In [1]:
from datetime import datetime
import itertools
import joblib
import json
import pandas as pd
import numpy as np
import tensorflow as tf
import seaborn as sns
import matplotlib.pyplot as plt
import matplotlib.gridspec as gridspec
%matplotlib notebook
from sklearn.model_selection import train_test_split
In [2]:
from keras.models import Sequential
from keras.layers import Dense, Activation
from keras.callbacks import ModelCheckpoint
from keras.optimizers import Adam
Using TensorFlow backend.
In [3]:
from sklearn.linear_model import LinearRegression
In [4]:
data_points = 12
In [5]:
np.random.seed(7)
In [6]:
x = np.linspace(-5, 5, data_points)
x_train = x[range(1,data_points,2)]
x_test = x[range(0,data_points,2)]
x_plot = np.linspace(-5, 5, 10000)
In [7]:
y_train = x_train** 2 + 1.2 * np.random.randn(int(data_points/2))
y_test = x_test**2 + 1.2 * np.random.randn(int(data_points/2))
In [8]:
best_weights_filepath = './overfit.hdf5'
In [9]:
model = Sequential()
model.add(Dense(20, input_dim=1, activation="sigmoid"))
model.add(Dense(10, activation="sigmoid"))
model.add(Dense(1))
opt = Adam(lr=.01)
model.compile(optimizer=opt, loss='mse')
In [10]:
model.fit(x_train.reshape(-1, 1), y_train, epochs=4000, batch_size=x_train.size,
callbacks=[ModelCheckpoint(best_weights_filepath, monitor='loss', verbose=0,
save_best_only=True, mode='auto')])
Epoch 1/4000
6/6 [==============================] - 0s - loss: 193.0875
Epoch 2/4000
6/6 [==============================] - 0s - loss: 189.8800
Epoch 3/4000
6/6 [==============================] - 0s - loss: 186.7660
Epoch 4/4000
6/6 [==============================] - 0s - loss: 183.7498
Epoch 5/4000
6/6 [==============================] - 0s - loss: 180.8376
Epoch 6/4000
6/6 [==============================] - 0s - loss: 178.0311
Epoch 7/4000
6/6 [==============================] - 0s - loss: 175.3307
Epoch 8/4000
6/6 [==============================] - 0s - loss: 172.7361
Epoch 9/4000
6/6 [==============================] - 0s - loss: 170.2476
Epoch 10/4000
6/6 [==============================] - 0s - loss: 167.8847
Epoch 11/4000
6/6 [==============================] - 0s - loss: 165.6035
Epoch 12/4000
6/6 [==============================] - 0s - loss: 163.4234
Epoch 13/4000
6/6 [==============================] - 0s - loss: 161.3410
Epoch 14/4000
6/6 [==============================] - 0s - loss: 159.3526
Epoch 15/4000
6/6 [==============================] - 0s - loss: 157.4538
Epoch 16/4000
6/6 [==============================] - 0s - loss: 155.6396
Epoch 17/4000
6/6 [==============================] - 0s - loss: 153.9044
Epoch 18/4000
6/6 [==============================] - 0s - loss: 152.2425
Epoch 19/4000
6/6 [==============================] - 0s - loss: 150.6338
Epoch 20/4000
6/6 [==============================] - 0s - loss: 149.1009
Epoch 21/4000
6/6 [==============================] - 0s - loss: 147.6234
Epoch 22/4000
6/6 [==============================] - 0s - loss: 146.1947
Epoch 23/4000
6/6 [==============================] - 0s - loss: 144.8102
Epoch 24/4000
6/6 [==============================] - 0s - loss: 143.4649
Epoch 25/4000
6/6 [==============================] - 0s - loss: 142.1542
Epoch 26/4000
6/6 [==============================] - 0s - loss: 140.8750
Epoch 27/4000
6/6 [==============================] - 0s - loss: 139.6248
Epoch 28/4000
6/6 [==============================] - 0s - loss: 138.4020
Epoch 29/4000
6/6 [==============================] - 0s - loss: 137.2048
Epoch 30/4000
6/6 [==============================] - 0s - loss: 136.0323
Epoch 31/4000
6/6 [==============================] - 0s - loss: 134.8838
Epoch 32/4000
6/6 [==============================] - 0s - loss: 133.7592
Epoch 33/4000
6/6 [==============================] - 0s - loss: 132.6580
Epoch 34/4000
6/6 [==============================] - 0s - loss: 131.5797
Epoch 35/4000
6/6 [==============================] - 0s - loss: 130.5239
Epoch 36/4000
6/6 [==============================] - 0s - loss: 129.4906
Epoch 37/4000
6/6 [==============================] - 0s - loss: 128.4797
Epoch 38/4000
6/6 [==============================] - 0s - loss: 127.4907
Epoch 39/4000
6/6 [==============================] - 0s - loss: 126.5233
Epoch 40/4000
6/6 [==============================] - 0s - loss: 125.5771
Epoch 41/4000
6/6 [==============================] - 0s - loss: 124.6516
Epoch 42/4000
6/6 [==============================] - 0s - loss: 123.7464
Epoch 43/4000
6/6 [==============================] - 0s - loss: 122.8607
Epoch 44/4000
6/6 [==============================] - 0s - loss: 121.9854
Epoch 45/4000
6/6 [==============================] - 0s - loss: 121.1375
Epoch 46/4000
6/6 [==============================] - 0s - loss: 120.3072
Epoch 47/4000
6/6 [==============================] - 0s - loss: 119.4940
Epoch 48/4000
6/6 [==============================] - 0s - loss: 118.6972
Epoch 49/4000
6/6 [==============================] - 0s - loss: 117.9163
Epoch 50/4000
6/6 [==============================] - 0s - loss: 117.1509
Epoch 51/4000
6/6 [==============================] - 0s - loss: 116.4003
Epoch 52/4000
6/6 [==============================] - 0s - loss: 115.6642
Epoch 53/4000
6/6 [==============================] - 0s - loss: 114.9421
Epoch 54/4000
6/6 [==============================] - 0s - loss: 114.2336
Epoch 55/4000
6/6 [==============================] - 0s - loss: 113.5384
Epoch 56/4000
6/6 [==============================] - 0s - loss: 112.8562
Epoch 57/4000
6/6 [==============================] - 0s - loss: 112.1866
Epoch 58/4000
6/6 [==============================] - 0s - loss: 111.5292
Epoch 59/4000
6/6 [==============================] - 0s - loss: 110.8838
Epoch 60/4000
6/6 [==============================] - 0s - loss: 110.2450
Epoch 61/4000
6/6 [==============================] - 0s - loss: 109.6227
Epoch 62/4000
6/6 [==============================] - 0s - loss: 109.0067
Epoch 63/4000
6/6 [==============================] - 0s - loss: 108.4017
Epoch 64/4000
6/6 [==============================] - 0s - loss: 107.8118
Epoch 65/4000
6/6 [==============================] - 0s - loss: 107.2322
Epoch 66/4000
6/6 [==============================] - 0s - loss: 106.6624
Epoch 67/4000
6/6 [==============================] - 0s - loss: 106.1023
Epoch 68/4000
6/6 [==============================] - 0s - loss: 105.5515
Epoch 69/4000
6/6 [==============================] - 0s - loss: 105.0097
Epoch 70/4000
6/6 [==============================] - 0s - loss: 104.4765
Epoch 71/4000
6/6 [==============================] - 0s - loss: 103.9516
Epoch 72/4000
6/6 [==============================] - 0s - loss: 103.4346
Epoch 73/4000
6/6 [==============================] - 0s - loss: 102.9251
Epoch 74/4000
6/6 [==============================] - 0s - loss: 102.4226
Epoch 75/4000
6/6 [==============================] - 0s - loss: 101.9267
Epoch 76/4000
6/6 [==============================] - 0s - loss: 101.4368
Epoch 77/4000
6/6 [==============================] - 0s - loss: 100.9523
Epoch 78/4000
6/6 [==============================] - 0s - loss: 100.4725
Epoch 79/4000
6/6 [==============================] - 0s - loss: 99.9968
Epoch 80/4000
6/6 [==============================] - 0s - loss: 99.5243
Epoch 81/4000
6/6 [==============================] - 0s - loss: 99.0541
Epoch 82/4000
6/6 [==============================] - 0s - loss: 98.5854
Epoch 83/4000
6/6 [==============================] - 0s - loss: 98.1175
Epoch 84/4000
6/6 [==============================] - 0s - loss: 97.6495
Epoch 85/4000
6/6 [==============================] - 0s - loss: 97.1785
Epoch 86/4000
6/6 [==============================] - 0s - loss: 96.7094
Epoch 87/4000
6/6 [==============================] - 0s - loss: 96.2400
Epoch 88/4000
6/6 [==============================] - 0s - loss: 95.7713
Epoch 89/4000
6/6 [==============================] - 0s - loss: 95.3041
Epoch 90/4000
6/6 [==============================] - 0s - loss: 94.8400
Epoch 91/4000
6/6 [==============================] - 0s - loss: 94.3808
Epoch 92/4000
6/6 [==============================] - 0s - loss: 93.9288
Epoch 93/4000
6/6 [==============================] - 0s - loss: 93.4853
Epoch 94/4000
6/6 [==============================] - 0s - loss: 93.0517
Epoch 95/4000
6/6 [==============================] - 0s - loss: 92.6291
Epoch 96/4000
6/6 [==============================] - 0s - loss: 92.2181
Epoch 97/4000
6/6 [==============================] - 0s - loss: 91.8192
Epoch 98/4000
6/6 [==============================] - 0s - loss: 91.4322
Epoch 99/4000
6/6 [==============================] - 0s - loss: 91.0570
Epoch 100/4000
6/6 [==============================] - 0s - loss: 90.6935
Epoch 101/4000
6/6 [==============================] - 0s - loss: 90.3414
Epoch 102/4000
6/6 [==============================] - 0s - loss: 90.0002
Epoch 103/4000
6/6 [==============================] - 0s - loss: 89.6697
Epoch 104/4000
6/6 [==============================] - 0s - loss: 89.3495
Epoch 105/4000
6/6 [==============================] - 0s - loss: 89.0394
Epoch 106/4000
6/6 [==============================] - 0s - loss: 88.7391
Epoch 107/4000
6/6 [==============================] - 0s - loss: 88.4482
Epoch 108/4000
6/6 [==============================] - 0s - loss: 88.1667
Epoch 109/4000
6/6 [==============================] - 0s - loss: 87.8942
Epoch 110/4000
6/6 [==============================] - 0s - loss: 87.6304
Epoch 111/4000
6/6 [==============================] - 0s - loss: 87.3753
Epoch 112/4000
6/6 [==============================] - 0s - loss: 87.1284
Epoch 113/4000
6/6 [==============================] - 0s - loss: 86.8897
Epoch 114/4000
6/6 [==============================] - 0s - loss: 86.6590
Epoch 115/4000
6/6 [==============================] - 0s - loss: 86.4360
Epoch 116/4000
6/6 [==============================] - 0s - loss: 86.2205
Epoch 117/4000
6/6 [==============================] - 0s - loss: 86.0122
Epoch 118/4000
6/6 [==============================] - 0s - loss: 85.8112
Epoch 119/4000
6/6 [==============================] - 0s - loss: 85.6170
Epoch 120/4000
6/6 [==============================] - 0s - loss: 85.4296
Epoch 121/4000
6/6 [==============================] - 0s - loss: 85.2487
Epoch 122/4000
6/6 [==============================] - 0s - loss: 85.0742
Epoch 123/4000
6/6 [==============================] - 0s - loss: 84.9058
Epoch 124/4000
6/6 [==============================] - 0s - loss: 84.7434
Epoch 125/4000
6/6 [==============================] - 0s - loss: 84.5869
Epoch 126/4000
6/6 [==============================] - 0s - loss: 84.4359
Epoch 127/4000
6/6 [==============================] - 0s - loss: 84.2899
Epoch 128/4000
6/6 [==============================] - 0s - loss: 84.1498
Epoch 129/4000
6/6 [==============================] - 0s - loss: 84.0143
Epoch 130/4000
6/6 [==============================] - 0s - loss: 83.8843
Epoch 131/4000
6/6 [==============================] - 0s - loss: 83.7591
Epoch 132/4000
6/6 [==============================] - 0s - loss: 83.6386
Epoch 133/4000
6/6 [==============================] - 0s - loss: 83.5226
Epoch 134/4000
6/6 [==============================] - 0s - loss: 83.4109
Epoch 135/4000
6/6 [==============================] - 0s - loss: 83.3035
Epoch 136/4000
6/6 [==============================] - 0s - loss: 83.2002
Epoch 137/4000
6/6 [==============================] - 0s - loss: 83.1009
Epoch 138/4000
6/6 [==============================] - 0s - loss: 83.0054
Epoch 139/4000
6/6 [==============================] - 0s - loss: 82.9136
Epoch 140/4000
6/6 [==============================] - 0s - loss: 82.8253
Epoch 141/4000
6/6 [==============================] - 0s - loss: 82.7406
Epoch 142/4000
6/6 [==============================] - 0s - loss: 82.6591
Epoch 143/4000
6/6 [==============================] - 0s - loss: 82.5809
Epoch 144/4000
6/6 [==============================] - 0s - loss: 82.5058
Epoch 145/4000
6/6 [==============================] - 0s - loss: 82.4337
Epoch 146/4000
6/6 [==============================] - 0s - loss: 82.3642
Epoch 147/4000
6/6 [==============================] - 0s - loss: 82.2978
Epoch 148/4000
6/6 [==============================] - 0s - loss: 82.2338
Epoch 149/4000
6/6 [==============================] - 0s - loss: 82.1727
Epoch 150/4000
6/6 [==============================] - 0s - loss: 82.1141
Epoch 151/4000
6/6 [==============================] - 0s - loss: 82.0578
Epoch 152/4000
6/6 [==============================] - 0s - loss: 82.0039
Epoch 153/4000
6/6 [==============================] - 0s - loss: 81.9522
Epoch 154/4000
6/6 [==============================] - 0s - loss: 81.9027
Epoch 155/4000
6/6 [==============================] - 0s - loss: 81.8553
Epoch 156/4000
6/6 [==============================] - 0s - loss: 81.8098
Epoch 157/4000
6/6 [==============================] - 0s - loss: 81.7663
Epoch 158/4000
6/6 [==============================] - 0s - loss: 81.7246
Epoch 159/4000
6/6 [==============================] - 0s - loss: 81.6847
Epoch 160/4000
6/6 [==============================] - 0s - loss: 81.6466
Epoch 161/4000
6/6 [==============================] - 0s - loss: 81.6100
Epoch 162/4000
6/6 [==============================] - 0s - loss: 81.5751
Epoch 163/4000
6/6 [==============================] - 0s - loss: 81.5416
Epoch 164/4000
6/6 [==============================] - 0s - loss: 81.5097
Epoch 165/4000
6/6 [==============================] - 0s - loss: 81.4791
Epoch 166/4000
6/6 [==============================] - 0s - loss: 81.4499
Epoch 167/4000
6/6 [==============================] - 0s - loss: 81.4219
Epoch 168/4000
6/6 [==============================] - 0s - loss: 81.3952
Epoch 169/4000
6/6 [==============================] - 0s - loss: 81.3697
Epoch 170/4000
6/6 [==============================] - 0s - loss: 81.3454
Epoch 171/4000
6/6 [==============================] - 0s - loss: 81.3221
Epoch 172/4000
6/6 [==============================] - 0s - loss: 81.2999
Epoch 173/4000
6/6 [==============================] - 0s - loss: 81.2788
Epoch 174/4000
6/6 [==============================] - 0s - loss: 81.2585
Epoch 175/4000
6/6 [==============================] - 0s - loss: 81.2392
Epoch 176/4000
6/6 [==============================] - 0s - loss: 81.2208
Epoch 177/4000
6/6 [==============================] - 0s - loss: 81.2033
Epoch 178/4000
6/6 [==============================] - 0s - loss: 81.1865
Epoch 179/4000
6/6 [==============================] - 0s - loss: 81.1706
Epoch 180/4000
6/6 [==============================] - 0s - loss: 81.1554
Epoch 181/4000
6/6 [==============================] - 0s - loss: 81.1409
Epoch 182/4000
6/6 [==============================] - 0s - loss: 81.1271
Epoch 183/4000
6/6 [==============================] - 0s - loss: 81.1140
Epoch 184/4000
6/6 [==============================] - 0s - loss: 81.1015
Epoch 185/4000
6/6 [==============================] - 0s - loss: 81.0896
Epoch 186/4000
6/6 [==============================] - 0s - loss: 81.0782
Epoch 187/4000
6/6 [==============================] - 0s - loss: 81.0675
Epoch 188/4000
6/6 [==============================] - 0s - loss: 81.0572
Epoch 189/4000
6/6 [==============================] - 0s - loss: 81.0474
Epoch 190/4000
6/6 [==============================] - 0s - loss: 81.0381
Epoch 191/4000
6/6 [==============================] - 0s - loss: 81.0293
Epoch 192/4000
6/6 [==============================] - 0s - loss: 81.0209
Epoch 193/4000
6/6 [==============================] - 0s - loss: 81.0130
Epoch 194/4000
6/6 [==============================] - 0s - loss: 81.0054
Epoch 195/4000
6/6 [==============================] - 0s - loss: 80.9982
Epoch 196/4000
6/6 [==============================] - 0s - loss: 80.9914
Epoch 197/4000
6/6 [==============================] - 0s - loss: 80.9849
Epoch 198/4000
6/6 [==============================] - 0s - loss: 80.9787
Epoch 199/4000
6/6 [==============================] - 0s - loss: 80.9729
Epoch 200/4000
6/6 [==============================] - 0s - loss: 80.9673
Epoch 201/4000
6/6 [==============================] - 0s - loss: 80.9621
Epoch 202/4000
6/6 [==============================] - 0s - loss: 80.9571
Epoch 203/4000
6/6 [==============================] - 0s - loss: 80.9523
Epoch 204/4000
6/6 [==============================] - 0s - loss: 80.9478
Epoch 205/4000
6/6 [==============================] - 0s - loss: 80.9436
Epoch 206/4000
6/6 [==============================] - 0s - loss: 80.9395
Epoch 207/4000
6/6 [==============================] - 0s - loss: 80.9357
Epoch 208/4000
6/6 [==============================] - 0s - loss: 80.9321
Epoch 209/4000
6/6 [==============================] - 0s - loss: 80.9286
Epoch 210/4000
6/6 [==============================] - 0s - loss: 80.9254
Epoch 211/4000
6/6 [==============================] - 0s - loss: 80.9223
Epoch 212/4000
6/6 [==============================] - 0s - loss: 80.9194
Epoch 213/4000
6/6 [==============================] - 0s - loss: 80.9166
Epoch 214/4000
6/6 [==============================] - 0s - loss: 80.9140
Epoch 215/4000
6/6 [==============================] - 0s - loss: 80.9116
Epoch 216/4000
6/6 [==============================] - 0s - loss: 80.9092
Epoch 217/4000
6/6 [==============================] - 0s - loss: 80.9070
Epoch 218/4000
6/6 [==============================] - 0s - loss: 80.9049
Epoch 219/4000
6/6 [==============================] - 0s - loss: 80.9029
Epoch 220/4000
6/6 [==============================] - 0s - loss: 80.9010
Epoch 221/4000
6/6 [==============================] - 0s - loss: 80.8993
Epoch 222/4000
6/6 [==============================] - 0s - loss: 80.8976
Epoch 223/4000
6/6 [==============================] - 0s - loss: 80.8960
Epoch 224/4000
6/6 [==============================] - 0s - loss: 80.8945
Epoch 225/4000
6/6 [==============================] - 0s - loss: 80.8931
Epoch 226/4000
6/6 [==============================] - 0s - loss: 80.8917
Epoch 227/4000
6/6 [==============================] - 0s - loss: 80.8905
Epoch 228/4000
6/6 [==============================] - 0s - loss: 80.8893
Epoch 229/4000
6/6 [==============================] - 0s - loss: 80.8881
Epoch 230/4000
6/6 [==============================] - 0s - loss: 80.8871
Epoch 231/4000
6/6 [==============================] - 0s - loss: 80.8861
Epoch 232/4000
6/6 [==============================] - 0s - loss: 80.8851
Epoch 233/4000
6/6 [==============================] - 0s - loss: 80.8842
Epoch 234/4000
6/6 [==============================] - 0s - loss: 80.8833
Epoch 235/4000
6/6 [==============================] - 0s - loss: 80.8825
Epoch 236/4000
6/6 [==============================] - 0s - loss: 80.8818
Epoch 237/4000
6/6 [==============================] - 0s - loss: 80.8810
Epoch 238/4000
6/6 [==============================] - 0s - loss: 80.8803
Epoch 239/4000
6/6 [==============================] - 0s - loss: 80.8797
Epoch 240/4000
6/6 [==============================] - 0s - loss: 80.8791
Epoch 241/4000
6/6 [==============================] - 0s - loss: 80.8785
Epoch 242/4000
6/6 [==============================] - 0s - loss: 80.8779
Epoch 243/4000
6/6 [==============================] - 0s - loss: 80.8774
Epoch 244/4000
6/6 [==============================] - 0s - loss: 80.8769
Epoch 245/4000
6/6 [==============================] - 0s - loss: 80.8764
Epoch 246/4000
6/6 [==============================] - 0s - loss: 80.8760
Epoch 247/4000
6/6 [==============================] - 0s - loss: 80.8755
Epoch 248/4000
6/6 [==============================] - 0s - loss: 80.8751
Epoch 249/4000
6/6 [==============================] - 0s - loss: 80.8747
Epoch 250/4000
6/6 [==============================] - 0s - loss: 80.8744
Epoch 251/4000
6/6 [==============================] - 0s - loss: 80.8740
Epoch 252/4000
6/6 [==============================] - 0s - loss: 80.8737
Epoch 253/4000
6/6 [==============================] - 0s - loss: 80.8733
Epoch 254/4000
6/6 [==============================] - 0s - loss: 80.8730
Epoch 255/4000
6/6 [==============================] - 0s - loss: 80.8727
Epoch 256/4000
6/6 [==============================] - 0s - loss: 80.8725
Epoch 257/4000
6/6 [==============================] - 0s - loss: 80.8722
Epoch 258/4000
6/6 [==============================] - 0s - loss: 80.8719
Epoch 259/4000
6/6 [==============================] - 0s - loss: 80.8717
Epoch 260/4000
6/6 [==============================] - 0s - loss: 80.8714
Epoch 261/4000
6/6 [==============================] - 0s - loss: 80.8712
Epoch 262/4000
6/6 [==============================] - 0s - loss: 80.8709
Epoch 263/4000
6/6 [==============================] - 0s - loss: 80.8707
Epoch 264/4000
6/6 [==============================] - 0s - loss: 80.8705
Epoch 265/4000
6/6 [==============================] - 0s - loss: 80.8703
Epoch 266/4000
6/6 [==============================] - 0s - loss: 80.8701
Epoch 267/4000
6/6 [==============================] - 0s - loss: 80.8699
Epoch 268/4000
6/6 [==============================] - 0s - loss: 80.8697
Epoch 269/4000
6/6 [==============================] - 0s - loss: 80.8695
Epoch 270/4000
6/6 [==============================] - 0s - loss: 80.8693
Epoch 271/4000
6/6 [==============================] - 0s - loss: 80.8692
Epoch 272/4000
6/6 [==============================] - 0s - loss: 80.8690
Epoch 273/4000
6/6 [==============================] - 0s - loss: 80.8688
Epoch 274/4000
6/6 [==============================] - 0s - loss: 80.8686
Epoch 275/4000
6/6 [==============================] - 0s - loss: 80.8685
Epoch 276/4000
6/6 [==============================] - 0s - loss: 80.8683
Epoch 277/4000
6/6 [==============================] - 0s - loss: 80.8681
Epoch 278/4000
6/6 [==============================] - 0s - loss: 80.8680
Epoch 279/4000
6/6 [==============================] - 0s - loss: 80.8678
Epoch 280/4000
6/6 [==============================] - 0s - loss: 80.8677
Epoch 281/4000
6/6 [==============================] - 0s - loss: 80.8675
Epoch 282/4000
6/6 [==============================] - 0s - loss: 80.8673
Epoch 283/4000
6/6 [==============================] - 0s - loss: 80.8672
Epoch 284/4000
6/6 [==============================] - 0s - loss: 80.8670
Epoch 285/4000
6/6 [==============================] - 0s - loss: 80.8669
Epoch 286/4000
6/6 [==============================] - 0s - loss: 80.8667
Epoch 287/4000
6/6 [==============================] - 0s - loss: 80.8666
Epoch 288/4000
6/6 [==============================] - 0s - loss: 80.8664
Epoch 289/4000
6/6 [==============================] - 0s - loss: 80.8662
Epoch 290/4000
6/6 [==============================] - 0s - loss: 80.8661
Epoch 291/4000
6/6 [==============================] - 0s - loss: 80.8659
Epoch 292/4000
6/6 [==============================] - 0s - loss: 80.8658
Epoch 293/4000
6/6 [==============================] - 0s - loss: 80.8656
Epoch 294/4000
6/6 [==============================] - 0s - loss: 80.8655
Epoch 295/4000
6/6 [==============================] - 0s - loss: 80.8653
Epoch 296/4000
6/6 [==============================] - 0s - loss: 80.8651
Epoch 297/4000
6/6 [==============================] - 0s - loss: 80.8650
Epoch 298/4000
6/6 [==============================] - 0s - loss: 80.8648
Epoch 299/4000
6/6 [==============================] - 0s - loss: 80.8647
Epoch 300/4000
6/6 [==============================] - 0s - loss: 80.8645
Epoch 301/4000
6/6 [==============================] - 0s - loss: 80.8643
Epoch 302/4000
6/6 [==============================] - 0s - loss: 80.8642
Epoch 303/4000
6/6 [==============================] - 0s - loss: 80.8640
Epoch 304/4000
6/6 [==============================] - 0s - loss: 80.8638
Epoch 305/4000
6/6 [==============================] - 0s - loss: 80.8637
Epoch 306/4000
6/6 [==============================] - 0s - loss: 80.8635
Epoch 307/4000
6/6 [==============================] - 0s - loss: 80.8633
Epoch 308/4000
6/6 [==============================] - 0s - loss: 80.8631
Epoch 309/4000
6/6 [==============================] - 0s - loss: 80.8630
Epoch 310/4000
6/6 [==============================] - 0s - loss: 80.8628
Epoch 311/4000
6/6 [==============================] - 0s - loss: 80.8626
Epoch 312/4000
6/6 [==============================] - 0s - loss: 80.8624
Epoch 313/4000
6/6 [==============================] - 0s - loss: 80.8622
Epoch 314/4000
6/6 [==============================] - 0s - loss: 80.8621
Epoch 315/4000
6/6 [==============================] - 0s - loss: 80.8619
Epoch 316/4000
6/6 [==============================] - 0s - loss: 80.8617
Epoch 317/4000
6/6 [==============================] - 0s - loss: 80.8615
Epoch 318/4000
6/6 [==============================] - 0s - loss: 80.8613
Epoch 319/4000
6/6 [==============================] - 0s - loss: 80.8611
Epoch 320/4000
6/6 [==============================] - 0s - loss: 80.8609
Epoch 321/4000
6/6 [==============================] - 0s - loss: 80.8607
Epoch 322/4000
6/6 [==============================] - 0s - loss: 80.8605
Epoch 323/4000
6/6 [==============================] - 0s - loss: 80.8603
Epoch 324/4000
6/6 [==============================] - 0s - loss: 80.8601
Epoch 325/4000
6/6 [==============================] - 0s - loss: 80.8599
Epoch 326/4000
6/6 [==============================] - 0s - loss: 80.8597
Epoch 327/4000
6/6 [==============================] - 0s - loss: 80.8595
Epoch 328/4000
6/6 [==============================] - 0s - loss: 80.8592
Epoch 329/4000
6/6 [==============================] - 0s - loss: 80.8590
Epoch 330/4000
6/6 [==============================] - 0s - loss: 80.8588
Epoch 331/4000
6/6 [==============================] - 0s - loss: 80.8586
Epoch 332/4000
6/6 [==============================] - 0s - loss: 80.8584
Epoch 333/4000
6/6 [==============================] - 0s - loss: 80.8581
Epoch 334/4000
6/6 [==============================] - 0s - loss: 80.8579
Epoch 335/4000
6/6 [==============================] - 0s - loss: 80.8577
Epoch 336/4000
6/6 [==============================] - 0s - loss: 80.8575
Epoch 337/4000
6/6 [==============================] - 0s - loss: 80.8572
Epoch 338/4000
6/6 [==============================] - 0s - loss: 80.8570
Epoch 339/4000
6/6 [==============================] - 0s - loss: 80.8567
Epoch 340/4000
6/6 [==============================] - 0s - loss: 80.8565
Epoch 341/4000
6/6 [==============================] - 0s - loss: 80.8562
Epoch 342/4000
6/6 [==============================] - 0s - loss: 80.8560
Epoch 343/4000
6/6 [==============================] - 0s - loss: 80.8557
Epoch 344/4000
6/6 [==============================] - 0s - loss: 80.8554
Epoch 345/4000
6/6 [==============================] - 0s - loss: 80.8552
Epoch 346/4000
6/6 [==============================] - 0s - loss: 80.8549
Epoch 347/4000
6/6 [==============================] - 0s - loss: 80.8547
Epoch 348/4000
6/6 [==============================] - 0s - loss: 80.8544
Epoch 349/4000
6/6 [==============================] - 0s - loss: 80.8541
Epoch 350/4000
6/6 [==============================] - 0s - loss: 80.8538
Epoch 351/4000
6/6 [==============================] - 0s - loss: 80.8535
Epoch 352/4000
6/6 [==============================] - 0s - loss: 80.8532
Epoch 353/4000
6/6 [==============================] - 0s - loss: 80.8529
Epoch 354/4000
6/6 [==============================] - 0s - loss: 80.8526
Epoch 355/4000
6/6 [==============================] - 0s - loss: 80.8523
Epoch 356/4000
6/6 [==============================] - 0s - loss: 80.8520
Epoch 357/4000
6/6 [==============================] - 0s - loss: 80.8517
Epoch 358/4000
6/6 [==============================] - 0s - loss: 80.8514
Epoch 359/4000
6/6 [==============================] - 0s - loss: 80.8511
Epoch 360/4000
6/6 [==============================] - 0s - loss: 80.8508
Epoch 361/4000
6/6 [==============================] - 0s - loss: 80.8504
Epoch 362/4000
6/6 [==============================] - 0s - loss: 80.8501
Epoch 363/4000
6/6 [==============================] - 0s - loss: 80.8498
Epoch 364/4000
6/6 [==============================] - 0s - loss: 80.8494
Epoch 365/4000
6/6 [==============================] - 0s - loss: 80.8490
Epoch 366/4000
6/6 [==============================] - 0s - loss: 80.8487
Epoch 367/4000
6/6 [==============================] - 0s - loss: 80.8483
Epoch 368/4000
6/6 [==============================] - 0s - loss: 80.8479
Epoch 369/4000
6/6 [==============================] - 0s - loss: 80.8476
Epoch 370/4000
6/6 [==============================] - 0s - loss: 80.8472
Epoch 371/4000
6/6 [==============================] - 0s - loss: 80.8468
Epoch 372/4000
6/6 [==============================] - 0s - loss: 80.8464
Epoch 373/4000
6/6 [==============================] - 0s - loss: 80.8460
Epoch 374/4000
6/6 [==============================] - 0s - loss: 80.8456
Epoch 375/4000
6/6 [==============================] - 0s - loss: 80.8452
Epoch 376/4000
6/6 [==============================] - 0s - loss: 80.8447
Epoch 377/4000
6/6 [==============================] - 0s - loss: 80.8443
Epoch 378/4000
6/6 [==============================] - 0s - loss: 80.8439
Epoch 379/4000
6/6 [==============================] - 0s - loss: 80.8434
Epoch 380/4000
6/6 [==============================] - 0s - loss: 80.8429
Epoch 381/4000
6/6 [==============================] - 0s - loss: 80.8425
Epoch 382/4000
6/6 [==============================] - 0s - loss: 80.8420
Epoch 383/4000
6/6 [==============================] - 0s - loss: 80.8415
Epoch 384/4000
6/6 [==============================] - 0s - loss: 80.8410
Epoch 385/4000
6/6 [==============================] - 0s - loss: 80.8405
Epoch 386/4000
6/6 [==============================] - 0s - loss: 80.8400
Epoch 387/4000
6/6 [==============================] - 0s - loss: 80.8395
Epoch 388/4000
6/6 [==============================] - 0s - loss: 80.8389
Epoch 389/4000
6/6 [==============================] - 0s - loss: 80.8384
Epoch 390/4000
6/6 [==============================] - 0s - loss: 80.8378
Epoch 391/4000
6/6 [==============================] - 0s - loss: 80.8372
Epoch 392/4000
6/6 [==============================] - 0s - loss: 80.8366
Epoch 393/4000
6/6 [==============================] - 0s - loss: 80.8360
Epoch 394/4000
6/6 [==============================] - 0s - loss: 80.8354
Epoch 395/4000
6/6 [==============================] - 0s - loss: 80.8348
Epoch 396/4000
6/6 [==============================] - 0s - loss: 80.8341
Epoch 397/4000
6/6 [==============================] - 0s - loss: 80.8335
Epoch 398/4000
6/6 [==============================] - 0s - loss: 80.8328
Epoch 399/4000
6/6 [==============================] - 0s - loss: 80.8321
Epoch 400/4000
6/6 [==============================] - 0s - loss: 80.8314
Epoch 401/4000
6/6 [==============================] - 0s - loss: 80.8306
Epoch 402/4000
6/6 [==============================] - 0s - loss: 80.8299
Epoch 403/4000
6/6 [==============================] - 0s - loss: 80.8291
Epoch 404/4000
6/6 [==============================] - 0s - loss: 80.8283
Epoch 405/4000
6/6 [==============================] - 0s - loss: 80.8275
Epoch 406/4000
6/6 [==============================] - 0s - loss: 80.8267
Epoch 407/4000
6/6 [==============================] - 0s - loss: 80.8258
Epoch 408/4000
6/6 [==============================] - 0s - loss: 80.8249
Epoch 409/4000
6/6 [==============================] - 0s - loss: 80.8240
Epoch 410/4000
6/6 [==============================] - 0s - loss: 80.8230
Epoch 411/4000
6/6 [==============================] - 0s - loss: 80.8221
Epoch 412/4000
6/6 [==============================] - 0s - loss: 80.8211
Epoch 413/4000
6/6 [==============================] - 0s - loss: 80.8200
Epoch 414/4000
6/6 [==============================] - 0s - loss: 80.8189
Epoch 415/4000
6/6 [==============================] - 0s - loss: 80.8178
Epoch 416/4000
6/6 [==============================] - 0s - loss: 80.8167
Epoch 417/4000
6/6 [==============================] - 0s - loss: 80.8155
Epoch 418/4000
6/6 [==============================] - 0s - loss: 80.8143
Epoch 419/4000
6/6 [==============================] - 0s - loss: 80.8130
Epoch 420/4000
6/6 [==============================] - 0s - loss: 80.8117
Epoch 421/4000
6/6 [==============================] - 0s - loss: 80.8103
Epoch 422/4000
6/6 [==============================] - 0s - loss: 80.8089
Epoch 423/4000
6/6 [==============================] - 0s - loss: 80.8075
Epoch 424/4000
6/6 [==============================] - 0s - loss: 80.8059
Epoch 425/4000
6/6 [==============================] - 0s - loss: 80.8043
Epoch 426/4000
6/6 [==============================] - 0s - loss: 80.8027
Epoch 427/4000
6/6 [==============================] - 0s - loss: 80.8009
Epoch 428/4000
6/6 [==============================] - 0s - loss: 80.7991
Epoch 429/4000
6/6 [==============================] - 0s - loss: 80.7972
Epoch 430/4000
6/6 [==============================] - 0s - loss: 80.7952
Epoch 431/4000
6/6 [==============================] - 0s - loss: 80.7932
Epoch 432/4000
6/6 [==============================] - 0s - loss: 80.7910
Epoch 433/4000
6/6 [==============================] - 0s - loss: 80.7887
Epoch 434/4000
6/6 [==============================] - 0s - loss: 80.7863
Epoch 435/4000
6/6 [==============================] - 0s - loss: 80.7838
Epoch 436/4000
6/6 [==============================] - 0s - loss: 80.7811
Epoch 437/4000
6/6 [==============================] - 0s - loss: 80.7783
Epoch 438/4000
6/6 [==============================] - 0s - loss: 80.7753
Epoch 439/4000
6/6 [==============================] - 0s - loss: 80.7721
Epoch 440/4000
6/6 [==============================] - 0s - loss: 80.7688
Epoch 441/4000
6/6 [==============================] - 0s - loss: 80.7652
Epoch 442/4000
6/6 [==============================] - 0s - loss: 80.7614
Epoch 443/4000
6/6 [==============================] - 0s - loss: 80.7573
