0141
Epoch 577/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0867 - val_loss: 1.0107
Epoch 578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0863 - val_loss: 1.0072
Epoch 579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0859 - val_loss: 1.0037
Epoch 580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0854 - val_loss: 1.0002
Epoch 581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0850 - val_loss: 0.9969
Epoch 582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0846 - val_loss: 0.9933
Epoch 583/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0842 - val_loss: 0.9898
Epoch 584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0838 - val_loss: 0.9865
Epoch 585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0834 - val_loss: 0.9831
Epoch 586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0830 - val_loss: 0.9796
Epoch 587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0826 - val_loss: 0.9761
Epoch 588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0822 - val_loss: 0.9726
Epoch 589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0818 - val_loss: 0.9689
Epoch 590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0814 - val_loss: 0.9655
Epoch 591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0811 - val_loss: 0.9621
Epoch 592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0807 - val_loss: 0.9589
Epoch 593/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0803 - val_loss: 0.9555
Epoch 594/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0800 - val_loss: 0.9522
Epoch 595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0796 - val_loss: 0.9488
Epoch 596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0792 - val_loss: 0.9454
Epoch 597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0789 - val_loss: 0.9419
Epoch 598/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0786 - val_loss: 0.9388
Epoch 599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0782 - val_loss: 0.9355
Epoch 600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0779 - val_loss: 0.9324
Epoch 601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0776 - val_loss: 0.9292
Epoch 602/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0773 - val_loss: 0.9261
Epoch 603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0770 - val_loss: 0.9230
Epoch 604/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0767 - val_loss: 0.9196
Epoch 605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0763 - val_loss: 0.9165
Epoch 606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0760 - val_loss: 0.9135
Epoch 607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0758 - val_loss: 0.9102
Epoch 608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0755 - val_loss: 0.9070
Epoch 609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0752 - val_loss: 0.9039
Epoch 610/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0749 - val_loss: 0.9008
Epoch 611/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0746 - val_loss: 0.8976
Epoch 612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0743 - val_loss: 0.8945
Epoch 613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0740 - val_loss: 0.8914
Epoch 614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0737 - val_loss: 0.8883
Epoch 615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0735 - val_loss: 0.8852
Epoch 616/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0732 - val_loss: 0.8820
Epoch 617/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0729 - val_loss: 0.8789
Epoch 618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0727 - val_loss: 0.8759
Epoch 619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0724 - val_loss: 0.8729
Epoch 620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0722 - val_loss: 0.8700
Epoch 621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0719 - val_loss: 0.8669
Epoch 622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0717 - val_loss: 0.8641
Epoch 623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0714 - val_loss: 0.8610
Epoch 624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0712 - val_loss: 0.8578
Epoch 625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0709 - val_loss: 0.8547
Epoch 626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0707 - val_loss: 0.8518
Epoch 627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0705 - val_loss: 0.8489
Epoch 628/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0702 - val_loss: 0.8459
Epoch 629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0700 - val_loss: 0.8430
Epoch 630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0698 - val_loss: 0.8400
Epoch 631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0696 - val_loss: 0.8370
Epoch 632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0693 - val_loss: 0.8339
Epoch 633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0691 - val_loss: 0.8309
Epoch 634/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0689 - val_loss: 0.8279
Epoch 635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0687 - val_loss: 0.8249
Epoch 636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0685 - val_loss: 0.8221
Epoch 637/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0683 - val_loss: 0.8193
Epoch 638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0681 - val_loss: 0.8163
Epoch 639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0679 - val_loss: 0.8137
Epoch 640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0677 - val_loss: 0.8107
Epoch 641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0675 - val_loss: 0.8078
Epoch 642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0673 - val_loss: 0.8048
Epoch 643/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0671 - val_loss: 0.8015
Epoch 644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0669 - val_loss: 0.7986
Epoch 645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0667 - val_loss: 0.7956
Epoch 646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0665 - val_loss: 0.7927
Epoch 647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0663 - val_loss: 0.7898
Epoch 648/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0662 - val_loss: 0.7870
Epoch 649/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0660 - val_loss: 0.7843
Epoch 650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0658 - val_loss: 0.7816
Epoch 651/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0656 - val_loss: 0.7787
Epoch 652/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0654 - val_loss: 0.7759
Epoch 653/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0653 - val_loss: 0.7731
Epoch 654/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0651 - val_loss: 0.7703
Epoch 655/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0649 - val_loss: 0.7676
Epoch 656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0647 - val_loss: 0.7649
Epoch 657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0646 - val_loss: 0.7621
Epoch 658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0644 - val_loss: 0.7593
Epoch 659/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0642 - val_loss: 0.7565
Epoch 660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0641 - val_loss: 0.7537
Epoch 661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0639 - val_loss: 0.7511
Epoch 662/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0638 - val_loss: 0.7482
Epoch 663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0636 - val_loss: 0.7454
Epoch 664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0635 - val_loss: 0.7426
Epoch 665/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0633 - val_loss: 0.7400
Epoch 666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0631 - val_loss: 0.7373
Epoch 667/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0630 - val_loss: 0.7345
Epoch 668/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0628 - val_loss: 0.7320
Epoch 669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0627 - val_loss: 0.7292
Epoch 670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0625 - val_loss: 0.7266
Epoch 671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0624 - val_loss: 0.7240
Epoch 672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0623 - val_loss: 0.7214
Epoch 673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0621 - val_loss: 0.7188
Epoch 674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0620 - val_loss: 0.7162
Epoch 675/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0618 - val_loss: 0.7136
Epoch 676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0617 - val_loss: 0.7108
Epoch 677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0615 - val_loss: 0.7081
Epoch 678/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0614 - val_loss: 0.7053
Epoch 679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0613 - val_loss: 0.7027
Epoch 680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0611 - val_loss: 0.7002
Epoch 681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0610 - val_loss: 0.6976
Epoch 682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0609 - val_loss: 0.6952
Epoch 683/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0607 - val_loss: 0.6927
Epoch 684/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0606 - val_loss: 0.6903
Epoch 685/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0605 - val_loss: 0.6877
Epoch 686/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0603 - val_loss: 0.6851
Epoch 687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0602 - val_loss: 0.6827
Epoch 688/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0601 - val_loss: 0.6801
Epoch 689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0600 - val_loss: 0.6775
Epoch 690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0598 - val_loss: 0.6750
Epoch 691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0597 - val_loss: 0.6725
Epoch 692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0596 - val_loss: 0.6700
Epoch 693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0595 - val_loss: 0.6674
Epoch 694/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0593 - val_loss: 0.6648
Epoch 695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0592 - val_loss: 0.6624
Epoch 696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0591 - val_loss: 0.6600
Epoch 697/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0590 - val_loss: 0.6576
Epoch 698/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0589 - val_loss: 0.6551
Epoch 699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0588 - val_loss: 0.6525
Epoch 700/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0586 - val_loss: 0.6500
Epoch 701/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0585 - val_loss: 0.6474
Epoch 702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0584 - val_loss: 0.6449
Epoch 703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0583 - val_loss: 0.6424
Epoch 704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0582 - val_loss: 0.6398
Epoch 705/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0581 - val_loss: 0.6376
Epoch 706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0580 - val_loss: 0.6352
Epoch 707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0578 - val_loss: 0.6328
Epoch 708/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0577 - val_loss: 0.6303
Epoch 709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0576 - val_loss: 0.6278
Epoch 710/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0575 - val_loss: 0.6253
Epoch 711/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0574 - val_loss: 0.6231
Epoch 712/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0573 - val_loss: 0.6207
Epoch 713/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0572 - val_loss: 0.6183
Epoch 714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0571 - val_loss: 0.6157
Epoch 715/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0570 - val_loss: 0.6132
Epoch 716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0569 - val_loss: 0.6107
Epoch 717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0568 - val_loss: 0.6083
Epoch 718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0566 - val_loss: 0.6059
Epoch 719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0566 - val_loss: 0.6035
Epoch 720/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0564 - val_loss: 0.6012
Epoch 721/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0563 - val_loss: 0.5989
Epoch 722/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0562 - val_loss: 0.5964
Epoch 723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0561 - val_loss: 0.5941
Epoch 724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0560 - val_loss: 0.5915
Epoch 725/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0559 - val_loss: 0.5893
Epoch 726/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0558 - val_loss: 0.5869
Epoch 727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0557 - val_loss: 0.5844
Epoch 728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0556 - val_loss: 0.5821
Epoch 729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0555 - val_loss: 0.5799
Epoch 730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0554 - val_loss: 0.5777
Epoch 731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0553 - val_loss: 0.5753
Epoch 732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0552 - val_loss: 0.5728
Epoch 733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0551 - val_loss: 0.5701
Epoch 734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0550 - val_loss: 0.5676
Epoch 735/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0549 - val_loss: 0.5653
Epoch 736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0548 - val_loss: 0.5630
Epoch 737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0547 - val_loss: 0.5606
Epoch 738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0546 - val_loss: 0.5584
Epoch 739/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0545 - val_loss: 0.5560
Epoch 740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0544 - val_loss: 0.5537
Epoch 741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0543 - val_loss: 0.5514
Epoch 742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0542 - val_loss: 0.5491
Epoch 743/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0541 - val_loss: 0.5468
Epoch 744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0540 - val_loss: 0.5446
Epoch 745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0540 - val_loss: 0.5421
Epoch 746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0539 - val_loss: 0.5399
Epoch 747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0538 - val_loss: 0.5374
Epoch 748/2000
6/6 [==============================] - 0s 6ms/step - loss: 0.0537 - val_loss: 0.5350
Epoch 749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0536 - val_loss: 0.5327
Epoch 750/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0535 - val_loss: 0.5305
Epoch 751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0534 - val_loss: 0.5284
Epoch 752/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0533 - val_loss: 0.5262
Epoch 753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0532 - val_loss: 0.5242
Epoch 754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0531 - val_loss: 0.5220
Epoch 755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0530 - val_loss: 0.5198
Epoch 756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0529 - val_loss: 0.5177
Epoch 757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0529 - val_loss: 0.5156
Epoch 758/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0528 - val_loss: 0.5135
Epoch 759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0527 - val_loss: 0.5112
Epoch 760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0526 - val_loss: 0.5089
Epoch 761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0525 - val_loss: 0.5067
Epoch 762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0524 - val_loss: 0.5046
Epoch 763/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0523 - val_loss: 0.5024
Epoch 764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0522 - val_loss: 0.5002
Epoch 765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0521 - val_loss: 0.4980
Epoch 766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0520 - val_loss: 0.4958
Epoch 767/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0520 - val_loss: 0.4936
Epoch 768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0519 - val_loss: 0.4915
Epoch 769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0518 - val_loss: 0.4895
Epoch 770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0517 - val_loss: 0.4875
Epoch 771/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0516 - val_loss: 0.4855
Epoch 772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0515 - val_loss: 0.4833
Epoch 773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0514 - val_loss: 0.4813
Epoch 774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0514 - val_loss: 0.4791
Epoch 775/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0513 - val_loss: 0.4772
Epoch 776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0512 - val_loss: 0.4752
Epoch 777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0511 - val_loss: 0.4731
Epoch 778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0510 - val_loss: 0.4709
Epoch 779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0509 - val_loss: 0.4689
Epoch 780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0509 - val_loss: 0.4670
Epoch 781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0508 - val_loss: 0.4652
Epoch 782/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0507 - val_loss: 0.4631
Epoch 783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0506 - val_loss: 0.4610
Epoch 784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0505 - val_loss: 0.4586
Epoch 785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0504 - val_loss: 0.4565
Epoch 786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0504 - val_loss: 0.4545
Epoch 787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0503 - val_loss: 0.4524
Epoch 788/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0502 - val_loss: 0.4504
Epoch 789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0501 - val_loss: 0.4484
Epoch 790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0500 - val_loss: 0.4464
Epoch 791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0500 - val_loss: 0.4442
Epoch 792/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0499 - val_loss: 0.4421
Epoch 793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0498 - val_loss: 0.4401
Epoch 794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0497 - val_loss: 0.4380
Epoch 795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0496 - val_loss: 0.4359
Epoch 796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0495 - val_loss: 0.4339
Epoch 797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0495 - val_loss: 0.4318
Epoch 798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0494 - val_loss: 0.4299
Epoch 799/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0493 - val_loss: 0.4280
Epoch 800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0492 - val_loss: 0.4262
Epoch 801/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0491 - val_loss: 0.4242
Epoch 802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0491 - val_loss: 0.4221
Epoch 803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0490 - val_loss: 0.4202
Epoch 804/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0489 - val_loss: 0.4183
Epoch 805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0488 - val_loss: 0.4164
Epoch 806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0488 - val_loss: 0.4144
Epoch 807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0487 - val_loss: 0.4125
Epoch 808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0486 - val_loss: 0.4106
Epoch 809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0485 - val_loss: 0.4085
Epoch 810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0484 - val_loss: 0.4066
Epoch 811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0484 - val_loss: 0.4047
Epoch 812/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0483 - val_loss: 0.4027
Epoch 813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0482 - val_loss: 0.4008
Epoch 814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0481 - val_loss: 0.3989
Epoch 815/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0481 - val_loss: 0.3970
Epoch 816/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0480 - val_loss: 0.3949
Epoch 817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0479 - val_loss: 0.3930
Epoch 818/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0478 - val_loss: 0.3912
Epoch 819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0478 - val_loss: 0.3894
Epoch 820/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0477 - val_loss: 0.3874
Epoch 821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0476 - val_loss: 0.3857
Epoch 822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0475 - val_loss: 0.3841
Epoch 823/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0475 - val_loss: 0.3824
Epoch 824/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0474 - val_loss: 0.3807
Epoch 825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0473 - val_loss: 0.3787
Epoch 826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0472 - val_loss: 0.3770
Epoch 827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0472 - val_loss: 0.3750
Epoch 828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0471 - val_loss: 0.3731
Epoch 829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0470 - val_loss: 0.3715
Epoch 830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0469 - val_loss: 0.3696
Epoch 831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0469 - val_loss: 0.3677
Epoch 832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0468 - val_loss: 0.3660
Epoch 833/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0467 - val_loss: 0.3641
Epoch 834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0466 - val_loss: 0.3624
Epoch 835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0466 - val_loss: 0.3604
Epoch 836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0465 - val_loss: 0.3585
Epoch 837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0464 - val_loss: 0.3564
Epoch 838/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0464 - val_loss: 0.3546
Epoch 839/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0463 - val_loss: 0.3528
Epoch 840/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0462 - val_loss: 0.3510
Epoch 841/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0461 - val_loss: 0.3492
Epoch 842/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0461 - val_loss: 0.3473
Epoch 843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0460 - val_loss: 0.3457
Epoch 844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0459 - val_loss: 0.3439
Epoch 845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0459 - val_loss: 0.3422
Epoch 846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0458 - val_loss: 0.3405
Epoch 847/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0457 - val_loss: 0.3388
Epoch 848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0457 - val_loss: 0.3372
Epoch 849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0456 - val_loss: 0.3356
Epoch 850/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0455 - val_loss: 0.3339
Epoch 851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0455 - val_loss: 0.3322
Epoch 852/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0454 - val_loss: 0.3303
Epoch 853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0453 - val_loss: 0.3286
Epoch 854/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0453 - val_loss: 0.3270
Epoch 855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0452 - val_loss: 0.3253
Epoch 856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0451 - val_loss: 0.3237
Epoch 857/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0451 - val_loss: 0.3220
Epoch 858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0450 - val_loss: 0.3204
Epoch 859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0449 - val_loss: 0.3187
Epoch 860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0449 - val_loss: 0.3169
Epoch 861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0448 - val_loss: 0.3150
Epoch 862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0447 - val_loss: 0.3133
Epoch 863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0447 - val_loss: 0.3115
Epoch 864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0446 - val_loss: 0.3098
Epoch 865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0445 - val_loss: 0.3080
Epoch 866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0445 - val_loss: 0.3063
Epoch 867/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0444 - val_loss: 0.3048
Epoch 868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0443 - val_loss: 0.3032
Epoch 869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0443 - val_loss: 0.3017
Epoch 870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0442 - val_loss: 0.3002
Epoch 871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0441 - val_loss: 0.2985
Epoch 872/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0441 - val_loss: 0.2970
Epoch 873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0440 - val_loss: 0.2955
Epoch 874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0440 - val_loss: 0.2940
Epoch 875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0439 - val_loss: 0.2925
Epoch 876/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0438 - val_loss: 0.2908
Epoch 877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0438 - val_loss: 0.2892
Epoch 878/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0437 - val_loss: 0.2877
Epoch 879/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0436 - val_loss: 0.2861
Epoch 880/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0436 - val_loss: 0.2846
Epoch 881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0435 - val_loss: 0.2829
Epoch 882/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0435 - val_loss: 0.2812
Epoch 883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0434 - val_loss: 0.2797
Epoch 884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0433 - val_loss: 0.2782
Epoch 885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0433 - val_loss: 0.2769
Epoch 886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0432 - val_loss: 0.2753
Epoch 887/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0432 - val_loss: 0.2739
Epoch 888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0431 - val_loss: 0.2724
Epoch 889/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0430 - val_loss: 0.2710
Epoch 890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0430 - val_loss: 0.2694
Epoch 891/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0429 - val_loss: 0.2679
Epoch 892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0429 - val_loss: 0.2663
Epoch 893/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0428 - val_loss: 0.2647
Epoch 894/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0427 - val_loss: 0.2633
Epoch 895/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0427 - val_loss: 0.2617
Epoch 896/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0426 - val_loss: 0.2602
Epoch 897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0426 - val_loss: 0.2587
Epoch 898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0425 - val_loss: 0.2571
Epoch 899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0424 - val_loss: 0.2558
Epoch 900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0424 - val_loss: 0.2544
Epoch 901/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0423 - val_loss: 0.2529
Epoch 902/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0423 - val_loss: 0.2514
Epoch 903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0422 - val_loss: 0.2499
Epoch 904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0422 - val_loss: 0.2484
Epoch 905/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0421 - val_loss: 0.2470
Epoch 906/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0420 - val_loss: 0.2456
Epoch 907/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0420 - val_loss: 0.2441
Epoch 908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0419 - val_loss: 0.2425
Epoch 909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0419 - val_loss: 0.2410
Epoch 910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0418 - val_loss: 0.2395
Epoch 911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0418 - val_loss: 0.2381
Epoch 912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0417 - val_loss: 0.2366
Epoch 913/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0416 - val_loss: 0.2355
Epoch 914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0416 - val_loss: 0.2341
Epoch 915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0415 - val_loss: 0.2328
Epoch 916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0415 - val_loss: 0.2314
Epoch 917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0414 - val_loss: 0.2301
Epoch 918/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0414 - val_loss: 0.2288
Epoch 919/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0413 - val_loss: 0.2274
Epoch 920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0413 - val_loss: 0.2262
Epoch 921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0412 - val_loss: 0.2251
Epoch 922/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0412 - val_loss: 0.2237
Epoch 923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0411 - val_loss: 0.2223
Epoch 924/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0411 - val_loss: 0.2210
Epoch 925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0410 - val_loss: 0.2197
Epoch 926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0410 - val_loss: 0.2184
Epoch 927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0409 - val_loss: 0.2171
Epoch 928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0409 - val_loss: 0.2157
Epoch 929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0408 - val_loss: 0.2144
Epoch 930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0408 - val_loss: 0.2131
Epoch 931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0407 - val_loss: 0.2119
Epoch 932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0407 - val_loss: 0.2106
Epoch 933/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0406 - val_loss: 0.2094
Epoch 934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0406 - val_loss: 0.2080
Epoch 935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2067
Epoch 936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2056
Epoch 937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0404 - val_loss: 0.2044
Epoch 938/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0404 - val_loss: 0.2032
Epoch 939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0403 - val_loss: 0.2021
Epoch 940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0403 - val_loss: 0.2008
Epoch 941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0402 - val_loss: 0.1997
Epoch 942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0402 - val_loss: 0.1985
Epoch 943/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0401 - val_loss: 0.1976
Epoch 944/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0401 - val_loss: 0.1964
Epoch 945/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0400 - val_loss: 0.1952
Epoch 946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0400 - val_loss: 0.1941
Epoch 947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1928
Epoch 948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1916
Epoch 949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1903
Epoch 950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0398 - val_loss: 0.1892
Epoch 951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0398 - val_loss: 0.1882
Epoch 952/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0397 - val_loss: 0.1870