Epoch 444/4000
6/6 [==============================] - 0s - loss: 80.7529
Epoch 445/4000
6/6 [==============================] - 0s - loss: 80.7482
Epoch 446/4000
6/6 [==============================] - 0s - loss: 80.7432
Epoch 447/4000
6/6 [==============================] - 0s - loss: 80.7377
Epoch 448/4000
6/6 [==============================] - 0s - loss: 80.7318
Epoch 449/4000
6/6 [==============================] - 0s - loss: 80.7255
Epoch 450/4000
6/6 [==============================] - 0s - loss: 80.7185
Epoch 451/4000
6/6 [==============================] - 0s - loss: 80.7110
Epoch 452/4000
6/6 [==============================] - 0s - loss: 80.7027
Epoch 453/4000
6/6 [==============================] - 0s - loss: 80.6936
Epoch 454/4000
6/6 [==============================] - 0s - loss: 80.6835
Epoch 455/4000
6/6 [==============================] - 0s - loss: 80.6724
Epoch 456/4000
6/6 [==============================] - 0s - loss: 80.6601
Epoch 457/4000
6/6 [==============================] - 0s - loss: 80.6464
Epoch 458/4000
6/6 [==============================] - 0s - loss: 80.6310
Epoch 459/4000
6/6 [==============================] - 0s - loss: 80.6137
Epoch 460/4000
6/6 [==============================] - 0s - loss: 80.5942
Epoch 461/4000
6/6 [==============================] - 0s - loss: 80.5722
Epoch 462/4000
6/6 [==============================] - 0s - loss: 80.5471
Epoch 463/4000
6/6 [==============================] - 0s - loss: 80.5185
Epoch 464/4000
6/6 [==============================] - 0s - loss: 80.4859
Epoch 465/4000
6/6 [==============================] - 0s - loss: 80.4486
Epoch 466/4000
6/6 [==============================] - 0s - loss: 80.4060
Epoch 467/4000
6/6 [==============================] - 0s - loss: 80.3574
Epoch 468/4000
6/6 [==============================] - 0s - loss: 80.3023
Epoch 469/4000
6/6 [==============================] - 0s - loss: 80.2403
Epoch 470/4000
6/6 [==============================] - 0s - loss: 80.1713
Epoch 471/4000
6/6 [==============================] - 0s - loss: 80.0957
Epoch 472/4000
6/6 [==============================] - 0s - loss: 80.0142
Epoch 473/4000
6/6 [==============================] - 0s - loss: 79.9282
Epoch 474/4000
6/6 [==============================] - 0s - loss: 79.8385
Epoch 475/4000
6/6 [==============================] - 0s - loss: 79.7458
Epoch 476/4000
6/6 [==============================] - 0s - loss: 79.6498
Epoch 477/4000
6/6 [==============================] - 0s - loss: 79.5490
Epoch 478/4000
6/6 [==============================] - 0s - loss: 79.4419
Epoch 479/4000
6/6 [==============================] - 0s - loss: 79.3272
Epoch 480/4000
6/6 [==============================] - 0s - loss: 79.2051
Epoch 481/4000
6/6 [==============================] - 0s - loss: 79.0768
Epoch 482/4000
6/6 [==============================] - 0s - loss: 78.9444
Epoch 483/4000
6/6 [==============================] - 0s - loss: 78.8099
Epoch 484/4000
6/6 [==============================] - 0s - loss: 78.6747
Epoch 485/4000
6/6 [==============================] - 0s - loss: 78.5388
Epoch 486/4000
6/6 [==============================] - 0s - loss: 78.4014
Epoch 487/4000
6/6 [==============================] - 0s - loss: 78.2618
Epoch 488/4000
6/6 [==============================] - 0s - loss: 78.1190
Epoch 489/4000
6/6 [==============================] - 0s - loss: 77.9731
Epoch 490/4000
6/6 [==============================] - 0s - loss: 77.8244
Epoch 491/4000
6/6 [==============================] - 0s - loss: 77.6736
Epoch 492/4000
6/6 [==============================] - 0s - loss: 77.5213
Epoch 493/4000
6/6 [==============================] - 0s - loss: 77.3679
Epoch 494/4000
6/6 [==============================] - 0s - loss: 77.2132
Epoch 495/4000
6/6 [==============================] - 0s - loss: 77.0568
Epoch 496/4000
6/6 [==============================] - 0s - loss: 76.8985
Epoch 497/4000
6/6 [==============================] - 0s - loss: 76.7378
Epoch 498/4000
6/6 [==============================] - 0s - loss: 76.5750
Epoch 499/4000
6/6 [==============================] - 0s - loss: 76.4103
Epoch 500/4000
6/6 [==============================] - 0s - loss: 76.2445
Epoch 501/4000
6/6 [==============================] - 0s - loss: 76.0779
Epoch 502/4000
6/6 [==============================] - 0s - loss: 75.9110
Epoch 503/4000
6/6 [==============================] - 0s - loss: 75.7441
Epoch 504/4000
6/6 [==============================] - 0s - loss: 75.5775
Epoch 505/4000
6/6 [==============================] - 0s - loss: 75.4116
Epoch 506/4000
6/6 [==============================] - 0s - loss: 75.2469
Epoch 507/4000
6/6 [==============================] - 0s - loss: 75.0837
Epoch 508/4000
6/6 [==============================] - 0s - loss: 74.9225
Epoch 509/4000
6/6 [==============================] - 0s - loss: 74.7633
Epoch 510/4000
6/6 [==============================] - 0s - loss: 74.6060
Epoch 511/4000
6/6 [==============================] - 0s - loss: 74.4507
Epoch 512/4000
6/6 [==============================] - 0s - loss: 74.2973
Epoch 513/4000
6/6 [==============================] - 0s - loss: 74.1458
Epoch 514/4000
6/6 [==============================] - 0s - loss: 73.9961
Epoch 515/4000
6/6 [==============================] - 0s - loss: 73.8484
Epoch 516/4000
6/6 [==============================] - 0s - loss: 73.7025
Epoch 517/4000
6/6 [==============================] - 0s - loss: 73.5583
Epoch 518/4000
6/6 [==============================] - 0s - loss: 73.4156
Epoch 519/4000
6/6 [==============================] - 0s - loss: 73.2742
Epoch 520/4000
6/6 [==============================] - 0s - loss: 73.1336
Epoch 521/4000
6/6 [==============================] - 0s - loss: 72.9935
Epoch 522/4000
6/6 [==============================] - 0s - loss: 72.8534
Epoch 523/4000
6/6 [==============================] - 0s - loss: 72.7128
Epoch 524/4000
6/6 [==============================] - 0s - loss: 72.5711
Epoch 525/4000
6/6 [==============================] - 0s - loss: 72.4274
Epoch 526/4000
6/6 [==============================] - 0s - loss: 72.2808
Epoch 527/4000
6/6 [==============================] - 0s - loss: 72.1301
Epoch 528/4000
6/6 [==============================] - 0s - loss: 71.9735
Epoch 529/4000
6/6 [==============================] - 0s - loss: 71.8092
Epoch 530/4000
6/6 [==============================] - 0s - loss: 71.6343
Epoch 531/4000
6/6 [==============================] - 0s - loss: 71.4452
Epoch 532/4000
6/6 [==============================] - 0s - loss: 71.2372
Epoch 533/4000
6/6 [==============================] - 0s - loss: 71.0039
Epoch 534/4000
6/6 [==============================] - 0s - loss: 70.7366
Epoch 535/4000
6/6 [==============================] - 0s - loss: 70.4240
Epoch 536/4000
6/6 [==============================] - 0s - loss: 70.0527
Epoch 537/4000
6/6 [==============================] - 0s - loss: 69.6077
Epoch 538/4000
6/6 [==============================] - 0s - loss: 69.0774
Epoch 539/4000
6/6 [==============================] - 0s - loss: 68.4616
Epoch 540/4000
6/6 [==============================] - 0s - loss: 67.7828
Epoch 541/4000
6/6 [==============================] - 0s - loss: 67.0930
Epoch 542/4000
6/6 [==============================] - 0s - loss: 66.4665
Epoch 543/4000
6/6 [==============================] - 0s - loss: 65.9621
Epoch 544/4000
6/6 [==============================] - 0s - loss: 65.5716
Epoch 545/4000
6/6 [==============================] - 0s - loss: 65.2157
Epoch 546/4000
6/6 [==============================] - 0s - loss: 64.8117
Epoch 547/4000
6/6 [==============================] - 0s - loss: 64.3280
Epoch 548/4000
6/6 [==============================] - 0s - loss: 63.7774
Epoch 549/4000
6/6 [==============================] - 0s - loss: 63.1895
Epoch 550/4000
6/6 [==============================] - 0s - loss: 62.5904
Epoch 551/4000
6/6 [==============================] - 0s - loss: 61.9954
Epoch 552/4000
6/6 [==============================] - 0s - loss: 61.4100
Epoch 553/4000
6/6 [==============================] - 0s - loss: 60.8324
Epoch 554/4000
6/6 [==============================] - 0s - loss: 60.2586
Epoch 555/4000
6/6 [==============================] - 0s - loss: 59.6854
Epoch 556/4000
6/6 [==============================] - 0s - loss: 59.1110
Epoch 557/4000
6/6 [==============================] - 0s - loss: 58.5344
Epoch 558/4000
6/6 [==============================] - 0s - loss: 57.9466
Epoch 559/4000
6/6 [==============================] - 0s - loss: 57.3326
Epoch 560/4000
6/6 [==============================] - 0s - loss: 56.6877
Epoch 561/4000
6/6 [==============================] - 0s - loss: 56.0264
Epoch 562/4000
6/6 [==============================] - 0s - loss: 55.3710
Epoch 563/4000
6/6 [==============================] - 0s - loss: 54.7335
Epoch 564/4000
6/6 [==============================] - 0s - loss: 54.1130
Epoch 565/4000
6/6 [==============================] - 0s - loss: 53.5002
Epoch 566/4000
6/6 [==============================] - 0s - loss: 52.8852
Epoch 567/4000
6/6 [==============================] - 0s - loss: 52.2625
Epoch 568/4000
6/6 [==============================] - 0s - loss: 51.6325
Epoch 569/4000
6/6 [==============================] - 0s - loss: 51.0001
Epoch 570/4000
6/6 [==============================] - 0s - loss: 50.3716
Epoch 571/4000
6/6 [==============================] - 0s - loss: 49.7514
Epoch 572/4000
6/6 [==============================] - 0s - loss: 49.1410
Epoch 573/4000
6/6 [==============================] - 0s - loss: 48.5399
Epoch 574/4000
6/6 [==============================] - 0s - loss: 47.9475
Epoch 575/4000
6/6 [==============================] - 0s - loss: 47.3634
Epoch 576/4000
6/6 [==============================] - 0s - loss: 46.7883
Epoch 577/4000
6/6 [==============================] - 0s - loss: 46.2211
Epoch 578/4000
6/6 [==============================] - 0s - loss: 45.6610
Epoch 579/4000
6/6 [==============================] - 0s - loss: 45.1082
Epoch 580/4000
6/6 [==============================] - 0s - loss: 44.5639
Epoch 581/4000
6/6 [==============================] - 0s - loss: 44.0298
Epoch 582/4000
6/6 [==============================] - 0s - loss: 43.5057
Epoch 583/4000
6/6 [==============================] - 0s - loss: 42.9901
Epoch 584/4000
6/6 [==============================] - 0s - loss: 42.4817
Epoch 585/4000
6/6 [==============================] - 0s - loss: 41.9793
Epoch 586/4000
6/6 [==============================] - 0s - loss: 41.4835
Epoch 587/4000
6/6 [==============================] - 0s - loss: 40.9952
Epoch 588/4000
6/6 [==============================] - 0s - loss: 40.5142
Epoch 589/4000
6/6 [==============================] - 0s - loss: 40.0404
Epoch 590/4000
6/6 [==============================] - 0s - loss: 39.5737
Epoch 591/4000
6/6 [==============================] - 0s - loss: 39.1146
Epoch 592/4000
6/6 [==============================] - 0s - loss: 38.6634
Epoch 593/4000
6/6 [==============================] - 0s - loss: 38.2200
Epoch 594/4000
6/6 [==============================] - 0s - loss: 37.7840
Epoch 595/4000
6/6 [==============================] - 0s - loss: 37.3555
Epoch 596/4000
6/6 [==============================] - 0s - loss: 36.9344
Epoch 597/4000
6/6 [==============================] - 0s - loss: 36.5204
Epoch 598/4000
6/6 [==============================] - 0s - loss: 36.1124
Epoch 599/4000
6/6 [==============================] - 0s - loss: 35.7095
Epoch 600/4000
6/6 [==============================] - 0s - loss: 35.3112
Epoch 601/4000
6/6 [==============================] - 0s - loss: 34.9171
Epoch 602/4000
6/6 [==============================] - 0s - loss: 34.5267
Epoch 603/4000
6/6 [==============================] - 0s - loss: 34.1396
Epoch 604/4000
6/6 [==============================] - 0s - loss: 33.7553
Epoch 605/4000
6/6 [==============================] - 0s - loss: 33.3728
Epoch 606/4000
6/6 [==============================] - 0s - loss: 32.9912
Epoch 607/4000
6/6 [==============================] - 0s - loss: 32.6089
Epoch 608/4000
6/6 [==============================] - 0s - loss: 32.2244
Epoch 609/4000
6/6 [==============================] - 0s - loss: 31.8363
Epoch 610/4000
6/6 [==============================] - 0s - loss: 31.4429
Epoch 611/4000
6/6 [==============================] - 0s - loss: 31.0424
Epoch 612/4000
6/6 [==============================] - 0s - loss: 30.6324
Epoch 613/4000
6/6 [==============================] - 0s - loss: 30.2108
Epoch 614/4000
6/6 [==============================] - 0s - loss: 29.7752
Epoch 615/4000
6/6 [==============================] - 0s - loss: 29.3238
Epoch 616/4000
6/6 [==============================] - 0s - loss: 28.8555
Epoch 617/4000
6/6 [==============================] - 0s - loss: 28.3711
Epoch 618/4000
6/6 [==============================] - 0s - loss: 27.8737
Epoch 619/4000
6/6 [==============================] - 0s - loss: 27.3690
Epoch 620/4000
6/6 [==============================] - 0s - loss: 26.8650
Epoch 621/4000
6/6 [==============================] - 0s - loss: 26.3714
Epoch 622/4000
6/6 [==============================] - 0s - loss: 25.8973
Epoch 623/4000
6/6 [==============================] - 0s - loss: 25.4488
Epoch 624/4000
6/6 [==============================] - 0s - loss: 25.0274
Epoch 625/4000
6/6 [==============================] - 0s - loss: 24.6298
Epoch 626/4000
6/6 [==============================] - 0s - loss: 24.2492
Epoch 627/4000
6/6 [==============================] - 0s - loss: 23.8769
Epoch 628/4000
6/6 [==============================] - 0s - loss: 23.5056
Epoch 629/4000
6/6 [==============================] - 0s - loss: 23.1295
Epoch 630/4000
6/6 [==============================] - 0s - loss: 22.7459
Epoch 631/4000
6/6 [==============================] - 0s - loss: 22.3545
Epoch 632/4000
6/6 [==============================] - 0s - loss: 21.9575
Epoch 633/4000
6/6 [==============================] - 0s - loss: 21.5583
Epoch 634/4000
6/6 [==============================] - 0s - loss: 21.1609
Epoch 635/4000
6/6 [==============================] - 0s - loss: 20.7689
Epoch 636/4000
6/6 [==============================] - 0s - loss: 20.3852
Epoch 637/4000
6/6 [==============================] - 0s - loss: 20.0113
Epoch 638/4000
6/6 [==============================] - 0s - loss: 19.6476
Epoch 639/4000
6/6 [==============================] - 0s - loss: 19.2932
Epoch 640/4000
6/6 [==============================] - 0s - loss: 18.9467
Epoch 641/4000
6/6 [==============================] - 0s - loss: 18.6063
Epoch 642/4000
6/6 [==============================] - 0s - loss: 18.2699
Epoch 643/4000
6/6 [==============================] - 0s - loss: 17.9357
Epoch 644/4000
6/6 [==============================] - 0s - loss: 17.6023
Epoch 645/4000
6/6 [==============================] - 0s - loss: 17.2685
Epoch 646/4000
6/6 [==============================] - 0s - loss: 16.9336
Epoch 647/4000
6/6 [==============================] - 0s - loss: 16.5972
Epoch 648/4000
6/6 [==============================] - 0s - loss: 16.2591
Epoch 649/4000
6/6 [==============================] - 0s - loss: 15.9197
Epoch 650/4000
6/6 [==============================] - 0s - loss: 15.5798
Epoch 651/4000
6/6 [==============================] - 0s - loss: 15.2403
Epoch 652/4000
6/6 [==============================] - 0s - loss: 14.9030
Epoch 653/4000
6/6 [==============================] - 0s - loss: 14.5695
Epoch 654/4000
6/6 [==============================] - 0s - loss: 14.2418
Epoch 655/4000
6/6 [==============================] - 0s - loss: 13.9220
Epoch 656/4000
6/6 [==============================] - 0s - loss: 13.6119
Epoch 657/4000
6/6 [==============================] - 0s - loss: 13.3128
Epoch 658/4000
6/6 [==============================] - 0s - loss: 13.0251
Epoch 659/4000
6/6 [==============================] - 0s - loss: 12.7489
Epoch 660/4000
6/6 [==============================] - 0s - loss: 12.4833
Epoch 661/4000
6/6 [==============================] - 0s - loss: 12.2271
Epoch 662/4000
6/6 [==============================] - 0s - loss: 11.9787
Epoch 663/4000
6/6 [==============================] - 0s - loss: 11.7366
Epoch 664/4000
6/6 [==============================] - 0s - loss: 11.4993
Epoch 665/4000
6/6 [==============================] - 0s - loss: 11.2656
Epoch 666/4000
6/6 [==============================] - 0s - loss: 11.0349
Epoch 667/4000
6/6 [==============================] - 0s - loss: 10.8068
Epoch 668/4000
6/6 [==============================] - 0s - loss: 10.5813
Epoch 669/4000
6/6 [==============================] - 0s - loss: 10.3588
Epoch 670/4000
6/6 [==============================] - 0s - loss: 10.1396
Epoch 671/4000
6/6 [==============================] - 0s - loss: 9.9243
Epoch 672/4000
6/6 [==============================] - 0s - loss: 9.7132
Epoch 673/4000
6/6 [==============================] - 0s - loss: 9.5068
Epoch 674/4000
6/6 [==============================] - 0s - loss: 9.3053
Epoch 675/4000
6/6 [==============================] - 0s - loss: 9.1089
Epoch 676/4000
6/6 [==============================] - 0s - loss: 8.9176
Epoch 677/4000
6/6 [==============================] - 0s - loss: 8.7314
Epoch 678/4000
6/6 [==============================] - 0s - loss: 8.5503
Epoch 679/4000
6/6 [==============================] - 0s - loss: 8.3740
Epoch 680/4000
6/6 [==============================] - 0s - loss: 8.2023
Epoch 681/4000
6/6 [==============================] - 0s - loss: 8.0351
Epoch 682/4000
6/6 [==============================] - 0s - loss: 7.8721
Epoch 683/4000
6/6 [==============================] - 0s - loss: 7.7130
Epoch 684/4000
6/6 [==============================] - 0s - loss: 7.5578
Epoch 685/4000
6/6 [==============================] - 0s - loss: 7.4063
Epoch 686/4000
6/6 [==============================] - 0s - loss: 7.2583
Epoch 687/4000
6/6 [==============================] - 0s - loss: 7.1135
Epoch 688/4000
6/6 [==============================] - 0s - loss: 6.9722
Epoch 689/4000
6/6 [==============================] - 0s - loss: 6.8340
Epoch 690/4000
6/6 [==============================] - 0s - loss: 6.6989
Epoch 691/4000
6/6 [==============================] - 0s - loss: 6.5669
Epoch 692/4000
6/6 [==============================] - 0s - loss: 6.4378
Epoch 693/4000
6/6 [==============================] - 0s - loss: 6.3117
Epoch 694/4000
6/6 [==============================] - 0s - loss: 6.1884
Epoch 695/4000
6/6 [==============================] - 0s - loss: 6.0679
Epoch 696/4000
6/6 [==============================] - 0s - loss: 5.9502
Epoch 697/4000
6/6 [==============================] - 0s - loss: 5.8351
Epoch 698/4000
6/6 [==============================] - 0s - loss: 5.7227
Epoch 699/4000
6/6 [==============================] - 0s - loss: 5.6128
Epoch 700/4000
6/6 [==============================] - 0s - loss: 5.5054
Epoch 701/4000
6/6 [==============================] - 0s - loss: 5.4004
Epoch 702/4000
6/6 [==============================] - 0s - loss: 5.2979
Epoch 703/4000
6/6 [==============================] - 0s - loss: 5.1976
Epoch 704/4000
6/6 [==============================] - 0s - loss: 5.0996
Epoch 705/4000
6/6 [==============================] - 0s - loss: 5.0038
Epoch 706/4000
6/6 [==============================] - 0s - loss: 4.9101
Epoch 707/4000
6/6 [==============================] - 0s - loss: 4.8186
Epoch 708/4000
6/6 [==============================] - 0s - loss: 4.7290
Epoch 709/4000
6/6 [==============================] - 0s - loss: 4.6414
Epoch 710/4000
6/6 [==============================] - 0s - loss: 4.5558
Epoch 711/4000
6/6 [==============================] - 0s - loss: 4.4720
Epoch 712/4000
6/6 [==============================] - 0s - loss: 4.3901
Epoch 713/4000
6/6 [==============================] - 0s - loss: 4.3100
Epoch 714/4000
6/6 [==============================] - 0s - loss: 4.2316
Epoch 715/4000
6/6 [==============================] - 0s - loss: 4.1549
Epoch 716/4000
6/6 [==============================] - 0s - loss: 4.0798
Epoch 717/4000
6/6 [==============================] - 0s - loss: 4.0064
Epoch 718/4000
6/6 [==============================] - 0s - loss: 3.9346
Epoch 719/4000
6/6 [==============================] - 0s - loss: 3.8643
Epoch 720/4000
6/6 [==============================] - 0s - loss: 3.7956
Epoch 721/4000
6/6 [==============================] - 0s - loss: 3.7283
Epoch 722/4000
6/6 [==============================] - 0s - loss: 3.6625
Epoch 723/4000
6/6 [==============================] - 0s - loss: 3.5980
Epoch 724/4000
6/6 [==============================] - 0s - loss: 3.5350
Epoch 725/4000
6/6 [==============================] - 0s - loss: 3.4733
Epoch 726/4000
6/6 [==============================] - 0s - loss: 3.4129
Epoch 727/4000
6/6 [==============================] - 0s - loss: 3.3537
Epoch 728/4000
6/6 [==============================] - 0s - loss: 3.2959
Epoch 729/4000
6/6 [==============================] - 0s - loss: 3.2392
Epoch 730/4000
6/6 [==============================] - 0s - loss: 3.1838
Epoch 731/4000
6/6 [==============================] - 0s - loss: 3.1295
Epoch 732/4000
6/6 [==============================] - 0s - loss: 3.0764
Epoch 733/4000
6/6 [==============================] - 0s - loss: 3.0243
Epoch 734/4000
6/6 [==============================] - 0s - loss: 2.9734
Epoch 735/4000
6/6 [==============================] - 0s - loss: 2.9235
Epoch 736/4000
6/6 [==============================] - 0s - loss: 2.8746
Epoch 737/4000
6/6 [==============================] - 0s - loss: 2.8268
Epoch 738/4000
6/6 [==============================] - 0s - loss: 2.7800
Epoch 739/4000
6/6 [==============================] - 0s - loss: 2.7341
Epoch 740/4000
6/6 [==============================] - 0s - loss: 2.6891
Epoch 741/4000
6/6 [==============================] - 0s - loss: 2.6451
Epoch 742/4000
6/6 [==============================] - 0s - loss: 2.6020
Epoch 743/4000
6/6 [==============================] - 0s - loss: 2.5597
Epoch 744/4000
6/6 [==============================] - 0s - loss: 2.5183
Epoch 745/4000
6/6 [==============================] - 0s - loss: 2.4777
Epoch 746/4000
6/6 [==============================] - 0s - loss: 2.4380
Epoch 747/4000
6/6 [==============================] - 0s - loss: 2.3990
Epoch 748/4000
6/6 [==============================] - 0s - loss: 2.3608
Epoch 749/4000
6/6 [==============================] - 0s - loss: 2.3234
Epoch 750/4000
6/6 [==============================] - 0s - loss: 2.2867
Epoch 751/4000
6/6 [==============================] - 0s - loss: 2.2507
Epoch 752/4000
6/6 [==============================] - 0s - loss: 2.2155
Epoch 753/4000
6/6 [==============================] - 0s - loss: 2.1809
Epoch 754/4000
6/6 [==============================] - 0s - loss: 2.1470
Epoch 755/4000
6/6 [==============================] - 0s - loss: 2.1137
Epoch 756/4000
6/6 [==============================] - 0s - loss: 2.0811
Epoch 757/4000
6/6 [==============================] - 0s - loss: 2.0490
Epoch 758/4000
6/6 [==============================] - 0s - loss: 2.0176
Epoch 759/4000
6/6 [==============================] - 0s - loss: 1.9868
Epoch 760/4000
6/6 [==============================] - 0s - loss: 1.9566
Epoch 761/4000
6/6 [==============================] - 0s - loss: 1.9269
Epoch 762/4000
6/6 [==============================] - 0s - loss: 1.8978
Epoch 763/4000
6/6 [==============================] - 0s - loss: 1.8692
Epoch 764/4000
6/6 [==============================] - 0s - loss: 1.8411
Epoch 765/4000
6/6 [==============================] - 0s - loss: 1.8136
Epoch 766/4000
6/6 [==============================] - 0s - loss: 1.7865
Epoch 767/4000
6/6 [==============================] - 0s - loss: 1.7599
Epoch 768/4000
6/6 [==============================] - 0s - loss: 1.7338
Epoch 769/4000
6/6 [==============================] - 0s - loss: 1.7082
Epoch 770/4000
6/6 [==============================] - 0s - loss: 1.6830
Epoch 771/4000
6/6 [==============================] - 0s - loss: 1.6583
Epoch 772/4000
6/6 [==============================] - 0s - loss: 1.6340
Epoch 773/4000
6/6 [==============================] - 0s - loss: 1.6102
Epoch 774/4000
6/6 [==============================] - 0s - loss: 1.5868
Epoch 775/4000
6/6 [==============================] - 0s - loss: 1.5637
Epoch 776/4000
6/6 [==============================] - 0s - loss: 1.5411
Epoch 777/4000
6/6 [==============================] - 0s - loss: 1.5189
Epoch 778/4000
6/6 [==============================] - 0s - loss: 1.4971
Epoch 779/4000
6/6 [==============================] - 0s - loss: 1.4756
Epoch 780/4000
6/6 [==============================] - 0s - loss: 1.4545
Epoch 781/4000
6/6 [==============================] - 0s - loss: 1.4338
Epoch 782/4000
6/6 [==============================] - 0s - loss: 1.4135
Epoch 783/4000
6/6 [==============================] - 0s - loss: 1.3935
Epoch 784/4000
6/6 [==============================] - 0s - loss: 1.3738
Epoch 785/4000
6/6 [==============================] - 0s - loss: 1.3546
Epoch 786/4000
6/6 [==============================] - 0s - loss: 1.3356
Epoch 787/4000
6/6 [==============================] - 0s - loss: 1.3170
Epoch 788/4000
6/6 [==============================] - 0s - loss: 1.2987
Epoch 789/4000
6/6 [==============================] - 0s - loss: 1.2807
Epoch 790/4000
6/6 [==============================] - 0s - loss: 1.2631
Epoch 791/4000
6/6 [==============================] - 0s - loss: 1.2458
Epoch 792/4000
6/6 [==============================] - 0s - loss: 1.2287
Epoch 793/4000
6/6 [==============================] - 0s - loss: 1.2120
Epoch 794/4000
6/6 [==============================] - 0s - loss: 1.1956
Epoch 795/4000
6/6 [==============================] - 0s - loss: 1.1795
Epoch 796/4000
6/6 [==============================] - 0s - loss: 1.1637
Epoch 797/4000
6/6 [==============================] - 0s - loss: 1.1482
Epoch 798/4000
6/6 [==============================] - 0s - loss: 1.1329
Epoch 799/4000
6/6 [==============================] - 0s - loss: 1.1180
Epoch 800/4000
6/6 [==============================] - 0s - loss: 1.1033
Epoch 801/4000
6/6 [==============================] - 0s - loss: 1.0888
Epoch 802/4000
6/6 [==============================] - 0s - loss: 1.0747
Epoch 803/4000
6/6 [==============================] - 0s - loss: 1.0608
Epoch 804/4000
6/6 [==============================] - 0s - loss: 1.0471
Epoch 805/4000
6/6 [==============================] - 0s - loss: 1.0337
Epoch 806/4000
6/6 [==============================] - 0s - loss: 1.0206
Epoch 807/4000
6/6 [==============================] - 0s - loss: 1.0077
Epoch 808/4000
6/6 [==============================] - 0s - loss: 0.9950
Epoch 809/4000
6/6 [==============================] - 0s - loss: 0.9826
Epoch 810/4000
6/6 [==============================] - 0s - loss: 0.9704
Epoch 811/4000
6/6 [==============================] - 0s - loss: 0.9584
Epoch 812/4000
6/6 [==============================] - 0s - loss: 0.9466
Epoch 813/4000
6/6 [==============================] - 0s - loss: 0.9351
Epoch 814/4000
6/6 [==============================] - 0s - loss: 0.9238
Epoch 815/4000
6/6 [==============================] - 0s - loss: 0.9126
Epoch 816/4000
6/6 [==============================] - 0s - loss: 0.9017
Epoch 817/4000
6/6 [==============================] - 0s - loss: 0.8910
Epoch 818/4000
6/6 [==============================] - 0s - loss: 0.8804
Epoch 819/4000
6/6 [==============================] - 0s - loss: 0.8701
Epoch 820/4000
6/6 [==============================] - 0s - loss: 0.8600
Epoch 821/4000
6/6 [==============================] - 0s - loss: 0.8500
Epoch 822/4000
6/6 [==============================] - 0s - loss: 0.8402
Epoch 823/4000
6/6 [==============================] - 0s - loss: 0.8306
Epoch 824/4000
6/6 [==============================] - 0s - loss: 0.8212
Epoch 825/4000
6/6 [==============================] - 0s - loss: 0.8119
Epoch 826/4000
6/6 [==============================] - 0s - loss: 0.8028
Epoch 827/4000
6/6 [==============================] - 0s - loss: 0.7939
Epoch 828/4000
6/6 [==============================] - 0s - loss: 0.7851
Epoch 829/4000
6/6 [==============================] - 0s - loss: 0.7765
Epoch 830/4000
6/6 [==============================] - 0s - loss: 0.7680
Epoch 831/4000
6/6 [==============================] - 0s - loss: 0.7597
Epoch 832/4000
6/6 [==============================] - 0s - loss: 0.7515
Epoch 833/4000
6/6 [==============================] - 0s - loss: 0.7435
Epoch 834/4000
6/6 [==============================] - 0s - loss: 0.7356
Epoch 835/4000
6/6 [==============================] - 0s - loss: 0.7279
Epoch 836/4000
6/6 [==============================] - 0s - loss: 0.7203
Epoch 837/4000
6/6 [==============================] - 0s - loss: 0.7128
Epoch 838/4000
6/6 [==============================] - 0s - loss: 0.7054
Epoch 839/4000
6/6 [==============================] - 0s - loss: 0.6982
Epoch 840/4000
6/6 [==============================] - 0s - loss: 0.6911
Epoch 841/4000
6/6 [==============================] - 0s - loss: 0.6842
Epoch 842/4000
6/6 [==============================] - 0s - loss: 0.6773
Epoch 843/4000
6/6 [==============================] - 0s - loss: 0.6706
Epoch 844/4000
6/6 [==============================] - 0s - loss: 0.6640
Epoch 845/4000
6/6 [==============================] - 0s - loss: 0.6575
Epoch 846/4000
6/6 [==============================] - 0s - loss: 0.6511
Epoch 847/4000
6/6 [==============================] - 0s - loss: 0.6448
Epoch 848/4000
6/6 [==============================] - 0s - loss: 0.6387
Epoch 849/4000
6/6 [==============================] - 0s - loss: 0.6326
Epoch 850/4000
6/6 [==============================] - 0s - loss: 0.6266
Epoch 851/4000
6/6 [==============================] - 0s - loss: 0.6208
Epoch 852/4000
6/6 [==============================] - 0s - loss: 0.6150
Epoch 853/4000
6/6 [==============================] - 0s - loss: 0.6093
Epoch 854/4000
6/6 [==============================] - 0s - loss: 0.6038
Epoch 855/4000
6/6 [==============================] - 0s - loss: 0.5983
Epoch 856/4000
6/6 [==============================] - 0s - loss: 0.5929
Epoch 857/4000
6/6 [==============================] - 0s - loss: 0.5876
Epoch 858/4000
6/6 [==============================] - 0s - loss: 0.5824
Epoch 859/4000
6/6 [==============================] - 0s - loss: 0.5773
Epoch 860/4000
6/6 [==============================] - 0s - loss: 0.5722
Epoch 861/4000
6/6 [==============================] - 0s - loss: 0.5673
Epoch 862/4000
6/6 [==============================] - 0s - loss: 0.5624
Epoch 863/4000
6/6 [==============================] - 0s - loss: 0.5576
Epoch 864/4000
6/6 [==============================] - 0s - loss: 0.5528
Epoch 865/4000
6/6 [==============================] - 0s - loss: 0.5482
Epoch 866/4000
6/6 [==============================] - 0s - loss: 0.5436
Epoch 867/4000
6/6 [==============================] - 0s - loss: 0.5391
Epoch 868/4000
6/6 [==============================] - 0s - loss: 0.5346
Epoch 869/4000
6/6 [==============================] - 0s - loss: 0.5303
Epoch 870/4000
6/6 [==============================] - 0s - loss: 0.5260
Epoch 871/4000
6/6 [==============================] - 0s - loss: 0.5217
Epoch 872/4000
6/6 [==============================] - 0s - loss: 0.5175
Epoch 873/4000
6/6 [==============================] - 0s - loss: 0.5134
Epoch 874/4000
6/6 [==============================] - 0s - loss: 0.5094
Epoch 875/4000
6/6 [==============================] - 0s - loss: 0.5054
Epoch 876/4000
6/6 [==============================] - 0s - loss: 0.5014
Epoch 877/4000
6/6 [==============================] - 0s - loss: 0.4975
Epoch 878/4000
6/6 [==============================] - 0s - loss: 0.4937
Epoch 879/4000
6/6 [==============================] - 0s - loss: 0.4899
Epoch 880/4000
6/6 [==============================] - 0s - loss: 0.4862
Epoch 881/4000
6/6 [==============================] - 0s - loss: 0.4825
Epoch 882/4000
6/6 [==============================] - 0s - loss: 0.4789
Epoch 883/4000
6/6 [==============================] - 0s - loss: 0.4753
Epoch 884/4000
6/6 [==============================] - 0s - loss: 0.4718
Epoch 885/4000
6/6 [==============================] - 0s - loss: 0.4683
Epoch 886/4000
6/6 [==============================] - 0s - loss: 0.4649
Epoch 887/4000
6/6 [==============================] - 0s - loss: 0.4615
Epoch 888/4000
6/6 [==============================] - 0s - loss: 0.4581
Epoch 889/4000
6/6 [==============================] - 0s - loss: 0.4548
Epoch 890/4000
6/6 [==============================] - 0s - loss: 0.4516
Epoch 891/4000
6/6 [==============================] - 0s - loss: 0.4483
Epoch 892/4000
6/6 [==============================] - 0s - loss: 0.4451
Epoch 893/4000
6/6 [==============================] - 0s - loss: 0.4420
Epoch 894/4000
6/6 [==============================] - 0s - loss: 0.4388
Epoch 895/4000
6/6 [==============================] - 0s - loss: 0.4358
Epoch 896/4000
6/6 [==============================] - 0s - loss: 0.4327
Epoch 897/4000
6/6 [==============================] - 0s - loss: 0.4297
Epoch 898/4000
6/6 [==============================] - 0s - loss: 0.4267
Epoch 899/4000
6/6 [==============================] - 0s - loss: 0.4237
Epoch 900/4000
6/6 [==============================] - 0s - loss: 0.4208
Epoch 901/4000
6/6 [==============================] - 0s - loss: 0.4179
Epoch 902/4000
6/6 [==============================] - 0s - loss: 0.4150
Epoch 903/4000
6/6 [==============================] - 0s - loss: 0.4122
Epoch 904/4000
6/6 [==============================] - 0s - loss: 0.4094
Epoch 905/4000
6/6 [==============================] - 0s - loss: 0.4066
Epoch 906/4000
6/6 [==============================] - 0s - loss: 0.4038
Epoch 907/4000
6/6 [==============================] - 0s - loss: 0.4010
Epoch 908/4000
6/6 [==============================] - 0s - loss: 0.3983
Epoch 909/4000
6/6 [==============================] - 0s - loss: 0.3956
Epoch 910/4000
6/6 [==============================] - 0s - loss: 0.3929
Epoch 911/4000
6/6 [==============================] - 0s - loss: 0.3903
Epoch 912/4000
6/6 [==============================] - 0s - loss: 0.3876
Epoch 913/4000
6/6 [==============================] - 0s - loss: 0.3850
Epoch 914/4000
6/6 [==============================] - 0s - loss: 0.3824
Epoch 915/4000
6/6 [==============================] - 0s - loss: 0.3798
Epoch 916/4000
6/6 [==============================] - 0s - loss: 0.3772
Epoch 917/4000
6/6 [==============================] - 0s - loss: 0.3747
Epoch 918/4000
6/6 [==============================] - 0s - loss: 0.3721
Epoch 919/4000
6/6 [==============================] - 0s - loss: 0.3696
Epoch 920/4000
6/6 [==============================] - 0s - loss: 0.3671
Epoch 921/4000
6/6 [==============================] - 0s - loss: 0.3645
Epoch 922/4000
6/6 [==============================] - 0s - loss: 0.3620
Epoch 923/4000
6/6 [==============================] - 0s - loss: 0.3596
Epoch 924/4000
6/6 [==============================] - 0s - loss: 0.3571
Epoch 925/4000
6/6 [==============================] - 0s - loss: 0.3546
Epoch 926/4000
6/6 [==============================] - 0s - loss: 0.3522
Epoch 927/4000
6/6 [==============================] - 0s - loss: 0.3497
Epoch 928/4000
6/6 [==============================] - 0s - loss: 0.3473
Epoch 929/4000
6/6 [==============================] - 0s - loss: 0.3449
Epoch 930/4000
6/6 [==============================] - 0s - loss: 0.3424
Epoch 931/4000
6/6 [==============================] - 0s - loss: 0.3400
Epoch 932/4000
6/6 [==============================] - 0s - loss: 0.3376
Epoch 933/4000
6/6 [==============================] - 0s - loss: 0.3352
Epoch 934/4000
6/6 [==============================] - 0s - loss: 0.3328
Epoch 935/4000
6/6 [==============================] - 0s - loss: 0.3304
Epoch 936/4000
6/6 [==============================] - 0s - loss: 0.3280
Epoch 937/4000
6/6 [==============================] - 0s - loss: 0.3257
Epoch 938/4000
6/6 [==============================] - 0s - loss: 0.3233
Epoch 939/4000
6/6 [==============================] - 0s - loss: 0.3209
Epoch 940/4000
6/6 [==============================] - 0s - loss: 0.3185
Epoch 941/4000
6/6 [==============================] - 0s - loss: 0.3162
Epoch 942/4000
6/6 [==============================] - 0s - loss: 0.3138
Epoch 943/4000
6/6 [==============================] - 0s - loss: 0.3114
Epoch 944/4000
6/6 [==============================] - 0s - loss: 0.3091
Epoch 945/4000
6/6 [==============================] - 0s - loss: 0.3067
Epoch 946/4000
6/6 [==============================] - 0s - loss: 0.3044
Epoch 947/4000
6/6 [==============================] - 0s - loss: 0.3020
Epoch 948/4000
6/6 [==============================] - 0s - loss: 0.2996
Epoch 949/4000
6/6 [==============================] - 0s - loss: 0.2973
Epoch 950/4000
6/6 [==============================] - 0s - loss: 0.2949
Epoch 951/4000
6/6 [==============================] - 0s - loss: 0.2926
Epoch 952/4000
6/6 [==============================] - 0s - loss: 0.2902
Epoch 953/4000
6/6 [==============================] - 0s - loss: 0.2879
Epoch 954/4000
6/6 [==============================] - 0s - loss: 0.2855
Epoch 955/4000
6/6 [==============================] - 0s - loss: 0.2832
Epoch 956/4000
6/6 [==============================] - 0s - loss: 0.2808
Epoch 957/4000
6/6 [==============================] - 0s - loss: 0.2785
Epoch 958/4000
6/6 [==============================] - 0s - loss: 0.2761
Epoch 959/4000
6/6 [==============================] - 0s - loss: 0.2738
Epoch 960/4000
6/6 [==============================] - 0s - loss: 0.2714
Epoch 961/4000
6/6 [==============================] - 0s - loss: 0.2691
Epoch 962/4000
6/6 [==============================] - 0s - loss: 0.2667
Epoch 963/4000
6/6 [==============================] - 0s - loss: 0.2644
Epoch 964/4000
6/6 [==============================] - 0s - loss: 0.2620
Epoch 965/4000
6/6 [==============================] - 0s - loss: 0.2597
Epoch 966/4000
6/6 [==============================] - 0s - loss: 0.2573
Epoch 967/4000
6/6 [==============================] - 0s - loss: 0.2550
Epoch 968/4000
6/6 [==============================] - 0s - loss: 0.2526
Epoch 969/4000
6/6 [==============================] - 0s - loss: 0.2503
Epoch 970/4000
6/6 [==============================] - 0s - loss: 0.2480
Epoch 971/4000
6/6 [==============================] - 0s - loss: 0.2456
Epoch 972/4000
6/6 [==============================] - 0s - loss: 0.2433
Epoch 973/4000
6/6 [==============================] - 0s - loss: 0.2409
Epoch 974/4000
6/6 [==============================] - 0s - loss: 0.2386
Epoch 975/4000
6/6 [==============================] - 0s - loss: 0.2362
Epoch 976/4000
6/6 [==============================] - 0s - loss: 0.2339
Epoch 977/4000
6/6 [==============================] - 0s - loss: 0.2315
Epoch 978/4000
6/6 [==============================] - 0s - loss: 0.2292
Epoch 979/4000
6/6 [==============================] - 0s - loss: 0.2269
Epoch 980/4000
6/6 [==============================] - 0s - loss: 0.2245
Epoch 981/4000
6/6 [==============================] - 0s - loss: 0.2222
Epoch 982/4000
6/6 [==============================] - 0s - loss: 0.2199
Epoch 983/4000
6/6 [==============================] - 0s - loss: 0.2175
Epoch 984/4000
6/6 [==============================] - 0s - loss: 0.2152
Epoch 985/4000
6/6 [==============================] - 0s - loss: 0.2129
Epoch 986/4000
6/6 [==============================] - 0s - loss: 0.2105
Epoch 987/4000
6/6 [==============================] - 0s - loss: 0.2082
Epoch 988/4000
6/6 [==============================] - 0s - loss: 0.2059
Epoch 989/4000
6/6 [==============================] - 0s - loss: 0.2036
Epoch 990/4000
6/6 [==============================] - 0s - loss: 0.2013
Epoch 991/4000
6/6 [==============================] - 0s - loss: 0.1990
Epoch 992/4000
6/6 [==============================] - 0s - loss: 0.1967
Epoch 993/4000
6/6 [==============================] - 0s - loss: 0.1944
Epoch 994/4000
6/6 [==============================] - 0s - loss: 0.1921
Epoch 995/4000
6/6 [==============================] - 0s - loss: 0.1898
Epoch 996/4000
6/6 [==============================] - 0s - loss: 0.1875
Epoch 997/4000
6/6 [==============================] - 0s - loss: 0.1852
Epoch 998/4000
6/6 [==============================] - 0s - loss: 0.1829
Epoch 999/4000
6/6 [==============================] - 0s - loss: 0.1807
Epoch 1000/4000
6/6 [==============================] - 0s - loss: 0.1784
Epoch 1001/4000
6/6 [==============================] - 0s - loss: 0.1761
Epoch 1002/4000
6/6 [==============================] - 0s - loss: 0.1739
Epoch 1003/4000
6/6 [==============================] - 0s - loss: 0.1716
Epoch 1004/4000
6/6 [==============================] - 0s - loss: 0.1694
Epoch 1005/4000
6/6 [==============================] - 0s - loss: 0.1672
Epoch 1006/4000
6/6 [==============================] - 0s - loss: 0.1650
Epoch 1007/4000
6/6 [==============================] - 0s - loss: 0.1628
Epoch 1008/4000
6/6 [==============================] - 0s - loss: 0.1606
Epoch 1009/4000
6/6 [==============================] - 0s - loss: 0.1584
Epoch 1010/4000
6/6 [==============================] - 0s - loss: 0.1562
Epoch 1011/4000
6/6 [==============================] - 0s - loss: 0.1540
Epoch 1012/4000
6/6 [==============================] - 0s - loss: 0.1519
Epoch 1013/4000
6/6 [==============================] - 0s - loss: 0.1498
Epoch 1014/4000
6/6 [==============================] - 0s - loss: 0.1476
Epoch 1015/4000
6/6 [==============================] - 0s - loss: 0.1455
Epoch 1016/4000
6/6 [==============================] - 0s - loss: 0.1434
Epoch 1017/4000
6/6 [==============================] - 0s - loss: 0.1414
Epoch 1018/4000
6/6 [==============================] - 0s - loss: 0.1393
Epoch 1019/4000
6/6 [==============================] - 0s - loss: 0.1372
Epoch 1020/4000
6/6 [==============================] - 0s - loss: 0.1352
Epoch 1021/4000
6/6 [==============================] - 0s - loss: 0.1332
Epoch 1022/4000
6/6 [==============================] - 0s - loss: 0.1312
Epoch 1023/4000
6/6 [==============================] - 0s - loss: 0.1292
Epoch 1024/4000
6/6 [==============================] - 0s - loss: 0.1272
Epoch 1025/4000
6/6 [==============================] - 0s - loss: 0.1253
Epoch 1026/4000
6/6 [==============================] - 0s - loss: 0.1234
Epoch 1027/4000
6/6 [==============================] - 0s - loss: 0.1214
Epoch 1028/4000
6/6 [==============================] - 0s - loss: 0.1196
Epoch 1029/4000
6/6 [==============================] - 0s - loss: 0.1177
Epoch 1030/4000
6/6 [==============================] - 0s - loss: 0.1158
Epoch 1031/4000
6/6 [==============================] - 0s - loss: 0.1140
Epoch 1032/4000
6/6 [==============================] - 0s - loss: 0.1122
Epoch 1033/4000
6/6 [==============================] - 0s - loss: 0.1104
Epoch 1034/4000
6/6 [==============================] - 0s - loss: 0.1086
Epoch 1035/4000
6/6 [==============================] - 0s - loss: 0.1069
Epoch 1036/4000
6/6 [==============================] - 0s - loss: 0.1051
Epoch 1037/4000
6/6 [==============================] - 0s - loss: 0.1034
Epoch 1038/4000
6/6 [==============================] - 0s - loss: 0.1017
Epoch 1039/4000
6/6 [==============================] - 0s - loss: 0.1001
Epoch 1040/4000
6/6 [==============================] - 0s - loss: 0.0984
Epoch 1041/4000
6/6 [==============================] - 0s - loss: 0.0968
Epoch 1042/4000
6/6 [==============================] - 0s - loss: 0.0952
Epoch 1043/4000
6/6 [==============================] - 0s - loss: 0.0936
Epoch 1044/4000
6/6 [==============================] - 0s - loss: 0.0920
Epoch 1045/4000
6/6 [==============================] - 0s - loss: 0.0905
Epoch 1046/4000
6/6 [==============================] - 0s - loss: 0.0889
Epoch 1047/4000
6/6 [==============================] - 0s - loss: 0.0874
Epoch 1048/4000
6/6 [==============================] - 0s - loss: 0.0859
Epoch 1049/4000
6/6 [==============================] - 0s - loss: 0.0845
Epoch 1050/4000
6/6 [==============================] - 0s - loss: 0.0830
Epoch 1051/4000
6/6 [==============================] - 0s - loss: 0.0816
Epoch 1052/4000
6/6 [==============================] - 0s - loss: 0.0802
Epoch 1053/4000
6/6 [==============================] - 0s - loss: 0.0788
Epoch 1054/4000
6/6 [==============================] - 0s - loss: 0.0774
Epoch 1055/4000
6/6 [==============================] - 0s - loss: 0.0761
Epoch 1056/4000
6/6 [==============================] - 0s - loss: 0.0747
Epoch 1057/4000
6/6 [==============================] - 0s - loss: 0.0734
Epoch 1058/4000
6/6 [==============================] - 0s - loss: 0.0721
Epoch 1059/4000
6/6 [==============================] - 0s - loss: 0.0709
Epoch 1060/4000
6/6 [==============================] - 0s - loss: 0.0696
Epoch 1061/4000
6/6 [==============================] - 0s - loss: 0.0684
Epoch 1062/4000
6/6 [==============================] - 0s - loss: 0.0671
Epoch 1063/4000
6/6 [==============================] - 0s - loss: 0.0659
Epoch 1064/4000
6/6 [==============================] - 0s - loss: 0.0648
Epoch 1065/4000
6/6 [==============================] - 0s - loss: 0.0636
Epoch 1066/4000
6/6 [==============================] - 0s - loss: 0.0625
Epoch 1067/4000
6/6 [==============================] - 0s - loss: 0.0613
Epoch 1068/4000
6/6 [==============================] - 0s - loss: 0.0602
Epoch 1069/4000
6/6 [==============================] - 0s - loss: 0.0591
Epoch 1070/4000
6/6 [==============================] - 0s - loss: 0.0580
Epoch 1071/4000
6/6 [==============================] - 0s - loss: 0.0570
Epoch 1072/4000
6/6 [==============================] - 0s - loss: 0.0559
Epoch 1073/4000
6/6 [==============================] - 0s - loss: 0.0549
Epoch 1074/4000
6/6 [==============================] - 0s - loss: 0.0539
Epoch 1075/4000
6/6 [==============================] - 0s - loss: 0.0529
Epoch 1076/4000
6/6 [==============================] - 0s - loss: 0.0519
Epoch 1077/4000
6/6 [==============================] - 0s - loss: 0.0510
Epoch 1078/4000
6/6 [==============================] - 0s - loss: 0.0500
Epoch 1079/4000
6/6 [==============================] - 0s - loss: 0.0491
Epoch 1080/4000
6/6 [==============================] - 0s - loss: 0.0482
Epoch 1081/4000
6/6 [==============================] - 0s - loss: 0.0473
Epoch 1082/4000
6/6 [==============================] - 0s - loss: 0.0464
Epoch 1083/4000
6/6 [==============================] - 0s - loss: 0.0455
Epoch 1084/4000
6/6 [==============================] - 0s - loss: 0.0447
Epoch 1085/4000
6/6 [==============================] - 0s - loss: 0.0438
Epoch 1086/4000
6/6 [==============================] - 0s - loss: 0.0430
Epoch 1087/4000
6/6 [==============================] - 0s - loss: 0.0422
Epoch 1088/4000
6/6 [==============================] - 0s - loss: 0.0414
Epoch 1089/4000
6/6 [==============================] - 0s - loss: 0.0406
Epoch 1090/4000
6/6 [==============================] - 0s - loss: 0.0398
Epoch 1091/4000
6/6 [==============================] - 0s - loss: 0.0391
Epoch 1092/4000
6/6 [==============================] - 0s - loss: 0.0383
Epoch 1093/4000
6/6 [==============================] - 0s - loss: 0.0376
Epoch 1094/4000
6/6 [==============================] - 0s - loss: 0.0368
Epoch 1095/4000
6/6 [==============================] - 0s - loss: 0.0361
Epoch 1096/4000
6/6 [==============================] - 0s - loss: 0.0354
Epoch 1097/4000
6/6 [==============================] - 0s - loss: 0.0348
Epoch 1098/4000
6/6 [==============================] - 0s - loss: 0.0341
Epoch 1099/4000
6/6 [==============================] - 0s - loss: 0.0334
Epoch 1100/4000
6/6 [==============================] - 0s - loss: 0.0328
Epoch 1101/4000
6/6 [==============================] - 0s - loss: 0.0321
Epoch 1102/4000
6/6 [==============================] - 0s - loss: 0.0315
Epoch 1103/4000
6/6 [==============================] - 0s - loss: 0.0309
Epoch 1104/4000
6/6 [==============================] - 0s - loss: 0.0303
Epoch 1105/4000
6/6 [==============================] - 0s - loss: 0.0297
Epoch 1106/4000
6/6 [==============================] - 0s - loss: 0.0291
Epoch 1107/4000
6/6 [==============================] - 0s - loss: 0.0285
Epoch 1108/4000
6/6 [==============================] - 0s - loss: 0.0280
Epoch 1109/4000
6/6 [==============================] - 0s - loss: 0.0274
Epoch 1110/4000
6/6 [==============================] - 0s - loss: 0.0269
Epoch 1111/4000
6/6 [==============================] - 0s - loss: 0.0263
Epoch 1112/4000
6/6 [==============================] - 0s - loss: 0.0258
Epoch 1113/4000
6/6 [==============================] - 0s - loss: 0.0253
Epoch 1114/4000
6/6 [==============================] - 0s - loss: 0.0248
Epoch 1115/4000
6/6 [==============================] - 0s - loss: 0.0243
Epoch 1116/4000
6/6 [==============================] - 0s - loss: 0.0238
Epoch 1117/4000
6/6 [==============================] - 0s - loss: 0.0233
Epoch 1118/4000
6/6 [==============================] - 0s - loss: 0.0229
Epoch 1119/4000
6/6 [==============================] - 0s - loss: 0.0224
Epoch 1120/4000
6/6 [==============================] - 0s - loss: 0.0219
Epoch 1121/4000
6/6 [==============================] - 0s - loss: 0.0215
Epoch 1122/4000
6/6 [==============================] - 0s - loss: 0.0211
Epoch 1123/4000
6/6 [==============================] - 0s - loss: 0.0206
Epoch 1124/4000
6/6 [==============================] - 0s - loss: 0.0202
Epoch 1125/4000
6/6 [==============================] - 0s - loss: 0.0198
Epoch 1126/4000
6/6 [==============================] - 0s - loss: 0.0194
Epoch 1127/4000
6/6 [==============================] - 0s - loss: 0.0190
Epoch 1128/4000
6/6 [==============================] - 0s - loss: 0.0186
Epoch 1129/4000
6/6 [==============================] - 0s - loss: 0.0182
Epoch 1130/4000
6/6 [==============================] - 0s - loss: 0.0179
Epoch 1131/4000
6/6 [==============================] - 0s - loss: 0.0175
Epoch 1132/4000
6/6 [==============================] - 0s - loss: 0.0171
Epoch 1133/4000
6/6 [==============================] - 0s - loss: 0.0168
Epoch 1134/4000
6/6 [==============================] - 0s - loss: 0.0164
Epoch 1135/4000
6/6 [==============================] - 0s - loss: 0.0161
Epoch 1136/4000
6/6 [==============================] - 0s - loss: 0.0158
Epoch 1137/4000
6/6 [==============================] - 0s - loss: 0.0154
Epoch 1138/4000
6/6 [==============================] - 0s - loss: 0.0151
Epoch 1139/4000
6/6 [==============================] - 0s - loss: 0.0148
Epoch 1140/4000
6/6 [==============================] - 0s - loss: 0.0145
Epoch 1141/4000
6/6 [==============================] - 0s - loss: 0.0142
Epoch 1142/4000
6/6 [==============================] - 0s - loss: 0.0139
Epoch 1143/4000
6/6 [==============================] - 0s - loss: 0.0136
Epoch 1144/4000
6/6 [==============================] - 0s - loss: 0.0133
Epoch 1145/4000
6/6 [==============================] - 0s - loss: 0.0130
Epoch 1146/4000
6/6 [==============================] - 0s - loss: 0.0127
Epoch 1147/4000
6/6 [==============================] - 0s - loss: 0.0125
Epoch 1148/4000
6/6 [==============================] - 0s - loss: 0.0122
Epoch 1149/4000
6/6 [==============================] - 0s - loss: 0.0120
Epoch 1150/4000
6/6 [==============================] - 0s - loss: 0.0117
Epoch 1151/4000
6/6 [==============================] - 0s - loss: 0.0115
Epoch 1152/4000
6/6 [==============================] - 0s - loss: 0.0112
Epoch 1153/4000
6/6 [==============================] - 0s - loss: 0.0110
Epoch 1154/4000
6/6 [==============================] - 0s - loss: 0.0107
Epoch 1155/4000
6/6 [==============================] - 0s - loss: 0.0105
Epoch 1156/4000
6/6 [==============================] - 0s - loss: 0.0103
Epoch 1157/4000
6/6 [==============================] - 0s - loss: 0.0101
Epoch 1158/4000
6/6 [==============================] - 0s - loss: 0.0098
Epoch 1159/4000
6/6 [==============================] - 0s - loss: 0.0096
Epoch 1160/4000
6/6 [==============================] - 0s - loss: 0.0094
Epoch 1161/4000
6/6 [==============================] - 0s - loss: 0.0092
Epoch 1162/4000
6/6 [==============================] - 0s - loss: 0.0090
Epoch 1163/4000
6/6 [==============================] - 0s - loss: 0.0088
Epoch 1164/4000
6/6 [==============================] - 0s - loss: 0.0086
Epoch 1165/4000
6/6 [==============================] - 0s - loss: 0.0084
Epoch 1166/4000
6/6 [==============================] - 0s - loss: 0.0083
Epoch 1167/4000
6/6 [==============================] - 0s - loss: 0.0081
Epoch 1168/4000
6/6 [==============================] - 0s - loss: 0.0079
Epoch 1169/4000
6/6 [==============================] - 0s - loss: 0.0077
Epoch 1170/4000
6/6 [==============================] - 0s - loss: 0.0076
Epoch 1171/4000
6/6 [==============================] - 0s - loss: 0.0074
Epoch 1172/4000
6/6 [==============================] - 0s - loss: 0.0072
Epoch 1173/4000
6/6 [==============================] - 0s - loss: 0.0071
Epoch 1174/4000
6/6 [==============================] - 0s - loss: 0.0069
Epoch 1175/4000
6/6 [==============================] - 0s - loss: 0.0068
Epoch 1176/4000
6/6 [==============================] - 0s - loss: 0.0066
Epoch 1177/4000
6/6 [==============================] - 0s - loss: 0.0065
Epoch 1178/4000
6/6 [==============================] - 0s - loss: 0.0063
Epoch 1179/4000
6/6 [==============================] - 0s - loss: 0.0062
Epoch 1180/4000
6/6 [==============================] - 0s - loss: 0.0061
Epoch 1181/4000
6/6 [==============================] - 0s - loss: 0.0059
Epoch 1182/4000
6/6 [==============================] - 0s - loss: 0.0058
Epoch 1183/4000
6/6 [==============================] - 0s - loss: 0.0057
Epoch 1184/4000
6/6 [==============================] - 0s - loss: 0.0055
Epoch 1185/4000
6/6 [==============================] - 0s - loss: 0.0054
Epoch 1186/4000
6/6 [==============================] - 0s - loss: 0.0053
Epoch 1187/4000
6/6 [==============================] - 0s - loss: 0.0052
Epoch 1188/4000
6/6 [==============================] - 0s - loss: 0.0051
Epoch 1189/4000
6/6 [==============================] - 0s - loss: 0.0049
Epoch 1190/4000
6/6 [==============================] - 0s - loss: 0.0048
Epoch 1191/4000
6/6 [==============================] - 0s - loss: 0.0047
Epoch 1192/4000
6/6 [==============================] - 0s - loss: 0.0046
Epoch 1193/4000
6/6 [==============================] - 0s - loss: 0.0045
Epoch 1194/4000
6/6 [==============================] - 0s - loss: 0.0044
Epoch 1195/4000
6/6 [==============================] - 0s - loss: 0.0043
Epoch 1196/4000
6/6 [==============================] - 0s - loss: 0.0042
Epoch 1197/4000
6/6 [==============================] - 0s - loss: 0.0041
Epoch 1198/4000
6/6 [==============================] - 0s - loss: 0.0040
Epoch 1199/4000
6/6 [==============================] - 0s - loss: 0.0039
Epoch 1200/4000
6/6 [==============================] - 0s - loss: 0.0038
Epoch 1201/4000
6/6 [==============================] - 0s - loss: 0.0038
Epoch 1202/4000
6/6 [==============================] - 0s - loss: 0.0037
Epoch 1203/4000
6/6 [==============================] - 0s - loss: 0.0036
Epoch 1204/4000
6/6 [==============================] - 0s - loss: 0.0035
Epoch 1205/4000
6/6 [==============================] - 0s - loss: 0.0034
Epoch 1206/4000
6/6 [==============================] - 0s - loss: 0.0034
Epoch 1207/4000
6/6 [==============================] - 0s - loss: 0.0033
Epoch 1208/4000
6/6 [==============================] - 0s - loss: 0.0032
Epoch 1209/4000
6/6 [==============================] - 0s - loss: 0.0031
Epoch 1210/4000
6/6 [==============================] - 0s - loss: 0.0031
Epoch 1211/4000
6/6 [==============================] - 0s - loss: 0.0030
Epoch 1212/4000
6/6 [==============================] - 0s - loss: 0.0029
Epoch 1213/4000
6/6 [==============================] - 0s - loss: 0.0028
Epoch 1214/4000
6/6 [==============================] - 0s - loss: 0.0028
Epoch 1215/4000
6/6 [==============================] - 0s - loss: 0.0027
Epoch 1216/4000
6/6 [==============================] - 0s - loss: 0.0027
Epoch 1217/4000
6/6 [==============================] - 0s - loss: 0.0026
Epoch 1218/4000
6/6 [==============================] - 0s - loss: 0.0025
Epoch 1219/4000
6/6 [==============================] - 0s - loss: 0.0025
Epoch 1220/4000
6/6 [==============================] - 0s - loss: 0.0024
Epoch 1221/4000
6/6 [==============================] - 0s - loss: 0.0024
Epoch 1222/4000
6/6 [==============================] - 0s - loss: 0.0023
Epoch 1223/4000
6/6 [==============================] - 0s - loss: 0.0023
Epoch 1224/4000
6/6 [==============================] - 0s - loss: 0.0022
Epoch 1225/4000
6/6 [==============================] - 0s - loss: 0.0022
Epoch 1226/4000
6/6 [==============================] - 0s - loss: 0.0021
Epoch 1227/4000
6/6 [==============================] - 0s - loss: 0.0021
Epoch 1228/4000
6/6 [==============================] - 0s - loss: 0.0020
Epoch 1229/4000
6/6 [==============================] - 0s - loss: 0.0020
Epoch 1230/4000
6/6 [==============================] - 0s - loss: 0.0019
Epoch 1231/4000
6/6 [==============================] - 0s - loss: 0.0019
Epoch 1232/4000
6/6 [==============================] - 0s - loss: 0.0018
Epoch 1233/4000
6/6 [==============================] - 0s - loss: 0.0018
Epoch 1234/4000
6/6 [==============================] - 0s - loss: 0.0017
Epoch 1235/4000
6/6 [==============================] - 0s - loss: 0.0017
Epoch 1236/4000
6/6 [==============================] - 0s - loss: 0.0017
Epoch 1237/4000
6/6 [==============================] - 0s - loss: 0.0016
Epoch 1238/4000
6/6 [==============================] - 0s - loss: 0.0016
Epoch 1239/4000
6/6 [==============================] - 0s - loss: 0.0015
Epoch 1240/4000
6/6 [==============================] - 0s - loss: 0.0015
Epoch 1241/4000
6/6 [==============================] - 0s - loss: 0.0015
Epoch 1242/4000
6/6 [==============================] - 0s - loss: 0.0014
Epoch 1243/4000
6/6 [==============================] - 0s - loss: 0.0014
Epoch 1244/4000
6/6 [==============================] - 0s - loss: 0.0014
Epoch 1245/4000
6/6 [==============================] - 0s - loss: 0.0013
Epoch 1246/4000
6/6 [==============================] - 0s - loss: 0.0013
Epoch 1247/4000
6/6 [==============================] - 0s - loss: 0.0013
Epoch 1248/4000
6/6 [==============================] - 0s - loss: 0.0012
Epoch 1249/4000
6/6 [==============================] - 0s - loss: 0.0012
Epoch 1250/4000
6/6 [==============================] - 0s - loss: 0.0012
Epoch 1251/4000
6/6 [==============================] - 0s - loss: 0.0012
Epoch 1252/4000
6/6 [==============================] - 0s - loss: 0.0011
Epoch 1253/4000
6/6 [==============================] - 0s - loss: 0.0011
Epoch 1254/4000
6/6 [==============================] - 0s - loss: 0.0011
Epoch 1255/4000
6/6 [==============================] - 0s - loss: 0.0011
Epoch 1256/4000
6/6 [==============================] - 0s - loss: 0.0010
Epoch 1257/4000
6/6 [==============================] - 0s - loss: 0.0010
Epoch 1258/4000
6/6 [==============================] - 0s - loss: 9.7887e-04
Epoch 1259/4000
6/6 [==============================] - 0s - loss: 9.5553e-04
Epoch 1260/4000
6/6 [==============================] - 0s - loss: 9.3274e-04
Epoch 1261/4000
6/6 [==============================] - 0s - loss: 9.1043e-04
Epoch 1262/4000
6/6 [==============================] - 0s - loss: 8.8866e-04
Epoch 1263/4000
6/6 [==============================] - 0s - loss: 8.6743e-04
Epoch 1264/4000
6/6 [==============================] - 0s - loss: 8.4665e-04
Epoch 1265/4000
6/6 [==============================] - 0s - loss: 8.2633e-04
Epoch 1266/4000
6/6 [==============================] - 0s - loss: 8.0655e-04
Epoch 1267/4000
6/6 [==============================] - 0s - loss: 7.8721e-04
Epoch 1268/4000
6/6 [==============================] - 0s - loss: 7.6829e-04
Epoch 1269/4000
6/6 [==============================] - 0s - loss: 7.4987e-04
Epoch 1270/4000
6/6 [==============================] - 0s - loss: 7.3183e-04
Epoch 1271/4000
6/6 [==============================] - 0s - loss: 7.1425e-04
Epoch 1272/4000
6/6 [==============================] - 0s - loss: 6.9706e-04
Epoch 1273/4000
6/6 [==============================] - 0s - loss: 6.8029e-04
Epoch 1274/4000
6/6 [==============================] - 0s - loss: 6.6393e-04
Epoch 1275/4000
6/6 [==============================] - 0s - loss: 6.4792e-04
Epoch 1276/4000
6/6 [==============================] - 0s - loss: 6.3228e-04
Epoch 1277/4000
6/6 [==============================] - 0s - loss: 6.1702e-04
Epoch 1278/4000
6/6 [==============================] - 0s - loss: 6.0215e-04
Epoch 1279/4000
6/6 [==============================] - 0s - loss: 5.8760e-04
Epoch 1280/4000
6/6 [==============================] - 0s - loss: 5.7340e-04
Epoch 1281/4000
6/6 [==============================] - 0s - loss: 5.5953e-04
Epoch 1282/4000
6/6 [==============================] - 0s - loss: 5.4598e-04
Epoch 1283/4000
6/6 [==============================] - 0s - loss: 5.3276e-04
Epoch 1284/4000
6/6 [==============================] - 0s - loss: 5.1989e-04
Epoch 1285/4000
6/6 [==============================] - 0s - loss: 5.0728e-04
Epoch 1286/4000
6/6 [==============================] - 0s - loss: 4.9497e-04
Epoch 1287/4000
6/6 [==============================] - 0s - loss: 4.8298e-04
Epoch 1288/4000
6/6 [==============================] - 0s - loss: 4.7124e-04
Epoch 1289/4000
6/6 [==============================] - 0s - loss: 4.5980e-04
Epoch 1290/4000
6/6 [==============================] - 0s - loss: 4.4862e-04
Epoch 1291/4000
6/6 [==============================] - 0s - loss: 4.3773e-04
Epoch 1292/4000
6/6 [==============================] - 0s - loss: 4.2706e-04
Epoch 1293/4000
6/6 [==============================] - 0s - loss: 4.1671e-04
Epoch 1294/4000
6/6 [==============================] - 0s - loss: 4.0655e-04
Epoch 1295/4000
6/6 [==============================] - 0s - loss: 3.9666e-04
Epoch 1296/4000
6/6 [==============================] - 0s - loss: 3.8697e-04
Epoch 1297/4000
6/6 [==============================] - 0s - loss: 3.7755e-04
Epoch 1298/4000
6/6 [==============================] - 0s - loss: 3.6836e-04
Epoch 1299/4000
6/6 [==============================] - 0s - loss: 3.5937e-04
Epoch 1300/4000
6/6 [==============================] - 0s - loss: 3.5058e-04
Epoch 1301/4000
6/6 [==============================] - 0s - loss: 3.4202e-04
Epoch 1302/4000
6/6 [==============================] - 0s - loss: 3.3367e-04
Epoch 1303/4000
6/6 [==============================] - 0s - loss: 3.2552e-04
Epoch 1304/4000
6/6 [==============================] - 0s - loss: 3.1755e-04
Epoch 1305/4000
6/6 [==============================] - 0s - loss: 3.0979e-04
Epoch 1306/4000
6/6 [==============================] - 0s - loss: 3.0220e-04
Epoch 1307/4000
6/6 [==============================] - 0s - loss: 2.9480e-04
Epoch 1308/4000
6/6 [==============================] - 0s - loss: 2.8760e-04
Epoch 1309/4000
6/6 [==============================] - 0s - loss: 2.8053e-04
Epoch 1310/4000
6/6 [==============================] - 0s - loss: 2.7365e-04
Epoch 1311/4000
6/6 [==============================] - 0s - loss: 2.6695e-04
Epoch 1312/4000
6/6 [==============================] - 0s - loss: 2.6039e-04
Epoch 1313/4000
6/6 [==============================] - 0s - loss: 2.5399e-04
Epoch 1314/4000
6/6 [==============================] - 0s - loss: 2.4775e-04
Epoch 1315/4000
6/6 [==============================] - 0s - loss: 2.4165e-04
Epoch 1316/4000
6/6 [==============================] - 0s - loss: 2.3572e-04
Epoch 1317/4000
6/6 [==============================] - 0s - loss: 2.2991e-04
Epoch 1318/4000
6/6 [==============================] - 0s - loss: 2.2426e-04
Epoch 1319/4000
6/6 [==============================] - 0s - loss: 2.1873e-04
Epoch 1320/4000
6/6 [==============================] - 0s - loss: 2.1335e-04
Epoch 1321/4000
6/6 [==============================] - 0s - loss: 2.0810e-04
Epoch 1322/4000
6/6 [==============================] - 0s - loss: 2.0297e-04
Epoch 1323/4000
6/6 [==============================] - 0s - loss: 1.9796e-04
Epoch 1324/4000
6/6 [==============================] - 0s - loss: 1.9308e-04
Epoch 1325/4000
6/6 [==============================] - 0s - loss: 1.8831e-04
Epoch 1326/4000
6/6 [==============================] - 0s - loss: 1.8368e-04
Epoch 1327/4000
6/6 [==============================] - 0s - loss: 1.7913e-04
Epoch 1328/4000
6/6 [==============================] - 0s - loss: 1.7471e-04
Epoch 1329/4000
6/6 [==============================] - 0s - loss: 1.7040e-04
Epoch 1330/4000
6/6 [==============================] - 0s - loss: 1.6619e-04
Epoch 1331/4000
6/6 [==============================] - 0s - loss: 1.6207e-04
Epoch 1332/4000
6/6 [==============================] - 0s - loss: 1.5806e-04
Epoch 1333/4000
6/6 [==============================] - 0s - loss: 1.5416e-04
Epoch 1334/4000
6/6 [==============================] - 0s - loss: 1.5036e-04
Epoch 1335/4000
6/6 [==============================] - 0s - loss: 1.4662e-04
Epoch 1336/4000
6/6 [==============================] - 0s - loss: 1.4299e-04
Epoch 1337/4000
6/6 [==============================] - 0s - loss: 1.3945e-04
Epoch 1338/4000
6/6 [==============================] - 0s - loss: 1.3599e-04
Epoch 1339/4000
6/6 [==============================] - 0s - loss: 1.3262e-04
Epoch 1340/4000
6/6 [==============================] - 0s - loss: 1.2934e-04
Epoch 1341/4000
6/6 [==============================] - 0s - loss: 1.2613e-04
Epoch 1342/4000
6/6 [==============================] - 0s - loss: 1.2299e-04
Epoch 1343/4000
6/6 [==============================] - 0s - loss: 1.1993e-04
Epoch 1344/4000
6/6 [==============================] - 0s - loss: 1.1696e-04
Epoch 1345/4000
6/6 [==============================] - 0s - loss: 1.1405e-04
Epoch 1346/4000
6/6 [==============================] - 0s - loss: 1.1121e-04
Epoch 1347/4000
6/6 [==============================] - 0s - loss: 1.0845e-04
Epoch 1348/4000
6/6 [==============================] - 0s - loss: 1.0575e-04
Epoch 1349/4000
6/6 [==============================] - 0s - loss: 1.0311e-04
Epoch 1350/4000
6/6 [==============================] - 0s - loss: 1.0054e-04
Epoch 1351/4000
6/6 [==============================] - 0s - loss: 9.8040e-05
Epoch 1352/4000
6/6 [==============================] - 0s - loss: 9.5606e-05
Epoch 1353/4000
6/6 [==============================] - 0s - loss: 9.3218e-05
Epoch 1354/4000
6/6 [==============================] - 0s - loss: 9.0901e-05
Epoch 1355/4000
6/6 [==============================] - 0s - loss: 8.8625e-05
Epoch 1356/4000
6/6 [==============================] - 0s - loss: 8.6413e-05
Epoch 1357/4000
6/6 [==============================] - 0s - loss: 8.4248e-05
Epoch 1358/4000
6/6 [==============================] - 0s - loss: 8.2158e-05
Epoch 1359/4000
6/6 [==============================] - 0s - loss: 8.0100e-05
Epoch 1360/4000
6/6 [==============================] - 0s - loss: 7.8097e-05
Epoch 1361/4000
6/6 [==============================] - 0s - loss: 7.6153e-05
Epoch 1362/4000
6/6 [==============================] - 0s - loss: 7.4248e-05
Epoch 1363/4000
6/6 [==============================] - 0s - loss: 7.2393e-05