Epoch 953/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0397 - val_loss: 0.1859
Epoch 954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0396 - val_loss: 0.1847
Epoch 955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0396 - val_loss: 0.1835
Epoch 956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0395 - val_loss: 0.1824
Epoch 957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0395 - val_loss: 0.1814
Epoch 958/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1803
Epoch 959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1794
Epoch 960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1783
Epoch 961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0393 - val_loss: 0.1771
Epoch 962/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0393 - val_loss: 0.1760
Epoch 963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1749
Epoch 964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1738
Epoch 965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1726
Epoch 966/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0391 - val_loss: 0.1716
Epoch 967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0391 - val_loss: 0.1705
Epoch 968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1694
Epoch 969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1685
Epoch 970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0389 - val_loss: 0.1674
Epoch 971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0389 - val_loss: 0.1662
Epoch 972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0389 - val_loss: 0.1650
Epoch 973/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1639
Epoch 974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1628
Epoch 975/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1618
Epoch 976/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0387 - val_loss: 0.1609
Epoch 977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1600
Epoch 978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0386 - val_loss: 0.1590
Epoch 979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0386 - val_loss: 0.1579
Epoch 980/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1569
Epoch 981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1560
Epoch 982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1552
Epoch 983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1543
Epoch 984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1533
Epoch 985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1523
Epoch 986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1514
Epoch 987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1503
Epoch 988/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1493
Epoch 989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1484
Epoch 990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1475
Epoch 991/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0381 - val_loss: 0.1465
Epoch 992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1457
Epoch 993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1449
Epoch 994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0380 - val_loss: 0.1439
Epoch 995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0380 - val_loss: 0.1430
Epoch 996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0380 - val_loss: 0.1420
Epoch 997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1411
Epoch 998/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1401
Epoch 999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1392
Epoch 1000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1382
Epoch 1001/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0378 - val_loss: 0.1374
Epoch 1002/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1364
Epoch 1003/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1357
Epoch 1004/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1349
Epoch 1005/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1341
Epoch 1006/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0376 - val_loss: 0.1333
Epoch 1007/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0376 - val_loss: 0.1325
Epoch 1008/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0376 - val_loss: 0.1318
Epoch 1009/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1311
Epoch 1010/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1301
Epoch 1011/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1293
Epoch 1012/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1285
Epoch 1013/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1277
Epoch 1014/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1269
Epoch 1015/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1262
Epoch 1016/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1254
Epoch 1017/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0373 - val_loss: 0.1246
Epoch 1018/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1239
Epoch 1019/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1231
Epoch 1020/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1223
Epoch 1021/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1216
Epoch 1022/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1209
Epoch 1023/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1202
Epoch 1024/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1194
Epoch 1025/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0371 - val_loss: 0.1187
Epoch 1026/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1179
Epoch 1027/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0370 - val_loss: 0.1170
Epoch 1028/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1162
Epoch 1029/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1155
Epoch 1030/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1148
Epoch 1031/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0369 - val_loss: 0.1141
Epoch 1032/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0369 - val_loss: 0.1135
Epoch 1033/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0368 - val_loss: 0.1128
Epoch 1034/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1120
Epoch 1035/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1114
Epoch 1036/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1107
Epoch 1037/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1102
Epoch 1038/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1096
Epoch 1039/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1090
Epoch 1040/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1084
Epoch 1041/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0366 - val_loss: 0.1077
Epoch 1042/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1071
Epoch 1043/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1065
Epoch 1044/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1059
Epoch 1045/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1052
Epoch 1046/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0365 - val_loss: 0.1045
Epoch 1047/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1039
Epoch 1048/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1031
Epoch 1049/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1025
Epoch 1050/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1018
Epoch 1051/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1013
Epoch 1052/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1006
Epoch 1053/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0999
Epoch 1054/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0992
Epoch 1055/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0985
Epoch 1056/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0980
Epoch 1057/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0362 - val_loss: 0.0974
Epoch 1058/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0968
Epoch 1059/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0962
Epoch 1060/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0957
Epoch 1061/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0950
Epoch 1062/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0945
Epoch 1063/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0939
Epoch 1064/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0933
Epoch 1065/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0926
Epoch 1066/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0921
Epoch 1067/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0916
Epoch 1068/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0911
Epoch 1069/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0905
Epoch 1070/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0900
Epoch 1071/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0895
Epoch 1072/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0890
Epoch 1073/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0885
Epoch 1074/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0880
Epoch 1075/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0876
Epoch 1076/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0871
Epoch 1077/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0865
Epoch 1078/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0860
Epoch 1079/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0857
Epoch 1080/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0358 - val_loss: 0.0852
Epoch 1081/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0846
Epoch 1082/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0842
Epoch 1083/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0836
Epoch 1084/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0830
Epoch 1085/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0825
Epoch 1086/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0821
Epoch 1087/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0356 - val_loss: 0.0816
Epoch 1088/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0811
Epoch 1089/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0356 - val_loss: 0.0806
Epoch 1090/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0356 - val_loss: 0.0801
Epoch 1091/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0356 - val_loss: 0.0796
Epoch 1092/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0792
Epoch 1093/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0787
Epoch 1094/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0782
Epoch 1095/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0778
Epoch 1096/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0355 - val_loss: 0.0774
Epoch 1097/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0770
Epoch 1098/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0766
Epoch 1099/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0762
Epoch 1100/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0759
Epoch 1101/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0354 - val_loss: 0.0755
Epoch 1102/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0751
Epoch 1103/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0747
Epoch 1104/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0743
Epoch 1105/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0739
Epoch 1106/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0735
Epoch 1107/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0731
Epoch 1108/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0727
Epoch 1109/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0353 - val_loss: 0.0724
Epoch 1110/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0721
Epoch 1111/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0717
Epoch 1112/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0353 - val_loss: 0.0714
Epoch 1113/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0710
Epoch 1114/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0706
Epoch 1115/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0702
Epoch 1116/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0698
Epoch 1117/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0352 - val_loss: 0.0694
Epoch 1118/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0690
Epoch 1119/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0686
Epoch 1120/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0683
Epoch 1121/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0679
Epoch 1122/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0675
Epoch 1123/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0673
Epoch 1124/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0669
Epoch 1125/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0664
Epoch 1126/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0660
Epoch 1127/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0656
Epoch 1128/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0652
Epoch 1129/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0649
Epoch 1130/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0646
Epoch 1131/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0643
Epoch 1132/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0640
Epoch 1133/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0637
Epoch 1134/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0634
Epoch 1135/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0631
Epoch 1136/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0628
Epoch 1137/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0626
Epoch 1138/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0623
Epoch 1139/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0620
Epoch 1140/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0617
Epoch 1141/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0615
Epoch 1142/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0613
Epoch 1143/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0610
Epoch 1144/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0607
Epoch 1145/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0603
Epoch 1146/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 1147/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0598
Epoch 1148/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0596
Epoch 1149/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0594
Epoch 1150/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0591
Epoch 1151/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0588
Epoch 1152/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0585
Epoch 1153/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0582
Epoch 1154/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0581
Epoch 1155/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0579
Epoch 1156/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0576
Epoch 1157/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0574
Epoch 1158/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0572
Epoch 1159/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0570
Epoch 1160/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0568
Epoch 1161/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0566
Epoch 1162/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0564
Epoch 1163/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0563
Epoch 1164/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0560
Epoch 1165/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0558
Epoch 1166/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0556
Epoch 1167/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0553
Epoch 1168/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0551
Epoch 1169/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0549
Epoch 1170/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0548
Epoch 1171/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0546
Epoch 1172/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0544
Epoch 1173/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0542
Epoch 1174/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0540
Epoch 1175/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0538
Epoch 1176/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0536
Epoch 1177/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0534
Epoch 1178/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0533
Epoch 1179/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0531
Epoch 1180/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0530
Epoch 1181/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0529
Epoch 1182/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0527
Epoch 1183/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0525
Epoch 1184/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0524
Epoch 1185/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 1186/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0520
Epoch 1187/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0519
Epoch 1188/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0517
Epoch 1189/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0516
Epoch 1190/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0514
Epoch 1191/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0512
Epoch 1192/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0510
Epoch 1193/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0508
Epoch 1194/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0508
Epoch 1195/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0506
Epoch 1196/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0504
Epoch 1197/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0502
Epoch 1198/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0501
Epoch 1199/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 1200/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0497
Epoch 1201/2000
6/6 [==============================] - 0s 5ms/step - loss: 0.0345 - val_loss: 0.0496
Epoch 1202/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0494
Epoch 1203/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0492
Epoch 1204/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0491
Epoch 1205/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 1206/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0489
Epoch 1207/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0487
Epoch 1208/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0486
Epoch 1209/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0483
Epoch 1210/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0482
Epoch 1211/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1212/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0479
Epoch 1213/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 1214/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0477
Epoch 1215/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0476
Epoch 1216/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 1217/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 1218/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 1219/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0471
Epoch 1220/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 1221/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 1222/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0468
Epoch 1223/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1224/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0466
Epoch 1225/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1226/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0464
Epoch 1227/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1228/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1229/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0461
Epoch 1230/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1231/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1232/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1233/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1234/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1235/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1236/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1237/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0453
Epoch 1238/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0452
Epoch 1239/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0451
Epoch 1240/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1241/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0449
Epoch 1242/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1243/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1244/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1245/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1246/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1247/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1248/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1249/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1250/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1251/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1252/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1253/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1254/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1255/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1256/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1257/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1258/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1259/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1260/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1261/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1262/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1263/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1264/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1265/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1266/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1267/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1268/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1269/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1271/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1272/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1273/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1274/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1276/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1277/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1279/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1280/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1281/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0420
Epoch 1282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1283/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0419
Epoch 1284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0419
Epoch 1285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1286/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0418
Epoch 1287/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0418
Epoch 1288/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1289/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0417
Epoch 1290/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1291/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1292/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1293/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1294/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1296/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1297/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1299/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1301/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1303/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1305/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1307/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1332/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1336/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1337/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1338/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1339/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1355/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1358/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1360/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1363/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1370/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1380/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1390/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1396/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1400/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1401/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1405/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1407/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1408/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1409/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1413/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1421/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1424/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1429/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1438/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1441/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1447/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1452/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1458/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1459/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1461/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1463/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1469/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1473/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1474/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1479/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1481/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1484/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1485/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1486/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1497/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1500/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1501/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1505/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1506/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1507/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1509/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1511/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1512/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1513/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1514/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1516/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1521/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1522/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1527/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1528/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1532/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1534/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1535/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1538/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1545/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1551/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1552/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1577/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1578/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1583/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1593/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1594/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1598/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1604/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1605/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1610/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1611/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1612/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1628/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1630/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1631/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1634/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1637/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1641/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1643/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1645/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1647/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1648/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1649/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1651/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1653/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1654/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1667/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1668/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1675/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1683/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1684/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1705/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1711/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1739/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1758/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1763/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1770/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1771/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1775/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1776/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1782/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1783/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1786/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1788/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1792/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1799/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1800/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1801/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1812/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1815/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1816/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1818/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1823/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1824/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1833/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1878/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1879/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1880/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1882/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1887/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1889/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1891/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1896/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1901/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1905/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1906/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1913/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1919/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1922/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1933/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1938/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1945/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1952/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1953/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1958/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1962/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1966/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1973/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1975/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1976/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1980/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1988/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1989/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1995/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1998/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 2000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386