Epoch 1364/4000
6/6 [==============================] - 0s - loss: 7.0576e-05
Epoch 1365/4000
6/6 [==============================] - 0s - loss: 6.8814e-05
Epoch 1366/4000
6/6 [==============================] - 0s - loss: 6.7090e-05
Epoch 1367/4000
6/6 [==============================] - 0s - loss: 6.5399e-05
Epoch 1368/4000
6/6 [==============================] - 0s - loss: 6.3763e-05
Epoch 1369/4000
6/6 [==============================] - 0s - loss: 6.2178e-05
Epoch 1370/4000
6/6 [==============================] - 0s - loss: 6.0615e-05
Epoch 1371/4000
6/6 [==============================] - 0s - loss: 5.9085e-05
Epoch 1372/4000
6/6 [==============================] - 0s - loss: 5.7612e-05
Epoch 1373/4000
6/6 [==============================] - 0s - loss: 5.6161e-05
Epoch 1374/4000
6/6 [==============================] - 0s - loss: 5.4748e-05
Epoch 1375/4000
6/6 [==============================] - 0s - loss: 5.3378e-05
Epoch 1376/4000
6/6 [==============================] - 0s - loss: 5.2037e-05
Epoch 1377/4000
6/6 [==============================] - 0s - loss: 5.0729e-05
Epoch 1378/4000
6/6 [==============================] - 0s - loss: 4.9449e-05
Epoch 1379/4000
6/6 [==============================] - 0s - loss: 4.8212e-05
Epoch 1380/4000
6/6 [==============================] - 0s - loss: 4.6992e-05
Epoch 1381/4000
6/6 [==============================] - 0s - loss: 4.5823e-05
Epoch 1382/4000
6/6 [==============================] - 0s - loss: 4.4662e-05
Epoch 1383/4000
6/6 [==============================] - 0s - loss: 4.3538e-05
Epoch 1384/4000
6/6 [==============================] - 0s - loss: 4.2443e-05
Epoch 1385/4000
6/6 [==============================] - 0s - loss: 4.1365e-05
Epoch 1386/4000
6/6 [==============================] - 0s - loss: 4.0333e-05
Epoch 1387/4000
6/6 [==============================] - 0s - loss: 3.9312e-05
Epoch 1388/4000
6/6 [==============================] - 0s - loss: 3.8325e-05
Epoch 1389/4000
6/6 [==============================] - 0s - loss: 3.7352e-05
Epoch 1390/4000
6/6 [==============================] - 0s - loss: 3.6414e-05
Epoch 1391/4000
6/6 [==============================] - 0s - loss: 3.5494e-05
Epoch 1392/4000
6/6 [==============================] - 0s - loss: 3.4599e-05
Epoch 1393/4000
6/6 [==============================] - 0s - loss: 3.3722e-05
Epoch 1394/4000
6/6 [==============================] - 0s - loss: 3.2876e-05
Epoch 1395/4000
6/6 [==============================] - 0s - loss: 3.2035e-05
Epoch 1396/4000
6/6 [==============================] - 0s - loss: 3.1230e-05
Epoch 1397/4000
6/6 [==============================] - 0s - loss: 3.0432e-05
Epoch 1398/4000
6/6 [==============================] - 0s - loss: 2.9674e-05
Epoch 1399/4000
6/6 [==============================] - 0s - loss: 2.8921e-05
Epoch 1400/4000
6/6 [==============================] - 0s - loss: 2.8191e-05
Epoch 1401/4000
6/6 [==============================] - 0s - loss: 2.7469e-05
Epoch 1402/4000
6/6 [==============================] - 0s - loss: 2.6781e-05
Epoch 1403/4000
6/6 [==============================] - 0s - loss: 2.6098e-05
Epoch 1404/4000
6/6 [==============================] - 0s - loss: 2.5444e-05
Epoch 1405/4000
6/6 [==============================] - 0s - loss: 2.4795e-05
Epoch 1406/4000
6/6 [==============================] - 0s - loss: 2.4170e-05
Epoch 1407/4000
6/6 [==============================] - 0s - loss: 2.3553e-05
Epoch 1408/4000
6/6 [==============================] - 0s - loss: 2.2955e-05
Epoch 1409/4000
6/6 [==============================] - 0s - loss: 2.2368e-05
Epoch 1410/4000
6/6 [==============================] - 0s - loss: 2.1808e-05
Epoch 1411/4000
6/6 [==============================] - 0s - loss: 2.1249e-05
Epoch 1412/4000
6/6 [==============================] - 0s - loss: 2.0708e-05
Epoch 1413/4000
6/6 [==============================] - 0s - loss: 2.0177e-05
Epoch 1414/4000
6/6 [==============================] - 0s - loss: 1.9672e-05
Epoch 1415/4000
6/6 [==============================] - 0s - loss: 1.9170e-05
Epoch 1416/4000
6/6 [==============================] - 0s - loss: 1.8676e-05
Epoch 1417/4000
6/6 [==============================] - 0s - loss: 1.8206e-05
Epoch 1418/4000
6/6 [==============================] - 0s - loss: 1.7745e-05
Epoch 1419/4000
6/6 [==============================] - 0s - loss: 1.7292e-05
Epoch 1420/4000
6/6 [==============================] - 0s - loss: 1.6854e-05
Epoch 1421/4000
6/6 [==============================] - 0s - loss: 1.6420e-05
Epoch 1422/4000
6/6 [==============================] - 0s - loss: 1.6006e-05
Epoch 1423/4000
6/6 [==============================] - 0s - loss: 1.5592e-05
Epoch 1424/4000
6/6 [==============================] - 0s - loss: 1.5202e-05
Epoch 1425/4000
6/6 [==============================] - 0s - loss: 1.4805e-05
Epoch 1426/4000
6/6 [==============================] - 0s - loss: 1.4431e-05
Epoch 1427/4000
6/6 [==============================] - 0s - loss: 1.4063e-05
Epoch 1428/4000
6/6 [==============================] - 0s - loss: 1.3707e-05
Epoch 1429/4000
6/6 [==============================] - 0s - loss: 1.3349e-05
Epoch 1430/4000
6/6 [==============================] - 0s - loss: 1.3007e-05
Epoch 1431/4000
6/6 [==============================] - 0s - loss: 1.2678e-05
Epoch 1432/4000
6/6 [==============================] - 0s - loss: 1.2357e-05
Epoch 1433/4000
6/6 [==============================] - 0s - loss: 1.2038e-05
Epoch 1434/4000
6/6 [==============================] - 0s - loss: 1.1735e-05
Epoch 1435/4000
6/6 [==============================] - 0s - loss: 1.1438e-05
Epoch 1436/4000
6/6 [==============================] - 0s - loss: 1.1137e-05
Epoch 1437/4000
6/6 [==============================] - 0s - loss: 1.0851e-05
Epoch 1438/4000
6/6 [==============================] - 0s - loss: 1.0570e-05
Epoch 1439/4000
6/6 [==============================] - 0s - loss: 1.0303e-05
Epoch 1440/4000
6/6 [==============================] - 0s - loss: 1.0041e-05
Epoch 1441/4000
6/6 [==============================] - 0s - loss: 9.7801e-06
Epoch 1442/4000
6/6 [==============================] - 0s - loss: 9.5310e-06
Epoch 1443/4000
6/6 [==============================] - 0s - loss: 9.2851e-06
Epoch 1444/4000
6/6 [==============================] - 0s - loss: 9.0472e-06
Epoch 1445/4000
6/6 [==============================] - 0s - loss: 8.8125e-06
Epoch 1446/4000
6/6 [==============================] - 0s - loss: 8.5867e-06
Epoch 1447/4000
6/6 [==============================] - 0s - loss: 8.3655e-06
Epoch 1448/4000
6/6 [==============================] - 0s - loss: 8.1525e-06
Epoch 1449/4000
6/6 [==============================] - 0s - loss: 7.9397e-06
Epoch 1450/4000
6/6 [==============================] - 0s - loss: 7.7374e-06
Epoch 1451/4000
6/6 [==============================] - 0s - loss: 7.5359e-06
Epoch 1452/4000
6/6 [==============================] - 0s - loss: 7.3387e-06
Epoch 1453/4000
6/6 [==============================] - 0s - loss: 7.1554e-06
Epoch 1454/4000
6/6 [==============================] - 0s - loss: 6.9683e-06
Epoch 1455/4000
6/6 [==============================] - 0s - loss: 6.7883e-06
Epoch 1456/4000
6/6 [==============================] - 0s - loss: 6.6153e-06
Epoch 1457/4000
6/6 [==============================] - 0s - loss: 6.4451e-06
Epoch 1458/4000
6/6 [==============================] - 0s - loss: 6.2752e-06
Epoch 1459/4000
6/6 [==============================] - 0s - loss: 6.1173e-06
Epoch 1460/4000
6/6 [==============================] - 0s - loss: 5.9569e-06
Epoch 1461/4000
6/6 [==============================] - 0s - loss: 5.8032e-06
Epoch 1462/4000
6/6 [==============================] - 0s - loss: 5.6493e-06
Epoch 1463/4000
6/6 [==============================] - 0s - loss: 5.5058e-06
Epoch 1464/4000
6/6 [==============================] - 0s - loss: 5.3659e-06
Epoch 1465/4000
6/6 [==============================] - 0s - loss: 5.2239e-06
Epoch 1466/4000
6/6 [==============================] - 0s - loss: 5.0864e-06
Epoch 1467/4000
6/6 [==============================] - 0s - loss: 4.9540e-06
Epoch 1468/4000
6/6 [==============================] - 0s - loss: 4.8276e-06
Epoch 1469/4000
6/6 [==============================] - 0s - loss: 4.7036e-06
Epoch 1470/4000
6/6 [==============================] - 0s - loss: 4.5796e-06
Epoch 1471/4000
6/6 [==============================] - 0s - loss: 4.4599e-06
Epoch 1472/4000
6/6 [==============================] - 0s - loss: 4.3475e-06
Epoch 1473/4000
6/6 [==============================] - 0s - loss: 4.2349e-06
Epoch 1474/4000
6/6 [==============================] - 0s - loss: 4.1251e-06
Epoch 1475/4000
6/6 [==============================] - 0s - loss: 4.0172e-06
Epoch 1476/4000
6/6 [==============================] - 0s - loss: 3.9127e-06
Epoch 1477/4000
6/6 [==============================] - 0s - loss: 3.8081e-06
Epoch 1478/4000
6/6 [==============================] - 0s - loss: 3.7091e-06
Epoch 1479/4000
6/6 [==============================] - 0s - loss: 3.6142e-06
Epoch 1480/4000
6/6 [==============================] - 0s - loss: 3.5200e-06
Epoch 1481/4000
6/6 [==============================] - 0s - loss: 3.4274e-06
Epoch 1482/4000
6/6 [==============================] - 0s - loss: 3.3379e-06
Epoch 1483/4000
6/6 [==============================] - 0s - loss: 3.2543e-06
Epoch 1484/4000
6/6 [==============================] - 0s - loss: 3.1649e-06
Epoch 1485/4000
6/6 [==============================] - 0s - loss: 3.0842e-06
Epoch 1486/4000
6/6 [==============================] - 0s - loss: 3.0029e-06
Epoch 1487/4000
6/6 [==============================] - 0s - loss: 2.9234e-06
Epoch 1488/4000
6/6 [==============================] - 0s - loss: 2.8495e-06
Epoch 1489/4000
6/6 [==============================] - 0s - loss: 2.7767e-06
Epoch 1490/4000
6/6 [==============================] - 0s - loss: 2.7027e-06
Epoch 1491/4000
6/6 [==============================] - 0s - loss: 2.6311e-06
Epoch 1492/4000
6/6 [==============================] - 0s - loss: 2.5606e-06
Epoch 1493/4000
6/6 [==============================] - 0s - loss: 2.4970e-06
Epoch 1494/4000
6/6 [==============================] - 0s - loss: 2.4308e-06
Epoch 1495/4000
6/6 [==============================] - 0s - loss: 2.3679e-06
Epoch 1496/4000
6/6 [==============================] - 0s - loss: 2.3064e-06
Epoch 1497/4000
6/6 [==============================] - 0s - loss: 2.2440e-06
Epoch 1498/4000
6/6 [==============================] - 0s - loss: 2.1826e-06
Epoch 1499/4000
6/6 [==============================] - 0s - loss: 2.1280e-06
Epoch 1500/4000
6/6 [==============================] - 0s - loss: 2.0710e-06
Epoch 1501/4000
6/6 [==============================] - 0s - loss: 2.0188e-06
Epoch 1502/4000
6/6 [==============================] - 0s - loss: 1.9633e-06
Epoch 1503/4000
6/6 [==============================] - 0s - loss: 1.9128e-06
Epoch 1504/4000
6/6 [==============================] - 0s - loss: 1.8617e-06
Epoch 1505/4000
6/6 [==============================] - 0s - loss: 1.8131e-06
Epoch 1506/4000
6/6 [==============================] - 0s - loss: 1.7634e-06
Epoch 1507/4000
6/6 [==============================] - 0s - loss: 1.7181e-06
Epoch 1508/4000
6/6 [==============================] - 0s - loss: 1.6721e-06
Epoch 1509/4000
6/6 [==============================] - 0s - loss: 1.6287e-06
Epoch 1510/4000
6/6 [==============================] - 0s - loss: 1.5860e-06
Epoch 1511/4000
6/6 [==============================] - 0s - loss: 1.5458e-06
Epoch 1512/4000
6/6 [==============================] - 0s - loss: 1.5046e-06
Epoch 1513/4000
6/6 [==============================] - 0s - loss: 1.4628e-06
Epoch 1514/4000
6/6 [==============================] - 0s - loss: 1.4263e-06
Epoch 1515/4000
6/6 [==============================] - 0s - loss: 1.3873e-06
Epoch 1516/4000
6/6 [==============================] - 0s - loss: 1.3490e-06
Epoch 1517/4000
6/6 [==============================] - 0s - loss: 1.3131e-06
Epoch 1518/4000
6/6 [==============================] - 0s - loss: 1.2808e-06
Epoch 1519/4000
6/6 [==============================] - 0s - loss: 1.2478e-06
Epoch 1520/4000
6/6 [==============================] - 0s - loss: 1.2107e-06
Epoch 1521/4000
6/6 [==============================] - 0s - loss: 1.1799e-06
Epoch 1522/4000
6/6 [==============================] - 0s - loss: 1.1486e-06
Epoch 1523/4000
6/6 [==============================] - 0s - loss: 1.1178e-06
Epoch 1524/4000
6/6 [==============================] - 0s - loss: 1.0877e-06
Epoch 1525/4000
6/6 [==============================] - 0s - loss: 1.0606e-06
Epoch 1526/4000
6/6 [==============================] - 0s - loss: 1.0312e-06
Epoch 1527/4000
6/6 [==============================] - 0s - loss: 1.0040e-06
Epoch 1528/4000
6/6 [==============================] - 0s - loss: 9.7732e-07
Epoch 1529/4000
6/6 [==============================] - 0s - loss: 9.5199e-07
Epoch 1530/4000
6/6 [==============================] - 0s - loss: 9.2725e-07
Epoch 1531/4000
6/6 [==============================] - 0s - loss: 9.0194e-07
Epoch 1532/4000
6/6 [==============================] - 0s - loss: 8.7708e-07
Epoch 1533/4000
6/6 [==============================] - 0s - loss: 8.5633e-07
Epoch 1534/4000
6/6 [==============================] - 0s - loss: 8.3208e-07
Epoch 1535/4000
6/6 [==============================] - 0s - loss: 8.0973e-07
Epoch 1536/4000
6/6 [==============================] - 0s - loss: 7.8660e-07
Epoch 1537/4000
6/6 [==============================] - 0s - loss: 7.6722e-07
Epoch 1538/4000
6/6 [==============================] - 0s - loss: 7.4716e-07
Epoch 1539/4000
6/6 [==============================] - 0s - loss: 7.2519e-07
Epoch 1540/4000
6/6 [==============================] - 0s - loss: 7.0693e-07
Epoch 1541/4000
6/6 [==============================] - 0s - loss: 6.8809e-07
Epoch 1542/4000
6/6 [==============================] - 0s - loss: 6.6951e-07
Epoch 1543/4000
6/6 [==============================] - 0s - loss: 6.5104e-07
Epoch 1544/4000
6/6 [==============================] - 0s - loss: 6.3386e-07
Epoch 1545/4000
6/6 [==============================] - 0s - loss: 6.1741e-07
Epoch 1546/4000
6/6 [==============================] - 0s - loss: 6.0125e-07
Epoch 1547/4000
6/6 [==============================] - 0s - loss: 5.8501e-07
Epoch 1548/4000
6/6 [==============================] - 0s - loss: 5.6819e-07
Epoch 1549/4000
6/6 [==============================] - 0s - loss: 5.5357e-07
Epoch 1550/4000
6/6 [==============================] - 0s - loss: 5.3751e-07
Epoch 1551/4000
6/6 [==============================] - 0s - loss: 5.2362e-07
Epoch 1552/4000
6/6 [==============================] - 0s - loss: 5.0991e-07
Epoch 1553/4000
6/6 [==============================] - 0s - loss: 4.9551e-07
Epoch 1554/4000
6/6 [==============================] - 0s - loss: 4.8236e-07
Epoch 1555/4000
6/6 [==============================] - 0s - loss: 4.7034e-07
Epoch 1556/4000
6/6 [==============================] - 0s - loss: 4.5578e-07
Epoch 1557/4000
6/6 [==============================] - 0s - loss: 4.4519e-07
Epoch 1558/4000
6/6 [==============================] - 0s - loss: 4.3282e-07
Epoch 1559/4000
6/6 [==============================] - 0s - loss: 4.2080e-07
Epoch 1560/4000
6/6 [==============================] - 0s - loss: 4.0902e-07
Epoch 1561/4000
6/6 [==============================] - 0s - loss: 3.9742e-07
Epoch 1562/4000
6/6 [==============================] - 0s - loss: 3.8768e-07
Epoch 1563/4000
6/6 [==============================] - 0s - loss: 3.7632e-07
Epoch 1564/4000
6/6 [==============================] - 0s - loss: 3.6619e-07
Epoch 1565/4000
6/6 [==============================] - 0s - loss: 3.5615e-07
Epoch 1566/4000
6/6 [==============================] - 0s - loss: 3.4636e-07
Epoch 1567/4000
6/6 [==============================] - 0s - loss: 3.3741e-07
Epoch 1568/4000
6/6 [==============================] - 0s - loss: 3.2865e-07
Epoch 1569/4000
6/6 [==============================] - 0s - loss: 3.1939e-07
Epoch 1570/4000
6/6 [==============================] - 0s - loss: 3.1105e-07
Epoch 1571/4000
6/6 [==============================] - 0s - loss: 3.0186e-07
Epoch 1572/4000
6/6 [==============================] - 0s - loss: 2.9449e-07
Epoch 1573/4000
6/6 [==============================] - 0s - loss: 2.8600e-07
Epoch 1574/4000
6/6 [==============================] - 0s - loss: 2.7887e-07
Epoch 1575/4000
6/6 [==============================] - 0s - loss: 2.7039e-07
Epoch 1576/4000
6/6 [==============================] - 0s - loss: 2.6354e-07
Epoch 1577/4000
6/6 [==============================] - 0s - loss: 2.5552e-07
Epoch 1578/4000
6/6 [==============================] - 0s - loss: 2.4896e-07
Epoch 1579/4000
6/6 [==============================] - 0s - loss: 2.4249e-07
Epoch 1580/4000
6/6 [==============================] - 0s - loss: 2.3601e-07
Epoch 1581/4000
6/6 [==============================] - 0s - loss: 2.2853e-07
Epoch 1582/4000
6/6 [==============================] - 0s - loss: 2.2255e-07
Epoch 1583/4000
6/6 [==============================] - 0s - loss: 2.1646e-07
Epoch 1584/4000
6/6 [==============================] - 0s - loss: 2.1051e-07
Epoch 1585/4000
6/6 [==============================] - 0s - loss: 2.0476e-07
Epoch 1586/4000
6/6 [==============================] - 0s - loss: 1.9915e-07
Epoch 1587/4000
6/6 [==============================] - 0s - loss: 1.9346e-07
Epoch 1588/4000
6/6 [==============================] - 0s - loss: 1.8850e-07
Epoch 1589/4000
6/6 [==============================] - 0s - loss: 1.8307e-07
Epoch 1590/4000
6/6 [==============================] - 0s - loss: 1.7843e-07
Epoch 1591/4000
6/6 [==============================] - 0s - loss: 1.7376e-07
Epoch 1592/4000
6/6 [==============================] - 0s - loss: 1.6860e-07
Epoch 1593/4000
6/6 [==============================] - 0s - loss: 1.6407e-07
Epoch 1594/4000
6/6 [==============================] - 0s - loss: 1.5968e-07
Epoch 1595/4000
6/6 [==============================] - 0s - loss: 1.5486e-07
Epoch 1596/4000
6/6 [==============================] - 0s - loss: 1.5054e-07
Epoch 1597/4000
6/6 [==============================] - 0s - loss: 1.4634e-07
Epoch 1598/4000
6/6 [==============================] - 0s - loss: 1.4230e-07
Epoch 1599/4000
6/6 [==============================] - 0s - loss: 1.3875e-07
Epoch 1600/4000
6/6 [==============================] - 0s - loss: 1.3432e-07
Epoch 1601/4000
6/6 [==============================] - 0s - loss: 1.3144e-07
Epoch 1602/4000
6/6 [==============================] - 0s - loss: 1.2756e-07
Epoch 1603/4000
6/6 [==============================] - 0s - loss: 1.2432e-07
Epoch 1604/4000
6/6 [==============================] - 0s - loss: 1.2114e-07
Epoch 1605/4000
6/6 [==============================] - 0s - loss: 1.1749e-07
Epoch 1606/4000
6/6 [==============================] - 0s - loss: 1.1341e-07
Epoch 1607/4000
6/6 [==============================] - 0s - loss: 1.1089e-07
Epoch 1608/4000
6/6 [==============================] - 0s - loss: 1.0751e-07
Epoch 1609/4000
6/6 [==============================] - 0s - loss: 1.0405e-07
Epoch 1610/4000
6/6 [==============================] - 0s - loss: 1.0159e-07
Epoch 1611/4000
6/6 [==============================] - 0s - loss: 9.8417e-08
Epoch 1612/4000
6/6 [==============================] - 0s - loss: 9.6169e-08
Epoch 1613/4000
6/6 [==============================] - 0s - loss: 9.3332e-08
Epoch 1614/4000
6/6 [==============================] - 0s - loss: 9.1058e-08
Epoch 1615/4000
6/6 [==============================] - 0s - loss: 8.8489e-08
Epoch 1616/4000
6/6 [==============================] - 0s - loss: 8.5912e-08
Epoch 1617/4000
6/6 [==============================] - 0s - loss: 8.3770e-08
Epoch 1618/4000
6/6 [==============================] - 0s - loss: 8.1191e-08
Epoch 1619/4000
6/6 [==============================] - 0s - loss: 7.8747e-08
Epoch 1620/4000
6/6 [==============================] - 0s - loss: 7.6772e-08
Epoch 1621/4000
6/6 [==============================] - 0s - loss: 7.4362e-08
Epoch 1622/4000
6/6 [==============================] - 0s - loss: 7.2752e-08
Epoch 1623/4000
6/6 [==============================] - 0s - loss: 7.0042e-08
Epoch 1624/4000
6/6 [==============================] - 0s - loss: 6.8540e-08
Epoch 1625/4000
6/6 [==============================] - 0s - loss: 6.6340e-08
Epoch 1626/4000
6/6 [==============================] - 0s - loss: 6.4481e-08
Epoch 1627/4000
6/6 [==============================] - 0s - loss: 6.2678e-08
Epoch 1628/4000
6/6 [==============================] - 0s - loss: 6.0579e-08
Epoch 1629/4000
6/6 [==============================] - 0s - loss: 5.9252e-08
Epoch 1630/4000
6/6 [==============================] - 0s - loss: 5.7474e-08
Epoch 1631/4000
6/6 [==============================] - 0s - loss: 5.5814e-08
Epoch 1632/4000
6/6 [==============================] - 0s - loss: 5.4269e-08
Epoch 1633/4000
6/6 [==============================] - 0s - loss: 5.2593e-08
Epoch 1634/4000
6/6 [==============================] - 0s - loss: 5.1629e-08
Epoch 1635/4000
6/6 [==============================] - 0s - loss: 5.0098e-08
Epoch 1636/4000
6/6 [==============================] - 0s - loss: 4.8593e-08
Epoch 1637/4000
6/6 [==============================] - 0s - loss: 4.7062e-08
Epoch 1638/4000
6/6 [==============================] - 0s - loss: 4.5864e-08
Epoch 1639/4000
6/6 [==============================] - 0s - loss: 4.4686e-08
Epoch 1640/4000
6/6 [==============================] - 0s - loss: 4.3355e-08
Epoch 1641/4000
6/6 [==============================] - 0s - loss: 4.2549e-08
Epoch 1642/4000
6/6 [==============================] - 0s - loss: 4.0794e-08
Epoch 1643/4000
6/6 [==============================] - 0s - loss: 3.9727e-08
Epoch 1644/4000
6/6 [==============================] - 0s - loss: 3.8443e-08
Epoch 1645/4000
6/6 [==============================] - 0s - loss: 3.7672e-08
Epoch 1646/4000
6/6 [==============================] - 0s - loss: 3.6615e-08
Epoch 1647/4000
6/6 [==============================] - 0s - loss: 3.5073e-08
Epoch 1648/4000
6/6 [==============================] - 0s - loss: 3.4422e-08
Epoch 1649/4000
6/6 [==============================] - 0s - loss: 3.3184e-08
Epoch 1650/4000
6/6 [==============================] - 0s - loss: 3.2464e-08
Epoch 1651/4000
6/6 [==============================] - 0s - loss: 3.1311e-08
Epoch 1652/4000
6/6 [==============================] - 0s - loss: 3.0644e-08
Epoch 1653/4000
6/6 [==============================] - 0s - loss: 2.9490e-08
Epoch 1654/4000
6/6 [==============================] - 0s - loss: 2.8868e-08
Epoch 1655/4000
6/6 [==============================] - 0s - loss: 2.7754e-08
Epoch 1656/4000
6/6 [==============================] - 0s - loss: 2.7143e-08
Epoch 1657/4000
6/6 [==============================] - 0s - loss: 2.6557e-08
Epoch 1658/4000
6/6 [==============================] - 0s - loss: 2.5717e-08
Epoch 1659/4000
6/6 [==============================] - 0s - loss: 2.4899e-08
Epoch 1660/4000
6/6 [==============================] - 0s - loss: 2.4105e-08
Epoch 1661/4000
6/6 [==============================] - 0s - loss: 2.3569e-08
Epoch 1662/4000
6/6 [==============================] - 0s - loss: 2.2981e-08
Epoch 1663/4000
6/6 [==============================] - 0s - loss: 2.2398e-08
Epoch 1664/4000
6/6 [==============================] - 0s - loss: 2.1679e-08
Epoch 1665/4000
6/6 [==============================] - 0s - loss: 2.1181e-08
Epoch 1666/4000
6/6 [==============================] - 0s - loss: 2.0621e-08
Epoch 1667/4000
6/6 [==============================] - 0s - loss: 1.9673e-08
Epoch 1668/4000
6/6 [==============================] - 0s - loss: 1.9187e-08
Epoch 1669/4000
6/6 [==============================] - 0s - loss: 1.8541e-08
Epoch 1670/4000
6/6 [==============================] - 0s - loss: 1.8017e-08
Epoch 1671/4000
6/6 [==============================] - 0s - loss: 1.7547e-08
Epoch 1672/4000
6/6 [==============================] - 0s - loss: 1.7267e-08
Epoch 1673/4000
6/6 [==============================] - 0s - loss: 1.6834e-08
Epoch 1674/4000
6/6 [==============================] - 0s - loss: 1.6379e-08
Epoch 1675/4000
6/6 [==============================] - 0s - loss: 1.5731e-08
Epoch 1676/4000
6/6 [==============================] - 0s - loss: 1.5287e-08
Epoch 1677/4000
6/6 [==============================] - 0s - loss: 1.4890e-08
Epoch 1678/4000
6/6 [==============================] - 0s - loss: 1.4650e-08
Epoch 1679/4000
6/6 [==============================] - 0s - loss: 1.4192e-08
Epoch 1680/4000
6/6 [==============================] - 0s - loss: 1.3632e-08
Epoch 1681/4000
6/6 [==============================] - 0s - loss: 1.3255e-08
Epoch 1682/4000
6/6 [==============================] - 0s - loss: 1.3018e-08
Epoch 1683/4000
6/6 [==============================] - 0s - loss: 1.2617e-08
Epoch 1684/4000
6/6 [==============================] - 0s - loss: 1.2253e-08
Epoch 1685/4000
6/6 [==============================] - 0s - loss: 1.1727e-08
Epoch 1686/4000
6/6 [==============================] - 0s - loss: 1.1356e-08
Epoch 1687/4000
6/6 [==============================] - 0s - loss: 1.1152e-08
Epoch 1688/4000
6/6 [==============================] - 0s - loss: 1.0804e-08
Epoch 1689/4000
6/6 [==============================] - 0s - loss: 1.0452e-08
Epoch 1690/4000
6/6 [==============================] - 0s - loss: 1.0114e-08
Epoch 1691/4000
6/6 [==============================] - 0s - loss: 9.4965e-09
Epoch 1692/4000
6/6 [==============================] - 0s - loss: 9.4354e-09
Epoch 1693/4000
6/6 [==============================] - 0s - loss: 8.8772e-09
Epoch 1694/4000
6/6 [==============================] - 0s - loss: 8.7018e-09
Epoch 1695/4000
6/6 [==============================] - 0s - loss: 8.3767e-09
Epoch 1696/4000
6/6 [==============================] - 0s - loss: 8.1998e-09
Epoch 1697/4000
6/6 [==============================] - 0s - loss: 8.0453e-09
Epoch 1698/4000
6/6 [==============================] - 0s - loss: 7.8941e-09
Epoch 1699/4000
6/6 [==============================] - 0s - loss: 7.5933e-09
Epoch 1700/4000
6/6 [==============================] - 0s - loss: 7.1658e-09
Epoch 1701/4000
6/6 [==============================] - 0s - loss: 7.1483e-09
Epoch 1702/4000
6/6 [==============================] - 0s - loss: 6.8816e-09
Epoch 1703/4000
6/6 [==============================] - 0s - loss: 6.7162e-09
Epoch 1704/4000
6/6 [==============================] - 0s - loss: 6.5633e-09
Epoch 1705/4000
6/6 [==============================] - 0s - loss: 6.4373e-09
Epoch 1706/4000
6/6 [==============================] - 0s - loss: 6.1856e-09
Epoch 1707/4000
6/6 [==============================] - 0s - loss: 5.9093e-09
Epoch 1708/4000
6/6 [==============================] - 0s - loss: 5.7708e-09
Epoch 1709/4000
6/6 [==============================] - 0s - loss: 5.6718e-09
Epoch 1710/4000
6/6 [==============================] - 0s - loss: 5.5112e-09
Epoch 1711/4000
6/6 [==============================] - 0s - loss: 5.4804e-09
Epoch 1712/4000
6/6 [==============================] - 0s - loss: 5.2594e-09
Epoch 1713/4000
6/6 [==============================] - 0s - loss: 5.1455e-09
Epoch 1714/4000
6/6 [==============================] - 0s - loss: 5.0993e-09
Epoch 1715/4000
6/6 [==============================] - 0s - loss: 4.8828e-09
Epoch 1716/4000
6/6 [==============================] - 0s - loss: 4.7679e-09
Epoch 1717/4000
6/6 [==============================] - 0s - loss: 4.7481e-09
Epoch 1718/4000
6/6 [==============================] - 0s - loss: 4.6195e-09
Epoch 1719/4000
6/6 [==============================] - 0s - loss: 4.4180e-09
Epoch 1720/4000
6/6 [==============================] - 0s - loss: 4.3123e-09
Epoch 1721/4000
6/6 [==============================] - 0s - loss: 4.1895e-09
Epoch 1722/4000
6/6 [==============================] - 0s - loss: 4.1777e-09
Epoch 1723/4000
6/6 [==============================] - 0s - loss: 3.8919e-09
Epoch 1724/4000
6/6 [==============================] - 0s - loss: 3.8740e-09
Epoch 1725/4000
6/6 [==============================] - 0s - loss: 3.6774e-09
Epoch 1726/4000
6/6 [==============================] - 0s - loss: 3.4892e-09
Epoch 1727/4000
6/6 [==============================] - 0s - loss: 3.4851e-09
Epoch 1728/4000
6/6 [==============================] - 0s - loss: 3.3891e-09
Epoch 1729/4000
6/6 [==============================] - 0s - loss: 3.3633e-09
Epoch 1730/4000
6/6 [==============================] - 0s - loss: 3.1917e-09
Epoch 1731/4000
6/6 [==============================] - 0s - loss: 3.1120e-09
Epoch 1732/4000
6/6 [==============================] - 0s - loss: 3.0013e-09
Epoch 1733/4000
6/6 [==============================] - 0s - loss: 2.8335e-09
Epoch 1734/4000
6/6 [==============================] - 0s - loss: 2.7574e-09
Epoch 1735/4000
6/6 [==============================] - 0s - loss: 2.7576e-09
Epoch 1736/4000
6/6 [==============================] - 0s - loss: 2.6562e-09
Epoch 1737/4000
6/6 [==============================] - 0s - loss: 2.5690e-09
Epoch 1738/4000
6/6 [==============================] - 0s - loss: 2.4974e-09
Epoch 1739/4000
6/6 [==============================] - 0s - loss: 2.3504e-09
Epoch 1740/4000
6/6 [==============================] - 0s - loss: 2.2716e-09
Epoch 1741/4000
6/6 [==============================] - 0s - loss: 2.1888e-09
Epoch 1742/4000
6/6 [==============================] - 0s - loss: 2.1116e-09
Epoch 1743/4000
6/6 [==============================] - 0s - loss: 2.1054e-09
Epoch 1744/4000
6/6 [==============================] - 0s - loss: 2.0258e-09
Epoch 1745/4000
6/6 [==============================] - 0s - loss: 1.9528e-09
Epoch 1746/4000
6/6 [==============================] - 0s - loss: 1.8197e-09
Epoch 1747/4000
6/6 [==============================] - 0s - loss: 1.7484e-09
Epoch 1748/4000
6/6 [==============================] - 0s - loss: 1.7332e-09
Epoch 1749/4000
6/6 [==============================] - 0s - loss: 1.6038e-09
Epoch 1750/4000
6/6 [==============================] - 0s - loss: 1.6059e-09
Epoch 1751/4000
6/6 [==============================] - 0s - loss: 1.5377e-09
Epoch 1752/4000
6/6 [==============================] - 0s - loss: 1.4646e-09
Epoch 1753/4000
6/6 [==============================] - 0s - loss: 1.4062e-09
Epoch 1754/4000
6/6 [==============================] - 0s - loss: 1.3524e-09
Epoch 1755/4000
6/6 [==============================] - 0s - loss: 1.2924e-09
Epoch 1756/4000
6/6 [==============================] - 0s - loss: 1.2253e-09
Epoch 1757/4000
6/6 [==============================] - 0s - loss: 1.1684e-09
Epoch 1758/4000
6/6 [==============================] - 0s - loss: 1.1692e-09
Epoch 1759/4000
6/6 [==============================] - 0s - loss: 1.1142e-09
Epoch 1760/4000
6/6 [==============================] - 0s - loss: 1.0545e-09
Epoch 1761/4000
6/6 [==============================] - 0s - loss: 1.0479e-09
Epoch 1762/4000
6/6 [==============================] - 0s - loss: 9.5606e-10
Epoch 1763/4000
6/6 [==============================] - 0s - loss: 9.0497e-10
Epoch 1764/4000
6/6 [==============================] - 0s - loss: 8.5262e-10
Epoch 1765/4000
6/6 [==============================] - 0s - loss: 8.4715e-10
Epoch 1766/4000
6/6 [==============================] - 0s - loss: 8.0745e-10
Epoch 1767/4000
6/6 [==============================] - 0s - loss: 8.0135e-10
Epoch 1768/4000
6/6 [==============================] - 0s - loss: 7.5001e-10
Epoch 1769/4000
6/6 [==============================] - 0s - loss: 7.4522e-10
Epoch 1770/4000
6/6 [==============================] - 0s - loss: 7.4455e-10
Epoch 1771/4000
6/6 [==============================] - 0s - loss: 7.4364e-10
Epoch 1772/4000
6/6 [==============================] - 0s - loss: 6.9658e-10
Epoch 1773/4000
6/6 [==============================] - 0s - loss: 6.5476e-10
Epoch 1774/4000
6/6 [==============================] - 0s - loss: 6.5558e-10
Epoch 1775/4000
6/6 [==============================] - 0s - loss: 6.4914e-10
Epoch 1776/4000
6/6 [==============================] - 0s - loss: 6.0911e-10
Epoch 1777/4000
6/6 [==============================] - 0s - loss: 6.1340e-10
Epoch 1778/4000
6/6 [==============================] - 0s - loss: 6.4196e-10
Epoch 1779/4000
6/6 [==============================] - 0s - loss: 6.0209e-10
Epoch 1780/4000
6/6 [==============================] - 0s - loss: 6.0207e-10
Epoch 1781/4000
6/6 [==============================] - 0s - loss: 5.9955e-10
Epoch 1782/4000
6/6 [==============================] - 0s - loss: 5.9915e-10
Epoch 1783/4000
6/6 [==============================] - 0s - loss: 5.9375e-10
Epoch 1784/4000
6/6 [==============================] - 0s - loss: 5.9373e-10
Epoch 1785/4000
6/6 [==============================] - 0s - loss: 5.9386e-10
Epoch 1786/4000
6/6 [==============================] - 0s - loss: 5.9107e-10
Epoch 1787/4000
6/6 [==============================] - 0s - loss: 5.8926e-10
Epoch 1788/4000
6/6 [==============================] - 0s - loss: 5.9506e-10
Epoch 1789/4000
6/6 [==============================] - 0s - loss: 5.8969e-10
Epoch 1790/4000
6/6 [==============================] - 0s - loss: 5.8236e-10
Epoch 1791/4000
6/6 [==============================] - 0s - loss: 5.8165e-10
Epoch 1792/4000
6/6 [==============================] - 0s - loss: 5.5159e-10
Epoch 1793/4000
6/6 [==============================] - 0s - loss: 5.8140e-10
Epoch 1794/4000
6/6 [==============================] - 0s - loss: 5.8013e-10
Epoch 1795/4000
6/6 [==============================] - 0s - loss: 5.4844e-10
Epoch 1796/4000
6/6 [==============================] - 0s - loss: 5.4165e-10
Epoch 1797/4000
6/6 [==============================] - 0s - loss: 5.7674e-10
Epoch 1798/4000
6/6 [==============================] - 0s - loss: 5.4529e-10
Epoch 1799/4000
6/6 [==============================] - 0s - loss: 5.4455e-10
Epoch 1800/4000
6/6 [==============================] - 0s - loss: 5.3977e-10