<keras.callbacks.History at 0x7f708335a740>

net.weights

[<tf.Variable 'dense_9/kernel:0' shape=(5, 1) dtype=float32, numpy=
 array([[ 2.9966218e+00],
        [ 1.0097879e+00],
        [-1.4235497e-02],
        [ 3.8510602e-04],
        [ 4.8625717e-01]], dtype=float32)>,
 <tf.Variable 'dense_9/bias:0' shape=(1,) dtype=float32, numpy=array([-2.0080342], dtype=float32)>]

net.summary()

Model: "sequential_9"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_9 (Dense)             (None, 1)                 6         
                                                                 
=================================================================
Total params: 6
Trainable params: 6
Non-trainable params: 0
_________________________________________________________________

#%tensorboard --logdir logs --host 0.0.0.0

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 [==============================] - 0s 11ms/step - loss: 6.6990 - val_loss: 14.1016
Epoch 2/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.6442 - val_loss: 14.0394
Epoch 3/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.5913 - val_loss: 13.9775
Epoch 4/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.5361 - val_loss: 13.9172
Epoch 5/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.4823 - val_loss: 13.8573
Epoch 6/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.4314 - val_loss: 13.7958
Epoch 7/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.3769 - val_loss: 13.7367
Epoch 8/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.3262 - val_loss: 13.6770
Epoch 9/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.2734 - val_loss: 13.6171
Epoch 10/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.2212 - val_loss: 13.5591
Epoch 11/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1701 - val_loss: 13.5023
Epoch 12/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.1201 - val_loss: 13.4448
Epoch 13/2000
6/6 [==============================] - 0s 3ms/step - loss: 6.0705 - val_loss: 13.3874
Epoch 14/2000
6/6 [==============================] - 0s 4ms/step - loss: 6.0197 - val_loss: 13.3311
Epoch 15/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.9705 - val_loss: 13.2742
Epoch 16/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.9195 - val_loss: 13.2184
Epoch 17/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.8713 - val_loss: 13.1627
Epoch 18/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.8223 - val_loss: 13.1072
Epoch 19/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.7729 - val_loss: 13.0523
Epoch 20/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.7259 - val_loss: 12.9976
Epoch 21/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.6771 - val_loss: 12.9449
Epoch 22/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.6299 - val_loss: 12.8918
Epoch 23/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.5827 - val_loss: 12.8385
Epoch 24/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.5371 - val_loss: 12.7853
Epoch 25/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.4892 - val_loss: 12.7333
Epoch 26/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.4440 - val_loss: 12.6799
Epoch 27/2000
6/6 [==============================] - 0s 4ms/step - loss: 5.3974 - val_loss: 12.6281
Epoch 28/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3519 - val_loss: 12.5757
Epoch 29/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.3069 - val_loss: 12.5253
Epoch 30/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2628 - val_loss: 12.4748
Epoch 31/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.2181 - val_loss: 12.4244
Epoch 32/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1746 - val_loss: 12.3737
Epoch 33/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.1311 - val_loss: 12.3234
Epoch 34/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0871 - val_loss: 12.2756
Epoch 35/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0448 - val_loss: 12.2277
Epoch 36/2000
6/6 [==============================] - 0s 3ms/step - loss: 5.0017 - val_loss: 12.1806
Epoch 37/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.9595 - val_loss: 12.1327
Epoch 38/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.9173 - val_loss: 12.0851
Epoch 39/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8764 - val_loss: 12.0371
Epoch 40/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.8342 - val_loss: 11.9906
Epoch 41/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7936 - val_loss: 11.9438
Epoch 42/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.7533 - val_loss: 11.8970
Epoch 43/2000
6/6 [==============================] - 0s 4ms/step - loss: 4.7121 - val_loss: 11.8512
Epoch 44/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6723 - val_loss: 11.8053
Epoch 45/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.6318 - val_loss: 11.7611
Epoch 46/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5923 - val_loss: 11.7176
Epoch 47/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5532 - val_loss: 11.6732
Epoch 48/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.5130 - val_loss: 11.6284
Epoch 49/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4748 - val_loss: 11.5833
Epoch 50/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.4350 - val_loss: 11.5400
Epoch 51/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3965 - val_loss: 11.4966
Epoch 52/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3589 - val_loss: 11.4541
Epoch 53/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.3203 - val_loss: 11.4124
Epoch 54/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2825 - val_loss: 11.3700
Epoch 55/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2451 - val_loss: 11.3271
Epoch 56/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.2078 - val_loss: 11.2843
Epoch 57/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1703 - val_loss: 11.2416
Epoch 58/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.1330 - val_loss: 11.1995
Epoch 59/2000
6/6 [==============================] - 0s 4ms/step - loss: 4.0959 - val_loss: 11.1581
Epoch 60/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0600 - val_loss: 11.1171
Epoch 61/2000
6/6 [==============================] - 0s 3ms/step - loss: 4.0237 - val_loss: 11.0773
Epoch 62/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9879 - val_loss: 11.0384
Epoch 63/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9532 - val_loss: 10.9997
Epoch 64/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.9196 - val_loss: 10.9601
Epoch 65/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.8845 - val_loss: 10.9219
Epoch 66/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8504 - val_loss: 10.8832
Epoch 67/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.8163 - val_loss: 10.8449
Epoch 68/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.7821 - val_loss: 10.8072
Epoch 69/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.7485 - val_loss: 10.7692
Epoch 70/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.7154 - val_loss: 10.7316
Epoch 71/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6823 - val_loss: 10.6955
Epoch 72/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6498 - val_loss: 10.6591
Epoch 73/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.6170 - val_loss: 10.6233
Epoch 74/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5846 - val_loss: 10.5880
Epoch 75/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5533 - val_loss: 10.5517
Epoch 76/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.5209 - val_loss: 10.5146
Epoch 77/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4886 - val_loss: 10.4796
Epoch 78/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4579 - val_loss: 10.4437
Epoch 79/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.4264 - val_loss: 10.4078
Epoch 80/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3956 - val_loss: 10.3729
Epoch 81/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3637 - val_loss: 10.3384
Epoch 82/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.3335 - val_loss: 10.3034
Epoch 83/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.3032 - val_loss: 10.2686
Epoch 84/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2735 - val_loss: 10.2348
Epoch 85/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2434 - val_loss: 10.2016
Epoch 86/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.2150 - val_loss: 10.1684
Epoch 87/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1850 - val_loss: 10.1359
Epoch 88/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.1563 - val_loss: 10.1026
Epoch 89/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.1270 - val_loss: 10.0714
Epoch 90/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0990 - val_loss: 10.0392
Epoch 91/2000
6/6 [==============================] - 0s 4ms/step - loss: 3.0712 - val_loss: 10.0072
Epoch 92/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0426 - val_loss: 9.9763
Epoch 93/2000
6/6 [==============================] - 0s 3ms/step - loss: 3.0153 - val_loss: 9.9454
Epoch 94/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9878 - val_loss: 9.9147
Epoch 95/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9603 - val_loss: 9.8845
Epoch 96/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9336 - val_loss: 9.8549
Epoch 97/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.9068 - val_loss: 9.8259
Epoch 98/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8804 - val_loss: 9.7963
Epoch 99/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8538 - val_loss: 9.7673
Epoch 100/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.8276 - val_loss: 9.7382
Epoch 101/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.8017 - val_loss: 9.7100
Epoch 102/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7755 - val_loss: 9.6811
Epoch 103/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7499 - val_loss: 9.6516
Epoch 104/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7244 - val_loss: 9.6223
Epoch 105/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6994 - val_loss: 9.5934
Epoch 106/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6744 - val_loss: 9.5652
Epoch 107/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6495 - val_loss: 9.5379
Epoch 108/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6246 - val_loss: 9.5108
Epoch 109/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6008 - val_loss: 9.4831
Epoch 110/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5761 - val_loss: 9.4555
Epoch 111/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.5520 - val_loss: 9.4283
Epoch 112/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.5287 - val_loss: 9.4010
Epoch 113/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5052 - val_loss: 9.3744
Epoch 114/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4813 - val_loss: 9.3473
Epoch 115/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4583 - val_loss: 9.3206
Epoch 116/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4353 - val_loss: 9.2952
Epoch 117/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4123 - val_loss: 9.2694
Epoch 118/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3897 - val_loss: 9.2431
Epoch 119/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3671 - val_loss: 9.2181
Epoch 120/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3451 - val_loss: 9.1919
Epoch 121/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3226 - val_loss: 9.1674
Epoch 122/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3013 - val_loss: 9.1414
Epoch 123/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2790 - val_loss: 9.1171
Epoch 124/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2575 - val_loss: 9.0930
Epoch 125/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2361 - val_loss: 9.0694
Epoch 126/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.2154 - val_loss: 9.0448
Epoch 127/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1942 - val_loss: 9.0199
Epoch 128/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1733 - val_loss: 8.9960
Epoch 129/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1526 - val_loss: 8.9720
Epoch 130/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1320 - val_loss: 8.9488
Epoch 131/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1119 - val_loss: 8.9255
Epoch 132/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0918 - val_loss: 8.9022
Epoch 133/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0718 - val_loss: 8.8786
Epoch 134/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0517 - val_loss: 8.8560
Epoch 135/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0321 - val_loss: 8.8331
Epoch 136/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0127 - val_loss: 8.8099
Epoch 137/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9936 - val_loss: 8.7871
Epoch 138/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9746 - val_loss: 8.7652
Epoch 139/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9557 - val_loss: 8.7429
Epoch 140/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9368 - val_loss: 8.7217
Epoch 141/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9192 - val_loss: 8.7001
Epoch 142/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9003 - val_loss: 8.6779
Epoch 143/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8826 - val_loss: 8.6553
Epoch 144/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8645 - val_loss: 8.6343
Epoch 145/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8470 - val_loss: 8.6119
Epoch 146/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8295 - val_loss: 8.5907
Epoch 147/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8117 - val_loss: 8.5700
Epoch 148/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7949 - val_loss: 8.5491
Epoch 149/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7779 - val_loss: 8.5288
Epoch 150/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7607 - val_loss: 8.5087
Epoch 151/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7440 - val_loss: 8.4884
Epoch 152/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7277 - val_loss: 8.4686
Epoch 153/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7107 - val_loss: 8.4488
Epoch 154/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6944 - val_loss: 8.4297
Epoch 155/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6783 - val_loss: 8.4099
Epoch 156/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6626 - val_loss: 8.3904
Epoch 157/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6466 - val_loss: 8.3712
Epoch 158/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6305 - val_loss: 8.3510
Epoch 159/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6148 - val_loss: 8.3309
Epoch 160/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5992 - val_loss: 8.3106
Epoch 161/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5839 - val_loss: 8.2924
Epoch 162/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5687 - val_loss: 8.2737
Epoch 163/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5537 - val_loss: 8.2558
Epoch 164/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5393 - val_loss: 8.2368
Epoch 165/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5241 - val_loss: 8.2189
Epoch 166/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5098 - val_loss: 8.2008
Epoch 167/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4951 - val_loss: 8.1831
Epoch 168/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4808 - val_loss: 8.1653
Epoch 169/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4669 - val_loss: 8.1461
Epoch 170/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4523 - val_loss: 8.1289
Epoch 171/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4385 - val_loss: 8.1115
Epoch 172/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4247 - val_loss: 8.0941
Epoch 173/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4108 - val_loss: 8.0772
Epoch 174/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3972 - val_loss: 8.0592
Epoch 175/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3837 - val_loss: 8.0412
Epoch 176/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3700 - val_loss: 8.0239
Epoch 177/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3571 - val_loss: 8.0066
Epoch 178/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3440 - val_loss: 7.9895
Epoch 179/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3308 - val_loss: 7.9722
Epoch 180/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3181 - val_loss: 7.9550
Epoch 181/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3055 - val_loss: 7.9387
Epoch 182/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2926 - val_loss: 7.9229
Epoch 183/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2805 - val_loss: 7.9067
Epoch 184/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2681 - val_loss: 7.8900
Epoch 185/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2556 - val_loss: 7.8737
Epoch 186/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2437 - val_loss: 7.8576
Epoch 187/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2318 - val_loss: 7.8403
Epoch 188/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2196 - val_loss: 7.8245
Epoch 189/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2079 - val_loss: 7.8084
Epoch 190/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1965 - val_loss: 7.7924
Epoch 191/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1850 - val_loss: 7.7777
Epoch 192/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1735 - val_loss: 7.7618
Epoch 193/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1625 - val_loss: 7.7459
Epoch 194/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1512 - val_loss: 7.7310
Epoch 195/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1403 - val_loss: 7.7166
Epoch 196/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1294 - val_loss: 7.7019
Epoch 197/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1186 - val_loss: 7.6871
Epoch 198/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1078 - val_loss: 7.6719
Epoch 199/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0973 - val_loss: 7.6572
Epoch 200/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0866 - val_loss: 7.6426
Epoch 201/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.0762 - val_loss: 7.6278
Epoch 202/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0657 - val_loss: 7.6135
Epoch 203/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0558 - val_loss: 7.5977
Epoch 204/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0456 - val_loss: 7.5829
Epoch 205/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.0357 - val_loss: 7.5681
Epoch 206/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0256 - val_loss: 7.5545
Epoch 207/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0160 - val_loss: 7.5397
Epoch 208/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0064 - val_loss: 7.5247
Epoch 209/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9968 - val_loss: 7.5098
Epoch 210/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9873 - val_loss: 7.4949
Epoch 211/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9781 - val_loss: 7.4804
Epoch 212/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9685 - val_loss: 7.4660
Epoch 213/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9593 - val_loss: 7.4515
Epoch 214/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9503 - val_loss: 7.4373
Epoch 215/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9412 - val_loss: 7.4229
Epoch 216/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9323 - val_loss: 7.4090
Epoch 217/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9237 - val_loss: 7.3950
Epoch 218/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9149 - val_loss: 7.3820
Epoch 219/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9065 - val_loss: 7.3686
Epoch 220/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8979 - val_loss: 7.3558
Epoch 221/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8896 - val_loss: 7.3422
Epoch 222/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8814 - val_loss: 7.3290
Epoch 223/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8731 - val_loss: 7.3155
Epoch 224/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8654 - val_loss: 7.3014
Epoch 225/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8572 - val_loss: 7.2881
Epoch 226/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8492 - val_loss: 7.2753
Epoch 227/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8416 - val_loss: 7.2624
Epoch 228/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8338 - val_loss: 7.2492
Epoch 229/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8262 - val_loss: 7.2358
Epoch 230/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8185 - val_loss: 7.2236
Epoch 231/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8110 - val_loss: 7.2112
Epoch 232/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8036 - val_loss: 7.1979
Epoch 233/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.7962 - val_loss: 7.1849
Epoch 234/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7890 - val_loss: 7.1720
Epoch 235/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7817 - val_loss: 7.1592
Epoch 236/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7746 - val_loss: 7.1468
Epoch 237/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7674 - val_loss: 7.1337
Epoch 238/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7605 - val_loss: 7.1196
Epoch 239/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7536 - val_loss: 7.1064
Epoch 240/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7467 - val_loss: 7.0940
Epoch 241/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7399 - val_loss: 7.0820
Epoch 242/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7333 - val_loss: 7.0690
Epoch 243/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7267 - val_loss: 7.0568
Epoch 244/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7202 - val_loss: 7.0443
Epoch 245/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7139 - val_loss: 7.0311
Epoch 246/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7075 - val_loss: 7.0185
Epoch 247/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7012 - val_loss: 7.0054
Epoch 248/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6948 - val_loss: 6.9938
Epoch 249/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6887 - val_loss: 6.9809
Epoch 250/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6827 - val_loss: 6.9690
Epoch 251/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6768 - val_loss: 6.9565
Epoch 252/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6709 - val_loss: 6.9443
Epoch 253/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6650 - val_loss: 6.9322
Epoch 254/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6590 - val_loss: 6.9206
Epoch 255/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6533 - val_loss: 6.9084
Epoch 256/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6477 - val_loss: 6.8959
Epoch 257/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6422 - val_loss: 6.8833
Epoch 258/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6366 - val_loss: 6.8716
Epoch 259/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6312 - val_loss: 6.8591
Epoch 260/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6258 - val_loss: 6.8477
Epoch 261/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6206 - val_loss: 6.8359
Epoch 262/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6153 - val_loss: 6.8237
Epoch 263/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6101 - val_loss: 6.8123
Epoch 264/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6050 - val_loss: 6.8006
Epoch 265/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6000 - val_loss: 6.7892
Epoch 266/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5949 - val_loss: 6.7776
Epoch 267/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5900 - val_loss: 6.7652
Epoch 268/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5849 - val_loss: 6.7529
Epoch 269/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5801 - val_loss: 6.7406
Epoch 270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5753 - val_loss: 6.7281
Epoch 271/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5705 - val_loss: 6.7161
Epoch 272/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5658 - val_loss: 6.7042
Epoch 273/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5612 - val_loss: 6.6921
Epoch 274/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5567 - val_loss: 6.6803
Epoch 275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5521 - val_loss: 6.6690
Epoch 276/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5478 - val_loss: 6.6569
Epoch 277/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5433 - val_loss: 6.6454
Epoch 278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5391 - val_loss: 6.6337
Epoch 279/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5346 - val_loss: 6.6222
Epoch 280/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5306 - val_loss: 6.6105
Epoch 281/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5264 - val_loss: 6.5989
Epoch 282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5223 - val_loss: 6.5878
Epoch 283/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5183 - val_loss: 6.5764
Epoch 284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5143 - val_loss: 6.5650
Epoch 285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5103 - val_loss: 6.5537
Epoch 286/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5065 - val_loss: 6.5421
Epoch 287/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5025 - val_loss: 6.5305
Epoch 288/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4988 - val_loss: 6.5192
Epoch 289/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4951 - val_loss: 6.5072
Epoch 290/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4914 - val_loss: 6.4958
Epoch 291/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4876 - val_loss: 6.4849
Epoch 292/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4840 - val_loss: 6.4732
Epoch 293/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4805 - val_loss: 6.4623
Epoch 294/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4768 - val_loss: 6.4509
Epoch 295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4733 - val_loss: 6.4391
Epoch 296/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4698 - val_loss: 6.4276
Epoch 297/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4664 - val_loss: 6.4161
Epoch 298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4630 - val_loss: 6.4040
Epoch 299/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4595 - val_loss: 6.3927
Epoch 300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4562 - val_loss: 6.3814
Epoch 301/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4529 - val_loss: 6.3698
Epoch 302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4497 - val_loss: 6.3581
Epoch 303/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4463 - val_loss: 6.3466
Epoch 304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4432 - val_loss: 6.3346
Epoch 305/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4402 - val_loss: 6.3230
Epoch 306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4370 - val_loss: 6.3121
Epoch 307/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4340 - val_loss: 6.3007
Epoch 308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4310 - val_loss: 6.2892
Epoch 309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4280 - val_loss: 6.2780
Epoch 310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4251 - val_loss: 6.2666
Epoch 311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4222 - val_loss: 6.2554
Epoch 312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4194 - val_loss: 6.2441
Epoch 313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4165 - val_loss: 6.2326
Epoch 314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4137 - val_loss: 6.2205
Epoch 315/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4110 - val_loss: 6.2087
Epoch 316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4082 - val_loss: 6.1973
Epoch 317/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4056 - val_loss: 6.1859
Epoch 318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4030 - val_loss: 6.1745
Epoch 319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4004 - val_loss: 6.1624
Epoch 320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3977 - val_loss: 6.1507
Epoch 321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3952 - val_loss: 6.1391
Epoch 322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3927 - val_loss: 6.1269
Epoch 323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3902 - val_loss: 6.1151
Epoch 324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3878 - val_loss: 6.1037
Epoch 325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3854 - val_loss: 6.0923
Epoch 326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3829 - val_loss: 6.0804
Epoch 327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3805 - val_loss: 6.0692
Epoch 328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3782 - val_loss: 6.0571
Epoch 329/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3759 - val_loss: 6.0447
Epoch 330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3735 - val_loss: 6.0329
Epoch 331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3713 - val_loss: 6.0203
Epoch 332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3690 - val_loss: 6.0089
Epoch 333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3668 - val_loss: 5.9969
Epoch 334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3645 - val_loss: 5.9852
Epoch 335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3625 - val_loss: 5.9734
Epoch 336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3603 - val_loss: 5.9614
Epoch 337/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3581 - val_loss: 5.9501
Epoch 338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3561 - val_loss: 5.9386
Epoch 339/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3541 - val_loss: 5.9270
Epoch 340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3521 - val_loss: 5.9156
Epoch 341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3501 - val_loss: 5.9042
Epoch 342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3481 - val_loss: 5.8924
Epoch 343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3463 - val_loss: 5.8808
Epoch 344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3442 - val_loss: 5.8688
Epoch 345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3424 - val_loss: 5.8569
Epoch 346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3405 - val_loss: 5.8452
Epoch 347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3386 - val_loss: 5.8337
Epoch 348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3369 - val_loss: 5.8213
Epoch 349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3350 - val_loss: 5.8097
Epoch 350/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3332 - val_loss: 5.7979
Epoch 351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3315 - val_loss: 5.7865
Epoch 352/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3297 - val_loss: 5.7747
Epoch 353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3280 - val_loss: 5.7631
Epoch 354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3263 - val_loss: 5.7515
Epoch 355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3246 - val_loss: 5.7400
Epoch 356/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3230 - val_loss: 5.7283
Epoch 357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3213 - val_loss: 5.7165
Epoch 358/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3197 - val_loss: 5.7047
Epoch 359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3181 - val_loss: 5.6931
Epoch 360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3165 - val_loss: 5.6812
Epoch 361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3150 - val_loss: 5.6690
Epoch 362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3134 - val_loss: 5.6579
Epoch 363/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3118 - val_loss: 5.6461
Epoch 364/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3104 - val_loss: 5.6340
Epoch 365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3089 - val_loss: 5.6223
Epoch 366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3074 - val_loss: 5.6100
Epoch 367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3060 - val_loss: 5.5979
Epoch 368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3045 - val_loss: 5.5858
Epoch 369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3030 - val_loss: 5.5742
Epoch 370/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3016 - val_loss: 5.5622
Epoch 371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3002 - val_loss: 5.5502
Epoch 372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2989 - val_loss: 5.5378
Epoch 373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2975 - val_loss: 5.5254
Epoch 374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2961 - val_loss: 5.5131
Epoch 375/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2948 - val_loss: 5.5012
Epoch 376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2936 - val_loss: 5.4891
Epoch 377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2923 - val_loss: 5.4766
Epoch 378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2910 - val_loss: 5.4642
Epoch 379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2897 - val_loss: 5.4516
Epoch 380/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2885 - val_loss: 5.4399
Epoch 381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2872 - val_loss: 5.4283
Epoch 382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2860 - val_loss: 5.4164
Epoch 383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2848 - val_loss: 5.4039
Epoch 384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2836 - val_loss: 5.3920
Epoch 385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2824 - val_loss: 5.3798
Epoch 386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2812 - val_loss: 5.3679
Epoch 387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2801 - val_loss: 5.3552
Epoch 388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2790 - val_loss: 5.3430
Epoch 389/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2778 - val_loss: 5.3307
Epoch 390/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2767 - val_loss: 5.3186
Epoch 391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2756 - val_loss: 5.3061
Epoch 392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2745 - val_loss: 5.2937
Epoch 393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2734 - val_loss: 5.2816
Epoch 394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2724 - val_loss: 5.2698
Epoch 395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2713 - val_loss: 5.2575
Epoch 396/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2702 - val_loss: 5.2452
Epoch 397/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.2692 - val_loss: 5.2331
Epoch 398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2681 - val_loss: 5.2213
Epoch 399/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2671 - val_loss: 5.2088
Epoch 400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2661 - val_loss: 5.1963
Epoch 401/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2651 - val_loss: 5.1842
Epoch 402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2641 - val_loss: 5.1719
Epoch 403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2631 - val_loss: 5.1593
Epoch 404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2620 - val_loss: 5.1472
Epoch 405/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2611 - val_loss: 5.1346
Epoch 406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2601 - val_loss: 5.1224
Epoch 407/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2592 - val_loss: 5.1101
Epoch 408/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2583 - val_loss: 5.0975
Epoch 409/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2573 - val_loss: 5.0852
Epoch 410/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2564 - val_loss: 5.0724
Epoch 411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2555 - val_loss: 5.0598
Epoch 412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2546 - val_loss: 5.0475
Epoch 413/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2536 - val_loss: 5.0351
Epoch 414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2528 - val_loss: 5.0226
Epoch 415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2519 - val_loss: 5.0102
Epoch 416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2510 - val_loss: 4.9976
Epoch 417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2501 - val_loss: 4.9857
Epoch 418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2492 - val_loss: 4.9732
Epoch 419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2483 - val_loss: 4.9606
Epoch 420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2475 - val_loss: 4.9481
Epoch 421/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2466 - val_loss: 4.9357
Epoch 422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2458 - val_loss: 4.9231
Epoch 423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2450 - val_loss: 4.9108
Epoch 424/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2442 - val_loss: 4.8982
Epoch 425/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.2433 - val_loss: 4.8859
Epoch 426/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.2425 - val_loss: 4.8733
Epoch 427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2417 - val_loss: 4.8607
Epoch 428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2409 - val_loss: 4.8482
Epoch 429/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2402 - val_loss: 4.8354
Epoch 430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2393 - val_loss: 4.8233
Epoch 431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2386 - val_loss: 4.8107
Epoch 432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2378 - val_loss: 4.7986
Epoch 433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2371 - val_loss: 4.7858
Epoch 434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2363 - val_loss: 4.7728
Epoch 435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2355 - val_loss: 4.7603
Epoch 436/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2347 - val_loss: 4.7470
Epoch 437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2340 - val_loss: 4.7336
Epoch 438/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2331 - val_loss: 4.7212
Epoch 439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2324 - val_loss: 4.7081
Epoch 440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2317 - val_loss: 4.6952
Epoch 441/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2309 - val_loss: 4.6824
Epoch 442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2301 - val_loss: 4.6697
Epoch 443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2294 - val_loss: 4.6565
Epoch 444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2286 - val_loss: 4.6438
Epoch 445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2280 - val_loss: 4.6312
Epoch 446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2272 - val_loss: 4.6187
Epoch 447/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2265 - val_loss: 4.6062
Epoch 448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2258 - val_loss: 4.5933
Epoch 449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2251 - val_loss: 4.5809
Epoch 450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2244 - val_loss: 4.5682
Epoch 451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2237 - val_loss: 4.5557
Epoch 452/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2230 - val_loss: 4.5432
Epoch 453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2223 - val_loss: 4.5304
Epoch 454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2216 - val_loss: 4.5172
Epoch 455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2209 - val_loss: 4.5045
Epoch 456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2203 - val_loss: 4.4913
Epoch 457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2196 - val_loss: 4.4780
Epoch 458/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2189 - val_loss: 4.4653
Epoch 459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2182 - val_loss: 4.4529
Epoch 460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2176 - val_loss: 4.4401
Epoch 461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2169 - val_loss: 4.4275
Epoch 462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2163 - val_loss: 4.4144
Epoch 463/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2156 - val_loss: 4.4018
Epoch 464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2150 - val_loss: 4.3893
Epoch 465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2143 - val_loss: 4.3762
Epoch 466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2137 - val_loss: 4.3634
Epoch 467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2131 - val_loss: 4.3504
Epoch 468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2125 - val_loss: 4.3378
Epoch 469/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2118 - val_loss: 4.3251
Epoch 470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2112 - val_loss: 4.3126
Epoch 471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2106 - val_loss: 4.2997
Epoch 472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2100 - val_loss: 4.2867
Epoch 473/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2093 - val_loss: 4.2739
Epoch 474/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2086 - val_loss: 4.2609
Epoch 475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2080 - val_loss: 4.2479
Epoch 476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2074 - val_loss: 4.2348
Epoch 477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2068 - val_loss: 4.2221
Epoch 478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2062 - val_loss: 4.2093
Epoch 479/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2056 - val_loss: 4.1964
Epoch 480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2050 - val_loss: 4.1831
Epoch 481/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2044 - val_loss: 4.1703
Epoch 482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2038 - val_loss: 4.1576
Epoch 483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2031 - val_loss: 4.1450
Epoch 484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2025 - val_loss: 4.1318
Epoch 485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2019 - val_loss: 4.1189
Epoch 486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2013 - val_loss: 4.1055
Epoch 487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2007 - val_loss: 4.0927
Epoch 488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2001 - val_loss: 4.0799
Epoch 489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1995 - val_loss: 4.0670
Epoch 490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1989 - val_loss: 4.0543
Epoch 491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1983 - val_loss: 4.0412
Epoch 492/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1977 - val_loss: 4.0288
Epoch 493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1971 - val_loss: 4.0160
Epoch 494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1965 - val_loss: 4.0029
Epoch 495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1960 - val_loss: 3.9893
Epoch 496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1954 - val_loss: 3.9760
Epoch 497/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1948 - val_loss: 3.9628
Epoch 498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1942 - val_loss: 3.9498
Epoch 499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1936 - val_loss: 3.9373
Epoch 500/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1931 - val_loss: 3.9246
Epoch 501/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1925 - val_loss: 3.9113
Epoch 502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1919 - val_loss: 3.8987
Epoch 503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1914 - val_loss: 3.8862
Epoch 504/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1907 - val_loss: 3.8739
Epoch 505/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1901 - val_loss: 3.8608
Epoch 506/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1896 - val_loss: 3.8478
Epoch 507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1889 - val_loss: 3.8350
Epoch 508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1884 - val_loss: 3.8218
Epoch 509/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1878 - val_loss: 3.8091
Epoch 510/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1872 - val_loss: 3.7960
Epoch 511/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1867 - val_loss: 3.7827
Epoch 512/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1861 - val_loss: 3.7695
Epoch 513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1855 - val_loss: 3.7564
Epoch 514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1849 - val_loss: 3.7437
Epoch 515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1843 - val_loss: 3.7308
Epoch 516/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1837 - val_loss: 3.7178
Epoch 517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1832 - val_loss: 3.7048
Epoch 518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1826 - val_loss: 3.6917
Epoch 519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1821 - val_loss: 3.6781
Epoch 520/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1815 - val_loss: 3.6648
Epoch 521/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1809 - val_loss: 3.6515
Epoch 522/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1804 - val_loss: 3.6382
Epoch 523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1799 - val_loss: 3.6252
Epoch 524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1793 - val_loss: 3.6128
Epoch 525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1787 - val_loss: 3.5998
Epoch 526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1781 - val_loss: 3.5868
Epoch 527/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1776 - val_loss: 3.5735
Epoch 528/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1770 - val_loss: 3.5601
Epoch 529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1765 - val_loss: 3.5467
Epoch 530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1759 - val_loss: 3.5337
Epoch 531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1753 - val_loss: 3.5207
Epoch 532/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1748 - val_loss: 3.5074
Epoch 533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1743 - val_loss: 3.4943
Epoch 534/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1737 - val_loss: 3.4814
Epoch 535/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1731 - val_loss: 3.4686
Epoch 536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1726 - val_loss: 3.4557
Epoch 537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1721 - val_loss: 3.4433
Epoch 538/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1715 - val_loss: 3.4307
Epoch 539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1710 - val_loss: 3.4174
Epoch 540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1704 - val_loss: 3.4044
Epoch 541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1699 - val_loss: 3.3917
Epoch 542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1693 - val_loss: 3.3786
Epoch 543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1688 - val_loss: 3.3658
Epoch 544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1683 - val_loss: 3.3522
Epoch 545/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1677 - val_loss: 3.3393
Epoch 546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1672 - val_loss: 3.3264
Epoch 547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1667 - val_loss: 3.3137
Epoch 548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1661 - val_loss: 3.3012
Epoch 549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1656 - val_loss: 3.2885
Epoch 550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1651 - val_loss: 3.2761
Epoch 551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1646 - val_loss: 3.2636
Epoch 552/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1641 - val_loss: 3.2506
Epoch 553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1635 - val_loss: 3.2386
Epoch 554/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.1630 - val_loss: 3.2257
Epoch 555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1625 - val_loss: 3.2130
Epoch 556/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1619 - val_loss: 3.2007
Epoch 557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1614 - val_loss: 3.1881
Epoch 558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1609 - val_loss: 3.1755
Epoch 559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1604 - val_loss: 3.1625
Epoch 560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1598 - val_loss: 3.1501
Epoch 561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1593 - val_loss: 3.1372
Epoch 562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1588 - val_loss: 3.1248
Epoch 563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1582 - val_loss: 3.1119
Epoch 564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1577 - val_loss: 3.0991
Epoch 565/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1572 - val_loss: 3.0867
Epoch 566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1567 - val_loss: 3.0744
Epoch 567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1562 - val_loss: 3.0622
Epoch 568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1557 - val_loss: 3.0497
Epoch 569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1552 - val_loss: 3.0377
Epoch 570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1547 - val_loss: 3.0254
Epoch 571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1541 - val_loss: 3.0136
Epoch 572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1536 - val_loss: 3.0013
Epoch 573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1531 - val_loss: 2.9889
Epoch 574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1526 - val_loss: 2.9764
Epoch 575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1521 - val_loss: 2.9640
Epoch 576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1516 - val_loss: 2.9517
Epoch 577/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1511 - val_loss: 2.9392
Epoch 578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1505 - val_loss: 2.9271
Epoch 579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1500 - val_loss: 2.9147
Epoch 580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1495 - val_loss: 2.9022
Epoch 581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1490 - val_loss: 2.8904
Epoch 582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1485 - val_loss: 2.8783
Epoch 583/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1480 - val_loss: 2.8657
Epoch 584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1475 - val_loss: 2.8539
Epoch 585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1470 - val_loss: 2.8414
Epoch 586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1465 - val_loss: 2.8292
Epoch 587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1460 - val_loss: 2.8170
Epoch 588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1455 - val_loss: 2.8047
Epoch 589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1451 - val_loss: 2.7925
Epoch 590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1445 - val_loss: 2.7802
Epoch 591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1440 - val_loss: 2.7680
Epoch 592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1435 - val_loss: 2.7559
Epoch 593/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1430 - val_loss: 2.7437
Epoch 594/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1426 - val_loss: 2.7318
Epoch 595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1420 - val_loss: 2.7202
Epoch 596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1415 - val_loss: 2.7084
Epoch 597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1411 - val_loss: 2.6963
Epoch 598/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1405 - val_loss: 2.6843
Epoch 599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1400 - val_loss: 2.6728
Epoch 600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1396 - val_loss: 2.6609
Epoch 601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1391 - val_loss: 2.6491
Epoch 602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1386 - val_loss: 2.6370
Epoch 603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1381 - val_loss: 2.6249
Epoch 604/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1376 - val_loss: 2.6129
Epoch 605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1371 - val_loss: 2.6011
Epoch 606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1366 - val_loss: 2.5889
Epoch 607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1361 - val_loss: 2.5768
Epoch 608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1356 - val_loss: 2.5650
Epoch 609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1351 - val_loss: 2.5529
Epoch 610/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1347 - val_loss: 2.5414
Epoch 611/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1342 - val_loss: 2.5297
Epoch 612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1337 - val_loss: 2.5178
Epoch 613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1332 - val_loss: 2.5065
Epoch 614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1327 - val_loss: 2.4948
Epoch 615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1323 - val_loss: 2.4828
Epoch 616/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1318 - val_loss: 2.4708
Epoch 617/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1313 - val_loss: 2.4591
Epoch 618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1308 - val_loss: 2.4475
Epoch 619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1304 - val_loss: 2.4358
Epoch 620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1299 - val_loss: 2.4243
Epoch 621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1294 - val_loss: 2.4127
Epoch 622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1290 - val_loss: 2.4011
Epoch 623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1285 - val_loss: 2.3899
Epoch 624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1280 - val_loss: 2.3783
Epoch 625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1275 - val_loss: 2.3666
Epoch 626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1271 - val_loss: 2.3553
Epoch 627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1266 - val_loss: 2.3438
Epoch 628/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1262 - val_loss: 2.3323
Epoch 629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1258 - val_loss: 2.3208
Epoch 630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1253 - val_loss: 2.3097
Epoch 631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1248 - val_loss: 2.2984
Epoch 632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1244 - val_loss: 2.2874
Epoch 633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1239 - val_loss: 2.2767
Epoch 634/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1235 - val_loss: 2.2654
Epoch 635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1230 - val_loss: 2.2545
Epoch 636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1225 - val_loss: 2.2435
Epoch 637/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.1221 - val_loss: 2.2321
Epoch 638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1217 - val_loss: 2.2217
Epoch 639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1213 - val_loss: 2.2106
Epoch 640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1208 - val_loss: 2.2000
Epoch 641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1204 - val_loss: 2.1890
Epoch 642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1199 - val_loss: 2.1783
Epoch 643/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1194 - val_loss: 2.1677
Epoch 644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1190 - val_loss: 2.1568
Epoch 645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1186 - val_loss: 2.1462
Epoch 646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1182 - val_loss: 2.1353
Epoch 647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1177 - val_loss: 2.1245
Epoch 648/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1173 - val_loss: 2.1141
Epoch 649/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1168 - val_loss: 2.1036
Epoch 650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1164 - val_loss: 2.0928
Epoch 651/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1160 - val_loss: 2.0823
Epoch 652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1155 - val_loss: 2.0714
Epoch 653/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1151 - val_loss: 2.0609
Epoch 654/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1147 - val_loss: 2.0502
Epoch 655/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1143 - val_loss: 2.0392
Epoch 656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1138 - val_loss: 2.0286
Epoch 657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1134 - val_loss: 2.0182
Epoch 658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1130 - val_loss: 2.0077
Epoch 659/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1125 - val_loss: 1.9972
Epoch 660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1121 - val_loss: 1.9869
Epoch 661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1117 - val_loss: 1.9767
Epoch 662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1113 - val_loss: 1.9659
Epoch 663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1109 - val_loss: 1.9554
Epoch 664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1104 - val_loss: 1.9449
Epoch 665/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1100 - val_loss: 1.9350
Epoch 666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1096 - val_loss: 1.9250
Epoch 667/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1091 - val_loss: 1.9149
Epoch 668/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1087 - val_loss: 1.9043
Epoch 669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1083 - val_loss: 1.8937
Epoch 670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1079 - val_loss: 1.8833
Epoch 671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1075 - val_loss: 1.8730
Epoch 672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1071 - val_loss: 1.8626
Epoch 673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1066 - val_loss: 1.8525
Epoch 674/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1062 - val_loss: 1.8425
Epoch 675/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1058 - val_loss: 1.8325
Epoch 676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1054 - val_loss: 1.8222
Epoch 677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1050 - val_loss: 1.8121
Epoch 678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1045 - val_loss: 1.8023
Epoch 679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1042 - val_loss: 1.7921
Epoch 680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1038 - val_loss: 1.7819
Epoch 681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1033 - val_loss: 1.7721
Epoch 682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1029 - val_loss: 1.7620
Epoch 683/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1025 - val_loss: 1.7520
Epoch 684/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1021 - val_loss: 1.7421
Epoch 685/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1018 - val_loss: 1.7322
Epoch 686/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1013 - val_loss: 1.7224
Epoch 687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1010 - val_loss: 1.7127
Epoch 688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1006 - val_loss: 1.7031
Epoch 689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1002 - val_loss: 1.6937
Epoch 690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0998 - val_loss: 1.6841
Epoch 691/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0994 - val_loss: 1.6741
Epoch 692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0990 - val_loss: 1.6640
Epoch 693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0986 - val_loss: 1.6543
Epoch 694/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0982 - val_loss: 1.6454
Epoch 695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0979 - val_loss: 1.6361
Epoch 696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0975 - val_loss: 1.6266
Epoch 697/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0971 - val_loss: 1.6170
Epoch 698/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0967 - val_loss: 1.6073
Epoch 699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0963 - val_loss: 1.5979
Epoch 700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0960 - val_loss: 1.5886
Epoch 701/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0956 - val_loss: 1.5796
Epoch 702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0952 - val_loss: 1.5706
Epoch 703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0949 - val_loss: 1.5613
Epoch 704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0945 - val_loss: 1.5523
Epoch 705/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0941 - val_loss: 1.5429
Epoch 706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0938 - val_loss: 1.5336
Epoch 707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0934 - val_loss: 1.5247
Epoch 708/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0930 - val_loss: 1.5156
Epoch 709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0926 - val_loss: 1.5068
Epoch 710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0923 - val_loss: 1.4980
Epoch 711/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0919 - val_loss: 1.4888
Epoch 712/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0915 - val_loss: 1.4796
Epoch 713/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0912 - val_loss: 1.4702
Epoch 714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0908 - val_loss: 1.4612
Epoch 715/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0904 - val_loss: 1.4523
Epoch 716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0901 - val_loss: 1.4433
Epoch 717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0897 - val_loss: 1.4345
Epoch 718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0894 - val_loss: 1.4258
Epoch 719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0890 - val_loss: 1.4173
Epoch 720/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0886 - val_loss: 1.4085
Epoch 721/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0883 - val_loss: 1.3997
Epoch 722/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0879 - val_loss: 1.3913
Epoch 723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0876 - val_loss: 1.3827
Epoch 724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0873 - val_loss: 1.3742
Epoch 725/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0869 - val_loss: 1.3656
Epoch 726/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0866 - val_loss: 1.3571
Epoch 727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0862 - val_loss: 1.3485
Epoch 728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0859 - val_loss: 1.3402
Epoch 729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0856 - val_loss: 1.3317
Epoch 730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0852 - val_loss: 1.3236
Epoch 731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0849 - val_loss: 1.3152
Epoch 732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0845 - val_loss: 1.3069
Epoch 733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0842 - val_loss: 1.2986
Epoch 734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0839 - val_loss: 1.2901
Epoch 735/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0835 - val_loss: 1.2821
Epoch 736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0832 - val_loss: 1.2735
Epoch 737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0828 - val_loss: 1.2655
Epoch 738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0825 - val_loss: 1.2574
Epoch 739/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0822 - val_loss: 1.2491
Epoch 740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0819 - val_loss: 1.2410
Epoch 741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0815 - val_loss: 1.2326
Epoch 742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0812 - val_loss: 1.2245
Epoch 743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0809 - val_loss: 1.2162
Epoch 744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0806 - val_loss: 1.2082
Epoch 745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0802 - val_loss: 1.2005
Epoch 746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0799 - val_loss: 1.1927
Epoch 747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0796 - val_loss: 1.1848
Epoch 748/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0793 - val_loss: 1.1771
Epoch 749/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0790 - val_loss: 1.1692
Epoch 750/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0787 - val_loss: 1.1613
Epoch 751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0784 - val_loss: 1.1534
Epoch 752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0780 - val_loss: 1.1456
Epoch 753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0778 - val_loss: 1.1380
Epoch 754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0774 - val_loss: 1.1301
Epoch 755/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0771 - val_loss: 1.1222
Epoch 756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0768 - val_loss: 1.1146
Epoch 757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0765 - val_loss: 1.1073
Epoch 758/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0762 - val_loss: 1.0998
Epoch 759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0759 - val_loss: 1.0928
Epoch 760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0756 - val_loss: 1.0854
Epoch 761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0754 - val_loss: 1.0781
Epoch 762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0751 - val_loss: 1.0707
Epoch 763/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0748 - val_loss: 1.0630
Epoch 764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0745 - val_loss: 1.0560
Epoch 765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0742 - val_loss: 1.0486
Epoch 766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0739 - val_loss: 1.0412
Epoch 767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0736 - val_loss: 1.0341
Epoch 768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0733 - val_loss: 1.0270
Epoch 769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0730 - val_loss: 1.0200
Epoch 770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0727 - val_loss: 1.0131
Epoch 771/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0725 - val_loss: 1.0066
Epoch 772/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0722 - val_loss: 0.9998
Epoch 773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0719 - val_loss: 0.9929
Epoch 774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0716 - val_loss: 0.9858
Epoch 775/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0713 - val_loss: 0.9790
Epoch 776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0711 - val_loss: 0.9719
Epoch 777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0708 - val_loss: 0.9653
Epoch 778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0705 - val_loss: 0.9583
Epoch 779/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0702 - val_loss: 0.9515
Epoch 780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0700 - val_loss: 0.9449
Epoch 781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0697 - val_loss: 0.9380
Epoch 782/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0694 - val_loss: 0.9312
Epoch 783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0692 - val_loss: 0.9246
Epoch 784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0689 - val_loss: 0.9182
Epoch 785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0686 - val_loss: 0.9118
Epoch 786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0684 - val_loss: 0.9054
Epoch 787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0681 - val_loss: 0.8986
Epoch 788/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0679 - val_loss: 0.8915
Epoch 789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0676 - val_loss: 0.8849
Epoch 790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0673 - val_loss: 0.8786
Epoch 791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0671 - val_loss: 0.8724
Epoch 792/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0668 - val_loss: 0.8663
Epoch 793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0666 - val_loss: 0.8602
Epoch 794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0663 - val_loss: 0.8539
Epoch 795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0661 - val_loss: 0.8475
Epoch 796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0658 - val_loss: 0.8416
Epoch 797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0656 - val_loss: 0.8354
Epoch 798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0653 - val_loss: 0.8295
Epoch 799/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0651 - val_loss: 0.8233
Epoch 800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0648 - val_loss: 0.8172
Epoch 801/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0646 - val_loss: 0.8115
Epoch 802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0644 - val_loss: 0.8055
Epoch 803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0641 - val_loss: 0.7994
Epoch 804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0639 - val_loss: 0.7937
Epoch 805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0636 - val_loss: 0.7877
Epoch 806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0634 - val_loss: 0.7819
Epoch 807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0632 - val_loss: 0.7761
Epoch 808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0629 - val_loss: 0.7702
Epoch 809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0627 - val_loss: 0.7640
Epoch 810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0625 - val_loss: 0.7584
Epoch 811/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0622 - val_loss: 0.7529
Epoch 812/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0620 - val_loss: 0.7469
Epoch 813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0618 - val_loss: 0.7411
Epoch 814/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0615 - val_loss: 0.7350
Epoch 815/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0613 - val_loss: 0.7292
Epoch 816/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0610 - val_loss: 0.7238
Epoch 817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0609 - val_loss: 0.7180
Epoch 818/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0606 - val_loss: 0.7123
Epoch 819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0604 - val_loss: 0.7069
Epoch 820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0601 - val_loss: 0.7016
Epoch 821/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0599 - val_loss: 0.6959
Epoch 822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0597 - val_loss: 0.6902
Epoch 823/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0595 - val_loss: 0.6845
Epoch 824/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0592 - val_loss: 0.6790
Epoch 825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0590 - val_loss: 0.6735
Epoch 826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0588 - val_loss: 0.6681
Epoch 827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0586 - val_loss: 0.6627
Epoch 828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0584 - val_loss: 0.6575
Epoch 829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0582 - val_loss: 0.6524
Epoch 830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0580 - val_loss: 0.6472
Epoch 831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0578 - val_loss: 0.6421
Epoch 832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0576 - val_loss: 0.6370
Epoch 833/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0573 - val_loss: 0.6318
Epoch 834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0572 - val_loss: 0.6265
Epoch 835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0569 - val_loss: 0.6211
Epoch 836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0567 - val_loss: 0.6162
Epoch 837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0565 - val_loss: 0.6111
Epoch 838/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0563 - val_loss: 0.6061
Epoch 839/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0561 - val_loss: 0.6013
Epoch 840/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0559 - val_loss: 0.5965
Epoch 841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0557 - val_loss: 0.5917
Epoch 842/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0556 - val_loss: 0.5869
Epoch 843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0554 - val_loss: 0.5819
Epoch 844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0552 - val_loss: 0.5771
Epoch 845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0550 - val_loss: 0.5722
Epoch 846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0548 - val_loss: 0.5672
Epoch 847/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0546 - val_loss: 0.5627
Epoch 848/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0544 - val_loss: 0.5580
Epoch 849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0542 - val_loss: 0.5534
Epoch 850/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0540 - val_loss: 0.5487
Epoch 851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0539 - val_loss: 0.5441
Epoch 852/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0537 - val_loss: 0.5395
Epoch 853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0535 - val_loss: 0.5350
Epoch 854/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0533 - val_loss: 0.5304
Epoch 855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0531 - val_loss: 0.5259
Epoch 856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0529 - val_loss: 0.5214
Epoch 857/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0528 - val_loss: 0.5170
Epoch 858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0526 - val_loss: 0.5125
Epoch 859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0524 - val_loss: 0.5082
Epoch 860/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0522 - val_loss: 0.5039
Epoch 861/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0521 - val_loss: 0.4995
Epoch 862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0519 - val_loss: 0.4952
Epoch 863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0517 - val_loss: 0.4909
Epoch 864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0515 - val_loss: 0.4865
Epoch 865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0514 - val_loss: 0.4823
Epoch 866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0512 - val_loss: 0.4780
Epoch 867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0510 - val_loss: 0.4738
Epoch 868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0509 - val_loss: 0.4696
Epoch 869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0507 - val_loss: 0.4655
Epoch 870/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0505 - val_loss: 0.4615
Epoch 871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0504 - val_loss: 0.4575
Epoch 872/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0502 - val_loss: 0.4533
Epoch 873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0501 - val_loss: 0.4495
Epoch 874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0499 - val_loss: 0.4459
Epoch 875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0498 - val_loss: 0.4420
Epoch 876/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0496 - val_loss: 0.4379
Epoch 877/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0494 - val_loss: 0.4340
Epoch 878/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0493 - val_loss: 0.4303