Epoch 1801/4000
6/6 [==============================] - 0s - loss: 5.3838e-10
Epoch 1802/4000
6/6 [==============================] - 0s - loss: 5.4267e-10
Epoch 1803/4000
6/6 [==============================] - 0s - loss: 5.3699e-10
Epoch 1804/4000
6/6 [==============================] - 0s - loss: 5.3809e-10
Epoch 1805/4000
6/6 [==============================] - 0s - loss: 5.3542e-10
Epoch 1806/4000
6/6 [==============================] - 0s - loss: 5.3473e-10
Epoch 1807/4000
6/6 [==============================] - 0s - loss: 5.3746e-10
Epoch 1808/4000
6/6 [==============================] - 0s - loss: 5.3789e-10
Epoch 1809/4000
6/6 [==============================] - 0s - loss: 5.3256e-10
Epoch 1810/4000
6/6 [==============================] - 0s - loss: 5.3332e-10
Epoch 1811/4000
6/6 [==============================] - 0s - loss: 5.3803e-10
Epoch 1812/4000
6/6 [==============================] - 0s - loss: 5.3215e-10
Epoch 1813/4000
6/6 [==============================] - 0s - loss: 5.3246e-10
Epoch 1814/4000
6/6 [==============================] - 0s - loss: 5.3125e-10
Epoch 1815/4000
6/6 [==============================] - 0s - loss: 5.0231e-10
Epoch 1816/4000
6/6 [==============================] - 0s - loss: 5.3118e-10
Epoch 1817/4000
6/6 [==============================] - 0s - loss: 5.2975e-10
Epoch 1818/4000
6/6 [==============================] - 0s - loss: 4.9581e-10
Epoch 1819/4000
6/6 [==============================] - 0s - loss: 4.9566e-10
Epoch 1820/4000
6/6 [==============================] - 0s - loss: 4.9264e-10
Epoch 1821/4000
6/6 [==============================] - 0s - loss: 4.9270e-10
Epoch 1822/4000
6/6 [==============================] - 0s - loss: 4.9674e-10
Epoch 1823/4000
6/6 [==============================] - 0s - loss: 4.9231e-10
Epoch 1824/4000
6/6 [==============================] - 0s - loss: 4.9051e-10
Epoch 1825/4000
6/6 [==============================] - 0s - loss: 4.9051e-10
Epoch 1826/4000
6/6 [==============================] - 0s - loss: 4.9285e-10
Epoch 1827/4000
6/6 [==============================] - 0s - loss: 4.9376e-10
Epoch 1828/4000
6/6 [==============================] - 0s - loss: 4.8894e-10
Epoch 1829/4000
6/6 [==============================] - 0s - loss: 4.8855e-10
Epoch 1830/4000
6/6 [==============================] - 0s - loss: 4.8871e-10
Epoch 1831/4000
6/6 [==============================] - 0s - loss: 4.9008e-10
Epoch 1832/4000
6/6 [==============================] - 0s - loss: 4.8838e-10
Epoch 1833/4000
6/6 [==============================] - 0s - loss: 4.8932e-10
Epoch 1834/4000
6/6 [==============================] - 0s - loss: 4.8651e-10
Epoch 1835/4000
6/6 [==============================] - 0s - loss: 4.8549e-10
Epoch 1836/4000
6/6 [==============================] - 0s - loss: 4.9049e-10
Epoch 1837/4000
6/6 [==============================] - 0s - loss: 4.8535e-10
Epoch 1838/4000
6/6 [==============================] - 0s - loss: 4.8777e-10
Epoch 1839/4000
6/6 [==============================] - 0s - loss: 4.8516e-10
Epoch 1840/4000
6/6 [==============================] - 0s - loss: 4.8716e-10
Epoch 1841/4000
6/6 [==============================] - 0s - loss: 4.8664e-10
Epoch 1842/4000
6/6 [==============================] - 0s - loss: 4.8439e-10
Epoch 1843/4000
6/6 [==============================] - 0s - loss: 4.8413e-10
Epoch 1844/4000
6/6 [==============================] - 0s - loss: 4.8852e-10
Epoch 1845/4000
6/6 [==============================] - 0s - loss: 4.8532e-10
Epoch 1846/4000
6/6 [==============================] - 0s - loss: 4.8275e-10
Epoch 1847/4000
6/6 [==============================] - 0s - loss: 4.8424e-10
Epoch 1848/4000
6/6 [==============================] - 0s - loss: 4.8387e-10
Epoch 1849/4000
6/6 [==============================] - 0s - loss: 4.8338e-10
Epoch 1850/4000
6/6 [==============================] - 0s - loss: 4.8162e-10
Epoch 1851/4000
6/6 [==============================] - 0s - loss: 4.5074e-10
Epoch 1852/4000
6/6 [==============================] - 0s - loss: 4.5161e-10
Epoch 1853/4000
6/6 [==============================] - 0s - loss: 4.4741e-10
Epoch 1854/4000
6/6 [==============================] - 0s - loss: 4.4777e-10
Epoch 1855/4000
6/6 [==============================] - 0s - loss: 4.5968e-10
Epoch 1856/4000
6/6 [==============================] - 0s - loss: 4.4887e-10
Epoch 1857/4000
6/6 [==============================] - 0s - loss: 4.4806e-10
Epoch 1858/4000
6/6 [==============================] - 0s - loss: 4.4822e-10
Epoch 1859/4000
6/6 [==============================] - 0s - loss: 4.5967e-10
Epoch 1860/4000
6/6 [==============================] - 0s - loss: 4.4698e-10
Epoch 1861/4000
6/6 [==============================] - 0s - loss: 4.4730e-10
Epoch 1862/4000
6/6 [==============================] - 0s - loss: 4.5381e-10
Epoch 1863/4000
6/6 [==============================] - 0s - loss: 4.5177e-10
Epoch 1864/4000
6/6 [==============================] - 0s - loss: 4.4707e-10
Epoch 1865/4000
6/6 [==============================] - 0s - loss: 4.4632e-10
Epoch 1866/4000
6/6 [==============================] - 0s - loss: 4.5374e-10
Epoch 1867/4000
6/6 [==============================] - 0s - loss: 4.5017e-10
Epoch 1868/4000
6/6 [==============================] - 0s - loss: 4.4662e-10
Epoch 1869/4000
6/6 [==============================] - 0s - loss: 4.4707e-10
Epoch 1870/4000
6/6 [==============================] - 0s - loss: 4.5862e-10
Epoch 1871/4000
6/6 [==============================] - 0s - loss: 4.5192e-10
Epoch 1872/4000
6/6 [==============================] - 0s - loss: 4.4912e-10
Epoch 1873/4000
6/6 [==============================] - 0s - loss: 4.4794e-10
Epoch 1874/4000
6/6 [==============================] - 0s - loss: 4.5389e-10
Epoch 1875/4000
6/6 [==============================] - 0s - loss: 4.4718e-10
Epoch 1876/4000
6/6 [==============================] - 0s - loss: 4.4718e-10
Epoch 1877/4000
6/6 [==============================] - 0s - loss: 4.5036e-10
Epoch 1878/4000
6/6 [==============================] - 0s - loss: 4.5233e-10
Epoch 1879/4000
6/6 [==============================] - 0s - loss: 4.4713e-10
Epoch 1880/4000
6/6 [==============================] - 0s - loss: 4.4703e-10
Epoch 1881/4000
6/6 [==============================] - 0s - loss: 4.5430e-10
Epoch 1882/4000
6/6 [==============================] - 0s - loss: 4.4930e-10
Epoch 1883/4000
6/6 [==============================] - 0s - loss: 4.4786e-10
Epoch 1884/4000
6/6 [==============================] - 0s - loss: 4.4815e-10
Epoch 1885/4000
6/6 [==============================] - 0s - loss: 4.4987e-10
Epoch 1886/4000
6/6 [==============================] - 0s - loss: 4.5127e-10
Epoch 1887/4000
6/6 [==============================] - 0s - loss: 4.4771e-10
Epoch 1888/4000
6/6 [==============================] - 0s - loss: 4.4703e-10
Epoch 1889/4000
6/6 [==============================] - 0s - loss: 4.4930e-10
Epoch 1890/4000
6/6 [==============================] - 0s - loss: 4.5410e-10
Epoch 1891/4000
6/6 [==============================] - 0s - loss: 4.4687e-10
Epoch 1892/4000
6/6 [==============================] - 0s - loss: 4.4703e-10
Epoch 1893/4000
6/6 [==============================] - 0s - loss: 4.4820e-10
Epoch 1894/4000
6/6 [==============================] - 0s - loss: 4.1841e-10
Epoch 1895/4000
6/6 [==============================] - 0s - loss: 4.4867e-10
Epoch 1896/4000
6/6 [==============================] - 0s - loss: 4.4801e-10
Epoch 1897/4000
6/6 [==============================] - 0s - loss: 4.1895e-10
Epoch 1898/4000
6/6 [==============================] - 0s - loss: 4.1895e-10
Epoch 1899/4000
6/6 [==============================] - 0s - loss: 4.1532e-10
Epoch 1900/4000
6/6 [==============================] - 0s - loss: 4.1600e-10
Epoch 1901/4000
6/6 [==============================] - 0s - loss: 4.1578e-10
Epoch 1902/4000
6/6 [==============================] - 0s - loss: 4.1897e-10
Epoch 1903/4000
6/6 [==============================] - 0s - loss: 4.1533e-10
Epoch 1904/4000
6/6 [==============================] - 0s - loss: 4.1521e-10
Epoch 1905/4000
6/6 [==============================] - 0s - loss: 4.1884e-10
Epoch 1906/4000
6/6 [==============================] - 0s - loss: 4.1884e-10
Epoch 1907/4000
6/6 [==============================] - 0s - loss: 4.1566e-10
Epoch 1908/4000
6/6 [==============================] - 0s - loss: 4.1619e-10
Epoch 1909/4000
6/6 [==============================] - 0s - loss: 4.2032e-10
Epoch 1910/4000
6/6 [==============================] - 0s - loss: 4.1495e-10
Epoch 1911/4000
6/6 [==============================] - 0s - loss: 4.1476e-10
Epoch 1912/4000
6/6 [==============================] - 0s - loss: 4.1896e-10
Epoch 1913/4000
6/6 [==============================] - 0s - loss: 4.2026e-10
Epoch 1914/4000
6/6 [==============================] - 0s - loss: 4.1545e-10
Epoch 1915/4000
6/6 [==============================] - 0s - loss: 4.1484e-10
Epoch 1916/4000
6/6 [==============================] - 0s - loss: 3.9394e-10
Epoch 1917/4000
6/6 [==============================] - 0s - loss: 4.1663e-10
Epoch 1918/4000
6/6 [==============================] - 0s - loss: 4.1596e-10
Epoch 1919/4000
6/6 [==============================] - 0s - loss: 3.8508e-10
Epoch 1920/4000
6/6 [==============================] - 0s - loss: 4.0250e-10
Epoch 1921/4000
6/6 [==============================] - 0s - loss: 3.8826e-10
Epoch 1922/4000
6/6 [==============================] - 0s - loss: 3.8431e-10
Epoch 1923/4000
6/6 [==============================] - 0s - loss: 3.9644e-10
Epoch 1924/4000
6/6 [==============================] - 0s - loss: 3.8795e-10
Epoch 1925/4000
6/6 [==============================] - 0s - loss: 3.8814e-10
Epoch 1926/4000
6/6 [==============================] - 0s - loss: 3.8424e-10
Epoch 1927/4000
6/6 [==============================] - 0s - loss: 4.0599e-10
Epoch 1928/4000
6/6 [==============================] - 0s - loss: 3.8571e-10
Epoch 1929/4000
6/6 [==============================] - 0s - loss: 3.9431e-10
Epoch 1930/4000
6/6 [==============================] - 0s - loss: 3.9158e-10
Epoch 1931/4000
6/6 [==============================] - 0s - loss: 3.9363e-10
Epoch 1932/4000
6/6 [==============================] - 0s - loss: 3.8419e-10
Epoch 1933/4000
6/6 [==============================] - 0s - loss: 3.8397e-10
Epoch 1934/4000
6/6 [==============================] - 0s - loss: 3.8919e-10
Epoch 1935/4000
6/6 [==============================] - 0s - loss: 3.8624e-10
Epoch 1936/4000
6/6 [==============================] - 0s - loss: 3.8428e-10
Epoch 1937/4000
6/6 [==============================] - 0s - loss: 3.8531e-10
Epoch 1938/4000
6/6 [==============================] - 0s - loss: 3.8792e-10
Epoch 1939/4000
6/6 [==============================] - 0s - loss: 3.8465e-10
Epoch 1940/4000
6/6 [==============================] - 0s - loss: 3.8453e-10
Epoch 1941/4000
6/6 [==============================] - 0s - loss: 3.8616e-10
Epoch 1942/4000
6/6 [==============================] - 0s - loss: 3.9882e-10
Epoch 1943/4000
6/6 [==============================] - 0s - loss: 3.8903e-10
Epoch 1944/4000
6/6 [==============================] - 0s - loss: 3.8422e-10
Epoch 1945/4000
6/6 [==============================] - 0s - loss: 3.6124e-10
Epoch 1946/4000
6/6 [==============================] - 0s - loss: 3.8660e-10
Epoch 1947/4000
6/6 [==============================] - 0s - loss: 3.8489e-10
Epoch 1948/4000
6/6 [==============================] - 0s - loss: 3.5522e-10
Epoch 1949/4000
6/6 [==============================] - 0s - loss: 3.6190e-10
Epoch 1950/4000
6/6 [==============================] - 0s - loss: 3.5518e-10
Epoch 1951/4000
6/6 [==============================] - 0s - loss: 3.5522e-10
Epoch 1952/4000
6/6 [==============================] - 0s - loss: 3.5587e-10
Epoch 1953/4000
6/6 [==============================] - 0s - loss: 3.6170e-10
Epoch 1954/4000
6/6 [==============================] - 0s - loss: 3.5523e-10
Epoch 1955/4000
6/6 [==============================] - 0s - loss: 3.5469e-10
Epoch 1956/4000
6/6 [==============================] - 0s - loss: 3.5473e-10
Epoch 1957/4000
6/6 [==============================] - 0s - loss: 3.5795e-10
Epoch 1958/4000
6/6 [==============================] - 0s - loss: 3.5590e-10
Epoch 1959/4000
6/6 [==============================] - 0s - loss: 3.5523e-10
Epoch 1960/4000
6/6 [==============================] - 0s - loss: 3.5974e-10
Epoch 1961/4000
6/6 [==============================] - 0s - loss: 3.5590e-10
Epoch 1962/4000
6/6 [==============================] - 0s - loss: 3.5491e-10
Epoch 1963/4000
6/6 [==============================] - 0s - loss: 3.5548e-10
Epoch 1964/4000
6/6 [==============================] - 0s - loss: 3.6391e-10
Epoch 1965/4000
6/6 [==============================] - 0s - loss: 3.5433e-10
Epoch 1966/4000
6/6 [==============================] - 0s - loss: 3.5482e-10
Epoch 1967/4000
6/6 [==============================] - 0s - loss: 3.5790e-10
Epoch 1968/4000
6/6 [==============================] - 0s - loss: 3.5790e-10
Epoch 1969/4000
6/6 [==============================] - 0s - loss: 3.5426e-10
Epoch 1970/4000
6/6 [==============================] - 0s - loss: 3.5539e-10
Epoch 1971/4000
6/6 [==============================] - 0s - loss: 3.5508e-10
Epoch 1972/4000
6/6 [==============================] - 0s - loss: 3.2825e-10
Epoch 1973/4000
6/6 [==============================] - 0s - loss: 3.3168e-10
Epoch 1974/4000
6/6 [==============================] - 0s - loss: 3.5507e-10
Epoch 1975/4000
6/6 [==============================] - 0s - loss: 3.2677e-10
Epoch 1976/4000
6/6 [==============================] - 0s - loss: 3.2707e-10
Epoch 1977/4000
6/6 [==============================] - 0s - loss: 3.2950e-10
Epoch 1978/4000
6/6 [==============================] - 0s - loss: 3.2650e-10
Epoch 1979/4000
6/6 [==============================] - 0s - loss: 3.2617e-10
Epoch 1980/4000
6/6 [==============================] - 0s - loss: 3.3561e-10
Epoch 1981/4000
6/6 [==============================] - 0s - loss: 3.2803e-10
Epoch 1982/4000
6/6 [==============================] - 0s - loss: 3.2942e-10
Epoch 1983/4000
6/6 [==============================] - 0s - loss: 3.3109e-10
Epoch 1984/4000
6/6 [==============================] - 0s - loss: 3.3098e-10
Epoch 1985/4000
6/6 [==============================] - 0s - loss: 3.2611e-10
Epoch 1986/4000
6/6 [==============================] - 0s - loss: 3.2540e-10
Epoch 1987/4000
6/6 [==============================] - 0s - loss: 3.3067e-10
Epoch 1988/4000
6/6 [==============================] - 0s - loss: 3.2586e-10
Epoch 1989/4000
6/6 [==============================] - 0s - loss: 3.2768e-10
Epoch 1990/4000
6/6 [==============================] - 0s - loss: 3.2532e-10
Epoch 1991/4000
6/6 [==============================] - 0s - loss: 3.2555e-10
Epoch 1992/4000
6/6 [==============================] - 0s - loss: 3.2919e-10
Epoch 1993/4000
6/6 [==============================] - 0s - loss: 3.2555e-10
Epoch 1994/4000
6/6 [==============================] - 0s - loss: 3.2586e-10
Epoch 1995/4000
6/6 [==============================] - 0s - loss: 3.2940e-10
Epoch 1996/4000
6/6 [==============================] - 0s - loss: 3.2632e-10
Epoch 1997/4000
6/6 [==============================] - 0s - loss: 3.2644e-10
Epoch 1998/4000
6/6 [==============================] - 0s - loss: 3.2942e-10
Epoch 1999/4000
6/6 [==============================] - 0s - loss: 3.3086e-10
Epoch 2000/4000
6/6 [==============================] - 0s - loss: 3.2566e-10
Epoch 2001/4000
6/6 [==============================] - 0s - loss: 3.2611e-10
Epoch 2002/4000
6/6 [==============================] - 0s - loss: 3.3806e-10
Epoch 2003/4000
6/6 [==============================] - 0s - loss: 3.2946e-10
Epoch 2004/4000
6/6 [==============================] - 0s - loss: 3.3128e-10
Epoch 2005/4000
6/6 [==============================] - 0s - loss: 3.2613e-10
Epoch 2006/4000
6/6 [==============================] - 0s - loss: 3.3760e-10
Epoch 2007/4000
6/6 [==============================] - 0s - loss: 3.2591e-10
Epoch 2008/4000
6/6 [==============================] - 0s - loss: 3.2785e-10
Epoch 2009/4000
6/6 [==============================] - 0s - loss: 3.3066e-10
Epoch 2010/4000
6/6 [==============================] - 0s - loss: 3.3066e-10
Epoch 2011/4000
6/6 [==============================] - 0s - loss: 3.2587e-10
Epoch 2012/4000
6/6 [==============================] - 0s - loss: 3.2581e-10
Epoch 2013/4000
6/6 [==============================] - 0s - loss: 3.3720e-10
Epoch 2014/4000
6/6 [==============================] - 0s - loss: 3.2867e-10
Epoch 2015/4000
6/6 [==============================] - 0s - loss: 3.2890e-10
Epoch 2016/4000
6/6 [==============================] - 0s - loss: 3.2516e-10
Epoch 2017/4000
6/6 [==============================] - 0s - loss: 3.4380e-10
Epoch 2018/4000
6/6 [==============================] - 0s - loss: 3.2622e-10
Epoch 2019/4000
6/6 [==============================] - 0s - loss: 3.2568e-10
Epoch 2020/4000
6/6 [==============================] - 0s - loss: 3.2932e-10
Epoch 2021/4000
6/6 [==============================] - 0s - loss: 3.2689e-10
Epoch 2022/4000
6/6 [==============================] - 0s - loss: 3.2576e-10
Epoch 2023/4000
6/6 [==============================] - 0s - loss: 3.2637e-10
Epoch 2024/4000
6/6 [==============================] - 0s - loss: 3.3031e-10
Epoch 2025/4000
6/6 [==============================] - 0s - loss: 3.2526e-10
Epoch 2026/4000
6/6 [==============================] - 0s - loss: 3.2516e-10
Epoch 2027/4000
6/6 [==============================] - 0s - loss: 3.3243e-10
Epoch 2028/4000
6/6 [==============================] - 0s - loss: 3.2522e-10
Epoch 2029/4000
6/6 [==============================] - 0s - loss: 3.2511e-10
Epoch 2030/4000
6/6 [==============================] - 0s - loss: 3.0328e-10
Epoch 2031/4000
6/6 [==============================] - 0s - loss: 2.9833e-10
Epoch 2032/4000
6/6 [==============================] - 0s - loss: 3.2568e-10
Epoch 2033/4000
6/6 [==============================] - 0s - loss: 2.9999e-10
Epoch 2034/4000
6/6 [==============================] - 0s - loss: 3.0496e-10
Epoch 2035/4000
6/6 [==============================] - 0s - loss: 3.2637e-10
Epoch 2036/4000
6/6 [==============================] - 0s - loss: 2.9787e-10
Epoch 2037/4000
6/6 [==============================] - 0s - loss: 3.0506e-10
Epoch 2038/4000
6/6 [==============================] - 0s - loss: 2.9908e-10
Epoch 2039/4000
6/6 [==============================] - 0s - loss: 3.2784e-10
Epoch 2040/4000
6/6 [==============================] - 0s - loss: 3.0233e-10
Epoch 2041/4000
6/6 [==============================] - 0s - loss: 3.0303e-10
Epoch 2042/4000
6/6 [==============================] - 0s - loss: 2.9828e-10
Epoch 2043/4000
6/6 [==============================] - 0s - loss: 2.9924e-10
Epoch 2044/4000
6/6 [==============================] - 0s - loss: 3.0727e-10
Epoch 2045/4000
6/6 [==============================] - 0s - loss: 3.0233e-10
Epoch 2046/4000
6/6 [==============================] - 0s - loss: 3.0128e-10
Epoch 2047/4000
6/6 [==============================] - 0s - loss: 2.9843e-10
Epoch 2048/4000
6/6 [==============================] - 0s - loss: 3.0375e-10
Epoch 2049/4000
6/6 [==============================] - 0s - loss: 2.9938e-10
Epoch 2050/4000
6/6 [==============================] - 0s - loss: 2.9852e-10
Epoch 2051/4000
6/6 [==============================] - 0s - loss: 2.9883e-10
Epoch 2052/4000
6/6 [==============================] - 0s - loss: 3.0565e-10
Epoch 2053/4000
6/6 [==============================] - 0s - loss: 2.9822e-10
Epoch 2054/4000
6/6 [==============================] - 0s - loss: 2.9837e-10
Epoch 2055/4000
6/6 [==============================] - 0s - loss: 3.0359e-10
Epoch 2056/4000
6/6 [==============================] - 0s - loss: 2.9874e-10
Epoch 2057/4000
6/6 [==============================] - 0s - loss: 2.9848e-10
Epoch 2058/4000
6/6 [==============================] - 0s - loss: 3.0192e-10
Epoch 2059/4000
6/6 [==============================] - 0s - loss: 2.9855e-10
Epoch 2060/4000
6/6 [==============================] - 0s - loss: 2.9965e-10
Epoch 2061/4000
6/6 [==============================] - 0s - loss: 2.9828e-10
Epoch 2062/4000
6/6 [==============================] - 0s - loss: 2.9782e-10
Epoch 2063/4000
6/6 [==============================] - 0s - loss: 3.0506e-10
Epoch 2064/4000
6/6 [==============================] - 0s - loss: 2.9787e-10
Epoch 2065/4000
6/6 [==============================] - 0s - loss: 2.9889e-10
Epoch 2066/4000
6/6 [==============================] - 0s - loss: 3.0480e-10
Epoch 2067/4000
6/6 [==============================] - 0s - loss: 2.9874e-10
Epoch 2068/4000
6/6 [==============================] - 0s - loss: 2.9779e-10
Epoch 2069/4000
6/6 [==============================] - 0s - loss: 2.9805e-10
Epoch 2070/4000
6/6 [==============================] - 0s - loss: 3.0972e-10
Epoch 2071/4000
6/6 [==============================] - 0s - loss: 3.0321e-10
Epoch 2072/4000
6/6 [==============================] - 0s - loss: 2.9778e-10
Epoch 2073/4000
6/6 [==============================] - 0s - loss: 2.8980e-10
Epoch 2074/4000
6/6 [==============================] - 0s - loss: 2.9778e-10
Epoch 2075/4000
6/6 [==============================] - 0s - loss: 3.0142e-10
Epoch 2076/4000
6/6 [==============================] - 0s - loss: 2.8116e-10
Epoch 2077/4000
6/6 [==============================] - 0s - loss: 2.5660e-10
Epoch 2078/4000
6/6 [==============================] - 0s - loss: 3.0337e-10
Epoch 2079/4000
6/6 [==============================] - 0s - loss: 2.7200e-10
Epoch 2080/4000
6/6 [==============================] - 0s - loss: 2.6489e-10
Epoch 2081/4000
6/6 [==============================] - 0s - loss: 2.4701e-10
Epoch 2082/4000
6/6 [==============================] - 0s - loss: 2.7293e-10
Epoch 2083/4000
6/6 [==============================] - 0s - loss: 2.5049e-10
Epoch 2084/4000
6/6 [==============================] - 0s - loss: 2.5110e-10
Epoch 2085/4000
6/6 [==============================] - 0s - loss: 2.4810e-10
Epoch 2086/4000
6/6 [==============================] - 0s - loss: 2.4755e-10
Epoch 2087/4000
6/6 [==============================] - 0s - loss: 2.5285e-10
Epoch 2088/4000
6/6 [==============================] - 0s - loss: 2.4731e-10
Epoch 2089/4000
6/6 [==============================] - 0s - loss: 2.4750e-10
Epoch 2090/4000
6/6 [==============================] - 0s - loss: 2.4952e-10
Epoch 2091/4000
6/6 [==============================] - 0s - loss: 2.5039e-10
Epoch 2092/4000
6/6 [==============================] - 0s - loss: 2.4731e-10
Epoch 2093/4000
6/6 [==============================] - 0s - loss: 2.4666e-10
Epoch 2094/4000
6/6 [==============================] - 0s - loss: 2.5382e-10
Epoch 2095/4000
6/6 [==============================] - 0s - loss: 2.4712e-10
Epoch 2096/4000
6/6 [==============================] - 0s - loss: 2.4868e-10
Epoch 2097/4000
6/6 [==============================] - 0s - loss: 2.5675e-10
Epoch 2098/4000
6/6 [==============================] - 0s - loss: 2.5069e-10
Epoch 2099/4000
6/6 [==============================] - 0s - loss: 2.5898e-10
Epoch 2100/4000
6/6 [==============================] - 0s - loss: 2.5414e-10
Epoch 2101/4000
6/6 [==============================] - 0s - loss: 2.5887e-10
Epoch 2102/4000
6/6 [==============================] - 0s - loss: 2.4849e-10
Epoch 2103/4000
6/6 [==============================] - 0s - loss: 2.5216e-10
Epoch 2104/4000
6/6 [==============================] - 0s - loss: 2.6933e-10
Epoch 2105/4000
6/6 [==============================] - 0s - loss: 2.5004e-10
Epoch 2106/4000
6/6 [==============================] - 0s - loss: 2.5910e-10
Epoch 2107/4000
6/6 [==============================] - 0s - loss: 2.5424e-10
Epoch 2108/4000
6/6 [==============================] - 0s - loss: 2.5903e-10
Epoch 2109/4000
6/6 [==============================] - 0s - loss: 2.5027e-10
Epoch 2110/4000
6/6 [==============================] - 0s - loss: 2.4818e-10
Epoch 2111/4000
6/6 [==============================] - 0s - loss: 2.7256e-10
Epoch 2112/4000
6/6 [==============================] - 0s - loss: 2.4690e-10
Epoch 2113/4000
6/6 [==============================] - 0s - loss: 2.5670e-10
Epoch 2114/4000
6/6 [==============================] - 0s - loss: 2.6167e-10
Epoch 2115/4000
6/6 [==============================] - 0s - loss: 2.5424e-10
Epoch 2116/4000
6/6 [==============================] - 0s - loss: 2.5683e-10
Epoch 2117/4000
6/6 [==============================] - 0s - loss: 2.4788e-10
Epoch 2118/4000
6/6 [==============================] - 0s - loss: 2.3538e-10
Epoch 2119/4000
6/6 [==============================] - 0s - loss: 2.4716e-10
Epoch 2120/4000
6/6 [==============================] - 0s - loss: 2.4837e-10
Epoch 2121/4000
6/6 [==============================] - 0s - loss: 2.3275e-10
Epoch 2122/4000
6/6 [==============================] - 0s - loss: 2.2522e-10
Epoch 2123/4000
6/6 [==============================] - 0s - loss: 2.5236e-10
Epoch 2124/4000
6/6 [==============================] - 0s - loss: 2.2713e-10
Epoch 2125/4000
6/6 [==============================] - 0s - loss: 2.3016e-10
Epoch 2126/4000
6/6 [==============================] - 0s - loss: 2.2485e-10
Epoch 2127/4000
6/6 [==============================] - 0s - loss: 2.2349e-10
Epoch 2128/4000
6/6 [==============================] - 0s - loss: 2.3508e-10
Epoch 2129/4000
6/6 [==============================] - 0s - loss: 2.2386e-10
Epoch 2130/4000
6/6 [==============================] - 0s - loss: 2.3102e-10
Epoch 2131/4000
6/6 [==============================] - 0s - loss: 2.3004e-10
Epoch 2132/4000
6/6 [==============================] - 0s - loss: 2.3023e-10
Epoch 2133/4000
6/6 [==============================] - 0s - loss: 2.2704e-10
Epoch 2134/4000
6/6 [==============================] - 0s - loss: 2.2281e-10
Epoch 2135/4000
6/6 [==============================] - 0s - loss: 2.4114e-10
Epoch 2136/4000
6/6 [==============================] - 0s - loss: 2.2387e-10
Epoch 2137/4000
6/6 [==============================] - 0s - loss: 2.2292e-10
Epoch 2138/4000
6/6 [==============================] - 0s - loss: 2.2974e-10
Epoch 2139/4000
6/6 [==============================] - 0s - loss: 2.2474e-10
Epoch 2140/4000
6/6 [==============================] - 0s - loss: 2.2611e-10
Epoch 2141/4000
6/6 [==============================] - 0s - loss: 2.2604e-10
Epoch 2142/4000
6/6 [==============================] - 0s - loss: 2.2771e-10
Epoch 2143/4000
6/6 [==============================] - 0s - loss: 2.2619e-10
Epoch 2144/4000
6/6 [==============================] - 0s - loss: 2.2386e-10
Epoch 2145/4000
6/6 [==============================] - 0s - loss: 2.3471e-10
Epoch 2146/4000
6/6 [==============================] - 0s - loss: 2.2678e-10
Epoch 2147/4000
6/6 [==============================] - 0s - loss: 2.2273e-10
Epoch 2148/4000
6/6 [==============================] - 0s - loss: 2.3195e-10
Epoch 2149/4000
6/6 [==============================] - 0s - loss: 2.2301e-10
Epoch 2150/4000
6/6 [==============================] - 0s - loss: 2.2255e-10
Epoch 2151/4000
6/6 [==============================] - 0s - loss: 2.2368e-10
Epoch 2152/4000
6/6 [==============================] - 0s - loss: 2.2611e-10
Epoch 2153/4000
6/6 [==============================] - 0s - loss: 2.2387e-10
Epoch 2154/4000
6/6 [==============================] - 0s - loss: 2.2368e-10
Epoch 2155/4000
6/6 [==============================] - 0s - loss: 2.2777e-10
Epoch 2156/4000
6/6 [==============================] - 0s - loss: 2.2493e-10
Epoch 2157/4000
6/6 [==============================] - 0s - loss: 2.2543e-10
Epoch 2158/4000
6/6 [==============================] - 0s - loss: 2.2838e-10
Epoch 2159/4000
6/6 [==============================] - 0s - loss: 2.2381e-10
Epoch 2160/4000
6/6 [==============================] - 0s - loss: 2.2223e-10
Epoch 2161/4000
6/6 [==============================] - 0s - loss: 2.3436e-10
Epoch 2162/4000
6/6 [==============================] - 0s - loss: 2.2249e-10
Epoch 2163/4000
6/6 [==============================] - 0s - loss: 2.2284e-10
Epoch 2164/4000
6/6 [==============================] - 0s - loss: 2.2593e-10
Epoch 2165/4000
6/6 [==============================] - 0s - loss: 2.2593e-10
Epoch 2166/4000
6/6 [==============================] - 0s - loss: 2.2268e-10
Epoch 2167/4000
6/6 [==============================] - 0s - loss: 2.2268e-10
Epoch 2168/4000
6/6 [==============================] - 0s - loss: 2.4386e-10
Epoch 2169/4000
6/6 [==============================] - 0s - loss: 2.2411e-10
Epoch 2170/4000
6/6 [==============================] - 0s - loss: 2.2420e-10
Epoch 2171/4000
6/6 [==============================] - 0s - loss: 2.3239e-10
Epoch 2172/4000
6/6 [==============================] - 0s - loss: 2.2548e-10
Epoch 2173/4000
6/6 [==============================] - 0s - loss: 2.2697e-10
Epoch 2174/4000
6/6 [==============================] - 0s - loss: 2.2420e-10
Epoch 2175/4000
6/6 [==============================] - 0s - loss: 2.3245e-10
Epoch 2176/4000
6/6 [==============================] - 0s - loss: 2.2249e-10
Epoch 2177/4000
6/6 [==============================] - 0s - loss: 2.2511e-10
Epoch 2178/4000
6/6 [==============================] - 0s - loss: 2.3195e-10
Epoch 2179/4000
6/6 [==============================] - 0s - loss: 2.2470e-10
Epoch 2180/4000
6/6 [==============================] - 0s - loss: 2.2506e-10
Epoch 2181/4000
6/6 [==============================] - 0s - loss: 2.2315e-10
Epoch 2182/4000
6/6 [==============================] - 0s - loss: 2.0970e-10
Epoch 2183/4000
6/6 [==============================] - 0s - loss: 2.2273e-10
Epoch 2184/4000
6/6 [==============================] - 0s - loss: 2.3221e-10
Epoch 2185/4000
6/6 [==============================] - 0s - loss: 2.1492e-10
Epoch 2186/4000
6/6 [==============================] - 0s - loss: 2.0517e-10
Epoch 2187/4000
6/6 [==============================] - 0s - loss: 2.3037e-10
Epoch 2188/4000
6/6 [==============================] - 0s - loss: 2.0224e-10
Epoch 2189/4000
6/6 [==============================] - 0s - loss: 2.1504e-10
Epoch 2190/4000
6/6 [==============================] - 0s - loss: 2.2809e-10
Epoch 2191/4000
6/6 [==============================] - 0s - loss: 2.0079e-10
Epoch 2192/4000
6/6 [==============================] - 0s - loss: 2.2236e-10
Epoch 2193/4000
6/6 [==============================] - 0s - loss: 2.0627e-10
Epoch 2194/4000
6/6 [==============================] - 0s - loss: 2.0032e-10
Epoch 2195/4000
6/6 [==============================] - 0s - loss: 2.2614e-10
Epoch 2196/4000
6/6 [==============================] - 0s - loss: 2.0151e-10
Epoch 2197/4000
6/6 [==============================] - 0s - loss: 2.0560e-10
Epoch 2198/4000
6/6 [==============================] - 0s - loss: 2.1829e-10
Epoch 2199/4000
6/6 [==============================] - 0s - loss: 2.0242e-10
Epoch 2200/4000
6/6 [==============================] - 0s - loss: 2.1530e-10
Epoch 2201/4000
6/6 [==============================] - 0s - loss: 2.1294e-10
Epoch 2202/4000
6/6 [==============================] - 0s - loss: 2.1230e-10
Epoch 2203/4000
6/6 [==============================] - 0s - loss: 2.1628e-10
Epoch 2204/4000
6/6 [==============================] - 0s - loss: 2.0166e-10
Epoch 2205/4000
6/6 [==============================] - 0s - loss: 2.2189e-10
Epoch 2206/4000
6/6 [==============================] - 0s - loss: 2.0268e-10
Epoch 2207/4000
6/6 [==============================] - 0s - loss: 2.0075e-10
Epoch 2208/4000
6/6 [==============================] - 0s - loss: 2.1227e-10
Epoch 2209/4000
6/6 [==============================] - 0s - loss: 2.0040e-10
Epoch 2210/4000
6/6 [==============================] - 0s - loss: 2.0075e-10
Epoch 2211/4000
6/6 [==============================] - 0s - loss: 2.0828e-10
Epoch 2212/4000
6/6 [==============================] - 0s - loss: 2.0227e-10
Epoch 2213/4000
6/6 [==============================] - 0s - loss: 2.0603e-10
Epoch 2214/4000
6/6 [==============================] - 0s - loss: 2.0416e-10
Epoch 2215/4000
6/6 [==============================] - 0s - loss: 2.1008e-10
Epoch 2216/4000
6/6 [==============================] - 0s - loss: 2.0800e-10
Epoch 2217/4000
6/6 [==============================] - 0s - loss: 2.0595e-10
Epoch 2218/4000
6/6 [==============================] - 0s - loss: 2.0398e-10
Epoch 2219/4000
6/6 [==============================] - 0s - loss: 2.0270e-10
Epoch 2220/4000
6/6 [==============================] - 0s - loss: 2.0003e-10
Epoch 2221/4000
6/6 [==============================] - 0s - loss: 1.9124e-10
Epoch 2222/4000
6/6 [==============================] - 0s - loss: 2.0164e-10
Epoch 2223/4000
6/6 [==============================] - 0s - loss: 2.0015e-10
Epoch 2224/4000
6/6 [==============================] - 0s - loss: 1.9124e-10
Epoch 2225/4000
6/6 [==============================] - 0s - loss: 2.0057e-10
Epoch 2226/4000
6/6 [==============================] - 0s - loss: 1.9986e-10
Epoch 2227/4000
6/6 [==============================] - 0s - loss: 1.8228e-10
Epoch 2228/4000
6/6 [==============================] - 0s - loss: 1.7921e-10
Epoch 2229/4000
6/6 [==============================] - 0s - loss: 1.8005e-10
Epoch 2230/4000
6/6 [==============================] - 0s - loss: 1.8100e-10
Epoch 2231/4000
6/6 [==============================] - 0s - loss: 1.8592e-10
Epoch 2232/4000
6/6 [==============================] - 0s - loss: 1.8413e-10
Epoch 2233/4000
6/6 [==============================] - 0s - loss: 1.7945e-10
Epoch 2234/4000
6/6 [==============================] - 0s - loss: 1.9393e-10
Epoch 2235/4000
6/6 [==============================] - 0s - loss: 1.8271e-10
Epoch 2236/4000
6/6 [==============================] - 0s - loss: 1.7953e-10
Epoch 2237/4000
6/6 [==============================] - 0s - loss: 1.9100e-10
Epoch 2238/4000
6/6 [==============================] - 0s - loss: 1.8091e-10
Epoch 2239/4000
6/6 [==============================] - 0s - loss: 1.9096e-10
Epoch 2240/4000
6/6 [==============================] - 0s - loss: 1.8836e-10
Epoch 2241/4000
6/6 [==============================] - 0s - loss: 1.8388e-10
Epoch 2242/4000
6/6 [==============================] - 0s - loss: 1.8617e-10
Epoch 2243/4000
6/6 [==============================] - 0s - loss: 1.7979e-10
Epoch 2244/4000
6/6 [==============================] - 0s - loss: 1.9371e-10
Epoch 2245/4000
6/6 [==============================] - 0s - loss: 1.8267e-10
Epoch 2246/4000
6/6 [==============================] - 0s - loss: 1.7948e-10
Epoch 2247/4000
6/6 [==============================] - 0s - loss: 1.9676e-10
Epoch 2248/4000
6/6 [==============================] - 0s - loss: 1.7901e-10
Epoch 2249/4000
6/6 [==============================] - 0s - loss: 1.8110e-10
Epoch 2250/4000
6/6 [==============================] - 0s - loss: 1.9077e-10
Epoch 2251/4000
6/6 [==============================] - 0s - loss: 1.7906e-10
Epoch 2252/4000
6/6 [==============================] - 0s - loss: 1.8236e-10
Epoch 2253/4000
6/6 [==============================] - 0s - loss: 1.8395e-10
Epoch 2254/4000
6/6 [==============================] - 0s - loss: 1.8091e-10
Epoch 2255/4000
6/6 [==============================] - 0s - loss: 1.8110e-10
Epoch 2256/4000
6/6 [==============================] - 0s - loss: 1.8221e-10
Epoch 2257/4000
6/6 [==============================] - 0s - loss: 1.8091e-10
Epoch 2258/4000
6/6 [==============================] - 0s - loss: 1.8100e-10
Epoch 2259/4000
6/6 [==============================] - 0s - loss: 1.8221e-10
Epoch 2260/4000
6/6 [==============================] - 0s - loss: 1.8221e-10
Epoch 2261/4000
6/6 [==============================] - 0s - loss: 1.8083e-10
Epoch 2262/4000
6/6 [==============================] - 0s - loss: 1.7901e-10
Epoch 2263/4000
6/6 [==============================] - 0s - loss: 1.8802e-10
Epoch 2264/4000
6/6 [==============================] - 0s - loss: 1.8083e-10
Epoch 2265/4000
6/6 [==============================] - 0s - loss: 1.7862e-10
Epoch 2266/4000
6/6 [==============================] - 0s - loss: 1.8602e-10
Epoch 2267/4000
6/6 [==============================] - 0s - loss: 1.7875e-10
Epoch 2268/4000
6/6 [==============================] - 0s - loss: 1.7890e-10
Epoch 2269/4000
6/6 [==============================] - 0s - loss: 1.7849e-10
Epoch 2270/4000
6/6 [==============================] - 0s - loss: 1.6811e-10
Epoch 2271/4000
6/6 [==============================] - 0s - loss: 1.7906e-10
Epoch 2272/4000
6/6 [==============================] - 0s - loss: 1.7857e-10
Epoch 2273/4000
6/6 [==============================] - 0s - loss: 1.6223e-10
Epoch 2274/4000
6/6 [==============================] - 0s - loss: 1.7883e-10
Epoch 2275/4000
6/6 [==============================] - 0s - loss: 1.7928e-10
Epoch 2276/4000
6/6 [==============================] - 0s - loss: 1.6638e-10
Epoch 2277/4000
6/6 [==============================] - 0s - loss: 1.5900e-10
Epoch 2278/4000
6/6 [==============================] - 0s - loss: 1.5926e-10
Epoch 2279/4000
6/6 [==============================] - 0s - loss: 1.6472e-10
Epoch 2280/4000
6/6 [==============================] - 0s - loss: 1.5988e-10
Epoch 2281/4000
6/6 [==============================] - 0s - loss: 1.5954e-10
Epoch 2282/4000
6/6 [==============================] - 0s - loss: 1.6233e-10
Epoch 2283/4000
6/6 [==============================] - 0s - loss: 1.5960e-10
Epoch 2284/4000
6/6 [==============================] - 0s - loss: 1.5950e-10
Epoch 2285/4000
6/6 [==============================] - 0s - loss: 1.6251e-10
Epoch 2286/4000
6/6 [==============================] - 0s - loss: 1.5920e-10
Epoch 2287/4000
6/6 [==============================] - 0s - loss: 1.5878e-10
Epoch 2288/4000
6/6 [==============================] - 0s - loss: 1.6090e-10
Epoch 2289/4000
6/6 [==============================] - 0s - loss: 1.6054e-10
Epoch 2290/4000
6/6 [==============================] - 0s - loss: 1.5868e-10
Epoch 2291/4000
6/6 [==============================] - 0s - loss: 1.6247e-10
Epoch 2292/4000
6/6 [==============================] - 0s - loss: 1.5882e-10
Epoch 2293/4000
6/6 [==============================] - 0s - loss: 1.5868e-10
Epoch 2294/4000
6/6 [==============================] - 0s - loss: 1.5909e-10
Epoch 2295/4000
6/6 [==============================] - 0s - loss: 1.6121e-10
Epoch 2296/4000
6/6 [==============================] - 0s - loss: 1.5868e-10
Epoch 2297/4000
6/6 [==============================] - 0s - loss: 1.3989e-10
Epoch 2298/4000
6/6 [==============================] - 0s - loss: 1.4001e-10
Epoch 2299/4000
6/6 [==============================] - 0s - loss: 1.3950e-10
Epoch 2300/4000
6/6 [==============================] - 0s - loss: 1.4072e-10
Epoch 2301/4000
6/6 [==============================] - 0s - loss: 1.3959e-10
Epoch 2302/4000
6/6 [==============================] - 0s - loss: 1.4194e-10
Epoch 2303/4000
6/6 [==============================] - 0s - loss: 1.3950e-10
Epoch 2304/4000
6/6 [==============================] - 0s - loss: 1.3959e-10
Epoch 2305/4000
6/6 [==============================] - 0s - loss: 1.4378e-10
Epoch 2306/4000
6/6 [==============================] - 0s - loss: 1.3999e-10
Epoch 2307/4000
6/6 [==============================] - 0s - loss: 1.4059e-10
Epoch 2308/4000
6/6 [==============================] - 0s - loss: 1.3947e-10
Epoch 2309/4000
6/6 [==============================] - 0s - loss: 1.4006e-10
Epoch 2310/4000
6/6 [==============================] - 0s - loss: 1.4171e-10
Epoch 2311/4000
6/6 [==============================] - 0s - loss: 1.3996e-10
Epoch 2312/4000
6/6 [==============================] - 0s - loss: 1.3996e-10
Epoch 2313/4000
6/6 [==============================] - 0s - loss: 1.4330e-10
Epoch 2314/4000
6/6 [==============================] - 0s - loss: 1.4096e-10
Epoch 2315/4000
6/6 [==============================] - 0s - loss: 1.4021e-10
Epoch 2316/4000
6/6 [==============================] - 0s - loss: 1.4481e-10
Epoch 2317/4000
6/6 [==============================] - 0s - loss: 1.4026e-10
Epoch 2318/4000
6/6 [==============================] - 0s - loss: 1.3970e-10
Epoch 2319/4000
6/6 [==============================] - 0s - loss: 1.3996e-10
Epoch 2320/4000
6/6 [==============================] - 0s - loss: 1.4208e-10
Epoch 2321/4000
6/6 [==============================] - 0s - loss: 1.3947e-10
Epoch 2322/4000
6/6 [==============================] - 0s - loss: 1.3965e-10
Epoch 2323/4000
6/6 [==============================] - 0s - loss: 1.4166e-10
Epoch 2324/4000
6/6 [==============================] - 0s - loss: 1.3924e-10
Epoch 2325/4000
6/6 [==============================] - 0s - loss: 1.3944e-10
Epoch 2326/4000
6/6 [==============================] - 0s - loss: 1.4170e-10
Epoch 2327/4000
6/6 [==============================] - 0s - loss: 1.4065e-10
Epoch 2328/4000
6/6 [==============================] - 0s - loss: 1.4132e-10
Epoch 2329/4000
6/6 [==============================] - 0s - loss: 1.4126e-10
Epoch 2330/4000
6/6 [==============================] - 0s - loss: 1.3996e-10
Epoch 2331/4000
6/6 [==============================] - 0s - loss: 1.4004e-10
Epoch 2332/4000
6/6 [==============================] - 0s - loss: 1.4170e-10
Epoch 2333/4000
6/6 [==============================] - 0s - loss: 1.3988e-10
Epoch 2334/4000
6/6 [==============================] - 0s - loss: 1.3953e-10
Epoch 2335/4000
6/6 [==============================] - 0s - loss: 1.4000e-10
Epoch 2336/4000
6/6 [==============================] - 0s - loss: 1.3980e-10
Epoch 2337/4000
6/6 [==============================] - 0s - loss: 1.3939e-10
Epoch 2338/4000
6/6 [==============================] - 0s - loss: 1.4454e-10
Epoch 2339/4000
6/6 [==============================] - 0s - loss: 1.4056e-10
Epoch 2340/4000
6/6 [==============================] - 0s - loss: 1.4049e-10
Epoch 2341/4000
6/6 [==============================] - 0s - loss: 1.4155e-10
Epoch 2342/4000
6/6 [==============================] - 0s - loss: 1.3934e-10
Epoch 2343/4000
6/6 [==============================] - 0s - loss: 1.3919e-10
Epoch 2344/4000
6/6 [==============================] - 0s - loss: 1.4146e-10
Epoch 2345/4000
6/6 [==============================] - 0s - loss: 1.3983e-10
Epoch 2346/4000
6/6 [==============================] - 0s - loss: 1.4029e-10
Epoch 2347/4000
6/6 [==============================] - 0s - loss: 1.4515e-10
Epoch 2348/4000
6/6 [==============================] - 0s - loss: 1.4019e-10
Epoch 2349/4000
6/6 [==============================] - 0s - loss: 1.4041e-10
Epoch 2350/4000
6/6 [==============================] - 0s - loss: 1.4150e-10
Epoch 2351/4000
6/6 [==============================] - 0s - loss: 1.3969e-10
Epoch 2352/4000
6/6 [==============================] - 0s - loss: 1.3913e-10
Epoch 2353/4000
6/6 [==============================] - 0s - loss: 1.3929e-10
Epoch 2354/4000
6/6 [==============================] - 0s - loss: 1.4883e-10
Epoch 2355/4000
6/6 [==============================] - 0s - loss: 1.4298e-10
Epoch 2356/4000
6/6 [==============================] - 0s - loss: 1.3965e-10
Epoch 2357/4000
6/6 [==============================] - 0s - loss: 1.4283e-10
Epoch 2358/4000
6/6 [==============================] - 0s - loss: 1.3900e-10
Epoch 2359/4000
6/6 [==============================] - 0s - loss: 1.3928e-10
Epoch 2360/4000
6/6 [==============================] - 0s - loss: 1.4283e-10
Epoch 2361/4000
6/6 [==============================] - 0s - loss: 1.3983e-10
Epoch 2362/4000
6/6 [==============================] - 0s - loss: 1.4059e-10
Epoch 2363/4000
6/6 [==============================] - 0s - loss: 1.4454e-10
Epoch 2364/4000
6/6 [==============================] - 0s - loss: 1.3904e-10
Epoch 2365/4000
6/6 [==============================] - 0s - loss: 1.3919e-10
Epoch 2366/4000
6/6 [==============================] - 0s - loss: 1.4632e-10
Epoch 2367/4000
6/6 [==============================] - 0s - loss: 1.3969e-10
Epoch 2368/4000
6/6 [==============================] - 0s - loss: 1.3912e-10
Epoch 2369/4000
6/6 [==============================] - 0s - loss: 1.4034e-10
Epoch 2370/4000
6/6 [==============================] - 0s - loss: 1.3897e-10
Epoch 2371/4000
6/6 [==============================] - 0s - loss: 1.3954e-10
Epoch 2372/4000
6/6 [==============================] - 0s - loss: 1.3958e-10
Epoch 2373/4000
6/6 [==============================] - 0s - loss: 1.3904e-10
Epoch 2374/4000
6/6 [==============================] - 0s - loss: 1.4125e-10
Epoch 2375/4000
6/6 [==============================] - 0s - loss: 1.4196e-10
Epoch 2376/4000
6/6 [==============================] - 0s - loss: 1.4889e-10
Epoch 2377/4000
6/6 [==============================] - 0s - loss: 1.4015e-10
Epoch 2378/4000
6/6 [==============================] - 0s - loss: 1.3969e-10
Epoch 2379/4000
6/6 [==============================] - 0s - loss: 1.4337e-10
Epoch 2380/4000
6/6 [==============================] - 0s - loss: 1.3939e-10
Epoch 2381/4000
6/6 [==============================] - 0s - loss: 1.4086e-10
Epoch 2382/4000
6/6 [==============================] - 0s - loss: 1.5459e-10
Epoch 2383/4000
6/6 [==============================] - 0s - loss: 1.4474e-10
Epoch 2384/4000
6/6 [==============================] - 0s - loss: 1.4004e-10
Epoch 2385/4000
6/6 [==============================] - 0s - loss: 1.4890e-10
Epoch 2386/4000
6/6 [==============================] - 0s - loss: 1.4140e-10
Epoch 2387/4000
6/6 [==============================] - 0s - loss: 1.3943e-10
Epoch 2388/4000
6/6 [==============================] - 0s - loss: 1.4954e-10
Epoch 2389/4000
6/6 [==============================] - 0s - loss: 1.3949e-10
Epoch 2390/4000
6/6 [==============================] - 0s - loss: 1.4488e-10
Epoch 2391/4000
6/6 [==============================] - 0s - loss: 1.3116e-10
Epoch 2392/4000
6/6 [==============================] - 0s - loss: 1.4034e-10
Epoch 2393/4000
6/6 [==============================] - 0s - loss: 1.4170e-10
Epoch 2394/4000
6/6 [==============================] - 0s - loss: 1.2297e-10
Epoch 2395/4000
6/6 [==============================] - 0s - loss: 1.2385e-10
Epoch 2396/4000
6/6 [==============================] - 0s - loss: 1.3909e-10
Epoch 2397/4000
6/6 [==============================] - 0s - loss: 1.2151e-10
Epoch 2398/4000
6/6 [==============================] - 0s - loss: 1.2191e-10
Epoch 2399/4000
6/6 [==============================] - 0s - loss: 1.2510e-10
Epoch 2400/4000
6/6 [==============================] - 0s - loss: 1.2316e-10
Epoch 2401/4000
6/6 [==============================] - 0s - loss: 1.2191e-10
Epoch 2402/4000
6/6 [==============================] - 0s - loss: 1.2267e-10
Epoch 2403/4000
6/6 [==============================] - 0s - loss: 1.2191e-10
Epoch 2404/4000
6/6 [==============================] - 0s - loss: 1.2135e-10
Epoch 2405/4000
6/6 [==============================] - 0s - loss: 1.2215e-10
Epoch 2406/4000
6/6 [==============================] - 0s - loss: 1.2176e-10
Epoch 2407/4000
6/6 [==============================] - 0s - loss: 1.2116e-10
Epoch 2408/4000
6/6 [==============================] - 0s - loss: 1.2268e-10
Epoch 2409/4000
6/6 [==============================] - 0s - loss: 1.2195e-10
Epoch 2410/4000
6/6 [==============================] - 0s - loss: 1.2139e-10
Epoch 2411/4000
6/6 [==============================] - 0s - loss: 1.2200e-10
Epoch 2412/4000
6/6 [==============================] - 0s - loss: 1.2206e-10
Epoch 2413/4000
6/6 [==============================] - 0s - loss: 1.2191e-10
Epoch 2414/4000
6/6 [==============================] - 0s - loss: 1.2161e-10
Epoch 2415/4000
6/6 [==============================] - 0s - loss: 1.2165e-10
Epoch 2416/4000
6/6 [==============================] - 0s - loss: 1.2182e-10
Epoch 2417/4000
6/6 [==============================] - 0s - loss: 1.2475e-10
Epoch 2418/4000
6/6 [==============================] - 0s - loss: 1.2500e-10
Epoch 2419/4000
6/6 [==============================] - 0s - loss: 1.2200e-10
Epoch 2420/4000
6/6 [==============================] - 0s - loss: 1.3339e-10
Epoch 2421/4000
6/6 [==============================] - 0s - loss: 1.2512e-10
Epoch 2422/4000
6/6 [==============================] - 0s - loss: 1.2276e-10
Epoch 2423/4000
6/6 [==============================] - 0s - loss: 1.4708e-10
Epoch 2424/4000
6/6 [==============================] - 0s - loss: 1.2776e-10
Epoch 2425/4000
6/6 [==============================] - 0s - loss: 1.2222e-10
Epoch 2426/4000
6/6 [==============================] - 0s - loss: 1.3185e-10
Epoch 2427/4000
6/6 [==============================] - 0s - loss: 1.2412e-10
Epoch 2428/4000
6/6 [==============================] - 0s - loss: 1.2222e-10
Epoch 2429/4000
6/6 [==============================] - 0s - loss: 1.3094e-10
Epoch 2430/4000
6/6 [==============================] - 0s - loss: 1.2473e-10
Epoch 2431/4000
6/6 [==============================] - 0s - loss: 1.2157e-10
Epoch 2432/4000
6/6 [==============================] - 0s - loss: 1.3435e-10
Epoch 2433/4000
6/6 [==============================] - 0s - loss: 1.3449e-10
Epoch 2434/4000
6/6 [==============================] - 0s - loss: 1.2875e-10
Epoch 2435/4000
6/6 [==============================] - 0s - loss: 1.2677e-10
Epoch 2436/4000
6/6 [==============================] - 0s - loss: 1.2685e-10
Epoch 2437/4000
6/6 [==============================] - 0s - loss: 1.2286e-10
Epoch 2438/4000
6/6 [==============================] - 0s - loss: 1.2700e-10
Epoch 2439/4000
6/6 [==============================] - 0s - loss: 1.2142e-10
Epoch 2440/4000
6/6 [==============================] - 0s - loss: 1.2367e-10
Epoch 2441/4000
6/6 [==============================] - 0s - loss: 1.3352e-10
Epoch 2442/4000
6/6 [==============================] - 0s - loss: 1.2378e-10
Epoch 2443/4000
6/6 [==============================] - 0s - loss: 1.2162e-10
Epoch 2444/4000
6/6 [==============================] - 0s - loss: 1.2859e-10
Epoch 2445/4000
6/6 [==============================] - 0s - loss: 1.2364e-10
Epoch 2446/4000
6/6 [==============================] - 0s - loss: 1.2137e-10
Epoch 2447/4000
6/6 [==============================] - 0s - loss: 1.1704e-10
Epoch 2448/4000
6/6 [==============================] - 0s - loss: 1.2864e-10
Epoch 2449/4000
6/6 [==============================] - 0s - loss: 1.2156e-10
Epoch 2450/4000
6/6 [==============================] - 0s - loss: 1.1682e-10
Epoch 2451/4000
6/6 [==============================] - 0s - loss: 1.2845e-10
Epoch 2452/4000
6/6 [==============================] - 0s - loss: 1.0701e-10
Epoch 2453/4000
6/6 [==============================] - 0s - loss: 1.0830e-10
Epoch 2454/4000
6/6 [==============================] - 0s - loss: 1.2227e-10
Epoch 2455/4000
6/6 [==============================] - 0s - loss: 1.0499e-10
Epoch 2456/4000
6/6 [==============================] - 0s - loss: 1.1675e-10
Epoch 2457/4000
6/6 [==============================] - 0s - loss: 1.2249e-10
Epoch 2458/4000
6/6 [==============================] - 0s - loss: 1.0497e-10
Epoch 2459/4000
6/6 [==============================] - 0s - loss: 1.1016e-10
Epoch 2460/4000
6/6 [==============================] - 0s - loss: 1.0497e-10
Epoch 2461/4000
6/6 [==============================] - 0s - loss: 1.0445e-10
Epoch 2462/4000
6/6 [==============================] - 0s - loss: 1.0733e-10
Epoch 2463/4000
6/6 [==============================] - 0s - loss: 1.0503e-10
Epoch 2464/4000
6/6 [==============================] - 0s - loss: 1.0503e-10
Epoch 2465/4000
6/6 [==============================] - 0s - loss: 1.1064e-10
Epoch 2466/4000
6/6 [==============================] - 0s - loss: 1.0832e-10
Epoch 2467/4000
6/6 [==============================] - 0s - loss: 1.0651e-10
Epoch 2468/4000
6/6 [==============================] - 0s - loss: 1.0935e-10
Epoch 2469/4000
6/6 [==============================] - 0s - loss: 1.0883e-10
Epoch 2470/4000
6/6 [==============================] - 0s - loss: 1.0686e-10
Epoch 2471/4000
6/6 [==============================] - 0s - loss: 1.1090e-10
Epoch 2472/4000
6/6 [==============================] - 0s - loss: 1.0844e-10
Epoch 2473/4000
6/6 [==============================] - 0s - loss: 1.0620e-10
Epoch 2474/4000
6/6 [==============================] - 0s - loss: 1.1027e-10
Epoch 2475/4000
6/6 [==============================] - 0s - loss: 1.1208e-10
Epoch 2476/4000
6/6 [==============================] - 0s - loss: 1.1451e-10
Epoch 2477/4000
6/6 [==============================] - 0s - loss: 1.0556e-10
Epoch 2478/4000
6/6 [==============================] - 0s - loss: 1.1435e-10
Epoch 2479/4000
6/6 [==============================] - 0s - loss: 1.2285e-10
Epoch 2480/4000
6/6 [==============================] - 0s - loss: 1.0530e-10
Epoch 2481/4000
6/6 [==============================] - 0s - loss: 1.1989e-10
Epoch 2482/4000
6/6 [==============================] - 0s - loss: 1.3015e-10
Epoch 2483/4000
6/6 [==============================] - 0s - loss: 1.0454e-10
Epoch 2484/4000
6/6 [==============================] - 0s - loss: 1.1200e-10
Epoch 2485/4000
6/6 [==============================] - 0s - loss: 1.2615e-10
Epoch 2486/4000
6/6 [==============================] - 0s - loss: 1.0462e-10
Epoch 2487/4000
6/6 [==============================] - 0s - loss: 1.1428e-10
Epoch 2488/4000
6/6 [==============================] - 0s - loss: 1.3403e-10
Epoch 2489/4000
6/6 [==============================] - 0s - loss: 1.0584e-10
Epoch 2490/4000
6/6 [==============================] - 0s - loss: 1.0826e-10
Epoch 2491/4000
6/6 [==============================] - 0s - loss: 1.1961e-10
Epoch 2492/4000
6/6 [==============================] - 0s - loss: 1.0642e-10
Epoch 2493/4000
6/6 [==============================] - 0s - loss: 1.0555e-10
Epoch 2494/4000
6/6 [==============================] - 0s - loss: 1.2072e-10
Epoch 2495/4000
6/6 [==============================] - 0s - loss: 1.1981e-10
Epoch 2496/4000
6/6 [==============================] - 0s - loss: 1.1027e-10
Epoch 2497/4000
6/6 [==============================] - 0s - loss: 1.1709e-10
Epoch 2498/4000
6/6 [==============================] - 0s - loss: 1.2648e-10
Epoch 2499/4000
6/6 [==============================] - 0s - loss: 1.1424e-10
Epoch 2500/4000
6/6 [==============================] - 0s - loss: 1.1196e-10
Epoch 2501/4000
6/6 [==============================] - 0s - loss: 1.3035e-10
Epoch 2502/4000
6/6 [==============================] - 0s - loss: 1.3015e-10
Epoch 2503/4000
6/6 [==============================] - 0s - loss: 1.0480e-10
Epoch 2504/4000
6/6 [==============================] - 0s - loss: 1.1701e-10
Epoch 2505/4000
6/6 [==============================] - 0s - loss: 1.1909e-10
Epoch 2506/4000
6/6 [==============================] - 0s - loss: 1.0610e-10
Epoch 2507/4000
6/6 [==============================] - 0s - loss: 1.1031e-10
Epoch 2508/4000
6/6 [==============================] - 0s - loss: 1.1132e-10
Epoch 2509/4000
6/6 [==============================] - 0s - loss: 1.0708e-10
Epoch 2510/4000
6/6 [==============================] - 0s - loss: 1.0534e-10
Epoch 2511/4000
6/6 [==============================] - 0s - loss: 1.0207e-10
Epoch 2512/4000
6/6 [==============================] - 0s - loss: 1.0490e-10
Epoch 2513/4000
6/6 [==============================] - 0s - loss: 1.1028e-10
Epoch 2514/4000
6/6 [==============================] - 0s - loss: 1.0786e-10
Epoch 2515/4000
6/6 [==============================] - 0s - loss: 9.0154e-11
Epoch 2516/4000
6/6 [==============================] - 0s - loss: 9.3081e-11
Epoch 2517/4000
6/6 [==============================] - 0s - loss: 1.0089e-10
Epoch 2518/4000
6/6 [==============================] - 0s - loss: 1.2351e-10
Epoch 2519/4000
6/6 [==============================] - 0s - loss: 8.7880e-11
Epoch 2520/4000
6/6 [==============================] - 0s - loss: 9.1328e-11
Epoch 2521/4000
6/6 [==============================] - 0s - loss: 9.3536e-11
Epoch 2522/4000
6/6 [==============================] - 0s - loss: 8.1582e-11
Epoch 2523/4000
6/6 [==============================] - 0s - loss: 8.0891e-11
Epoch 2524/4000
6/6 [==============================] - 0s - loss: 1.0548e-10
Epoch 2525/4000
6/6 [==============================] - 0s - loss: 9.2458e-11
Epoch 2526/4000
6/6 [==============================] - 0s - loss: 7.7063e-11
Epoch 2527/4000
6/6 [==============================] - 0s - loss: 9.6466e-11
Epoch 2528/4000
6/6 [==============================] - 0s - loss: 8.1800e-11
Epoch 2529/4000
6/6 [==============================] - 0s - loss: 7.7755e-11
Epoch 2530/4000
6/6 [==============================] - 0s - loss: 9.4277e-11
Epoch 2531/4000
6/6 [==============================] - 0s - loss: 8.4235e-11
Epoch 2532/4000
6/6 [==============================] - 0s - loss: 7.6542e-11
Epoch 2533/4000
6/6 [==============================] - 0s - loss: 7.6997e-11
Epoch 2534/4000
6/6 [==============================] - 0s - loss: 8.0862e-11
Epoch 2535/4000
6/6 [==============================] - 0s - loss: 7.8617e-11
Epoch 2536/4000
6/6 [==============================] - 0s - loss: 7.5633e-11
Epoch 2537/4000
6/6 [==============================] - 0s - loss: 8.1014e-11
Epoch 2538/4000
6/6 [==============================] - 0s - loss: 7.6495e-11
Epoch 2539/4000
6/6 [==============================] - 0s - loss: 7.9792e-11
Epoch 2540/4000
6/6 [==============================] - 0s - loss: 8.1582e-11
Epoch 2541/4000
6/6 [==============================] - 0s - loss: 7.5850e-11
Epoch 2542/4000
6/6 [==============================] - 0s - loss: 8.2688e-11
Epoch 2543/4000
6/6 [==============================] - 0s - loss: 9.0677e-11
Epoch 2544/4000
6/6 [==============================] - 0s - loss: 7.7035e-11
Epoch 2545/4000
6/6 [==============================] - 0s - loss: 7.6559e-11
Epoch 2546/4000
6/6 [==============================] - 0s - loss: 8.0869e-11
Epoch 2547/4000
6/6 [==============================] - 0s - loss: 7.5952e-11
Epoch 2548/4000
6/6 [==============================] - 0s - loss: 7.6407e-11
Epoch 2549/4000
6/6 [==============================] - 0s - loss: 7.7515e-11
Epoch 2550/4000
6/6 [==============================] - 0s - loss: 7.5696e-11
Epoch 2551/4000
6/6 [==============================] - 0s - loss: 7.5242e-11
Epoch 2552/4000
6/6 [==============================] - 0s - loss: 7.5696e-11
Epoch 2553/4000
6/6 [==============================] - 0s - loss: 7.5242e-11
Epoch 2554/4000
6/6 [==============================] - 0s - loss: 7.5242e-11
Epoch 2555/4000
6/6 [==============================] - 0s - loss: 7.5876e-11
Epoch 2556/4000
6/6 [==============================] - 0s - loss: 7.5460e-11
Epoch 2557/4000
6/6 [==============================] - 0s - loss: 7.5952e-11
Epoch 2558/4000
6/6 [==============================] - 0s - loss: 7.5545e-11
Epoch 2559/4000
6/6 [==============================] - 0s - loss: 7.5156e-11
Epoch 2560/4000
6/6 [==============================] - 0s - loss: 7.5242e-11
Epoch 2561/4000
6/6 [==============================] - 0s - loss: 7.7515e-11
Epoch 2562/4000
6/6 [==============================] - 0s - loss: 7.5763e-11
Epoch 2563/4000
6/6 [==============================] - 0s - loss: 7.5725e-11
Epoch 2564/4000
6/6 [==============================] - 0s - loss: 7.7395e-11
Epoch 2565/4000
6/6 [==============================] - 0s - loss: 7.8911e-11
Epoch 2566/4000
6/6 [==============================] - 0s - loss: 8.2766e-11
Epoch 2567/4000
6/6 [==============================] - 0s - loss: 7.6097e-11
Epoch 2568/4000
6/6 [==============================] - 0s - loss: 7.7309e-11
Epoch 2569/4000
6/6 [==============================] - 0s - loss: 9.0658e-11
Epoch 2570/4000
6/6 [==============================] - 0s - loss: 8.3070e-11
Epoch 2571/4000
6/6 [==============================] - 0s - loss: 7.8067e-11
Epoch 2572/4000
6/6 [==============================] - 0s - loss: 7.7565e-11
Epoch 2573/4000
6/6 [==============================] - 0s - loss: 7.9308e-11
Epoch 2574/4000
6/6 [==============================] - 0s - loss: 8.2558e-11
Epoch 2575/4000
6/6 [==============================] - 0s - loss: 7.5952e-11
Epoch 2576/4000
6/6 [==============================] - 0s - loss: 7.5498e-11
Epoch 2577/4000
6/6 [==============================] - 0s - loss: 7.6407e-11
Epoch 2578/4000
6/6 [==============================] - 0s - loss: 7.5346e-11
Epoch 2579/4000
6/6 [==============================] - 0s - loss: 7.5763e-11
Epoch 2580/4000
6/6 [==============================] - 0s - loss: 8.2773e-11
Epoch 2581/4000
6/6 [==============================] - 0s - loss: 7.6758e-11
Epoch 2582/4000
6/6 [==============================] - 0s - loss: 7.5308e-11
Epoch 2583/4000
6/6 [==============================] - 0s - loss: 7.8150e-11
Epoch 2584/4000
6/6 [==============================] - 0s - loss: 7.5308e-11
Epoch 2585/4000
6/6 [==============================] - 0s - loss: 7.5460e-11
Epoch 2586/4000
6/6 [==============================] - 0s - loss: 7.9249e-11
Epoch 2587/4000
6/6 [==============================] - 0s - loss: 7.7667e-11
Epoch 2588/4000
6/6 [==============================] - 0s - loss: 7.5801e-11
Epoch 2589/4000
6/6 [==============================] - 0s - loss: 7.8577e-11
Epoch 2590/4000
6/6 [==============================] - 0s - loss: 7.6758e-11
Epoch 2591/4000
6/6 [==============================] - 0s - loss: 7.5763e-11
Epoch 2592/4000
6/6 [==============================] - 0s - loss: 8.0673e-11
Epoch 2593/4000
6/6 [==============================] - 0s - loss: 7.9072e-11
Epoch 2594/4000
6/6 [==============================] - 0s - loss: 8.2773e-11
Epoch 2595/4000
6/6 [==============================] - 0s - loss: 7.5490e-11
Epoch 2596/4000
6/6 [==============================] - 0s - loss: 7.7698e-11
Epoch 2597/4000
6/6 [==============================] - 0s - loss: 8.8981e-11
Epoch 2598/4000
6/6 [==============================] - 0s - loss: 7.8304e-11
Epoch 2599/4000
6/6 [==============================] - 0s - loss: 7.5983e-11
Epoch 2600/4000
6/6 [==============================] - 0s - loss: 8.8981e-11
Epoch 2601/4000
6/6 [==============================] - 0s - loss: 8.0493e-11
Epoch 2602/4000
6/6 [==============================] - 0s - loss: 7.8560e-11
Epoch 2603/4000
6/6 [==============================] - 0s - loss: 8.0351e-11
Epoch 2604/4000
6/6 [==============================] - 0s - loss: 7.9214e-11
Epoch 2605/4000
6/6 [==============================] - 0s - loss: 7.6940e-11
Epoch 2606/4000
6/6 [==============================] - 0s - loss: 8.3259e-11
Epoch 2607/4000
6/6 [==============================] - 0s - loss: 8.6677e-11
Epoch 2608/4000
6/6 [==============================] - 0s - loss: 9.0201e-11
Epoch 2609/4000
6/6 [==============================] - 0s - loss: 7.8880e-11
Epoch 2610/4000
6/6 [==============================] - 0s - loss: 7.7546e-11
Epoch 2611/4000
6/6 [==============================] - 0s - loss: 8.8223e-11
Epoch 2612/4000
6/6 [==============================] - 0s - loss: 7.6552e-11
Epoch 2613/4000
6/6 [==============================] - 0s - loss: 7.7575e-11
Epoch 2614/4000
6/6 [==============================] - 0s - loss: 9.8569e-11
Epoch 2615/4000
6/6 [==============================] - 0s - loss: 9.0383e-11
Epoch 2616/4000
6/6 [==============================] - 0s - loss: 8.3427e-11
Epoch 2617/4000
6/6 [==============================] - 0s - loss: 7.8425e-11
Epoch 2618/4000
6/6 [==============================] - 0s - loss: 9.0383e-11
Epoch 2619/4000
6/6 [==============================] - 0s - loss: 1.0994e-10
Epoch 2620/4000
6/6 [==============================] - 0s - loss: 8.2312e-11
Epoch 2621/4000
6/6 [==============================] - 0s - loss: 7.9856e-11
Epoch 2622/4000
6/6 [==============================] - 0s - loss: 1.0291e-10
Epoch 2623/4000
6/6 [==============================] - 0s - loss: 9.7070e-11
Epoch 2624/4000
6/6 [==============================] - 0s - loss: 7.6710e-11
Epoch 2625/4000
6/6 [==============================] - 0s - loss: 9.3538e-11
Epoch 2626/4000
6/6 [==============================] - 0s - loss: 1.0104e-10
Epoch 2627/4000
6/6 [==============================] - 0s - loss: 8.1412e-11
Epoch 2628/4000
6/6 [==============================] - 0s - loss: 7.6552e-11
Epoch 2629/4000
6/6 [==============================] - 0s - loss: 7.5121e-11
Epoch 2630/4000
6/6 [==============================] - 0s - loss: 7.7243e-11
Epoch 2631/4000
6/6 [==============================] - 0s - loss: 7.8370e-11
Epoch 2632/4000
6/6 [==============================] - 0s - loss: 7.0526e-11
Epoch 2633/4000
6/6 [==============================] - 0s - loss: 7.5945e-11
Epoch 2634/4000
6/6 [==============================] - 0s - loss: 7.6400e-11
Epoch 2635/4000
6/6 [==============================] - 0s - loss: 6.4965e-11
Epoch 2636/4000
6/6 [==============================] - 0s - loss: 6.3181e-11
Epoch 2637/4000
6/6 [==============================] - 0s - loss: 6.2424e-11
Epoch 2638/4000
6/6 [==============================] - 0s - loss: 6.2530e-11
Epoch 2639/4000
6/6 [==============================] - 0s - loss: 6.4434e-11
Epoch 2640/4000
6/6 [==============================] - 0s - loss: 7.6409e-11
Epoch 2641/4000
6/6 [==============================] - 0s - loss: 6.3326e-11
Epoch 2642/4000
6/6 [==============================] - 0s - loss: 6.2871e-11
Epoch 2643/4000
6/6 [==============================] - 0s - loss: 6.3440e-11
Epoch 2644/4000
6/6 [==============================] - 0s - loss: 6.9389e-11
Epoch 2645/4000
6/6 [==============================] - 0s - loss: 6.4501e-11
Epoch 2646/4000
6/6 [==============================] - 0s - loss: 6.3487e-11
Epoch 2647/4000
6/6 [==============================] - 0s - loss: 6.2388e-11
Epoch 2648/4000
6/6 [==============================] - 0s - loss: 6.2272e-11
Epoch 2649/4000
6/6 [==============================] - 0s - loss: 6.4546e-11
Epoch 2650/4000
6/6 [==============================] - 0s - loss: 6.2272e-11
Epoch 2651/4000
6/6 [==============================] - 0s - loss: 6.2878e-11
Epoch 2652/4000
6/6 [==============================] - 0s - loss: 6.5863e-11
Epoch 2653/4000
6/6 [==============================] - 0s - loss: 6.3485e-11
Epoch 2654/4000
6/6 [==============================] - 0s - loss: 6.4498e-11
Epoch 2655/4000
6/6 [==============================] - 0s - loss: 6.2225e-11
Epoch 2656/4000
6/6 [==============================] - 0s - loss: 6.2793e-11
Epoch 2657/4000
6/6 [==============================] - 0s - loss: 6.3437e-11
Epoch 2658/4000
6/6 [==============================] - 0s - loss: 6.2303e-11
Epoch 2659/4000
6/6 [==============================] - 0s - loss: 6.4662e-11
Epoch 2660/4000
6/6 [==============================] - 0s - loss: 6.3667e-11
Epoch 2661/4000
6/6 [==============================] - 0s - loss: 6.3601e-11
Epoch 2662/4000
6/6 [==============================] - 0s - loss: 6.2909e-11
Epoch 2663/4000
6/6 [==============================] - 0s - loss: 6.2909e-11
Epoch 2664/4000
6/6 [==============================] - 0s - loss: 6.7760e-11
Epoch 2665/4000
6/6 [==============================] - 0s - loss: 6.7833e-11
Epoch 2666/4000
6/6 [==============================] - 0s - loss: 6.5910e-11
Epoch 2667/4000
6/6 [==============================] - 0s - loss: 6.3551e-11
Epoch 2668/4000
6/6 [==============================] - 0s - loss: 6.3485e-11
Epoch 2669/4000
6/6 [==============================] - 0s - loss: 6.3409e-11
Epoch 2670/4000
6/6 [==============================] - 0s - loss: 6.2651e-11
Epoch 2671/4000
6/6 [==============================] - 0s - loss: 6.2187e-11
Epoch 2672/4000
6/6 [==============================] - 0s - loss: 6.2727e-11
Epoch 2673/4000
6/6 [==============================] - 0s - loss: 6.9775e-11
Epoch 2674/4000
6/6 [==============================] - 0s - loss: 6.6583e-11