Epoch 879/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0492 - val_loss: 0.4264
Epoch 880/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0490 - val_loss: 0.4226
Epoch 881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0489 - val_loss: 0.4190
Epoch 882/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0487 - val_loss: 0.4154
Epoch 883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0486 - val_loss: 0.4118
Epoch 884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0484 - val_loss: 0.4082
Epoch 885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0483 - val_loss: 0.4049
Epoch 886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0481 - val_loss: 0.4012
Epoch 887/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0480 - val_loss: 0.3976
Epoch 888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0479 - val_loss: 0.3939
Epoch 889/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0477 - val_loss: 0.3903
Epoch 890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0476 - val_loss: 0.3869
Epoch 891/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0474 - val_loss: 0.3831
Epoch 892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0473 - val_loss: 0.3796
Epoch 893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0471 - val_loss: 0.3762
Epoch 894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0470 - val_loss: 0.3729
Epoch 895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0469 - val_loss: 0.3695
Epoch 896/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0467 - val_loss: 0.3662
Epoch 897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0466 - val_loss: 0.3629
Epoch 898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0465 - val_loss: 0.3596
Epoch 899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0463 - val_loss: 0.3563
Epoch 900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0462 - val_loss: 0.3530
Epoch 901/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0461 - val_loss: 0.3499
Epoch 902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0460 - val_loss: 0.3468
Epoch 903/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0458 - val_loss: 0.3435
Epoch 904/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0457 - val_loss: 0.3403
Epoch 905/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0456 - val_loss: 0.3371
Epoch 906/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0455 - val_loss: 0.3340
Epoch 907/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0453 - val_loss: 0.3310
Epoch 908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0452 - val_loss: 0.3280
Epoch 909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0451 - val_loss: 0.3251
Epoch 910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0450 - val_loss: 0.3219
Epoch 911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0449 - val_loss: 0.3189
Epoch 912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0448 - val_loss: 0.3159
Epoch 913/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0446 - val_loss: 0.3130
Epoch 914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0445 - val_loss: 0.3100
Epoch 915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0444 - val_loss: 0.3072
Epoch 916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0443 - val_loss: 0.3044
Epoch 917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0442 - val_loss: 0.3015
Epoch 918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0441 - val_loss: 0.2987
Epoch 919/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0440 - val_loss: 0.2960
Epoch 920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0439 - val_loss: 0.2933
Epoch 921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0438 - val_loss: 0.2905
Epoch 922/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0437 - val_loss: 0.2878
Epoch 923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0435 - val_loss: 0.2853
Epoch 924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0434 - val_loss: 0.2827
Epoch 925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0433 - val_loss: 0.2801
Epoch 926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0432 - val_loss: 0.2777
Epoch 927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0431 - val_loss: 0.2752
Epoch 928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0430 - val_loss: 0.2727
Epoch 929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0429 - val_loss: 0.2703
Epoch 930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0428 - val_loss: 0.2679
Epoch 931/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0427 - val_loss: 0.2655
Epoch 932/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0427 - val_loss: 0.2633
Epoch 933/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0426 - val_loss: 0.2607
Epoch 934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0425 - val_loss: 0.2584
Epoch 935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0424 - val_loss: 0.2559
Epoch 936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0423 - val_loss: 0.2534
Epoch 937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0422 - val_loss: 0.2510
Epoch 938/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0421 - val_loss: 0.2486
Epoch 939/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0420 - val_loss: 0.2461
Epoch 940/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0419 - val_loss: 0.2437
Epoch 941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0418 - val_loss: 0.2413
Epoch 942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0417 - val_loss: 0.2390
Epoch 943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0416 - val_loss: 0.2367
Epoch 944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0416 - val_loss: 0.2345
Epoch 945/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0415 - val_loss: 0.2322
Epoch 946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0414 - val_loss: 0.2300
Epoch 947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0413 - val_loss: 0.2276
Epoch 948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0412 - val_loss: 0.2254
Epoch 949/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0411 - val_loss: 0.2232
Epoch 950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0410 - val_loss: 0.2211
Epoch 951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0409 - val_loss: 0.2190
Epoch 952/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0409 - val_loss: 0.2170
Epoch 953/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0408 - val_loss: 0.2151
Epoch 954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0407 - val_loss: 0.2131
Epoch 955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0406 - val_loss: 0.2111
Epoch 956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2091
Epoch 957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2071
Epoch 958/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0404 - val_loss: 0.2051
Epoch 959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0403 - val_loss: 0.2030
Epoch 960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0402 - val_loss: 0.2010
Epoch 961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0401 - val_loss: 0.1989
Epoch 962/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0401 - val_loss: 0.1972
Epoch 963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0400 - val_loss: 0.1953
Epoch 964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1932
Epoch 965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1913
Epoch 966/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0398 - val_loss: 0.1894
Epoch 967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0397 - val_loss: 0.1875
Epoch 968/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0396 - val_loss: 0.1856
Epoch 969/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0396 - val_loss: 0.1839
Epoch 970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0395 - val_loss: 0.1821
Epoch 971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1802
Epoch 972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1784
Epoch 973/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0393 - val_loss: 0.1767
Epoch 974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1751
Epoch 975/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1734
Epoch 976/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0391 - val_loss: 0.1719
Epoch 977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1703
Epoch 978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1687
Epoch 979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0389 - val_loss: 0.1670
Epoch 980/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0388 - val_loss: 0.1656
Epoch 981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1639
Epoch 982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1624
Epoch 983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1608
Epoch 984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0386 - val_loss: 0.1592
Epoch 985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1577
Epoch 986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0385 - val_loss: 0.1563
Epoch 987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1548
Epoch 988/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1533
Epoch 989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1518
Epoch 990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1504
Epoch 991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1488
Epoch 992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1475
Epoch 993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1462
Epoch 994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1448
Epoch 995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0380 - val_loss: 0.1434
Epoch 996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1421
Epoch 997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1407
Epoch 998/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0378 - val_loss: 0.1393
Epoch 999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1380
Epoch 1000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1367
Epoch 1001/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1355
Epoch 1002/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0376 - val_loss: 0.1343
Epoch 1003/2000
6/6 [==============================] - ETA: 0s - loss: 0.032 - 0s 4ms/step - loss: 0.0376 - val_loss: 0.1331
Epoch 1004/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1320
Epoch 1005/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1308
Epoch 1006/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1296
Epoch 1007/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1284
Epoch 1008/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1272
Epoch 1009/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1261
Epoch 1010/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1250
Epoch 1011/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1239
Epoch 1012/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1229
Epoch 1013/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1218
Epoch 1014/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1207
Epoch 1015/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1196
Epoch 1016/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1185
Epoch 1017/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1174
Epoch 1018/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1163
Epoch 1019/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1153
Epoch 1020/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1143
Epoch 1021/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1133
Epoch 1022/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1123
Epoch 1023/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1114
Epoch 1024/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0367 - val_loss: 0.1104
Epoch 1025/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1093
Epoch 1026/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1082
Epoch 1027/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1073
Epoch 1028/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1063
Epoch 1029/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1054
Epoch 1030/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1044
Epoch 1031/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0365 - val_loss: 0.1036
Epoch 1032/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1027
Epoch 1033/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1019
Epoch 1034/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1009
Epoch 1035/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.1001
Epoch 1036/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0992
Epoch 1037/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0983
Epoch 1038/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0975
Epoch 1039/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0965
Epoch 1040/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0956
Epoch 1041/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0948
Epoch 1042/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0940
Epoch 1043/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0932
Epoch 1044/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0925
Epoch 1045/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0917
Epoch 1046/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0910
Epoch 1047/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0360 - val_loss: 0.0902
Epoch 1048/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0894
Epoch 1049/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0886
Epoch 1050/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0878
Epoch 1051/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0870
Epoch 1052/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0863
Epoch 1053/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0857
Epoch 1054/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0851
Epoch 1055/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0844
Epoch 1056/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0838
Epoch 1057/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0831
Epoch 1058/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0825
Epoch 1059/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0819
Epoch 1060/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0813
Epoch 1061/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0807
Epoch 1062/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0801
Epoch 1063/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0795
Epoch 1064/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0789
Epoch 1065/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0783
Epoch 1066/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0777
Epoch 1067/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0771
Epoch 1068/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0765
Epoch 1069/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0759
Epoch 1070/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0753
Epoch 1071/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0354 - val_loss: 0.0748
Epoch 1072/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0354 - val_loss: 0.0742
Epoch 1073/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0736
Epoch 1074/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0353 - val_loss: 0.0730
Epoch 1075/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0724
Epoch 1076/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0719
Epoch 1077/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0714
Epoch 1078/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0710
Epoch 1079/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0705
Epoch 1080/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0700
Epoch 1081/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0695
Epoch 1082/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0690
Epoch 1083/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0351 - val_loss: 0.0685
Epoch 1084/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0351 - val_loss: 0.0680
Epoch 1085/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0675
Epoch 1086/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0671
Epoch 1087/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0667
Epoch 1088/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0662
Epoch 1089/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0659
Epoch 1090/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0350 - val_loss: 0.0655
Epoch 1091/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0651
Epoch 1092/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0646
Epoch 1093/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0642
Epoch 1094/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0637
Epoch 1095/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0633
Epoch 1096/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0629
Epoch 1097/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0625
Epoch 1098/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0622
Epoch 1099/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0618
Epoch 1100/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0614
Epoch 1101/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0611
Epoch 1102/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0349 - val_loss: 0.0607
Epoch 1103/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0604
Epoch 1104/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0601
Epoch 1105/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0598
Epoch 1106/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0595
Epoch 1107/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0591
Epoch 1108/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0587
Epoch 1109/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0585
Epoch 1110/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0582
Epoch 1111/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0579
Epoch 1112/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0575
Epoch 1113/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0572
Epoch 1114/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0570
Epoch 1115/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0567
Epoch 1116/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0563
Epoch 1117/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0560
Epoch 1118/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0557
Epoch 1119/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0555
Epoch 1120/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0551
Epoch 1121/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0548
Epoch 1122/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0545
Epoch 1123/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0542
Epoch 1124/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0539
Epoch 1125/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0538
Epoch 1126/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0536
Epoch 1127/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0533
Epoch 1128/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0531
Epoch 1129/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0528
Epoch 1130/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0526
Epoch 1131/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0524
Epoch 1132/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 1133/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0520
Epoch 1134/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0518
Epoch 1135/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0515
Epoch 1136/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0513
Epoch 1137/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0511
Epoch 1138/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0509
Epoch 1139/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 1140/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0505
Epoch 1141/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0503
Epoch 1142/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0502
Epoch 1143/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0500
Epoch 1144/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0498
Epoch 1145/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0496
Epoch 1146/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0494
Epoch 1147/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0492
Epoch 1148/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 1149/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0488
Epoch 1150/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0345 - val_loss: 0.0486
Epoch 1151/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0484
Epoch 1152/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0482
Epoch 1153/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 1154/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0480
Epoch 1155/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 1156/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0476
Epoch 1157/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0474
Epoch 1158/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 1159/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0471
Epoch 1160/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 1161/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0468
Epoch 1162/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1163/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0465
Epoch 1164/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1165/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1166/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0461
Epoch 1167/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0460
Epoch 1168/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1169/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1170/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1171/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1172/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1173/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0453
Epoch 1174/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0452
Epoch 1175/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0451
Epoch 1176/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1177/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0449
Epoch 1178/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1179/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0447
Epoch 1180/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1181/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1182/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1183/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1184/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1185/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1186/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1187/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1188/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1189/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1190/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0435
Epoch 1191/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1192/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1193/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1194/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1195/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1196/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1197/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1198/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1199/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1200/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1201/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1202/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1203/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1204/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1205/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1206/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1207/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1208/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1209/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1210/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1211/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1212/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0419
Epoch 1213/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0419
Epoch 1214/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1215/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0418
Epoch 1216/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1217/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1218/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1219/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1220/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1221/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1222/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1223/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1224/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1225/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1226/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1227/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1228/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1229/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1230/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1231/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1232/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1233/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1234/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1235/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1236/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1237/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1238/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1239/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1240/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1241/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1242/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1243/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1244/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1245/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1246/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1247/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1248/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1249/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1250/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1251/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1252/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1253/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1254/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1255/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1256/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1257/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1258/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1259/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1260/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1261/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1262/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1263/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1264/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1265/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1266/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1267/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1268/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1269/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1271/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1272/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1273/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1274/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1276/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1277/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1279/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1280/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1281/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1283/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1286/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1287/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1288/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1289/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1290/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1291/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1292/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1293/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1294/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1296/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1297/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1299/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1301/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1303/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1305/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1307/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1312/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1314/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1323/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1324/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1325/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1337/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1339/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1347/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1358/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1363/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1365/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1370/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1371/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1379/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1380/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1390/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1396/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1401/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1405/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1407/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1408/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1409/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1411/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1413/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1419/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1421/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1424/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1429/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1438/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1441/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1445/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1446/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1447/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1451/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1452/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1458/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1463/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1469/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1473/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1474/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1475/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1479/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1481/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1488/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1497/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1500/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1501/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1505/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1506/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1509/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1511/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1512/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1516/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1517/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1521/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1522/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1524/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1527/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1528/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1532/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1534/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1535/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1538/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1542/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1545/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1552/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1567/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1577/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1580/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1583/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1587/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1591/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1593/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1594/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1598/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1604/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1610/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1611/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1628/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1634/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1637/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1643/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1648/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1649/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1651/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1653/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1654/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1667/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1668/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1675/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1711/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1712/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1713/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1715/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1720/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1722/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1735/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1739/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1758/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1763/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1771/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1775/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1782/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1790/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1792/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1799/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1801/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1812/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1815/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1816/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1818/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1823/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1824/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1833/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1836/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1838/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1842/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1847/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1850/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1851/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1852/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1854/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1857/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1878/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1879/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1880/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1882/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1887/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1889/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1891/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1896/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1901/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1905/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1906/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1907/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1911/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1913/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1919/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1922/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1923/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1926/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1933/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1938/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1945/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1950/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1952/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1953/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1958/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1962/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1966/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1967/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1973/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1975/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1976/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1980/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1988/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1998/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 2000/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386