Epoch 2675/4000
6/6 [==============================] - 0s - loss: 6.3437e-11
Epoch 2676/4000
6/6 [==============================] - 0s - loss: 6.9501e-11
Epoch 2677/4000
6/6 [==============================] - 0s - loss: 8.4403e-11
Epoch 2678/4000
6/6 [==============================] - 0s - loss: 8.7690e-11
Epoch 2679/4000
6/6 [==============================] - 0s - loss: 6.2793e-11
Epoch 2680/4000
6/6 [==============================] - 0s - loss: 8.5009e-11
Epoch 2681/4000
6/6 [==============================] - 0s - loss: 1.1828e-10
Epoch 2682/4000
6/6 [==============================] - 0s - loss: 9.6482e-11
Epoch 2683/4000
6/6 [==============================] - 0s - loss: 6.5455e-11
Epoch 2684/4000
6/6 [==============================] - 0s - loss: 8.4251e-11
Epoch 2685/4000
6/6 [==============================] - 0s - loss: 1.0289e-10
Epoch 2686/4000
6/6 [==============================] - 0s - loss: 8.4320e-11
Epoch 2687/4000
6/6 [==============================] - 0s - loss: 6.6140e-11
Epoch 2688/4000
6/6 [==============================] - 0s - loss: 1.0721e-10
Epoch 2689/4000
6/6 [==============================] - 0s - loss: 1.3097e-10
Epoch 2690/4000
6/6 [==============================] - 0s - loss: 9.3008e-11
Epoch 2691/4000
6/6 [==============================] - 0s - loss: 6.2956e-11
Epoch 2692/4000
6/6 [==============================] - 0s - loss: 8.9445e-11
Epoch 2693/4000
6/6 [==============================] - 0s - loss: 1.2507e-10
Epoch 2694/4000
6/6 [==============================] - 0s - loss: 9.4438e-11
Epoch 2695/4000
6/6 [==============================] - 0s - loss: 6.3411e-11
Epoch 2696/4000
6/6 [==============================] - 0s - loss: 7.7648e-11
Epoch 2697/4000
6/6 [==============================] - 0s - loss: 9.4635e-11
Epoch 2698/4000
6/6 [==============================] - 0s - loss: 7.4579e-11
Epoch 2699/4000
6/6 [==============================] - 0s - loss: 6.2187e-11
Epoch 2700/4000
6/6 [==============================] - 0s - loss: 7.7231e-11
Epoch 2701/4000
6/6 [==============================] - 0s - loss: 7.2191e-11
Epoch 2702/4000
6/6 [==============================] - 0s - loss: 6.4546e-11
Epoch 2703/4000
6/6 [==============================] - 0s - loss: 6.7577e-11
Epoch 2704/4000
6/6 [==============================] - 0s - loss: 7.7546e-11
Epoch 2705/4000
6/6 [==============================] - 0s - loss: 8.4017e-11
Epoch 2706/4000
6/6 [==============================] - 0s - loss: 6.4728e-11
Epoch 2707/4000
6/6 [==============================] - 0s - loss: 6.3667e-11
Epoch 2708/4000
6/6 [==============================] - 0s - loss: 7.2421e-11
Epoch 2709/4000
6/6 [==============================] - 0s - loss: 7.7461e-11
Epoch 2710/4000
6/6 [==============================] - 0s - loss: 6.4614e-11
Epoch 2711/4000
6/6 [==============================] - 0s - loss: 7.4467e-11
Epoch 2712/4000
6/6 [==============================] - 0s - loss: 9.2098e-11
Epoch 2713/4000
6/6 [==============================] - 0s - loss: 8.0234e-11
Epoch 2714/4000
6/6 [==============================] - 0s - loss: 6.3485e-11
Epoch 2715/4000
6/6 [==============================] - 0s - loss: 6.4612e-11
Epoch 2716/4000
6/6 [==============================] - 0s - loss: 7.7534e-11
Epoch 2717/4000
6/6 [==============================] - 0s - loss: 6.9813e-11
Epoch 2718/4000
6/6 [==============================] - 0s - loss: 6.7644e-11
Epoch 2719/4000
6/6 [==============================] - 0s - loss: 6.2338e-11
Epoch 2720/4000
6/6 [==============================] - 0s - loss: 6.6062e-11
Epoch 2721/4000
6/6 [==============================] - 0s - loss: 7.4211e-11
Epoch 2722/4000
6/6 [==============================] - 0s - loss: 6.3854e-11
Epoch 2723/4000
6/6 [==============================] - 0s - loss: 6.2424e-11
Epoch 2724/4000
6/6 [==============================] - 0s - loss: 6.4548e-11
Epoch 2725/4000
6/6 [==============================] - 0s - loss: 6.2985e-11
Epoch 2726/4000
6/6 [==============================] - 0s - loss: 6.4584e-11
Epoch 2727/4000
6/6 [==============================] - 0s - loss: 6.2919e-11
Epoch 2728/4000
6/6 [==============================] - 0s - loss: 6.5237e-11
Epoch 2729/4000
6/6 [==============================] - 0s - loss: 6.3788e-11
Epoch 2730/4000
6/6 [==============================] - 0s - loss: 6.9851e-11
Epoch 2731/4000
6/6 [==============================] - 0s - loss: 6.9816e-11
Epoch 2732/4000
6/6 [==============================] - 0s - loss: 7.5377e-11
Epoch 2733/4000
6/6 [==============================] - 0s - loss: 6.3601e-11
Epoch 2734/4000
6/6 [==============================] - 0s - loss: 6.3364e-11
Epoch 2735/4000
6/6 [==============================] - 0s - loss: 6.9617e-11
Epoch 2736/4000
6/6 [==============================] - 0s - loss: 6.4813e-11
Epoch 2737/4000
6/6 [==============================] - 0s - loss: 6.2758e-11
Epoch 2738/4000
6/6 [==============================] - 0s - loss: 6.7618e-11
Epoch 2739/4000
6/6 [==============================] - 0s - loss: 6.7997e-11
Epoch 2740/4000
6/6 [==============================] - 0s - loss: 6.9920e-11
Epoch 2741/4000
6/6 [==============================] - 0s - loss: 6.2907e-11
Epoch 2742/4000
6/6 [==============================] - 0s - loss: 6.3854e-11
Epoch 2743/4000
6/6 [==============================] - 0s - loss: 4.0823e-11
Epoch 2744/4000
6/6 [==============================] - 0s - loss: 6.3788e-11
Epoch 2745/4000
6/6 [==============================] - 0s - loss: 6.3181e-11
Epoch 2746/4000
6/6 [==============================] - 0s - loss: 3.9487e-11
Epoch 2747/4000
6/6 [==============================] - 0s - loss: 7.2883e-11
Epoch 2748/4000
6/6 [==============================] - 0s - loss: 4.6583e-11
Epoch 2749/4000
6/6 [==============================] - 0s - loss: 6.7881e-11
Epoch 2750/4000
6/6 [==============================] - 0s - loss: 4.4082e-11
Epoch 2751/4000
6/6 [==============================] - 0s - loss: 4.1657e-11
Epoch 2752/4000
6/6 [==============================] - 0s - loss: 3.8928e-11
Epoch 2753/4000
6/6 [==============================] - 0s - loss: 7.4354e-11
Epoch 2754/4000
6/6 [==============================] - 0s - loss: 5.6931e-11
Epoch 2755/4000
6/6 [==============================] - 0s - loss: 7.4657e-11
Epoch 2756/4000
6/6 [==============================] - 0s - loss: 3.2517e-11
Epoch 2757/4000
6/6 [==============================] - 0s - loss: 4.1043e-11
Epoch 2758/4000
6/6 [==============================] - 0s - loss: 8.0568e-11
Epoch 2759/4000
6/6 [==============================] - 0s - loss: 4.9380e-11
Epoch 2760/4000
6/6 [==============================] - 0s - loss: 4.5704e-11
Epoch 2761/4000
6/6 [==============================] - 0s - loss: 3.4828e-11
Epoch 2762/4000
6/6 [==============================] - 0s - loss: 4.0861e-11
Epoch 2763/4000
6/6 [==============================] - 0s - loss: 3.1757e-11
Epoch 2764/4000
6/6 [==============================] - 0s - loss: 3.1349e-11
Epoch 2765/4000
6/6 [==============================] - 0s - loss: 4.0359e-11
Epoch 2766/4000
6/6 [==============================] - 0s - loss: 3.1870e-11
Epoch 2767/4000
6/6 [==============================] - 0s - loss: 3.1304e-11
Epoch 2768/4000
6/6 [==============================] - 0s - loss: 3.1238e-11
Epoch 2769/4000
6/6 [==============================] - 0s - loss: 3.2403e-11
Epoch 2770/4000
6/6 [==============================] - 0s - loss: 4.0968e-11
Epoch 2771/4000
6/6 [==============================] - 0s - loss: 3.1238e-11
Epoch 2772/4000
6/6 [==============================] - 0s - loss: 3.6496e-11
Epoch 2773/4000
6/6 [==============================] - 0s - loss: 4.5704e-11
Epoch 2774/4000
6/6 [==============================] - 0s - loss: 3.6543e-11
Epoch 2775/4000
6/6 [==============================] - 0s - loss: 3.1153e-11
Epoch 2776/4000
6/6 [==============================] - 0s - loss: 4.2720e-11
Epoch 2777/4000
6/6 [==============================] - 0s - loss: 4.0674e-11
Epoch 2778/4000
6/6 [==============================] - 0s - loss: 4.3826e-11
Epoch 2779/4000
6/6 [==============================] - 0s - loss: 3.3320e-11
Epoch 2780/4000
6/6 [==============================] - 0s - loss: 3.0932e-11
Epoch 2781/4000
6/6 [==============================] - 0s - loss: 3.1548e-11
Epoch 2782/4000
6/6 [==============================] - 0s - loss: 3.8258e-11
Epoch 2783/4000
6/6 [==============================] - 0s - loss: 5.2353e-11
Epoch 2784/4000
6/6 [==============================] - 0s - loss: 5.6512e-11
Epoch 2785/4000
6/6 [==============================] - 0s - loss: 5.8482e-11
Epoch 2786/4000
6/6 [==============================] - 0s - loss: 4.3817e-11
Epoch 2787/4000
6/6 [==============================] - 0s - loss: 3.2145e-11
Epoch 2788/4000
6/6 [==============================] - 0s - loss: 3.2950e-11
Epoch 2789/4000
6/6 [==============================] - 0s - loss: 4.3817e-11
Epoch 2790/4000
6/6 [==============================] - 0s - loss: 4.9842e-11
Epoch 2791/4000
6/6 [==============================] - 0s - loss: 3.8331e-11
Epoch 2792/4000
6/6 [==============================] - 0s - loss: 3.2344e-11
Epoch 2793/4000
6/6 [==============================] - 0s - loss: 3.2259e-11
Epoch 2794/4000
6/6 [==============================] - 0s - loss: 3.0942e-11
Epoch 2795/4000
6/6 [==============================] - 0s - loss: 3.1029e-11
Epoch 2796/4000
6/6 [==============================] - 0s - loss: 3.3303e-11
Epoch 2797/4000
6/6 [==============================] - 0s - loss: 3.2242e-11
Epoch 2798/4000
6/6 [==============================] - 0s - loss: 3.3303e-11
Epoch 2799/4000
6/6 [==============================] - 0s - loss: 3.1029e-11
Epoch 2800/4000
6/6 [==============================] - 0s - loss: 3.0992e-11
Epoch 2801/4000
6/6 [==============================] - 0s - loss: 3.0992e-11
Epoch 2802/4000
6/6 [==============================] - 0s - loss: 3.1484e-11
Epoch 2803/4000
6/6 [==============================] - 0s - loss: 3.8258e-11
Epoch 2804/4000
6/6 [==============================] - 0s - loss: 3.9025e-11
Epoch 2805/4000
6/6 [==============================] - 0s - loss: 4.0494e-11
Epoch 2806/4000
6/6 [==============================] - 0s - loss: 3.3673e-11
Epoch 2807/4000
6/6 [==============================] - 0s - loss: 3.0992e-11
Epoch 2808/4000
6/6 [==============================] - 0s - loss: 4.0494e-11
Epoch 2809/4000
6/6 [==============================] - 0s - loss: 5.0195e-11
Epoch 2810/4000
6/6 [==============================] - 0s - loss: 5.6313e-11
Epoch 2811/4000
6/6 [==============================] - 0s - loss: 4.6242e-11
Epoch 2812/4000
6/6 [==============================] - 0s - loss: 4.3097e-11
Epoch 2813/4000
6/6 [==============================] - 0s - loss: 3.2107e-11
Epoch 2814/4000
6/6 [==============================] - 0s - loss: 3.0932e-11
Epoch 2815/4000
6/6 [==============================] - 0s - loss: 3.6493e-11
Epoch 2816/4000
6/6 [==============================] - 0s - loss: 3.4940e-11
Epoch 2817/4000
6/6 [==============================] - 0s - loss: 3.1643e-11
Epoch 2818/4000
6/6 [==============================] - 0s - loss: 3.7716e-11
Epoch 2819/4000
6/6 [==============================] - 0s - loss: 4.3409e-11
Epoch 2820/4000
6/6 [==============================] - 0s - loss: 4.9549e-11
Epoch 2821/4000
6/6 [==============================] - 0s - loss: 3.9383e-11
Epoch 2822/4000
6/6 [==============================] - 0s - loss: 3.4314e-11
Epoch 2823/4000
6/6 [==============================] - 0s - loss: 3.3253e-11
Epoch 2824/4000
6/6 [==============================] - 0s - loss: 3.9383e-11
Epoch 2825/4000
6/6 [==============================] - 0s - loss: 5.7319e-11
Epoch 2826/4000
6/6 [==============================] - 0s - loss: 6.1564e-11
Epoch 2827/4000
6/6 [==============================] - 0s - loss: 6.0806e-11
Epoch 2828/4000
6/6 [==============================] - 0s - loss: 4.0608e-11
Epoch 2829/4000
6/6 [==============================] - 0s - loss: 3.5122e-11
Epoch 2830/4000
6/6 [==============================] - 0s - loss: 3.2242e-11
Epoch 2831/4000
6/6 [==============================] - 0s - loss: 3.6704e-11
Epoch 2832/4000
6/6 [==============================] - 0s - loss: 3.8609e-11
Epoch 2833/4000
6/6 [==============================] - 0s - loss: 3.1484e-11
Epoch 2834/4000
6/6 [==============================] - 0s - loss: 5.3767e-11
Epoch 2835/4000
6/6 [==============================] - 0s - loss: 9.7553e-11
Epoch 2836/4000
6/6 [==============================] - 0s - loss: 9.4749e-11
Epoch 2837/4000
6/6 [==============================] - 0s - loss: 5.6322e-11
Epoch 2838/4000
6/6 [==============================] - 0s - loss: 3.0695e-11
Epoch 2839/4000
6/6 [==============================] - 0s - loss: 4.5967e-11
Epoch 2840/4000
6/6 [==============================] - 0s - loss: 8.5417e-11
Epoch 2841/4000
6/6 [==============================] - 0s - loss: 1.0679e-10
Epoch 2842/4000
6/6 [==============================] - 0s - loss: 1.1092e-10
Epoch 2843/4000
6/6 [==============================] - 0s - loss: 8.9140e-11
Epoch 2844/4000
6/6 [==============================] - 0s - loss: 4.2983e-11
Epoch 2845/4000
6/6 [==============================] - 0s - loss: 3.6162e-11
Epoch 2846/4000
6/6 [==============================] - 0s - loss: 6.0642e-11
Epoch 2847/4000
6/6 [==============================] - 0s - loss: 9.1338e-11
Epoch 2848/4000
6/6 [==============================] - 0s - loss: 9.1783e-11
Epoch 2849/4000
6/6 [==============================] - 0s - loss: 8.0111e-11
Epoch 2850/4000
6/6 [==============================] - 0s - loss: 4.0851e-11
Epoch 2851/4000
6/6 [==============================] - 0s - loss: 3.1690e-11
Epoch 2852/4000
6/6 [==============================] - 0s - loss: 4.3488e-11
Epoch 2853/4000
6/6 [==============================] - 0s - loss: 6.1552e-11
Epoch 2854/4000
6/6 [==============================] - 0s - loss: 9.2155e-11
Epoch 2855/4000
6/6 [==============================] - 0s - loss: 8.6092e-11
Epoch 2856/4000
6/6 [==============================] - 0s - loss: 6.5628e-11
Epoch 2857/4000
6/6 [==============================] - 0s - loss: 3.2422e-11
Epoch 2858/4000
6/6 [==============================] - 0s - loss: 3.8485e-11
Epoch 2859/4000
6/6 [==============================] - 0s - loss: 7.4723e-11
Epoch 2860/4000
6/6 [==============================] - 0s - loss: 9.7906e-11
Epoch 2861/4000
6/6 [==============================] - 0s - loss: 1.1083e-10
Epoch 2862/4000
6/6 [==============================] - 0s - loss: 6.9560e-11
Epoch 2863/4000
6/6 [==============================] - 0s - loss: 4.0304e-11
Epoch 2864/4000
6/6 [==============================] - 0s - loss: 3.1219e-11
Epoch 2865/4000
6/6 [==============================] - 0s - loss: 3.4478e-11
Epoch 2866/4000
6/6 [==============================] - 0s - loss: 3.7943e-11
Epoch 2867/4000
6/6 [==============================] - 0s - loss: 3.4390e-11
Epoch 2868/4000
6/6 [==============================] - 0s - loss: 3.4343e-11
Epoch 2869/4000
6/6 [==============================] - 0s - loss: 3.0714e-11
Epoch 2870/4000
6/6 [==============================] - 0s - loss: 3.1207e-11
Epoch 2871/4000
6/6 [==============================] - 0s - loss: 3.3140e-11
Epoch 2872/4000
6/6 [==============================] - 0s - loss: 3.1055e-11
Epoch 2873/4000
6/6 [==============================] - 0s - loss: 3.0904e-11
Epoch 2874/4000
6/6 [==============================] - 0s - loss: 3.2268e-11
Epoch 2875/4000
6/6 [==============================] - 0s - loss: 3.1055e-11
Epoch 2876/4000
6/6 [==============================] - 0s - loss: 3.0819e-11
Epoch 2877/4000
6/6 [==============================] - 0s - loss: 3.1122e-11
Epoch 2878/4000
6/6 [==============================] - 0s - loss: 3.0970e-11
Epoch 2879/4000
6/6 [==============================] - 0s - loss: 3.3291e-11
Epoch 2880/4000
6/6 [==============================] - 0s - loss: 3.2979e-11
Epoch 2881/4000
6/6 [==============================] - 0s - loss: 4.0397e-11
Epoch 2882/4000
6/6 [==============================] - 0s - loss: 4.0785e-11
Epoch 2883/4000
6/6 [==============================] - 0s - loss: 4.0406e-11
Epoch 2884/4000
6/6 [==============================] - 0s - loss: 3.2145e-11
Epoch 2885/4000
6/6 [==============================] - 0s - loss: 3.0793e-11
Epoch 2886/4000
6/6 [==============================] - 0s - loss: 3.1977e-11
Epoch 2887/4000
6/6 [==============================] - 0s - loss: 3.2053e-11
Epoch 2888/4000
6/6 [==============================] - 0s - loss: 3.3000e-11
Epoch 2889/4000
6/6 [==============================] - 0s - loss: 3.1295e-11
Epoch 2890/4000
6/6 [==============================] - 0s - loss: 3.1522e-11
Epoch 2891/4000
6/6 [==============================] - 0s - loss: 3.1067e-11
Epoch 2892/4000
6/6 [==============================] - 0s - loss: 3.1797e-11
Epoch 2893/4000
6/6 [==============================] - 0s - loss: 3.5340e-11
Epoch 2894/4000
6/6 [==============================] - 0s - loss: 3.4781e-11
Epoch 2895/4000
6/6 [==============================] - 0s - loss: 3.4734e-11
Epoch 2896/4000
6/6 [==============================] - 0s - loss: 3.0840e-11
Epoch 2897/4000
6/6 [==============================] - 0s - loss: 3.0840e-11
Epoch 2898/4000
6/6 [==============================] - 0s - loss: 3.0840e-11
Epoch 2899/4000
6/6 [==============================] - 0s - loss: 3.0688e-11
Epoch 2900/4000
6/6 [==============================] - 0s - loss: 3.1965e-11
Epoch 2901/4000
6/6 [==============================] - 0s - loss: 3.4760e-11
Epoch 2902/4000
6/6 [==============================] - 0s - loss: 4.3135e-11
Epoch 2903/4000
6/6 [==============================] - 0s - loss: 3.8398e-11
Epoch 2904/4000
6/6 [==============================] - 0s - loss: 3.7100e-11
Epoch 2905/4000
6/6 [==============================] - 0s - loss: 3.2211e-11
Epoch 2906/4000
6/6 [==============================] - 0s - loss: 3.2514e-11
Epoch 2907/4000
6/6 [==============================] - 0s - loss: 3.2211e-11
Epoch 2908/4000
6/6 [==============================] - 0s - loss: 4.0851e-11
Epoch 2909/4000
6/6 [==============================] - 0s - loss: 6.0427e-11
Epoch 2910/4000
6/6 [==============================] - 0s - loss: 6.4861e-11
Epoch 2911/4000
6/6 [==============================] - 0s - loss: 8.0019e-11
Epoch 2912/4000
6/6 [==============================] - 0s - loss: 7.4562e-11
Epoch 2913/4000
6/6 [==============================] - 0s - loss: 6.9446e-11
Epoch 2914/4000
6/6 [==============================] - 0s - loss: 4.5847e-11
Epoch 2915/4000
6/6 [==============================] - 0s - loss: 3.6032e-11
Epoch 2916/4000
6/6 [==============================] - 0s - loss: 3.0641e-11
Epoch 2917/4000
6/6 [==============================] - 0s - loss: 3.0793e-11
Epoch 2918/4000
6/6 [==============================] - 0s - loss: 3.1939e-11
Epoch 2919/4000
6/6 [==============================] - 0s - loss: 3.0793e-11
Epoch 2920/4000
6/6 [==============================] - 0s - loss: 3.1247e-11
Epoch 2921/4000
6/6 [==============================] - 0s - loss: 3.0601e-11
Epoch 2922/4000
6/6 [==============================] - 0s - loss: 3.0857e-11
Epoch 2923/4000
6/6 [==============================] - 0s - loss: 3.1008e-11
Epoch 2924/4000
6/6 [==============================] - 0s - loss: 3.3282e-11
Epoch 2925/4000
6/6 [==============================] - 0s - loss: 3.8057e-11
Epoch 2926/4000
6/6 [==============================] - 0s - loss: 4.9198e-11
Epoch 2927/4000
6/6 [==============================] - 0s - loss: 4.9662e-11
Epoch 2928/4000
6/6 [==============================] - 0s - loss: 6.0654e-11
Epoch 2929/4000
6/6 [==============================] - 0s - loss: 5.3577e-11
Epoch 2930/4000
6/6 [==============================] - 0s - loss: 4.0645e-11
Epoch 2931/4000
6/6 [==============================] - 0s - loss: 3.1550e-11
Epoch 2932/4000
6/6 [==============================] - 0s - loss: 4.0456e-11
Epoch 2933/4000
6/6 [==============================] - 0s - loss: 5.6524e-11
Epoch 2934/4000
6/6 [==============================] - 0s - loss: 5.2886e-11
Epoch 2935/4000
6/6 [==============================] - 0s - loss: 5.2353e-11
Epoch 2936/4000
6/6 [==============================] - 0s - loss: 4.1278e-11
Epoch 2937/4000
6/6 [==============================] - 0s - loss: 3.6010e-11
Epoch 2938/4000
6/6 [==============================] - 0s - loss: 3.0563e-11
Epoch 2939/4000
6/6 [==============================] - 0s - loss: 3.2183e-11
Epoch 2940/4000
6/6 [==============================] - 0s - loss: 3.2979e-11
Epoch 2941/4000
6/6 [==============================] - 0s - loss: 3.1122e-11
Epoch 2942/4000
6/6 [==============================] - 0s - loss: 3.1055e-11
Epoch 2943/4000
6/6 [==============================] - 0s - loss: 3.1055e-11
Epoch 2944/4000
6/6 [==============================] - 0s - loss: 3.2117e-11
Epoch 2945/4000
6/6 [==============================] - 0s - loss: 4.0529e-11
Epoch 2946/4000
6/6 [==============================] - 0s - loss: 4.6214e-11
Epoch 2947/4000
6/6 [==============================] - 0s - loss: 5.2343e-11
Epoch 2948/4000
6/6 [==============================] - 0s - loss: 4.6062e-11
Epoch 2949/4000
6/6 [==============================] - 0s - loss: 4.9160e-11
Epoch 2950/4000
6/6 [==============================] - 0s - loss: 4.5873e-11
Epoch 2951/4000
6/6 [==============================] - 0s - loss: 4.9160e-11
Epoch 2952/4000
6/6 [==============================] - 0s - loss: 3.7943e-11
Epoch 2953/4000
6/6 [==============================] - 0s - loss: 3.4457e-11
Epoch 2954/4000
6/6 [==============================] - 0s - loss: 3.0584e-11
Epoch 2955/4000
6/6 [==============================] - 0s - loss: 3.1882e-11
Epoch 2956/4000
6/6 [==============================] - 0s - loss: 3.8021e-11
Epoch 2957/4000
6/6 [==============================] - 0s - loss: 6.0216e-11
Epoch 2958/4000
6/6 [==============================] - 0s - loss: 7.1755e-11
Epoch 2959/4000
6/6 [==============================] - 0s - loss: 6.9311e-11
Epoch 2960/4000
6/6 [==============================] - 0s - loss: 5.2305e-11
Epoch 2961/4000
6/6 [==============================] - 0s - loss: 4.0368e-11
Epoch 2962/4000
6/6 [==============================] - 0s - loss: 2.6461e-11
Epoch 2963/4000
6/6 [==============================] - 0s - loss: 2.2870e-11
Epoch 2964/4000
6/6 [==============================] - 0s - loss: 2.3173e-11
Epoch 2965/4000
6/6 [==============================] - 0s - loss: 2.2870e-11
Epoch 2966/4000
6/6 [==============================] - 0s - loss: 2.3157e-11
Epoch 2967/4000
6/6 [==============================] - 0s - loss: 2.5317e-11
Epoch 2968/4000
6/6 [==============================] - 0s - loss: 3.4760e-11
Epoch 2969/4000
6/6 [==============================] - 0s - loss: 3.5252e-11
Epoch 2970/4000
6/6 [==============================] - 0s - loss: 4.5742e-11
Epoch 2971/4000
6/6 [==============================] - 0s - loss: 4.8480e-11
Epoch 2972/4000
6/6 [==============================] - 0s - loss: 5.6287e-11
Epoch 2973/4000
6/6 [==============================] - 0s - loss: 6.1365e-11
Epoch 2974/4000
6/6 [==============================] - 0s - loss: 7.4474e-11
Epoch 2975/4000
6/6 [==============================] - 0s - loss: 8.9483e-11
Epoch 2976/4000
6/6 [==============================] - 0s - loss: 1.1063e-10
Epoch 2977/4000
6/6 [==============================] - 0s - loss: 1.3313e-10
Epoch 2978/4000
6/6 [==============================] - 0s - loss: 1.8581e-10
Epoch 2979/4000
6/6 [==============================] - 0s - loss: 3.5099e-10
Epoch 2980/4000
6/6 [==============================] - 0s - loss: 7.2176e-10
Epoch 2981/4000
6/6 [==============================] - 0s - loss: 1.4620e-09
Epoch 2982/4000
6/6 [==============================] - 0s - loss: 2.9307e-09
Epoch 2983/4000
6/6 [==============================] - 0s - loss: 5.9528e-09
Epoch 2984/4000
6/6 [==============================] - 0s - loss: 1.2338e-08
Epoch 2985/4000
6/6 [==============================] - 0s - loss: 2.5917e-08
Epoch 2986/4000
6/6 [==============================] - 0s - loss: 5.4709e-08
Epoch 2987/4000
6/6 [==============================] - 0s - loss: 1.1510e-07
Epoch 2988/4000
6/6 [==============================] - 0s - loss: 2.4231e-07
Epoch 2989/4000
6/6 [==============================] - 0s - loss: 5.1176e-07
Epoch 2990/4000
6/6 [==============================] - 0s - loss: 1.0896e-06
Epoch 2991/4000
6/6 [==============================] - 0s - loss: 2.3266e-06
Epoch 2992/4000
6/6 [==============================] - 0s - loss: 5.0130e-06
Epoch 2993/4000
6/6 [==============================] - 0s - loss: 1.0768e-05
Epoch 2994/4000
6/6 [==============================] - 0s - loss: 2.3389e-05
Epoch 2995/4000
6/6 [==============================] - 0s - loss: 4.9991e-05
Epoch 2996/4000
6/6 [==============================] - 0s - loss: 1.0796e-04
Epoch 2997/4000
6/6 [==============================] - 0s - loss: 2.2006e-04
Epoch 2998/4000
6/6 [==============================] - 0s - loss: 4.4098e-04
Epoch 2999/4000
6/6 [==============================] - 0s - loss: 7.2761e-04
Epoch 3000/4000
6/6 [==============================] - 0s - loss: 0.0010
Epoch 3001/4000
6/6 [==============================] - 0s - loss: 8.5778e-04
Epoch 3002/4000
6/6 [==============================] - 0s - loss: 3.7461e-04
Epoch 3003/4000
6/6 [==============================] - 0s - loss: 7.3662e-06
Epoch 3004/4000
6/6 [==============================] - 0s - loss: 1.8090e-04
Epoch 3005/4000
6/6 [==============================] - 0s - loss: 5.1584e-04
Epoch 3006/4000
6/6 [==============================] - 0s - loss: 4.0394e-04
Epoch 3007/4000
6/6 [==============================] - 0s - loss: 7.5589e-05
Epoch 3008/4000
6/6 [==============================] - 0s - loss: 3.6368e-05
Epoch 3009/4000
6/6 [==============================] - 0s - loss: 2.6194e-04
Epoch 3010/4000
6/6 [==============================] - 0s - loss: 2.9572e-04
Epoch 3011/4000
6/6 [==============================] - 0s - loss: 6.6838e-05
Epoch 3012/4000
6/6 [==============================] - 0s - loss: 2.0167e-05
Epoch 3013/4000
6/6 [==============================] - 0s - loss: 1.7753e-04
Epoch 3014/4000
6/6 [==============================] - 0s - loss: 1.7700e-04
Epoch 3015/4000
6/6 [==============================] - 0s - loss: 3.3078e-05
Epoch 3016/4000
6/6 [==============================] - 0s - loss: 2.0222e-05
Epoch 3017/4000
6/6 [==============================] - 0s - loss: 1.2163e-04
Epoch 3018/4000
6/6 [==============================] - 0s - loss: 1.0930e-04
Epoch 3019/4000
6/6 [==============================] - 0s - loss: 1.1465e-05
Epoch 3020/4000
6/6 [==============================] - 0s - loss: 2.5633e-05
Epoch 3021/4000
6/6 [==============================] - 0s - loss: 9.1743e-05
Epoch 3022/4000
6/6 [==============================] - 0s - loss: 5.7302e-05
Epoch 3023/4000
6/6 [==============================] - 0s - loss: 1.3060e-06
Epoch 3024/4000
6/6 [==============================] - 0s - loss: 2.8531e-05
Epoch 3025/4000
6/6 [==============================] - 0s - loss: 6.0953e-05
Epoch 3026/4000
6/6 [==============================] - 0s - loss: 2.7513e-05
Epoch 3027/4000
6/6 [==============================] - 0s - loss: 1.5345e-07
Epoch 3028/4000
6/6 [==============================] - 0s - loss: 2.7356e-05
Epoch 3029/4000
6/6 [==============================] - 0s - loss: 4.0341e-05
Epoch 3030/4000
6/6 [==============================] - 0s - loss: 1.0939e-05
Epoch 3031/4000
6/6 [==============================] - 0s - loss: 2.2514e-06
Epoch 3032/4000
6/6 [==============================] - 0s - loss: 2.3839e-05
Epoch 3033/4000
6/6 [==============================] - 0s - loss: 2.3302e-05
Epoch 3034/4000
6/6 [==============================] - 0s - loss: 3.1969e-06
Epoch 3035/4000
6/6 [==============================] - 0s - loss: 4.2858e-06
Epoch 3036/4000
6/6 [==============================] - 0s - loss: 1.8021e-05
Epoch 3037/4000
6/6 [==============================] - 0s - loss: 1.2821e-05
Epoch 3038/4000
6/6 [==============================] - 0s - loss: 5.2875e-07
Epoch 3039/4000
6/6 [==============================] - 0s - loss: 5.2875e-06
Epoch 3040/4000
6/6 [==============================] - 0s - loss: 1.2965e-05
Epoch 3041/4000
6/6 [==============================] - 0s - loss: 6.3210e-06
Epoch 3042/4000
6/6 [==============================] - 0s - loss: 1.0656e-09
Epoch 3043/4000
6/6 [==============================] - 0s - loss: 5.1993e-06
Epoch 3044/4000
6/6 [==============================] - 0s - loss: 8.4414e-06
Epoch 3045/4000
6/6 [==============================] - 0s - loss: 2.8623e-06
Epoch 3046/4000
6/6 [==============================] - 0s - loss: 2.0001e-07
Epoch 3047/4000
6/6 [==============================] - 0s - loss: 4.4126e-06
Epoch 3048/4000
6/6 [==============================] - 0s - loss: 5.3433e-06
Epoch 3049/4000
6/6 [==============================] - 0s - loss: 1.1685e-06
Epoch 3050/4000
6/6 [==============================] - 0s - loss: 4.7034e-07
Epoch 3051/4000
6/6 [==============================] - 0s - loss: 3.4558e-06
Epoch 3052/4000
6/6 [==============================] - 0s - loss: 3.1738e-06
Epoch 3053/4000
6/6 [==============================] - 0s - loss: 4.0848e-07
Epoch 3054/4000
6/6 [==============================] - 0s - loss: 5.9990e-07
Epoch 3055/4000
6/6 [==============================] - 0s - loss: 2.4920e-06
Epoch 3056/4000
6/6 [==============================] - 0s - loss: 1.8433e-06
Epoch 3057/4000
6/6 [==============================] - 0s - loss: 1.1720e-07
Epoch 3058/4000
6/6 [==============================] - 0s - loss: 6.0427e-07
Epoch 3059/4000
6/6 [==============================] - 0s - loss: 1.7526e-06
Epoch 3060/4000
6/6 [==============================] - 0s - loss: 1.0573e-06
Epoch 3061/4000
6/6 [==============================] - 0s - loss: 2.4206e-08
Epoch 3062/4000
6/6 [==============================] - 0s - loss: 5.2320e-07
Epoch 3063/4000
6/6 [==============================] - 0s - loss: 1.1858e-06
Epoch 3064/4000
6/6 [==============================] - 0s - loss: 6.0951e-07
Epoch 3065/4000
6/6 [==============================] - 0s - loss: 2.0741e-09
Epoch 3066/4000
6/6 [==============================] - 0s - loss: 4.1715e-07
Epoch 3067/4000
6/6 [==============================] - 0s - loss: 7.9620e-07
Epoch 3068/4000
6/6 [==============================] - 0s - loss: 3.5423e-07
Epoch 3069/4000
6/6 [==============================] - 0s - loss: 3.4630e-10
Epoch 3070/4000
6/6 [==============================] - 0s - loss: 3.1052e-07
Epoch 3071/4000
6/6 [==============================] - 0s - loss: 5.2386e-07
Epoch 3072/4000
6/6 [==============================] - 0s - loss: 2.1114e-07
Epoch 3073/4000
6/6 [==============================] - 0s - loss: 1.7799e-09
Epoch 3074/4000
6/6 [==============================] - 0s - loss: 2.1959e-07
Epoch 3075/4000
6/6 [==============================] - 0s - loss: 3.4274e-07
Epoch 3076/4000
6/6 [==============================] - 0s - loss: 1.2725e-07
Epoch 3077/4000
6/6 [==============================] - 0s - loss: 2.7277e-09
Epoch 3078/4000
6/6 [==============================] - 0s - loss: 1.5230e-07
Epoch 3079/4000
6/6 [==============================] - 0s - loss: 2.2601e-07
Epoch 3080/4000
6/6 [==============================] - 0s - loss: 8.1969e-08
Epoch 3081/4000
6/6 [==============================] - 0s - loss: 1.9734e-09
Epoch 3082/4000
6/6 [==============================] - 0s - loss: 1.0010e-07
Epoch 3083/4000
6/6 [==============================] - 0s - loss: 1.4833e-07
Epoch 3084/4000
6/6 [==============================] - 0s - loss: 5.4087e-08
Epoch 3085/4000
6/6 [==============================] - 0s - loss: 1.1104e-09
Epoch 3086/4000
6/6 [==============================] - 0s - loss: 6.3781e-08
Epoch 3087/4000
6/6 [==============================] - 0s - loss: 9.6940e-08
Epoch 3088/4000
6/6 [==============================] - 0s - loss: 3.7884e-08
Epoch 3089/4000
6/6 [==============================] - 0s - loss: 2.8343e-10
Epoch 3090/4000
6/6 [==============================] - 0s - loss: 3.8303e-08
Epoch 3091/4000
6/6 [==============================] - 0s - loss: 6.2557e-08
Epoch 3092/4000
6/6 [==============================] - 0s - loss: 2.6451e-08
Epoch 3093/4000
6/6 [==============================] - 0s - loss: 4.2718e-11
Epoch 3094/4000
6/6 [==============================] - 0s - loss: 2.2920e-08
Epoch 3095/4000
6/6 [==============================] - 0s - loss: 4.0872e-08
Epoch 3096/4000
6/6 [==============================] - 0s - loss: 1.9065e-08
Epoch 3097/4000
6/6 [==============================] - 0s - loss: 4.4928e-11
Epoch 3098/4000
6/6 [==============================] - 0s - loss: 1.3687e-08
Epoch 3099/4000
6/6 [==============================] - 0s - loss: 2.6802e-08
Epoch 3100/4000
6/6 [==============================] - 0s - loss: 1.4050e-08
Epoch 3101/4000
6/6 [==============================] - 0s - loss: 2.6733e-10
Epoch 3102/4000
6/6 [==============================] - 0s - loss: 7.1505e-09
Epoch 3103/4000
6/6 [==============================] - 0s - loss: 1.7178e-08
Epoch 3104/4000
6/6 [==============================] - 0s - loss: 1.1090e-08
Epoch 3105/4000
6/6 [==============================] - 0s - loss: 7.5070e-10
Epoch 3106/4000
6/6 [==============================] - 0s - loss: 3.3756e-09
Epoch 3107/4000
6/6 [==============================] - 0s - loss: 1.1079e-08
Epoch 3108/4000
6/6 [==============================] - 0s - loss: 8.8238e-09
Epoch 3109/4000
6/6 [==============================] - 0s - loss: 1.3193e-09
Epoch 3110/4000
6/6 [==============================] - 0s - loss: 1.1831e-09
Epoch 3111/4000
6/6 [==============================] - 0s - loss: 6.4494e-09