<keras.callbacks.History at 0x7f708353a650>

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 

- 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 만듬

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)

- 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
1/6 [====>.........................] - ETA: 0s - loss: 2.9239WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0007s vs `on_train_batch_end` time: 0.0019s). Check your callbacks.
6/6 [==============================] - 0s 6ms/step - loss: 2.8708 - val_loss: 9.1608
Epoch 2/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8444 - val_loss: 9.1250
Epoch 3/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.8186 - val_loss: 9.0901
Epoch 4/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7930 - val_loss: 9.0545
Epoch 5/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7673 - val_loss: 9.0188
Epoch 6/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7417 - val_loss: 8.9828
Epoch 7/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.7169 - val_loss: 8.9476
Epoch 8/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6913 - val_loss: 8.9134
Epoch 9/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.6667 - val_loss: 8.8786
Epoch 10/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6420 - val_loss: 8.8450
Epoch 11/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.6175 - val_loss: 8.8107
Epoch 12/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5932 - val_loss: 8.7766
Epoch 13/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5690 - val_loss: 8.7433
Epoch 14/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.5453 - val_loss: 8.7103
Epoch 15/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.5214 - val_loss: 8.6774
Epoch 16/2000
6/6 [==============================] - 0s 4ms/step - loss: 2.4980 - val_loss: 8.6453
Epoch 17/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4749 - val_loss: 8.6120
Epoch 18/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4520 - val_loss: 8.5786
Epoch 19/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4293 - val_loss: 8.5454
Epoch 20/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.4065 - val_loss: 8.5130
Epoch 21/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3840 - val_loss: 8.4813
Epoch 22/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3618 - val_loss: 8.4501
Epoch 23/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3398 - val_loss: 8.4176
Epoch 24/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.3182 - val_loss: 8.3857
Epoch 25/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2960 - val_loss: 8.3532
Epoch 26/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2748 - val_loss: 8.3213
Epoch 27/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2534 - val_loss: 8.2902
Epoch 28/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2321 - val_loss: 8.2592
Epoch 29/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.2113 - val_loss: 8.2272
Epoch 30/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1904 - val_loss: 8.1962
Epoch 31/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1696 - val_loss: 8.1648
Epoch 32/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1493 - val_loss: 8.1346
Epoch 33/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1288 - val_loss: 8.1042
Epoch 34/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.1088 - val_loss: 8.0739
Epoch 35/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0887 - val_loss: 8.0442
Epoch 36/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0688 - val_loss: 8.0146
Epoch 37/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0491 - val_loss: 7.9854
Epoch 38/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0297 - val_loss: 7.9553
Epoch 39/2000
6/6 [==============================] - 0s 3ms/step - loss: 2.0102 - val_loss: 7.9261
Epoch 40/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9913 - val_loss: 7.8968
Epoch 41/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9720 - val_loss: 7.8684
Epoch 42/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9533 - val_loss: 7.8398
Epoch 43/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.9346 - val_loss: 7.8111
Epoch 44/2000
6/6 [==============================] - 0s 2ms/step - loss: 1.9162 - val_loss: 7.7827
Epoch 45/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8976 - val_loss: 7.7536
Epoch 46/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8796 - val_loss: 7.7262
Epoch 47/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8613 - val_loss: 7.6986
Epoch 48/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.8437 - val_loss: 7.6714
Epoch 49/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.8257 - val_loss: 7.6441
Epoch 50/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.8083 - val_loss: 7.6171
Epoch 51/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.7911 - val_loss: 7.5898
Epoch 52/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7739 - val_loss: 7.5620
Epoch 53/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7568 - val_loss: 7.5342
Epoch 54/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7399 - val_loss: 7.5075
Epoch 55/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7231 - val_loss: 7.4809
Epoch 56/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.7066 - val_loss: 7.4545
Epoch 57/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6898 - val_loss: 7.4279
Epoch 58/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6734 - val_loss: 7.4019
Epoch 59/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6573 - val_loss: 7.3760
Epoch 60/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6410 - val_loss: 7.3502
Epoch 61/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6251 - val_loss: 7.3247
Epoch 62/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.6095 - val_loss: 7.2996
Epoch 63/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5937 - val_loss: 7.2744
Epoch 64/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.5782 - val_loss: 7.2490
Epoch 65/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5626 - val_loss: 7.2237
Epoch 66/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5476 - val_loss: 7.1979
Epoch 67/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5324 - val_loss: 7.1726
Epoch 68/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.5175 - val_loss: 7.1478
Epoch 69/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.5027 - val_loss: 7.1222
Epoch 70/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4878 - val_loss: 7.0974
Epoch 71/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4732 - val_loss: 7.0722
Epoch 72/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4588 - val_loss: 7.0463
Epoch 73/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4445 - val_loss: 7.0214
Epoch 74/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4301 - val_loss: 6.9963
Epoch 75/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.4162 - val_loss: 6.9712
Epoch 76/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.4024 - val_loss: 6.9467
Epoch 77/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3885 - val_loss: 6.9229
Epoch 78/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3749 - val_loss: 6.8992
Epoch 79/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3612 - val_loss: 6.8755
Epoch 80/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3479 - val_loss: 6.8522
Epoch 81/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3345 - val_loss: 6.8282
Epoch 82/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3213 - val_loss: 6.8048
Epoch 83/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.3083 - val_loss: 6.7817
Epoch 84/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2955 - val_loss: 6.7583
Epoch 85/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2826 - val_loss: 6.7351
Epoch 86/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2700 - val_loss: 6.7123
Epoch 87/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2574 - val_loss: 6.6893
Epoch 88/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2449 - val_loss: 6.6665
Epoch 89/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2327 - val_loss: 6.6433
Epoch 90/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2205 - val_loss: 6.6207
Epoch 91/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.2085 - val_loss: 6.5983
Epoch 92/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1964 - val_loss: 6.5757
Epoch 93/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1844 - val_loss: 6.5534
Epoch 94/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1727 - val_loss: 6.5304
Epoch 95/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.1610 - val_loss: 6.5080
Epoch 96/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1494 - val_loss: 6.4857
Epoch 97/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.1381 - val_loss: 6.4647
Epoch 98/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1267 - val_loss: 6.4424
Epoch 99/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.1155 - val_loss: 6.4206
Epoch 100/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.1044 - val_loss: 6.3984
Epoch 101/2000
6/6 [==============================] - 0s 4ms/step - loss: 1.0934 - val_loss: 6.3769
Epoch 102/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0824 - val_loss: 6.3556
Epoch 103/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0716 - val_loss: 6.3349
Epoch 104/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0609 - val_loss: 6.3136
Epoch 105/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0506 - val_loss: 6.2930
Epoch 106/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0399 - val_loss: 6.2721
Epoch 107/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0296 - val_loss: 6.2521
Epoch 108/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0194 - val_loss: 6.2312
Epoch 109/2000
6/6 [==============================] - 0s 3ms/step - loss: 1.0093 - val_loss: 6.2111
Epoch 110/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9992 - val_loss: 6.1916
Epoch 111/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9893 - val_loss: 6.1708
Epoch 112/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.9792 - val_loss: 6.1501
Epoch 113/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9696 - val_loss: 6.1293
Epoch 114/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9600 - val_loss: 6.1098
Epoch 115/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9503 - val_loss: 6.0898
Epoch 116/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9407 - val_loss: 6.0703
Epoch 117/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9313 - val_loss: 6.0498
Epoch 118/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9219 - val_loss: 6.0300
Epoch 119/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9129 - val_loss: 6.0099
Epoch 120/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.9036 - val_loss: 5.9900
Epoch 121/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8947 - val_loss: 5.9708
Epoch 122/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8857 - val_loss: 5.9519
Epoch 123/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8769 - val_loss: 5.9320
Epoch 124/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8682 - val_loss: 5.9135
Epoch 125/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8595 - val_loss: 5.8947
Epoch 126/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8508 - val_loss: 5.8760
Epoch 127/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8425 - val_loss: 5.8576
Epoch 128/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.8340 - val_loss: 5.8392
Epoch 129/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8256 - val_loss: 5.8206
Epoch 130/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8175 - val_loss: 5.8018
Epoch 131/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8094 - val_loss: 5.7832
Epoch 132/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.8012 - val_loss: 5.7644
Epoch 133/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7932 - val_loss: 5.7460
Epoch 134/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7853 - val_loss: 5.7276
Epoch 135/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7774 - val_loss: 5.7094
Epoch 136/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7698 - val_loss: 5.6909
Epoch 137/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7620 - val_loss: 5.6725
Epoch 138/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7544 - val_loss: 5.6538
Epoch 139/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7470 - val_loss: 5.6356
Epoch 140/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7397 - val_loss: 5.6178
Epoch 141/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7322 - val_loss: 5.6006
Epoch 142/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7251 - val_loss: 5.5828
Epoch 143/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7178 - val_loss: 5.5649
Epoch 144/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7107 - val_loss: 5.5471
Epoch 145/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.7036 - val_loss: 5.5300
Epoch 146/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.6967 - val_loss: 5.5130
Epoch 147/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.6900 - val_loss: 5.4949
Epoch 148/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.6831 - val_loss: 5.4773
Epoch 149/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6765 - val_loss: 5.4599
Epoch 150/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6698 - val_loss: 5.4428
Epoch 151/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6633 - val_loss: 5.4258
Epoch 152/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6568 - val_loss: 5.4088
Epoch 153/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6504 - val_loss: 5.3916
Epoch 154/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6440 - val_loss: 5.3746
Epoch 155/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6376 - val_loss: 5.3580
Epoch 156/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6313 - val_loss: 5.3409
Epoch 157/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6252 - val_loss: 5.3243
Epoch 158/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6191 - val_loss: 5.3078
Epoch 159/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6132 - val_loss: 5.2917
Epoch 160/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6071 - val_loss: 5.2757
Epoch 161/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.6012 - val_loss: 5.2593
Epoch 162/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5954 - val_loss: 5.2427
Epoch 163/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5896 - val_loss: 5.2265
Epoch 164/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5839 - val_loss: 5.2100
Epoch 165/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5783 - val_loss: 5.1937
Epoch 166/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5726 - val_loss: 5.1774
Epoch 167/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5672 - val_loss: 5.1611
Epoch 168/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.5616 - val_loss: 5.1447
Epoch 169/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5562 - val_loss: 5.1285
Epoch 170/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5508 - val_loss: 5.1128
Epoch 171/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5455 - val_loss: 5.0969
Epoch 172/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5403 - val_loss: 5.0809
Epoch 173/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5351 - val_loss: 5.0651
Epoch 174/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5299 - val_loss: 5.0495
Epoch 175/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5248 - val_loss: 5.0335
Epoch 176/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5199 - val_loss: 5.0180
Epoch 177/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5150 - val_loss: 5.0023
Epoch 178/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5100 - val_loss: 4.9867
Epoch 179/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5052 - val_loss: 4.9713
Epoch 180/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.5005 - val_loss: 4.9561
Epoch 181/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4957 - val_loss: 4.9413
Epoch 182/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4911 - val_loss: 4.9263
Epoch 183/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4864 - val_loss: 4.9110
Epoch 184/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4818 - val_loss: 4.8960
Epoch 185/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4773 - val_loss: 4.8807
Epoch 186/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4727 - val_loss: 4.8652
Epoch 187/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4684 - val_loss: 4.8500
Epoch 188/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4640 - val_loss: 4.8352
Epoch 189/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4597 - val_loss: 4.8199
Epoch 190/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4554 - val_loss: 4.8049
Epoch 191/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4511 - val_loss: 4.7902
Epoch 192/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4470 - val_loss: 4.7757
Epoch 193/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4430 - val_loss: 4.7610
Epoch 194/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4388 - val_loss: 4.7460
Epoch 195/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4348 - val_loss: 4.7315
Epoch 196/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4308 - val_loss: 4.7174
Epoch 197/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4270 - val_loss: 4.7021
Epoch 198/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4231 - val_loss: 4.6869
Epoch 199/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4192 - val_loss: 4.6721
Epoch 200/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4154 - val_loss: 4.6581
Epoch 201/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.4117 - val_loss: 4.6438
Epoch 202/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4080 - val_loss: 4.6298
Epoch 203/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4042 - val_loss: 4.6157
Epoch 204/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.4007 - val_loss: 4.6012
Epoch 205/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3971 - val_loss: 4.5873
Epoch 206/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3935 - val_loss: 4.5730
Epoch 207/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3900 - val_loss: 4.5583
Epoch 208/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3865 - val_loss: 4.5440
Epoch 209/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3830 - val_loss: 4.5298
Epoch 210/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3796 - val_loss: 4.5153
Epoch 211/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3763 - val_loss: 4.5010
Epoch 212/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3730 - val_loss: 4.4872
Epoch 213/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3697 - val_loss: 4.4732
Epoch 214/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3665 - val_loss: 4.4590
Epoch 215/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3633 - val_loss: 4.4456
Epoch 216/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3602 - val_loss: 4.4320
Epoch 217/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3571 - val_loss: 4.4182
Epoch 218/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3540 - val_loss: 4.4044
Epoch 219/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3510 - val_loss: 4.3908
Epoch 220/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3480 - val_loss: 4.3772
Epoch 221/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3451 - val_loss: 4.3643
Epoch 222/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3422 - val_loss: 4.3514
Epoch 223/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3392 - val_loss: 4.3379
Epoch 224/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3364 - val_loss: 4.3246
Epoch 225/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3336 - val_loss: 4.3112
Epoch 226/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3309 - val_loss: 4.2979
Epoch 227/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3281 - val_loss: 4.2849
Epoch 228/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3255 - val_loss: 4.2719
Epoch 229/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3228 - val_loss: 4.2590
Epoch 230/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3202 - val_loss: 4.2463
Epoch 231/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3176 - val_loss: 4.2340
Epoch 232/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3150 - val_loss: 4.2210
Epoch 233/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3125 - val_loss: 4.2083
Epoch 234/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3100 - val_loss: 4.1954
Epoch 235/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3075 - val_loss: 4.1827
Epoch 236/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3051 - val_loss: 4.1695
Epoch 237/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.3026 - val_loss: 4.1566
Epoch 238/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.3002 - val_loss: 4.1435
Epoch 239/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2978 - val_loss: 4.1301
Epoch 240/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2955 - val_loss: 4.1168
Epoch 241/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2931 - val_loss: 4.1040
Epoch 242/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2908 - val_loss: 4.0912
Epoch 243/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2886 - val_loss: 4.0783
Epoch 244/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2864 - val_loss: 4.0650
Epoch 245/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2842 - val_loss: 4.0519
Epoch 246/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2820 - val_loss: 4.0394
Epoch 247/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2799 - val_loss: 4.0260
Epoch 248/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2778 - val_loss: 4.0132
Epoch 249/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2756 - val_loss: 4.0004
Epoch 250/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2736 - val_loss: 3.9875
Epoch 251/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2716 - val_loss: 3.9748
Epoch 252/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2695 - val_loss: 3.9623
Epoch 253/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2675 - val_loss: 3.9500
Epoch 254/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2656 - val_loss: 3.9379
Epoch 255/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2637 - val_loss: 3.9257
Epoch 256/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2618 - val_loss: 3.9131
Epoch 257/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2598 - val_loss: 3.9008
Epoch 258/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2581 - val_loss: 3.8884
Epoch 259/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2562 - val_loss: 3.8763
Epoch 260/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2544 - val_loss: 3.8639
Epoch 261/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2526 - val_loss: 3.8518
Epoch 262/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2508 - val_loss: 3.8400
Epoch 263/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2491 - val_loss: 3.8280
Epoch 264/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2474 - val_loss: 3.8163
Epoch 265/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2457 - val_loss: 3.8043
Epoch 266/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2440 - val_loss: 3.7922
Epoch 267/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2424 - val_loss: 3.7796
Epoch 268/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2407 - val_loss: 3.7679
Epoch 269/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2391 - val_loss: 3.7561
Epoch 270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2375 - val_loss: 3.7440
Epoch 271/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2358 - val_loss: 3.7320
Epoch 272/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2342 - val_loss: 3.7200
Epoch 273/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2327 - val_loss: 3.7085
Epoch 274/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2311 - val_loss: 3.6968
Epoch 275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2296 - val_loss: 3.6854
Epoch 276/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2282 - val_loss: 3.6738
Epoch 277/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2267 - val_loss: 3.6621
Epoch 278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2252 - val_loss: 3.6506
Epoch 279/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2238 - val_loss: 3.6389
Epoch 280/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2225 - val_loss: 3.6272
Epoch 281/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2210 - val_loss: 3.6159
Epoch 282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2197 - val_loss: 3.6041
Epoch 283/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2184 - val_loss: 3.5925
Epoch 284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2170 - val_loss: 3.5810
Epoch 285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2157 - val_loss: 3.5693
Epoch 286/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2144 - val_loss: 3.5573
Epoch 287/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2132 - val_loss: 3.5455
Epoch 288/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2118 - val_loss: 3.5341
Epoch 289/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2106 - val_loss: 3.5220
Epoch 290/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2093 - val_loss: 3.5100
Epoch 291/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.2080 - val_loss: 3.4983
Epoch 292/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2068 - val_loss: 3.4868
Epoch 293/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2056 - val_loss: 3.4754
Epoch 294/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2044 - val_loss: 3.4642
Epoch 295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2033 - val_loss: 3.4525
Epoch 296/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2021 - val_loss: 3.4414
Epoch 297/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.2010 - val_loss: 3.4307
Epoch 298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1998 - val_loss: 3.4204
Epoch 299/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1987 - val_loss: 3.4090
Epoch 300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1976 - val_loss: 3.3979
Epoch 301/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1966 - val_loss: 3.3865
Epoch 302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1955 - val_loss: 3.3759
Epoch 303/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1944 - val_loss: 3.3648
Epoch 304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1934 - val_loss: 3.3537
Epoch 305/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1923 - val_loss: 3.3431
Epoch 306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1913 - val_loss: 3.3316
Epoch 307/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1903 - val_loss: 3.3203
Epoch 308/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1893 - val_loss: 3.3087
Epoch 309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1882 - val_loss: 3.2972
Epoch 310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1873 - val_loss: 3.2862
Epoch 311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1864 - val_loss: 3.2753
Epoch 312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1854 - val_loss: 3.2644
Epoch 313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1844 - val_loss: 3.2537
Epoch 314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1836 - val_loss: 3.2427
Epoch 315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1826 - val_loss: 3.2318
Epoch 316/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1817 - val_loss: 3.2210
Epoch 317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1808 - val_loss: 3.2101
Epoch 318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1799 - val_loss: 3.1994
Epoch 319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1790 - val_loss: 3.1886
Epoch 320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1781 - val_loss: 3.1771
Epoch 321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1772 - val_loss: 3.1665
Epoch 322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1764 - val_loss: 3.1559
Epoch 323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1756 - val_loss: 3.1453
Epoch 324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1748 - val_loss: 3.1339
Epoch 325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1739 - val_loss: 3.1228
Epoch 326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1731 - val_loss: 3.1123
Epoch 327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1723 - val_loss: 3.1017
Epoch 328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1716 - val_loss: 3.0913
Epoch 329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1708 - val_loss: 3.0808
Epoch 330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1700 - val_loss: 3.0705
Epoch 331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1692 - val_loss: 3.0602
Epoch 332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1685 - val_loss: 3.0498
Epoch 333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1677 - val_loss: 3.0388
Epoch 334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1670 - val_loss: 3.0285
Epoch 335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1662 - val_loss: 3.0177
Epoch 336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1655 - val_loss: 3.0074
Epoch 337/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1648 - val_loss: 2.9975
Epoch 338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1641 - val_loss: 2.9873
Epoch 339/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1634 - val_loss: 2.9772
Epoch 340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1627 - val_loss: 2.9667
Epoch 341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1620 - val_loss: 2.9566
Epoch 342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1613 - val_loss: 2.9468
Epoch 343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1607 - val_loss: 2.9365
Epoch 344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1599 - val_loss: 2.9265
Epoch 345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1593 - val_loss: 2.9164
Epoch 346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1586 - val_loss: 2.9060
Epoch 347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1580 - val_loss: 2.8955
Epoch 348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1573 - val_loss: 2.8854
Epoch 349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1567 - val_loss: 2.8753
Epoch 350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1560 - val_loss: 2.8653
Epoch 351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1554 - val_loss: 2.8548
Epoch 352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1548 - val_loss: 2.8449
Epoch 353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1542 - val_loss: 2.8345
Epoch 354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1536 - val_loss: 2.8244
Epoch 355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1530 - val_loss: 2.8139
Epoch 356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1524 - val_loss: 2.8030
Epoch 357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1517 - val_loss: 2.7928
Epoch 358/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1512 - val_loss: 2.7827
Epoch 359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1505 - val_loss: 2.7725
Epoch 360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1500 - val_loss: 2.7618
Epoch 361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1494 - val_loss: 2.7521
Epoch 362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1488 - val_loss: 2.7423
Epoch 363/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1483 - val_loss: 2.7323
Epoch 364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1477 - val_loss: 2.7222
Epoch 365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1471 - val_loss: 2.7124
Epoch 366/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1466 - val_loss: 2.7025
Epoch 367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1460 - val_loss: 2.6925
Epoch 368/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1455 - val_loss: 2.6823
Epoch 369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1449 - val_loss: 2.6724
Epoch 370/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1444 - val_loss: 2.6625
Epoch 371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1438 - val_loss: 2.6529
Epoch 372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1433 - val_loss: 2.6425
Epoch 373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1428 - val_loss: 2.6325
Epoch 374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1422 - val_loss: 2.6229
Epoch 375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1417 - val_loss: 2.6133
Epoch 376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1412 - val_loss: 2.6035
Epoch 377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1407 - val_loss: 2.5939
Epoch 378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1402 - val_loss: 2.5842
Epoch 379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1397 - val_loss: 2.5744
Epoch 380/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1392 - val_loss: 2.5642
Epoch 381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1387 - val_loss: 2.5543
Epoch 382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1382 - val_loss: 2.5446
Epoch 383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1378 - val_loss: 2.5352
Epoch 384/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1372 - val_loss: 2.5256
Epoch 385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1368 - val_loss: 2.5152
Epoch 386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1363 - val_loss: 2.5051
Epoch 387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1358 - val_loss: 2.4956
Epoch 388/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1353 - val_loss: 2.4856
Epoch 389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1348 - val_loss: 2.4758
Epoch 390/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1344 - val_loss: 2.4662
Epoch 391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1339 - val_loss: 2.4572
Epoch 392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1335 - val_loss: 2.4477
Epoch 393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1330 - val_loss: 2.4390
Epoch 394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1325 - val_loss: 2.4299
Epoch 395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1321 - val_loss: 2.4209
Epoch 396/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1316 - val_loss: 2.4115
Epoch 397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1312 - val_loss: 2.4028
Epoch 398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1307 - val_loss: 2.3940
Epoch 399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1303 - val_loss: 2.3844
Epoch 400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1299 - val_loss: 2.3751
Epoch 401/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1295 - val_loss: 2.3659
Epoch 402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1290 - val_loss: 2.3568
Epoch 403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1286 - val_loss: 2.3472
Epoch 404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1282 - val_loss: 2.3378
Epoch 405/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1277 - val_loss: 2.3288
Epoch 406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1273 - val_loss: 2.3193
Epoch 407/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1269 - val_loss: 2.3105
Epoch 408/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1265 - val_loss: 2.3011
Epoch 409/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1261 - val_loss: 2.2917
Epoch 410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1256 - val_loss: 2.2824
Epoch 411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1252 - val_loss: 2.2731
Epoch 412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1248 - val_loss: 2.2642
Epoch 413/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1244 - val_loss: 2.2553
Epoch 414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1240 - val_loss: 2.2461
Epoch 415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1236 - val_loss: 2.2373
Epoch 416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1232 - val_loss: 2.2284
Epoch 417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1228 - val_loss: 2.2194
Epoch 418/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1224 - val_loss: 2.2105
Epoch 419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1220 - val_loss: 2.2017
Epoch 420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1216 - val_loss: 2.1927
Epoch 421/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1212 - val_loss: 2.1841
Epoch 422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1208 - val_loss: 2.1749
Epoch 423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1205 - val_loss: 2.1657
Epoch 424/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1200 - val_loss: 2.1567
Epoch 425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1196 - val_loss: 2.1476
Epoch 426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1192 - val_loss: 2.1388
Epoch 427/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1189 - val_loss: 2.1294
Epoch 428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1185 - val_loss: 2.1209
Epoch 429/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1181 - val_loss: 2.1120
Epoch 430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1177 - val_loss: 2.1027
Epoch 431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1173 - val_loss: 2.0937
Epoch 432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1170 - val_loss: 2.0851
Epoch 433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1166 - val_loss: 2.0769
Epoch 434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1162 - val_loss: 2.0680
Epoch 435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1158 - val_loss: 2.0597
Epoch 436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1154 - val_loss: 2.0511
Epoch 437/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1151 - val_loss: 2.0421
Epoch 438/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1147 - val_loss: 2.0333
Epoch 439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1143 - val_loss: 2.0251
Epoch 440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1140 - val_loss: 2.0163
Epoch 441/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1136 - val_loss: 2.0074
Epoch 442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1133 - val_loss: 1.9985
Epoch 443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1129 - val_loss: 1.9900
Epoch 444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1125 - val_loss: 1.9811
Epoch 445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1121 - val_loss: 1.9727
Epoch 446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1118 - val_loss: 1.9641
Epoch 447/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1114 - val_loss: 1.9554
Epoch 448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1111 - val_loss: 1.9468
Epoch 449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1107 - val_loss: 1.9385
Epoch 450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1104 - val_loss: 1.9299
Epoch 451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1100 - val_loss: 1.9216
Epoch 452/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1097 - val_loss: 1.9130
Epoch 453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1093 - val_loss: 1.9047
Epoch 454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1090 - val_loss: 1.8963
Epoch 455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1086 - val_loss: 1.8880
Epoch 456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1083 - val_loss: 1.8797
Epoch 457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1079 - val_loss: 1.8712
Epoch 458/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1076 - val_loss: 1.8626
Epoch 459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1072 - val_loss: 1.8541
Epoch 460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1068 - val_loss: 1.8456
Epoch 461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1065 - val_loss: 1.8371
Epoch 462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1062 - val_loss: 1.8291
Epoch 463/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1058 - val_loss: 1.8207
Epoch 464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1055 - val_loss: 1.8123
Epoch 465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1051 - val_loss: 1.8044
Epoch 466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1048 - val_loss: 1.7963
Epoch 467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1044 - val_loss: 1.7885
Epoch 468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1041 - val_loss: 1.7803
Epoch 469/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1038 - val_loss: 1.7722
Epoch 470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1034 - val_loss: 1.7646
Epoch 471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1031 - val_loss: 1.7565
Epoch 472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1028 - val_loss: 1.7484
Epoch 473/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1025 - val_loss: 1.7402
Epoch 474/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1021 - val_loss: 1.7330
Epoch 475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1018 - val_loss: 1.7250
Epoch 476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1015 - val_loss: 1.7168
Epoch 477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1012 - val_loss: 1.7089
Epoch 478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1008 - val_loss: 1.7008
Epoch 479/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.1005 - val_loss: 1.6927
Epoch 480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.1002 - val_loss: 1.6846
Epoch 481/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0999 - val_loss: 1.6768
Epoch 482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0996 - val_loss: 1.6686
Epoch 483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0992 - val_loss: 1.6610
Epoch 484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0989 - val_loss: 1.6530
Epoch 485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0986 - val_loss: 1.6448
Epoch 486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0983 - val_loss: 1.6373
Epoch 487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0980 - val_loss: 1.6292
Epoch 488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0976 - val_loss: 1.6219
Epoch 489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0973 - val_loss: 1.6139
Epoch 490/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0970 - val_loss: 1.6062
Epoch 491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0967 - val_loss: 1.5984
Epoch 492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0964 - val_loss: 1.5904
Epoch 493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0961 - val_loss: 1.5827
Epoch 494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0957 - val_loss: 1.5750
Epoch 495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0954 - val_loss: 1.5672
Epoch 496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0951 - val_loss: 1.5593
Epoch 497/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0948 - val_loss: 1.5515
Epoch 498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0945 - val_loss: 1.5438
Epoch 499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0942 - val_loss: 1.5357
Epoch 500/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0938 - val_loss: 1.5281
Epoch 501/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0935 - val_loss: 1.5207
Epoch 502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0932 - val_loss: 1.5133
Epoch 503/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0929 - val_loss: 1.5063
Epoch 504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0926 - val_loss: 1.4992
Epoch 505/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0923 - val_loss: 1.4920
Epoch 506/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0920 - val_loss: 1.4839
Epoch 507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0917 - val_loss: 1.4763
Epoch 508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0914 - val_loss: 1.4686
Epoch 509/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0911 - val_loss: 1.4608
Epoch 510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0908 - val_loss: 1.4534
Epoch 511/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0905 - val_loss: 1.4456
Epoch 512/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0902 - val_loss: 1.4380
Epoch 513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0899 - val_loss: 1.4307
Epoch 514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0896 - val_loss: 1.4231
Epoch 515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0893 - val_loss: 1.4158
Epoch 516/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0890 - val_loss: 1.4086
Epoch 517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0887 - val_loss: 1.4011
Epoch 518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0884 - val_loss: 1.3936
Epoch 519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0881 - val_loss: 1.3862
Epoch 520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0878 - val_loss: 1.3786
Epoch 521/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0875 - val_loss: 1.3714
Epoch 522/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0872 - val_loss: 1.3644
Epoch 523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0869 - val_loss: 1.3574
Epoch 524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0866 - val_loss: 1.3505
Epoch 525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0864 - val_loss: 1.3437
Epoch 526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0861 - val_loss: 1.3364
Epoch 527/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0858 - val_loss: 1.3296
Epoch 528/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0855 - val_loss: 1.3227
Epoch 529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0852 - val_loss: 1.3158
Epoch 530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0849 - val_loss: 1.3094
Epoch 531/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0847 - val_loss: 1.3025
Epoch 532/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0844 - val_loss: 1.2952
Epoch 533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0841 - val_loss: 1.2883
Epoch 534/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0838 - val_loss: 1.2809
Epoch 535/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0835 - val_loss: 1.2734
Epoch 536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0832 - val_loss: 1.2665
Epoch 537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0830 - val_loss: 1.2597
Epoch 538/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0827 - val_loss: 1.2527
Epoch 539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0824 - val_loss: 1.2453
Epoch 540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0821 - val_loss: 1.2380
Epoch 541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0818 - val_loss: 1.2310
Epoch 542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0815 - val_loss: 1.2237
Epoch 543/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0812 - val_loss: 1.2171
Epoch 544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0810 - val_loss: 1.2103
Epoch 545/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0807 - val_loss: 1.2032
Epoch 546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0804 - val_loss: 1.1967
Epoch 547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0801 - val_loss: 1.1904
Epoch 548/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0798 - val_loss: 1.1842
Epoch 549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0796 - val_loss: 1.1775
Epoch 550/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0793 - val_loss: 1.1708
Epoch 551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0790 - val_loss: 1.1644
Epoch 552/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0788 - val_loss: 1.1575
Epoch 553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0785 - val_loss: 1.1506
Epoch 554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0782 - val_loss: 1.1441
Epoch 555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0779 - val_loss: 1.1371
Epoch 556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0777 - val_loss: 1.1302
Epoch 557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0774 - val_loss: 1.1237
Epoch 558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0771 - val_loss: 1.1172
Epoch 559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0769 - val_loss: 1.1104
Epoch 560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0766 - val_loss: 1.1040
Epoch 561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0763 - val_loss: 1.0975
Epoch 562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0761 - val_loss: 1.0910
Epoch 563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0758 - val_loss: 1.0850
Epoch 564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0756 - val_loss: 1.0784
Epoch 565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0753 - val_loss: 1.0720
Epoch 566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0751 - val_loss: 1.0654
Epoch 567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0748 - val_loss: 1.0591
Epoch 568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0746 - val_loss: 1.0525
Epoch 569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0743 - val_loss: 1.0462
Epoch 570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0741 - val_loss: 1.0400
Epoch 571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0738 - val_loss: 1.0336
Epoch 572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0736 - val_loss: 1.0274
Epoch 573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0733 - val_loss: 1.0215
Epoch 574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0731 - val_loss: 1.0155
Epoch 575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0728 - val_loss: 1.0095
Epoch 576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0726 - val_loss: 1.0033
Epoch 577/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0723 - val_loss: 0.9969
Epoch 578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0721 - val_loss: 0.9911
Epoch 579/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0719 - val_loss: 0.9855
Epoch 580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0716 - val_loss: 0.9800
Epoch 581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0714 - val_loss: 0.9744
Epoch 582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0711 - val_loss: 0.9686
Epoch 583/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0709 - val_loss: 0.9626
Epoch 584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0707 - val_loss: 0.9567
Epoch 585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0704 - val_loss: 0.9504
Epoch 586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0702 - val_loss: 0.9447
Epoch 587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0699 - val_loss: 0.9390
Epoch 588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0697 - val_loss: 0.9330
Epoch 589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0695 - val_loss: 0.9273
Epoch 590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0692 - val_loss: 0.9217
Epoch 591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0690 - val_loss: 0.9159
Epoch 592/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0688 - val_loss: 0.9097
Epoch 593/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0685 - val_loss: 0.9039
Epoch 594/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0683 - val_loss: 0.8983
Epoch 595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0681 - val_loss: 0.8930
Epoch 596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0678 - val_loss: 0.8872
Epoch 597/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0676 - val_loss: 0.8821
Epoch 598/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0674 - val_loss: 0.8764
Epoch 599/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0672 - val_loss: 0.8709
Epoch 600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0669 - val_loss: 0.8655
Epoch 601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0667 - val_loss: 0.8599
Epoch 602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0665 - val_loss: 0.8545
Epoch 603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0662 - val_loss: 0.8489
Epoch 604/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0660 - val_loss: 0.8432
Epoch 605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0658 - val_loss: 0.8379
Epoch 606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0656 - val_loss: 0.8323
Epoch 607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0654 - val_loss: 0.8270
Epoch 608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0651 - val_loss: 0.8218
Epoch 609/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0649 - val_loss: 0.8166
Epoch 610/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0647 - val_loss: 0.8109
Epoch 611/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0645 - val_loss: 0.8056
Epoch 612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0643 - val_loss: 0.8000
Epoch 613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0641 - val_loss: 0.7947
Epoch 614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0639 - val_loss: 0.7896
Epoch 615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0637 - val_loss: 0.7842
Epoch 616/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0635 - val_loss: 0.7790
Epoch 617/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0632 - val_loss: 0.7744
Epoch 618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0630 - val_loss: 0.7692
Epoch 619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0628 - val_loss: 0.7644
Epoch 620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0626 - val_loss: 0.7597
Epoch 621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0624 - val_loss: 0.7546
Epoch 622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0622 - val_loss: 0.7497
Epoch 623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0620 - val_loss: 0.7450
Epoch 624/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0618 - val_loss: 0.7403
Epoch 625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0616 - val_loss: 0.7351
Epoch 626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0614 - val_loss: 0.7301
Epoch 627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0612 - val_loss: 0.7254
Epoch 628/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0610 - val_loss: 0.7203
Epoch 629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0608 - val_loss: 0.7157
Epoch 630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0607 - val_loss: 0.7109
Epoch 631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0605 - val_loss: 0.7062
Epoch 632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0603 - val_loss: 0.7016
Epoch 633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0601 - val_loss: 0.6969
Epoch 634/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0599 - val_loss: 0.6921
Epoch 635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0597 - val_loss: 0.6874
Epoch 636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0595 - val_loss: 0.6825
Epoch 637/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0593 - val_loss: 0.6778
Epoch 638/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0591 - val_loss: 0.6729
Epoch 639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0590 - val_loss: 0.6679
Epoch 640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0588 - val_loss: 0.6632
Epoch 641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0586 - val_loss: 0.6585
Epoch 642/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0584 - val_loss: 0.6537
Epoch 643/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0582 - val_loss: 0.6489
Epoch 644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0580 - val_loss: 0.6440
Epoch 645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0578 - val_loss: 0.6392
Epoch 646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0576 - val_loss: 0.6343
Epoch 647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0574 - val_loss: 0.6300
Epoch 648/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0573 - val_loss: 0.6258
Epoch 649/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0571 - val_loss: 0.6210
Epoch 650/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0569 - val_loss: 0.6163
Epoch 651/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0567 - val_loss: 0.6116
Epoch 652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0565 - val_loss: 0.6071
Epoch 653/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0564 - val_loss: 0.6025
Epoch 654/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0562 - val_loss: 0.5979
Epoch 655/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0560 - val_loss: 0.5934
Epoch 656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0558 - val_loss: 0.5893
Epoch 657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0557 - val_loss: 0.5852
Epoch 658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0555 - val_loss: 0.5812
Epoch 659/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0553 - val_loss: 0.5772
Epoch 660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0552 - val_loss: 0.5731
Epoch 661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0550 - val_loss: 0.5690
Epoch 662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0548 - val_loss: 0.5651
Epoch 663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0547 - val_loss: 0.5608
Epoch 664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0545 - val_loss: 0.5567
Epoch 665/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0543 - val_loss: 0.5525
Epoch 666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0542 - val_loss: 0.5482
Epoch 667/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0540 - val_loss: 0.5440
Epoch 668/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0538 - val_loss: 0.5399
Epoch 669/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0537 - val_loss: 0.5359
Epoch 670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0535 - val_loss: 0.5321
Epoch 671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0533 - val_loss: 0.5282
Epoch 672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0532 - val_loss: 0.5240
Epoch 673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0530 - val_loss: 0.5203
Epoch 674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0529 - val_loss: 0.5162
Epoch 675/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0527 - val_loss: 0.5126
Epoch 676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0526 - val_loss: 0.5090
Epoch 677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0524 - val_loss: 0.5054
Epoch 678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0523 - val_loss: 0.5018
Epoch 679/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0521 - val_loss: 0.4978
Epoch 680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0519 - val_loss: 0.4943
Epoch 681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0518 - val_loss: 0.4907
Epoch 682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0517 - val_loss: 0.4869
Epoch 683/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0515 - val_loss: 0.4836
Epoch 684/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0513 - val_loss: 0.4795
Epoch 685/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0512 - val_loss: 0.4756
Epoch 686/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0510 - val_loss: 0.4716
Epoch 687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0509 - val_loss: 0.4680
Epoch 688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0507 - val_loss: 0.4640
Epoch 689/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0506 - val_loss: 0.4605
Epoch 690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0504 - val_loss: 0.4566
Epoch 691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0503 - val_loss: 0.4532
Epoch 692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0501 - val_loss: 0.4497
Epoch 693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0500 - val_loss: 0.4460
Epoch 694/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0499 - val_loss: 0.4424
Epoch 695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0497 - val_loss: 0.4388
Epoch 696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0496 - val_loss: 0.4354
Epoch 697/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0494 - val_loss: 0.4322
Epoch 698/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0493 - val_loss: 0.4287
Epoch 699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0492 - val_loss: 0.4255
Epoch 700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0490 - val_loss: 0.4220
Epoch 701/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0489 - val_loss: 0.4185
Epoch 702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0488 - val_loss: 0.4151
Epoch 703/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0486 - val_loss: 0.4117
Epoch 704/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0485 - val_loss: 0.4084
Epoch 705/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0484 - val_loss: 0.4050
Epoch 706/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0482 - val_loss: 0.4019
Epoch 707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0481 - val_loss: 0.3990
Epoch 708/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0480 - val_loss: 0.3958
Epoch 709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0479 - val_loss: 0.3925
Epoch 710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0477 - val_loss: 0.3891
Epoch 711/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0476 - val_loss: 0.3859
Epoch 712/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0475 - val_loss: 0.3827
Epoch 713/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0474 - val_loss: 0.3799
Epoch 714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0472 - val_loss: 0.3766
Epoch 715/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0471 - val_loss: 0.3737
Epoch 716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0470 - val_loss: 0.3704
Epoch 717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0469 - val_loss: 0.3674
Epoch 718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0467 - val_loss: 0.3644
Epoch 719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0466 - val_loss: 0.3615
Epoch 720/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0465 - val_loss: 0.3587
Epoch 721/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0464 - val_loss: 0.3559
Epoch 722/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0463 - val_loss: 0.3527
Epoch 723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0462 - val_loss: 0.3499
Epoch 724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0460 - val_loss: 0.3468
Epoch 725/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0459 - val_loss: 0.3439
Epoch 726/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0458 - val_loss: 0.3409
Epoch 727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0457 - val_loss: 0.3379
Epoch 728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0456 - val_loss: 0.3352
Epoch 729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0455 - val_loss: 0.3323
Epoch 730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0454 - val_loss: 0.3293
Epoch 731/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0452 - val_loss: 0.3264
Epoch 732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0451 - val_loss: 0.3236
Epoch 733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0450 - val_loss: 0.3209
Epoch 734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0449 - val_loss: 0.3183
Epoch 735/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0448 - val_loss: 0.3156
Epoch 736/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0447 - val_loss: 0.3129
Epoch 737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0446 - val_loss: 0.3105
Epoch 738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0445 - val_loss: 0.3079
Epoch 739/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0444 - val_loss: 0.3053
Epoch 740/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0443 - val_loss: 0.3026
Epoch 741/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0442 - val_loss: 0.3001
Epoch 742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0441 - val_loss: 0.2975
Epoch 743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0440 - val_loss: 0.2950
Epoch 744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0439 - val_loss: 0.2923
Epoch 745/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0438 - val_loss: 0.2897
Epoch 746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0437 - val_loss: 0.2873
Epoch 747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0436 - val_loss: 0.2851
Epoch 748/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0435 - val_loss: 0.2827
Epoch 749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0434 - val_loss: 0.2804
Epoch 750/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0433 - val_loss: 0.2780
Epoch 751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0432 - val_loss: 0.2757
Epoch 752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0431 - val_loss: 0.2732
Epoch 753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0430 - val_loss: 0.2710
Epoch 754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0429 - val_loss: 0.2687
Epoch 755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0428 - val_loss: 0.2662
Epoch 756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0427 - val_loss: 0.2639
Epoch 757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0426 - val_loss: 0.2617
Epoch 758/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0425 - val_loss: 0.2595
Epoch 759/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0425 - val_loss: 0.2574
Epoch 760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0424 - val_loss: 0.2552
Epoch 761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0423 - val_loss: 0.2530
Epoch 762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0422 - val_loss: 0.2508
Epoch 763/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0421 - val_loss: 0.2487
Epoch 764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0420 - val_loss: 0.2465
Epoch 765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0420 - val_loss: 0.2444
Epoch 766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0419 - val_loss: 0.2422
Epoch 767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0418 - val_loss: 0.2400
Epoch 768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0417 - val_loss: 0.2380
Epoch 769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0416 - val_loss: 0.2356
Epoch 770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0415 - val_loss: 0.2336
Epoch 771/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0415 - val_loss: 0.2313
Epoch 772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0414 - val_loss: 0.2293
Epoch 773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0413 - val_loss: 0.2273
Epoch 774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0412 - val_loss: 0.2255
Epoch 775/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0411 - val_loss: 0.2236
Epoch 776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0411 - val_loss: 0.2217
Epoch 777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0410 - val_loss: 0.2200
Epoch 778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0409 - val_loss: 0.2178
Epoch 779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0408 - val_loss: 0.2158
Epoch 780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0408 - val_loss: 0.2139
Epoch 781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0407 - val_loss: 0.2120
Epoch 782/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0406 - val_loss: 0.2101
Epoch 783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2082
Epoch 784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0405 - val_loss: 0.2063
Epoch 785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0404 - val_loss: 0.2045
Epoch 786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0403 - val_loss: 0.2026
Epoch 787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0403 - val_loss: 0.2007
Epoch 788/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0402 - val_loss: 0.1989
Epoch 789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0401 - val_loss: 0.1971
Epoch 790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0400 - val_loss: 0.1955
Epoch 791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0400 - val_loss: 0.1938
Epoch 792/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0399 - val_loss: 0.1920
Epoch 793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0398 - val_loss: 0.1903
Epoch 794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0398 - val_loss: 0.1883
Epoch 795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0397 - val_loss: 0.1866
Epoch 796/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0396 - val_loss: 0.1848
Epoch 797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0396 - val_loss: 0.1831
Epoch 798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0395 - val_loss: 0.1816
Epoch 799/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1799
Epoch 800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0394 - val_loss: 0.1782
Epoch 801/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0393 - val_loss: 0.1765
Epoch 802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1750
Epoch 803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0392 - val_loss: 0.1736
Epoch 804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0391 - val_loss: 0.1721
Epoch 805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0391 - val_loss: 0.1708
Epoch 806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0390 - val_loss: 0.1693
Epoch 807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0389 - val_loss: 0.1678
Epoch 808/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0389 - val_loss: 0.1663
Epoch 809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1648
Epoch 810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0388 - val_loss: 0.1632
Epoch 811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1617
Epoch 812/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0387 - val_loss: 0.1603
Epoch 813/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0386 - val_loss: 0.1589
Epoch 814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0386 - val_loss: 0.1575
Epoch 815/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0385 - val_loss: 0.1562
Epoch 816/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1547
Epoch 817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0384 - val_loss: 0.1534
Epoch 818/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1521
Epoch 819/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0383 - val_loss: 0.1507
Epoch 820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1493
Epoch 821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0382 - val_loss: 0.1479
Epoch 822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1466
Epoch 823/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1453
Epoch 824/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0381 - val_loss: 0.1441
Epoch 825/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0380 - val_loss: 0.1429
Epoch 826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1416
Epoch 827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0379 - val_loss: 0.1404
Epoch 828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1392
Epoch 829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0378 - val_loss: 0.1378
Epoch 830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1365
Epoch 831/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0377 - val_loss: 0.1353
Epoch 832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0377 - val_loss: 0.1342
Epoch 833/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0376 - val_loss: 0.1330
Epoch 834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0376 - val_loss: 0.1319
Epoch 835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1309
Epoch 836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0375 - val_loss: 0.1297
Epoch 837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1287
Epoch 838/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0374 - val_loss: 0.1276
Epoch 839/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0373 - val_loss: 0.1265
Epoch 840/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1253
Epoch 841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0373 - val_loss: 0.1241
Epoch 842/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1229
Epoch 843/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0372 - val_loss: 0.1218
Epoch 844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1209
Epoch 845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0371 - val_loss: 0.1198
Epoch 846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1189
Epoch 847/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1178
Epoch 848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0370 - val_loss: 0.1168
Epoch 849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1159
Epoch 850/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1149
Epoch 851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0369 - val_loss: 0.1139
Epoch 852/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1129
Epoch 853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0368 - val_loss: 0.1120
Epoch 854/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1111
Epoch 855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1102
Epoch 856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0367 - val_loss: 0.1093
Epoch 857/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1083
Epoch 858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1074
Epoch 859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0366 - val_loss: 0.1066
Epoch 860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1057
Epoch 861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1047
Epoch 862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0365 - val_loss: 0.1038
Epoch 863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1029
Epoch 864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0364 - val_loss: 0.1019
Epoch 865/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0364 - val_loss: 0.1009
Epoch 866/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.1000
Epoch 867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0992
Epoch 868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0363 - val_loss: 0.0984
Epoch 869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0976
Epoch 870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0968
Epoch 871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0362 - val_loss: 0.0962
Epoch 872/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0362 - val_loss: 0.0954
Epoch 873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0946
Epoch 874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0939
Epoch 875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0361 - val_loss: 0.0931
Epoch 876/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0924
Epoch 877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0916
Epoch 878/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0908
Epoch 879/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0360 - val_loss: 0.0902
Epoch 880/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0895
Epoch 881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0889
Epoch 882/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0881
Epoch 883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0359 - val_loss: 0.0875
Epoch 884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0868
Epoch 885/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0861
Epoch 886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0853
Epoch 887/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0358 - val_loss: 0.0846
Epoch 888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0839
Epoch 889/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0833
Epoch 890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0357 - val_loss: 0.0827
Epoch 891/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0357 - val_loss: 0.0821
Epoch 892/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0815
Epoch 893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0810
Epoch 894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0804
Epoch 895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0799
Epoch 896/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0356 - val_loss: 0.0794
Epoch 897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0789
Epoch 898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0783
Epoch 899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0778
Epoch 900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0355 - val_loss: 0.0773
Epoch 901/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0355 - val_loss: 0.0768
Epoch 902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0762
Epoch 903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0756
Epoch 904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0751
Epoch 905/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0746
Epoch 906/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0354 - val_loss: 0.0740
Epoch 907/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0353 - val_loss: 0.0735
Epoch 908/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0731
Epoch 909/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0726
Epoch 910/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0353 - val_loss: 0.0723
Epoch 911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0719
Epoch 912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0353 - val_loss: 0.0714
Epoch 913/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0352 - val_loss: 0.0709
Epoch 914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0703
Epoch 915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0699
Epoch 916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0694
Epoch 917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0690
Epoch 918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0352 - val_loss: 0.0684
Epoch 919/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0680
Epoch 920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0675
Epoch 921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0671
Epoch 922/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0666
Epoch 923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0663
Epoch 924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0351 - val_loss: 0.0659
Epoch 925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0654
Epoch 926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0649
Epoch 927/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0644
Epoch 928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0639
Epoch 929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0634
Epoch 930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0631
Epoch 931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0628
Epoch 932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0350 - val_loss: 0.0624
Epoch 933/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0622
Epoch 934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0618
Epoch 935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0614
Epoch 936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0611
Epoch 937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0608
Epoch 938/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0349 - val_loss: 0.0606
Epoch 939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0349 - val_loss: 0.0603
Epoch 940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0599
Epoch 941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0597
Epoch 942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0594
Epoch 943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0591
Epoch 944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0588
Epoch 945/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0348 - val_loss: 0.0584
Epoch 946/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0580
Epoch 947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0577
Epoch 948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0575
Epoch 949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0348 - val_loss: 0.0571
Epoch 950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0569
Epoch 951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0565
Epoch 952/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0563
Epoch 953/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0560
Epoch 954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0557
Epoch 955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0554
Epoch 956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0552
Epoch 957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0549
Epoch 958/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0347 - val_loss: 0.0547
Epoch 959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0347 - val_loss: 0.0544
Epoch 960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0542
Epoch 961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0540
Epoch 962/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0346 - val_loss: 0.0537
Epoch 963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0534
Epoch 964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0532
Epoch 965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0529
Epoch 966/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0527
Epoch 967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0524
Epoch 968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0522
Epoch 969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0520
Epoch 970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0519
Epoch 971/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0517
Epoch 972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0346 - val_loss: 0.0515
Epoch 973/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0513
Epoch 974/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0511
Epoch 975/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0509
Epoch 976/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0507
Epoch 977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0505
Epoch 978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0503
Epoch 979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0501
Epoch 980/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0499
Epoch 981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0497
Epoch 982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0495
Epoch 983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0494
Epoch 984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0492
Epoch 985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0490
Epoch 986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0488
Epoch 987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0486
Epoch 988/2000
6/6 [==============================] - 0s 2ms/step - loss: 0.0344 - val_loss: 0.0484
Epoch 989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0345 - val_loss: 0.0482
Epoch 990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0481
Epoch 991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0479
Epoch 992/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0478
Epoch 993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0476
Epoch 994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0475
Epoch 995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0473
Epoch 996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0472
Epoch 997/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0470
Epoch 998/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0469
Epoch 999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0467
Epoch 1000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0466
Epoch 1001/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0344 - val_loss: 0.0464
Epoch 1002/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0463
Epoch 1003/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0462
Epoch 1004/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0461
Epoch 1005/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0459
Epoch 1006/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1007/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0458
Epoch 1008/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1009/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0457
Epoch 1010/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0456
Epoch 1011/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0455
Epoch 1012/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1013/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0344 - val_loss: 0.0454
Epoch 1014/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0452
Epoch 1015/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0452
Epoch 1016/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0450
Epoch 1017/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0448
Epoch 1018/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0446
Epoch 1019/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0445
Epoch 1020/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0444
Epoch 1021/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0443
Epoch 1022/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0442
Epoch 1023/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1024/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0441
Epoch 1025/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0440
Epoch 1026/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0439
Epoch 1027/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0438
Epoch 1028/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0437
Epoch 1029/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0436
Epoch 1030/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1031/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0434
Epoch 1032/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0433
Epoch 1033/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0432
Epoch 1034/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1035/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0431
Epoch 1036/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0343 - val_loss: 0.0430
Epoch 1037/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0429
Epoch 1038/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0428
Epoch 1039/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1040/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0427
Epoch 1041/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0426
Epoch 1042/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0425
Epoch 1043/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0424
Epoch 1044/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1045/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0423
Epoch 1046/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0422
Epoch 1047/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1048/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0421
Epoch 1049/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0420
Epoch 1050/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0419
Epoch 1051/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1052/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0418
Epoch 1053/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0417
Epoch 1054/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1055/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0417
Epoch 1056/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0343 - val_loss: 0.0416
Epoch 1057/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1058/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0416
Epoch 1059/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1060/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0415
Epoch 1061/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1062/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0414
Epoch 1063/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0413
Epoch 1064/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1065/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0412
Epoch 1066/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0411
Epoch 1067/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1068/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0410
Epoch 1069/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1070/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1071/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1072/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0409
Epoch 1073/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1074/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0408
Epoch 1075/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1076/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1077/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1078/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0407
Epoch 1079/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1080/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1081/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0406
Epoch 1082/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1083/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1084/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0405
Epoch 1085/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1086/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1087/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0404
Epoch 1088/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1089/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1090/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1091/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1092/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0403
Epoch 1093/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1094/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1095/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0402
Epoch 1096/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1097/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1098/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1099/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1100/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1101/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0401
Epoch 1102/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1103/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1104/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0400
Epoch 1105/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1106/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1107/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1108/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0399
Epoch 1109/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1110/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1111/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1112/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1113/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1114/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0398
Epoch 1115/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1116/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1117/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0397
Epoch 1118/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1119/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1120/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1121/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0396
Epoch 1122/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1123/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1124/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1125/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1126/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1127/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1128/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1129/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1130/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1131/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1132/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1133/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0395
Epoch 1134/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1135/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1136/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1137/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1138/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1139/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1140/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1141/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1142/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1143/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0394
Epoch 1144/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1145/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1146/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1147/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1148/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1149/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1150/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1151/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1152/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1153/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1154/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1155/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0393
Epoch 1156/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1157/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1158/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1159/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1160/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1161/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1162/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0392
Epoch 1163/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1164/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1165/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1166/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1167/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1168/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1169/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1170/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1171/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1172/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1173/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1174/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0391
Epoch 1175/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1176/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1177/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1178/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1179/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1180/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1181/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1182/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1183/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1184/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1185/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1186/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1187/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1188/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1189/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1190/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1191/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1192/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1193/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1194/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1195/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1196/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1197/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1198/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1199/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1200/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0390
Epoch 1201/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1202/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1203/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1204/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1205/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1206/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1207/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1208/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1209/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1210/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1211/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1212/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1213/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1214/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1215/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1216/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1217/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1218/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1219/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1220/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0389
Epoch 1221/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1222/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1223/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1224/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1225/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1226/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1227/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1228/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1229/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1230/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1231/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1232/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1233/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1234/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1235/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1236/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1237/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1238/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1239/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1240/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1241/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1242/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1243/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1244/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1245/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1246/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1247/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1248/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1249/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1250/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1251/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1252/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1253/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1254/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1255/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1256/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1257/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1258/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0388
Epoch 1259/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1260/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1261/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1262/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1263/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1264/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1265/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1266/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1267/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1268/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1269/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1270/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1271/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1272/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1273/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1274/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1275/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1276/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1277/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1278/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1279/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1280/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1281/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1282/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1283/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1284/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1285/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1286/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1287/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1288/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1289/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1290/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1291/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1292/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1293/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1294/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1295/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1296/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1297/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1298/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1299/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1300/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1301/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1302/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1303/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1304/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1305/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1306/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1307/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1308/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1309/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1310/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1311/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1312/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1313/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1314/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1315/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1316/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1317/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1318/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1319/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1320/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1321/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1322/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1323/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1324/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1325/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1326/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1327/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1328/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1329/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1330/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1331/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1332/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1333/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1334/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1335/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1336/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1337/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1338/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1339/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1340/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1341/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1342/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1343/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1344/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1345/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1346/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1347/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1348/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1349/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1350/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1351/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1352/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1353/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1354/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1355/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1356/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1357/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1358/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1359/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1360/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1361/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1362/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1363/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1364/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1365/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1366/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1367/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1368/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1369/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1370/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1371/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1372/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1373/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1374/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1375/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1376/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1377/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1378/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1379/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1380/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1381/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1382/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1383/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1384/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1385/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1386/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1387/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1388/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1389/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1390/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1391/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1392/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1393/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1394/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1395/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1396/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1397/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1398/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1399/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1400/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1401/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1402/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1403/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1404/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1405/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1406/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1407/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1408/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1409/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1410/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1411/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1412/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1413/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1414/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1415/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1416/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1417/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1418/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1419/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1420/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1421/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1422/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1423/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1424/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1425/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1426/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1427/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1428/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1429/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1430/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1431/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1432/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1433/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1434/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1435/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1436/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1437/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1438/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1439/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1440/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1441/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1442/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1443/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1444/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1445/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1446/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1447/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1448/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1449/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1450/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1451/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1452/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1453/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1454/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1455/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1456/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1457/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1458/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1459/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1460/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1461/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1462/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1463/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1464/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1465/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1466/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1467/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1468/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1469/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1470/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1471/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1472/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1473/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1474/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1475/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1476/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1477/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1478/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1479/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1480/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1481/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1482/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1483/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1484/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1485/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1486/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1487/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1488/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1489/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1490/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1491/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1492/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1493/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1494/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1495/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1496/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1497/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1498/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1499/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1500/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1501/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1502/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1503/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1504/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1505/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1506/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1507/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1508/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1509/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1510/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1511/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1512/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1513/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1514/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1515/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1516/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1517/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1518/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1519/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1520/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1521/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1522/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1523/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1524/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1525/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1526/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1527/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1528/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1529/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1530/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1531/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1532/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1533/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1534/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1535/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1536/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1537/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1538/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1539/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1540/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1541/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1542/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1543/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1544/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1545/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1546/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1547/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1548/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1549/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1550/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1551/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1552/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1553/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1554/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1555/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1556/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1557/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1558/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1559/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1560/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1561/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1562/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1563/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1564/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1565/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1566/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1567/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1568/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1569/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1570/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1571/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1572/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1573/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1574/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1575/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1576/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1577/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1578/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1579/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1580/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1581/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1582/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1583/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1584/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1585/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1586/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1587/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1588/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1589/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1590/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1591/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1592/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1593/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1594/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1595/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1596/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1597/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1598/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1599/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1600/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1601/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1602/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1603/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1604/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1605/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1606/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1607/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1608/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1609/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1610/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1611/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1612/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1613/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1614/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1615/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1616/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1617/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1618/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1619/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1620/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1621/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1622/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1623/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1624/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1625/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1626/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1627/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1628/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1629/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1630/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1631/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1632/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1633/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1634/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1635/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1636/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1637/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1638/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1639/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1640/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1641/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1642/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1643/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1644/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1645/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1646/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1647/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1648/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1649/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1650/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1651/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1652/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1653/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1654/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1655/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1656/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1657/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1658/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1659/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1660/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1661/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1662/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1663/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1664/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1665/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1666/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1667/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1668/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1669/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1670/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1671/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1672/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1673/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1674/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1675/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1676/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1677/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1678/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1679/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1680/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1681/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1682/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1683/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1684/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1685/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1686/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1687/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1688/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1689/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1690/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1691/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1692/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1693/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1694/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1695/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1696/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1697/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1698/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1699/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1700/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1701/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1702/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1703/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1704/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1705/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1706/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1707/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1708/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1709/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1710/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1711/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1712/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1713/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1714/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1715/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1716/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1717/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1718/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1719/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1720/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1721/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1722/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1723/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1724/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1725/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1726/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1727/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1728/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1729/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1730/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1731/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1732/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1733/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1734/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1735/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1736/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1737/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1738/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1739/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1740/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1741/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1742/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1743/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1744/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1745/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1746/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1747/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1748/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1749/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1750/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1751/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1752/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1753/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1754/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1755/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1756/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1757/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1758/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1759/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1760/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1761/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1762/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1763/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1764/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1765/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1766/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1767/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1768/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1769/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1770/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1771/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1772/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1773/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1774/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1775/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1776/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1777/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1778/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1779/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1780/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1781/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1782/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1783/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1784/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1785/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1786/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1787/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1788/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1789/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1790/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1791/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1792/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1793/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1794/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1795/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1796/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1797/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1798/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1799/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1800/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1801/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1802/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1803/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1804/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1805/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1806/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1807/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1808/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1809/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1810/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1811/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1812/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1813/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1814/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1815/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1816/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1817/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1818/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1819/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1820/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1821/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1822/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1823/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1824/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1825/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1826/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1827/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1828/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1829/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1830/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1831/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1832/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1833/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1834/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1835/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1836/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1837/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1838/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1839/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1840/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1841/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1842/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1843/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1844/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1845/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1846/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1847/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1848/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1849/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1850/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1851/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1852/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1853/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1854/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1855/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1856/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1857/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1858/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1859/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1860/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1861/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0387
Epoch 1862/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1863/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1864/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1865/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1866/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1867/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1868/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1869/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1870/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1871/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1872/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1873/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1874/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1875/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1876/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1877/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1878/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1879/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1880/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1881/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1882/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1883/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1884/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1885/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1886/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1887/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1888/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1889/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1890/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1891/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1892/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1893/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1894/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1895/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1896/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1897/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1898/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1899/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1900/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1901/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1902/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1903/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1904/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1905/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1906/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1907/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1908/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1909/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1910/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1911/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1912/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1913/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1914/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1915/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1916/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1917/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1918/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1919/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1920/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1921/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1922/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1923/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1924/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1925/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1926/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1927/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1928/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1929/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1930/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1931/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1932/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1933/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1934/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1935/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1936/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1937/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1938/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1939/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1940/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1941/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1942/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1943/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1944/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1945/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1946/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1947/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1948/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1949/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1950/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1951/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1952/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1953/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1954/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1955/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1956/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1957/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1958/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1959/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1960/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1961/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1962/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1963/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1964/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1965/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1966/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1967/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1968/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1969/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1970/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1971/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1972/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1973/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0385
Epoch 1974/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1975/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1976/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1977/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1978/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1979/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1980/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1981/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1982/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1983/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1984/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1985/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1986/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1987/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1988/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1989/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1990/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1991/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1992/2000
6/6 [==============================] - 0s 4ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1993/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1994/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1995/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1996/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1997/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1998/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 1999/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386
Epoch 2000/2000
6/6 [==============================] - 0s 3ms/step - loss: 0.0342 - val_loss: 0.0386

<keras.callbacks.History at 0x7f67c81a26b0>

#%tensorboard --logdir logs --host 0.0.0.0 

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)

(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 79ms/step - loss: 2.1414

<keras.callbacks.History at 0x7f68849e9420>

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.

- 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 0x7f6ef421c280>

#%tensorboard --logdir logs --host 0.0.0.0