Epoch 3112/4000
6/6 [==============================] - 0s - loss: 6.7002e-09
Epoch 3113/4000
6/6 [==============================] - 0s - loss: 1.8415e-09
Epoch 3114/4000
6/6 [==============================] - 0s - loss: 2.0643e-10
Epoch 3115/4000
6/6 [==============================] - 0s - loss: 3.3781e-09
Epoch 3116/4000
6/6 [==============================] - 0s - loss: 4.8151e-09
Epoch 3117/4000
6/6 [==============================] - 0s - loss: 2.0167e-09
Epoch 3118/4000
6/6 [==============================] - 0s - loss: 1.0194e-11
Epoch 3119/4000
6/6 [==============================] - 0s - loss: 1.5897e-09
Epoch 3120/4000
6/6 [==============================] - 0s - loss: 3.0262e-09
Epoch 3121/4000
6/6 [==============================] - 0s - loss: 1.7454e-09
Epoch 3122/4000
6/6 [==============================] - 0s - loss: 9.5506e-11
Epoch 3123/4000
6/6 [==============================] - 0s - loss: 6.9066e-10
Epoch 3124/4000
6/6 [==============================] - 0s - loss: 1.9830e-09
Epoch 3125/4000
6/6 [==============================] - 0s - loss: 1.4909e-09
Epoch 3126/4000
6/6 [==============================] - 0s - loss: 2.4087e-10
Epoch 3127/4000
6/6 [==============================] - 0s - loss: 1.7630e-10
Epoch 3128/4000
6/6 [==============================] - 0s - loss: 9.7779e-10
Epoch 3129/4000
6/6 [==============================] - 0s - loss: 1.0776e-09
Epoch 3130/4000
6/6 [==============================] - 0s - loss: 4.0364e-10
Epoch 3131/4000
6/6 [==============================] - 0s - loss: 1.0878e-11
Epoch 3132/4000
6/6 [==============================] - 0s - loss: 4.2045e-10
Epoch 3133/4000
6/6 [==============================] - 0s - loss: 8.1112e-10
Epoch 3134/4000
6/6 [==============================] - 0s - loss: 5.2050e-10
Epoch 3135/4000
6/6 [==============================] - 0s - loss: 4.8973e-11
Epoch 3136/4000
6/6 [==============================] - 0s - loss: 1.3469e-10
Epoch 3137/4000
6/6 [==============================] - 0s - loss: 4.5229e-10
Epoch 3138/4000
6/6 [==============================] - 0s - loss: 3.5838e-10
Epoch 3139/4000
6/6 [==============================] - 0s - loss: 6.0872e-11
Epoch 3140/4000
6/6 [==============================] - 0s - loss: 5.9347e-11
Epoch 3141/4000
6/6 [==============================] - 0s - loss: 2.8043e-10
Epoch 3142/4000
6/6 [==============================] - 0s - loss: 3.0430e-10
Epoch 3143/4000
6/6 [==============================] - 0s - loss: 1.0465e-10
Epoch 3144/4000
6/6 [==============================] - 0s - loss: 1.3266e-11
Epoch 3145/4000
6/6 [==============================] - 0s - loss: 1.3079e-10
Epoch 3146/4000
6/6 [==============================] - 0s - loss: 1.9260e-10
Epoch 3147/4000
6/6 [==============================] - 0s - loss: 1.0056e-10
Epoch 3148/4000
6/6 [==============================] - 0s - loss: 1.1911e-11
Epoch 3149/4000
6/6 [==============================] - 0s - loss: 5.8283e-11
Epoch 3150/4000
6/6 [==============================] - 0s - loss: 8.3408e-11
Epoch 3151/4000
6/6 [==============================] - 0s - loss: 3.2751e-11
Epoch 3152/4000
6/6 [==============================] - 0s - loss: 1.1596e-11
Epoch 3153/4000
6/6 [==============================] - 0s - loss: 4.9615e-11
Epoch 3154/4000
6/6 [==============================] - 0s - loss: 5.9543e-11
Epoch 3155/4000
6/6 [==============================] - 0s - loss: 3.5821e-11
Epoch 3156/4000
6/6 [==============================] - 0s - loss: 1.0649e-11
Epoch 3157/4000
6/6 [==============================] - 0s - loss: 1.3794e-11
Epoch 3158/4000
6/6 [==============================] - 0s - loss: 1.5319e-11
Epoch 3159/4000
6/6 [==============================] - 0s - loss: 1.0649e-11
Epoch 3160/4000
6/6 [==============================] - 0s - loss: 1.9755e-11
Epoch 3161/4000
6/6 [==============================] - 0s - loss: 1.9564e-11
Epoch 3162/4000
6/6 [==============================] - 0s - loss: 9.9026e-12
Epoch 3163/4000
6/6 [==============================] - 0s - loss: 1.5502e-11
Epoch 3164/4000
6/6 [==============================] - 0s - loss: 1.9557e-11
Epoch 3165/4000
6/6 [==============================] - 0s - loss: 9.9310e-12
Epoch 3166/4000
6/6 [==============================] - 0s - loss: 2.5336e-11
Epoch 3167/4000
6/6 [==============================] - 0s - loss: 4.8831e-11
Epoch 3168/4000
6/6 [==============================] - 0s - loss: 2.8519e-11
Epoch 3169/4000
6/6 [==============================] - 0s - loss: 1.0177e-11
Epoch 3170/4000
6/6 [==============================] - 0s - loss: 2.5156e-11
Epoch 3171/4000
6/6 [==============================] - 0s - loss: 3.5795e-11
Epoch 3172/4000
6/6 [==============================] - 0s - loss: 2.5184e-11
Epoch 3173/4000
6/6 [==============================] - 0s - loss: 1.0338e-11
Epoch 3174/4000
6/6 [==============================] - 0s - loss: 1.9812e-11
Epoch 3175/4000
6/6 [==============================] - 0s - loss: 3.1842e-11
Epoch 3176/4000
6/6 [==============================] - 0s - loss: 1.9829e-11
Epoch 3177/4000
6/6 [==============================] - 0s - loss: 1.0886e-11
Epoch 3178/4000
6/6 [==============================] - 0s - loss: 1.4069e-11
Epoch 3179/4000
6/6 [==============================] - 0s - loss: 1.6087e-11
Epoch 3180/4000
6/6 [==============================] - 0s - loss: 1.1909e-11
Epoch 3181/4000
6/6 [==============================] - 0s - loss: 1.2299e-11
Epoch 3182/4000
6/6 [==============================] - 0s - loss: 1.2790e-11
Epoch 3183/4000
6/6 [==============================] - 0s - loss: 1.0895e-11
Epoch 3184/4000
6/6 [==============================] - 0s - loss: 1.2714e-11
Epoch 3185/4000
6/6 [==============================] - 0s - loss: 1.5547e-11
Epoch 3186/4000
6/6 [==============================] - 0s - loss: 1.5795e-11
Epoch 3187/4000
6/6 [==============================] - 0s - loss: 1.0516e-11
Epoch 3188/4000
6/6 [==============================] - 0s - loss: 1.1994e-11
Epoch 3189/4000
6/6 [==============================] - 0s - loss: 1.1653e-11
Epoch 3190/4000
6/6 [==============================] - 0s - loss: 1.3247e-11
Epoch 3191/4000
6/6 [==============================] - 0s - loss: 1.0668e-11
Epoch 3192/4000
6/6 [==============================] - 0s - loss: 1.1236e-11
Epoch 3193/4000
6/6 [==============================] - 0s - loss: 1.0923e-11
Epoch 3194/4000
6/6 [==============================] - 0s - loss: 1.1340e-11
Epoch 3195/4000
6/6 [==============================] - 0s - loss: 1.1125e-11
Epoch 3196/4000
6/6 [==============================] - 0s - loss: 1.6162e-11
Epoch 3197/4000
6/6 [==============================] - 0s - loss: 1.2439e-11
Epoch 3198/4000
6/6 [==============================] - 0s - loss: 1.5644e-11
Epoch 3199/4000
6/6 [==============================] - 0s - loss: 1.2742e-11
Epoch 3200/4000
6/6 [==============================] - 0s - loss: 1.5471e-11
Epoch 3201/4000
6/6 [==============================] - 0s - loss: 1.0620e-11
Epoch 3202/4000
6/6 [==============================] - 0s - loss: 1.3057e-11
Epoch 3203/4000
6/6 [==============================] - 0s - loss: 1.0014e-11
Epoch 3204/4000
6/6 [==============================] - 0s - loss: 1.1340e-11
Epoch 3205/4000
6/6 [==============================] - 0s - loss: 1.0279e-11
Epoch 3206/4000
6/6 [==============================] - 0s - loss: 1.2524e-11
Epoch 3207/4000
6/6 [==============================] - 0s - loss: 1.0592e-11
Epoch 3208/4000
6/6 [==============================] - 0s - loss: 1.0137e-11
Epoch 3209/4000
6/6 [==============================] - 0s - loss: 1.5547e-11
Epoch 3210/4000
6/6 [==============================] - 0s - loss: 1.5575e-11
Epoch 3211/4000
6/6 [==============================] - 0s - loss: 1.0090e-11
Epoch 3212/4000
6/6 [==============================] - 0s - loss: 2.5610e-11
Epoch 3213/4000
6/6 [==============================] - 0s - loss: 3.5728e-11
Epoch 3214/4000
6/6 [==============================] - 0s - loss: 2.5352e-11
Epoch 3215/4000
6/6 [==============================] - 0s - loss: 1.0301e-11
Epoch 3216/4000
6/6 [==============================] - 0s - loss: 1.5521e-11
Epoch 3217/4000
6/6 [==============================] - 0s - loss: 2.8377e-11
Epoch 3218/4000
6/6 [==============================] - 0s - loss: 1.9812e-11
Epoch 3219/4000
6/6 [==============================] - 0s - loss: 1.0149e-11
Epoch 3220/4000
6/6 [==============================] - 0s - loss: 2.2313e-11
Epoch 3221/4000
6/6 [==============================] - 0s - loss: 3.9887e-11
Epoch 3222/4000
6/6 [==============================] - 0s - loss: 3.5643e-11
Epoch 3223/4000
6/6 [==============================] - 0s - loss: 1.0670e-11
Epoch 3224/4000
6/6 [==============================] - 0s - loss: 1.9933e-11
Epoch 3225/4000
6/6 [==============================] - 0s - loss: 3.5653e-11
Epoch 3226/4000
6/6 [==============================] - 0s - loss: 2.2456e-11
Epoch 3227/4000
6/6 [==============================] - 0s - loss: 1.1482e-11
Epoch 3228/4000
6/6 [==============================] - 0s - loss: 1.2543e-11
Epoch 3229/4000
6/6 [==============================] - 0s - loss: 1.6191e-11
Epoch 3230/4000
6/6 [==============================] - 0s - loss: 1.5509e-11
Epoch 3231/4000
6/6 [==============================] - 0s - loss: 1.1028e-11
Epoch 3232/4000
6/6 [==============================] - 0s - loss: 1.0724e-11
Epoch 3233/4000
6/6 [==============================] - 0s - loss: 1.5660e-11
Epoch 3234/4000
6/6 [==============================] - 0s - loss: 1.2705e-11
Epoch 3235/4000
6/6 [==============================] - 0s - loss: 1.0241e-11
Epoch 3236/4000
6/6 [==============================] - 0s - loss: 2.5610e-11
Epoch 3237/4000
6/6 [==============================] - 0s - loss: 4.4338e-11
Epoch 3238/4000
6/6 [==============================] - 0s - loss: 4.9257e-11
Epoch 3239/4000
6/6 [==============================] - 0s - loss: 2.5383e-11
Epoch 3240/4000
6/6 [==============================] - 0s - loss: 1.1634e-11
Epoch 3241/4000
6/6 [==============================] - 0s - loss: 1.9791e-11
Epoch 3242/4000
6/6 [==============================] - 0s - loss: 3.2356e-11
Epoch 3243/4000
6/6 [==============================] - 0s - loss: 2.8422e-11
Epoch 3244/4000
6/6 [==============================] - 0s - loss: 1.2543e-11
Epoch 3245/4000
6/6 [==============================] - 0s - loss: 1.0717e-11
Epoch 3246/4000
6/6 [==============================] - 0s - loss: 1.7517e-11
Epoch 3247/4000
6/6 [==============================] - 0s - loss: 1.7593e-11
Epoch 3248/4000
6/6 [==============================] - 0s - loss: 1.5547e-11
Epoch 3249/4000
6/6 [==============================] - 0s - loss: 1.0165e-11
Epoch 3250/4000
6/6 [==============================] - 0s - loss: 1.5689e-11
Epoch 3251/4000
6/6 [==============================] - 0s - loss: 2.5184e-11
Epoch 3252/4000
6/6 [==============================] - 0s - loss: 1.9867e-11
Epoch 3253/4000
6/6 [==============================] - 0s - loss: 1.2506e-11
Epoch 3254/4000
6/6 [==============================] - 0s - loss: 1.2477e-11
Epoch 3255/4000
6/6 [==============================] - 0s - loss: 1.9867e-11
Epoch 3256/4000
6/6 [==============================] - 0s - loss: 2.5248e-11
Epoch 3257/4000
6/6 [==============================] - 0s - loss: 1.7773e-11
Epoch 3258/4000
6/6 [==============================] - 0s - loss: 1.0632e-11
Epoch 3259/4000
6/6 [==============================] - 0s - loss: 1.3112e-11
Epoch 3260/4000
6/6 [==============================] - 0s - loss: 1.2771e-11
Epoch 3261/4000
6/6 [==============================] - 0s - loss: 1.1428e-11
Epoch 3262/4000
6/6 [==============================] - 0s - loss: 1.0177e-11
Epoch 3263/4000
6/6 [==============================] - 0s - loss: 1.3057e-11
Epoch 3264/4000
6/6 [==============================] - 0s - loss: 2.0388e-11
Epoch 3265/4000
6/6 [==============================] - 0s - loss: 2.0788e-11
Epoch 3266/4000
6/6 [==============================] - 0s - loss: 1.6165e-11
Epoch 3267/4000
6/6 [==============================] - 0s - loss: 1.0668e-11
Epoch 3268/4000
6/6 [==============================] - 0s - loss: 1.2110e-11
Epoch 3269/4000
6/6 [==============================] - 0s - loss: 1.1568e-11
Epoch 3270/4000
6/6 [==============================] - 0s - loss: 1.1122e-11
Epoch 3271/4000
6/6 [==============================] - 0s - loss: 1.0414e-11
Epoch 3272/4000
6/6 [==============================] - 0s - loss: 1.1122e-11
Epoch 3273/4000
6/6 [==============================] - 0s - loss: 1.2941e-11
Epoch 3274/4000
6/6 [==============================] - 0s - loss: 2.0018e-11
Epoch 3275/4000
6/6 [==============================] - 0s - loss: 2.0558e-11
Epoch 3276/4000
6/6 [==============================] - 0s - loss: 1.2574e-11
Epoch 3277/4000
6/6 [==============================] - 0s - loss: 1.3548e-11
Epoch 3278/4000
6/6 [==============================] - 0s - loss: 1.6049e-11
Epoch 3279/4000
6/6 [==============================] - 0s - loss: 1.4242e-11
Epoch 3280/4000
6/6 [==============================] - 0s - loss: 1.1151e-11
Epoch 3281/4000
6/6 [==============================] - 0s - loss: 1.1653e-11
Epoch 3282/4000
6/6 [==============================] - 0s - loss: 1.2716e-11
Epoch 3283/4000
6/6 [==============================] - 0s - loss: 1.0329e-11
Epoch 3284/4000
6/6 [==============================] - 0s - loss: 1.0696e-11
Epoch 3285/4000
6/6 [==============================] - 0s - loss: 1.1845e-11
Epoch 3286/4000
6/6 [==============================] - 0s - loss: 1.1996e-11
Epoch 3287/4000
6/6 [==============================] - 0s - loss: 1.0945e-11
Epoch 3288/4000
6/6 [==============================] - 0s - loss: 1.5850e-11
Epoch 3289/4000
6/6 [==============================] - 0s - loss: 2.0236e-11
Epoch 3290/4000
6/6 [==============================] - 0s - loss: 1.9850e-11
Epoch 3291/4000
6/6 [==============================] - 0s - loss: 1.1892e-11
Epoch 3292/4000
6/6 [==============================] - 0s - loss: 1.0469e-11
Epoch 3293/4000
6/6 [==============================] - 0s - loss: 1.4931e-11
Epoch 3294/4000
6/6 [==============================] - 0s - loss: 1.6051e-11
Epoch 3295/4000
6/6 [==============================] - 0s - loss: 2.0182e-11
Epoch 3296/4000
6/6 [==============================] - 0s - loss: 2.0170e-11
Epoch 3297/4000
6/6 [==============================] - 0s - loss: 1.9791e-11
Epoch 3298/4000
6/6 [==============================] - 0s - loss: 1.0544e-11
Epoch 3299/4000
6/6 [==============================] - 0s - loss: 1.7631e-11
Epoch 3300/4000
6/6 [==============================] - 0s - loss: 4.2216e-11
Epoch 3301/4000
6/6 [==============================] - 0s - loss: 4.0179e-11
Epoch 3302/4000
6/6 [==============================] - 0s - loss: 2.7041e-11
Epoch 3303/4000
6/6 [==============================] - 0s - loss: 1.1087e-11
Epoch 3304/4000
6/6 [==============================] - 0s - loss: 3.0224e-11
Epoch 3305/4000
6/6 [==============================] - 0s - loss: 6.2983e-11
Epoch 3306/4000
6/6 [==============================] - 0s - loss: 8.3543e-11
Epoch 3307/4000
6/6 [==============================] - 0s - loss: 1.1288e-10
Epoch 3308/4000
6/6 [==============================] - 0s - loss: 9.7981e-11
Epoch 3309/4000
6/6 [==============================] - 0s - loss: 5.9480e-11
Epoch 3310/4000
6/6 [==============================] - 0s - loss: 1.9926e-11
Epoch 3311/4000
6/6 [==============================] - 0s - loss: 9.9973e-12
Epoch 3312/4000
6/6 [==============================] - 0s - loss: 2.2607e-11
Epoch 3313/4000
6/6 [==============================] - 0s - loss: 3.1901e-11
Epoch 3314/4000
6/6 [==============================] - 0s - loss: 2.8680e-11
Epoch 3315/4000
6/6 [==============================] - 0s - loss: 1.5871e-11
Epoch 3316/4000
6/6 [==============================] - 0s - loss: 1.0670e-11
Epoch 3317/4000
6/6 [==============================] - 0s - loss: 1.2498e-11
Epoch 3318/4000
6/6 [==============================] - 0s - loss: 1.7605e-11
Epoch 3319/4000
6/6 [==============================] - 0s - loss: 2.2456e-11
Epoch 3320/4000
6/6 [==============================] - 0s - loss: 1.3967e-11
Epoch 3321/4000
6/6 [==============================] - 0s - loss: 1.0566e-11
Epoch 3322/4000
6/6 [==============================] - 0s - loss: 1.5492e-11
Epoch 3323/4000
6/6 [==============================] - 0s - loss: 1.1589e-11
Epoch 3324/4000
6/6 [==============================] - 0s - loss: 1.0215e-11
Epoch 3325/4000
6/6 [==============================] - 0s - loss: 1.5521e-11
Epoch 3326/4000
6/6 [==============================] - 0s - loss: 1.5888e-11
Epoch 3327/4000
6/6 [==============================] - 0s - loss: 1.0014e-11
Epoch 3328/4000
6/6 [==============================] - 0s - loss: 3.1967e-11
Epoch 3329/4000
6/6 [==============================] - 0s - loss: 7.0858e-11
Epoch 3330/4000
6/6 [==============================] - 0s - loss: 9.7489e-11
Epoch 3331/4000
6/6 [==============================] - 0s - loss: 8.4045e-11
Epoch 3332/4000
6/6 [==============================] - 0s - loss: 5.9707e-11
Epoch 3333/4000
6/6 [==============================] - 0s - loss: 2.2671e-11
Epoch 3334/4000
6/6 [==============================] - 0s - loss: 1.1551e-11
Epoch 3335/4000
6/6 [==============================] - 0s - loss: 4.4283e-11
Epoch 3336/4000
6/6 [==============================] - 0s - loss: 8.4507e-11
Epoch 3337/4000
6/6 [==============================] - 0s - loss: 1.0869e-10
Epoch 3338/4000
6/6 [==============================] - 0s - loss: 1.1406e-10
Epoch 3339/4000
6/6 [==============================] - 0s - loss: 9.7877e-11
Epoch 3340/4000
6/6 [==============================] - 0s - loss: 7.1774e-11
Epoch 3341/4000
6/6 [==============================] - 0s - loss: 3.3244e-11
Epoch 3342/4000
6/6 [==============================] - 0s - loss: 1.0973e-11
Epoch 3343/4000
6/6 [==============================] - 0s - loss: 2.1584e-11
Epoch 3344/4000
6/6 [==============================] - 0s - loss: 3.6001e-11
Epoch 3345/4000
6/6 [==============================] - 0s - loss: 2.9142e-11
Epoch 3346/4000
6/6 [==============================] - 0s - loss: 1.2439e-11
Epoch 3347/4000
6/6 [==============================] - 0s - loss: 2.3618e-11
Epoch 3348/4000
6/6 [==============================] - 0s - loss: 4.0491e-11
Epoch 3349/4000
6/6 [==============================] - 0s - loss: 4.6983e-11
Epoch 3350/4000
6/6 [==============================] - 0s - loss: 4.1742e-11
Epoch 3351/4000
6/6 [==============================] - 0s - loss: 2.9236e-11
Epoch 3352/4000
6/6 [==============================] - 0s - loss: 1.2110e-11
Epoch 3353/4000
6/6 [==============================] - 0s - loss: 2.1205e-11
Epoch 3354/4000
6/6 [==============================] - 0s - loss: 5.7232e-11
Epoch 3355/4000
6/6 [==============================] - 0s - loss: 1.1359e-10
Epoch 3356/4000
6/6 [==============================] - 0s - loss: 2.0502e-10
Epoch 3357/4000
6/6 [==============================] - 0s - loss: 2.7800e-10
Epoch 3358/4000
6/6 [==============================] - 0s - loss: 2.9803e-10
Epoch 3359/4000
6/6 [==============================] - 0s - loss: 2.5282e-10
Epoch 3360/4000
6/6 [==============================] - 0s - loss: 1.8313e-10
Epoch 3361/4000
6/6 [==============================] - 0s - loss: 1.3129e-10
Epoch 3362/4000
6/6 [==============================] - 0s - loss: 1.0689e-10
Epoch 3363/4000
6/6 [==============================] - 0s - loss: 9.9194e-11
Epoch 3364/4000
6/6 [==============================] - 0s - loss: 7.8172e-11
Epoch 3365/4000
6/6 [==============================] - 0s - loss: 6.2082e-11
Epoch 3366/4000
6/6 [==============================] - 0s - loss: 3.5972e-11
Epoch 3367/4000
6/6 [==============================] - 0s - loss: 2.6311e-11
Epoch 3368/4000
6/6 [==============================] - 0s - loss: 1.1305e-11
Epoch 3369/4000
6/6 [==============================] - 0s - loss: 3.6683e-11
Epoch 3370/4000
6/6 [==============================] - 0s - loss: 9.7742e-11
Epoch 3371/4000
6/6 [==============================] - 0s - loss: 1.9643e-10
Epoch 3372/4000
6/6 [==============================] - 0s - loss: 2.9613e-10
Epoch 3373/4000
6/6 [==============================] - 0s - loss: 3.6514e-10
Epoch 3374/4000
6/6 [==============================] - 0s - loss: 3.9094e-10
Epoch 3375/4000
6/6 [==============================] - 0s - loss: 3.5275e-10
Epoch 3376/4000
6/6 [==============================] - 0s - loss: 3.1568e-10
Epoch 3377/4000
6/6 [==============================] - 0s - loss: 2.7090e-10
Epoch 3378/4000
6/6 [==============================] - 0s - loss: 2.3102e-10
Epoch 3379/4000
6/6 [==============================] - 0s - loss: 1.5725e-10
Epoch 3380/4000
6/6 [==============================] - 0s - loss: 1.0039e-10
Epoch 3381/4000
6/6 [==============================] - 0s - loss: 5.5062e-11
Epoch 3382/4000
6/6 [==============================] - 0s - loss: 2.5942e-11
Epoch 3383/4000
6/6 [==============================] - 0s - loss: 4.2254e-12
Epoch 3384/4000
6/6 [==============================] - 0s - loss: 9.7108e-12
Epoch 3385/4000
6/6 [==============================] - 0s - loss: 3.7102e-11
Epoch 3386/4000
6/6 [==============================] - 0s - loss: 6.9463e-11
Epoch 3387/4000
6/6 [==============================] - 0s - loss: 1.3783e-10
Epoch 3388/4000
6/6 [==============================] - 0s - loss: 2.6827e-10
Epoch 3389/4000
6/6 [==============================] - 0s - loss: 4.7048e-10
Epoch 3390/4000
6/6 [==============================] - 0s - loss: 7.0877e-10
Epoch 3391/4000
6/6 [==============================] - 0s - loss: 9.8942e-10
Epoch 3392/4000
6/6 [==============================] - 0s - loss: 1.3421e-09
Epoch 3393/4000
6/6 [==============================] - 0s - loss: 1.7543e-09
Epoch 3394/4000
6/6 [==============================] - 0s - loss: 2.1889e-09
Epoch 3395/4000
6/6 [==============================] - 0s - loss: 2.5939e-09
Epoch 3396/4000
6/6 [==============================] - 0s - loss: 3.0644e-09
Epoch 3397/4000
6/6 [==============================] - 0s - loss: 3.7672e-09
Epoch 3398/4000
6/6 [==============================] - 0s - loss: 4.8185e-09
Epoch 3399/4000
6/6 [==============================] - 0s - loss: 6.2323e-09
Epoch 3400/4000
6/6 [==============================] - 0s - loss: 7.9750e-09
Epoch 3401/4000
6/6 [==============================] - 0s - loss: 1.0164e-08
Epoch 3402/4000
6/6 [==============================] - 0s - loss: 1.3066e-08
Epoch 3403/4000
6/6 [==============================] - 0s - loss: 1.7033e-08
Epoch 3404/4000
6/6 [==============================] - 0s - loss: 2.2454e-08
Epoch 3405/4000
6/6 [==============================] - 0s - loss: 3.0067e-08
Epoch 3406/4000
6/6 [==============================] - 0s - loss: 4.1169e-08
Epoch 3407/4000
6/6 [==============================] - 0s - loss: 5.7291e-08
Epoch 3408/4000
6/6 [==============================] - 0s - loss: 7.9858e-08
Epoch 3409/4000
6/6 [==============================] - 0s - loss: 1.1144e-07
Epoch 3410/4000
6/6 [==============================] - 0s - loss: 1.5625e-07
Epoch 3411/4000
6/6 [==============================] - 0s - loss: 2.2134e-07
Epoch 3412/4000
6/6 [==============================] - 0s - loss: 3.1593e-07
Epoch 3413/4000
6/6 [==============================] - 0s - loss: 4.5579e-07
Epoch 3414/4000
6/6 [==============================] - 0s - loss: 6.6053e-07
Epoch 3415/4000
6/6 [==============================] - 0s - loss: 9.6701e-07
Epoch 3416/4000
6/6 [==============================] - 0s - loss: 1.4212e-06
Epoch 3417/4000
6/6 [==============================] - 0s - loss: 2.1117e-06
Epoch 3418/4000
6/6 [==============================] - 0s - loss: 3.1455e-06
Epoch 3419/4000
6/6 [==============================] - 0s - loss: 4.7470e-06
Epoch 3420/4000
6/6 [==============================] - 0s - loss: 7.1544e-06
Epoch 3421/4000
6/6 [==============================] - 0s - loss: 1.0938e-05
Epoch 3422/4000
6/6 [==============================] - 0s - loss: 1.6617e-05
Epoch 3423/4000
6/6 [==============================] - 0s - loss: 2.5661e-05
Epoch 3424/4000
6/6 [==============================] - 0s - loss: 3.8951e-05
Epoch 3425/4000
6/6 [==============================] - 0s - loss: 6.0085e-05
Epoch 3426/4000
6/6 [==============================] - 0s - loss: 8.9220e-05
Epoch 3427/4000
6/6 [==============================] - 0s - loss: 1.3377e-04
Epoch 3428/4000
6/6 [==============================] - 0s - loss: 1.8566e-04
Epoch 3429/4000
6/6 [==============================] - 0s - loss: 2.5454e-04
Epoch 3430/4000
6/6 [==============================] - 0s - loss: 3.0098e-04
Epoch 3431/4000
6/6 [==============================] - 0s - loss: 3.3196e-04
Epoch 3432/4000
6/6 [==============================] - 0s - loss: 2.8229e-04
Epoch 3433/4000
6/6 [==============================] - 0s - loss: 1.9362e-04
Epoch 3434/4000
6/6 [==============================] - 0s - loss: 7.9232e-05
Epoch 3435/4000
6/6 [==============================] - 0s - loss: 9.3043e-06
Epoch 3436/4000
6/6 [==============================] - 0s - loss: 7.4910e-06
Epoch 3437/4000
6/6 [==============================] - 0s - loss: 5.5991e-05
Epoch 3438/4000
6/6 [==============================] - 0s - loss: 1.1165e-04
Epoch 3439/4000
6/6 [==============================] - 0s - loss: 1.2690e-04
Epoch 3440/4000
6/6 [==============================] - 0s - loss: 9.9480e-05
Epoch 3441/4000
6/6 [==============================] - 0s - loss: 4.4217e-05
Epoch 3442/4000
6/6 [==============================] - 0s - loss: 5.5559e-06
Epoch 3443/4000
6/6 [==============================] - 0s - loss: 3.9963e-06
Epoch 3444/4000
6/6 [==============================] - 0s - loss: 3.0344e-05
Epoch 3445/4000
6/6 [==============================] - 0s - loss: 5.7401e-05
Epoch 3446/4000
6/6 [==============================] - 0s - loss: 6.0050e-05
Epoch 3447/4000
6/6 [==============================] - 0s - loss: 4.0277e-05
Epoch 3448/4000
6/6 [==============================] - 0s - loss: 1.3202e-05
Epoch 3449/4000
6/6 [==============================] - 0s - loss: 1.7053e-07
Epoch 3450/4000
6/6 [==============================] - 0s - loss: 6.6287e-06
Epoch 3451/4000
6/6 [==============================] - 0s - loss: 2.2066e-05
Epoch 3452/4000
6/6 [==============================] - 0s - loss: 3.1668e-05
Epoch 3453/4000
6/6 [==============================] - 0s - loss: 2.6889e-05
Epoch 3454/4000
6/6 [==============================] - 0s - loss: 1.3670e-05
Epoch 3455/4000
6/6 [==============================] - 0s - loss: 2.3243e-06
Epoch 3456/4000
6/6 [==============================] - 0s - loss: 5.8382e-07
Epoch 3457/4000
6/6 [==============================] - 0s - loss: 7.0640e-06
Epoch 3458/4000
6/6 [==============================] - 0s - loss: 1.4289e-05
Epoch 3459/4000
6/6 [==============================] - 0s - loss: 1.6022e-05
Epoch 3460/4000
6/6 [==============================] - 0s - loss: 1.1002e-05
Epoch 3461/4000
6/6 [==============================] - 0s - loss: 4.0282e-06
Epoch 3462/4000
6/6 [==============================] - 0s - loss: 1.5477e-07
Epoch 3463/4000
6/6 [==============================] - 0s - loss: 1.3091e-06
Epoch 3464/4000
6/6 [==============================] - 0s - loss: 5.2446e-06
Epoch 3465/4000
6/6 [==============================] - 0s - loss: 8.0456e-06
Epoch 3466/4000
6/6 [==============================] - 0s - loss: 7.5846e-06
Epoch 3467/4000
6/6 [==============================] - 0s - loss: 4.4003e-06
Epoch 3468/4000
6/6 [==============================] - 0s - loss: 1.1723e-06
Epoch 3469/4000
6/6 [==============================] - 0s - loss: 3.0895e-09
Epoch 3470/4000
6/6 [==============================] - 0s - loss: 1.1373e-06
Epoch 3471/4000
6/6 [==============================] - 0s - loss: 3.1191e-06
Epoch 3472/4000
6/6 [==============================] - 0s - loss: 4.1600e-06
Epoch 3473/4000
6/6 [==============================] - 0s - loss: 3.5763e-06
Epoch 3474/4000
6/6 [==============================] - 0s - loss: 1.9089e-06
Epoch 3475/4000
6/6 [==============================] - 0s - loss: 4.3217e-07
Epoch 3476/4000
6/6 [==============================] - 0s - loss: 1.5498e-08
Epoch 3477/4000
6/6 [==============================] - 0s - loss: 6.5113e-07
Epoch 3478/4000
6/6 [==============================] - 0s - loss: 1.6167e-06
Epoch 3479/4000
6/6 [==============================] - 0s - loss: 2.1029e-06
Epoch 3480/4000
6/6 [==============================] - 0s - loss: 1.8120e-06
Epoch 3481/4000
6/6 [==============================] - 0s - loss: 1.0033e-06
Epoch 3482/4000
6/6 [==============================] - 0s - loss: 2.6033e-07
Epoch 3483/4000
6/6 [==============================] - 0s - loss: 6.4057e-10
Epoch 3484/4000
6/6 [==============================] - 0s - loss: 2.5199e-07
Epoch 3485/4000
6/6 [==============================] - 0s - loss: 7.1175e-07
Epoch 3486/4000
6/6 [==============================] - 0s - loss: 1.0072e-06
Epoch 3487/4000
6/6 [==============================] - 0s - loss: 9.5282e-07
Epoch 3488/4000
6/6 [==============================] - 0s - loss: 6.1218e-07
Epoch 3489/4000
6/6 [==============================] - 0s - loss: 2.2652e-07
Epoch 3490/4000
6/6 [==============================] - 0s - loss: 1.4233e-08
Epoch 3491/4000
6/6 [==============================] - 0s - loss: 4.9100e-08
Epoch 3492/4000
6/6 [==============================] - 0s - loss: 2.4156e-07
Epoch 3493/4000
6/6 [==============================] - 0s - loss: 4.2686e-07
Epoch 3494/4000
6/6 [==============================] - 0s - loss: 4.8247e-07
Epoch 3495/4000
6/6 [==============================] - 0s - loss: 3.8558e-07
Epoch 3496/4000
6/6 [==============================] - 0s - loss: 2.0953e-07
Epoch 3497/4000
6/6 [==============================] - 0s - loss: 5.6953e-08
Epoch 3498/4000
6/6 [==============================] - 0s - loss: 3.9518e-11
Epoch 3499/4000
6/6 [==============================] - 0s - loss: 4.2685e-08
Epoch 3500/4000
6/6 [==============================] - 0s - loss: 1.3345e-07
Epoch 3501/4000
6/6 [==============================] - 0s - loss: 2.0688e-07
Epoch 3502/4000
6/6 [==============================] - 0s - loss: 2.1963e-07
Epoch 3503/4000
6/6 [==============================] - 0s - loss: 1.7135e-07
Epoch 3504/4000
6/6 [==============================] - 0s - loss: 9.3505e-08
Epoch 3505/4000
6/6 [==============================] - 0s - loss: 2.7488e-08
Epoch 3506/4000
6/6 [==============================] - 0s - loss: 2.8611e-10
Epoch 3507/4000
6/6 [==============================] - 0s - loss: 1.4550e-08
Epoch 3508/4000
6/6 [==============================] - 0s - loss: 5.2662e-08
Epoch 3509/4000
6/6 [==============================] - 0s - loss: 8.8767e-08
Epoch 3510/4000
6/6 [==============================] - 0s - loss: 1.0291e-07
Epoch 3511/4000
6/6 [==============================] - 0s - loss: 8.9921e-08
Epoch 3512/4000
6/6 [==============================] - 0s - loss: 5.9260e-08
Epoch 3513/4000
6/6 [==============================] - 0s - loss: 2.6252e-08
Epoch 3514/4000
6/6 [==============================] - 0s - loss: 4.6351e-09
Epoch 3515/4000
6/6 [==============================] - 0s - loss: 6.7410e-10
Epoch 3516/4000
6/6 [==============================] - 0s - loss: 1.1533e-08
Epoch 3517/4000
6/6 [==============================] - 0s - loss: 2.8101e-08
Epoch 3518/4000
6/6 [==============================] - 0s - loss: 4.0934e-08
Epoch 3519/4000
6/6 [==============================] - 0s - loss: 4.4528e-08
Epoch 3520/4000
6/6 [==============================] - 0s - loss: 3.8468e-08
Epoch 3521/4000
6/6 [==============================] - 0s - loss: 2.5907e-08
Epoch 3522/4000
6/6 [==============================] - 0s - loss: 1.2302e-08
Epoch 3523/4000
6/6 [==============================] - 0s - loss: 2.9157e-09
Epoch 3524/4000
6/6 [==============================] - 0s - loss: 8.8676e-12
Epoch 3525/4000
6/6 [==============================] - 0s - loss: 2.8146e-09
Epoch 3526/4000
6/6 [==============================] - 0s - loss: 8.6546e-09
Epoch 3527/4000
6/6 [==============================] - 0s - loss: 1.4473e-08
Epoch 3528/4000
6/6 [==============================] - 0s - loss: 1.7669e-08
Epoch 3529/4000
6/6 [==============================] - 0s - loss: 1.6992e-08
Epoch 3530/4000
6/6 [==============================] - 0s - loss: 1.3207e-08
Epoch 3531/4000
6/6 [==============================] - 0s - loss: 8.2077e-09
Epoch 3532/4000
6/6 [==============================] - 0s - loss: 3.7375e-09
Epoch 3533/4000
6/6 [==============================] - 0s - loss: 8.8583e-10
Epoch 3534/4000
6/6 [==============================] - 0s - loss: 2.0179e-12
Epoch 3535/4000
6/6 [==============================] - 0s - loss: 8.4596e-10
Epoch 3536/4000
6/6 [==============================] - 0s - loss: 2.6529e-09
Epoch 3537/4000
6/6 [==============================] - 0s - loss: 4.5151e-09
Epoch 3538/4000
6/6 [==============================] - 0s - loss: 5.7356e-09
Epoch 3539/4000
6/6 [==============================] - 0s - loss: 5.8703e-09
Epoch 3540/4000
6/6 [==============================] - 0s - loss: 4.9879e-09
Epoch 3541/4000
6/6 [==============================] - 0s - loss: 3.6178e-09
Epoch 3542/4000
6/6 [==============================] - 0s - loss: 2.1911e-09
Epoch 3543/4000
6/6 [==============================] - 0s - loss: 1.0327e-09
Epoch 3544/4000
6/6 [==============================] - 0s - loss: 3.2171e-10
Epoch 3545/4000
6/6 [==============================] - 0s - loss: 3.0364e-11
Epoch 3546/4000
6/6 [==============================] - 0s - loss: 3.0364e-11
Epoch 3547/4000
6/6 [==============================] - 0s - loss: 2.4304e-10
Epoch 3548/4000
6/6 [==============================] - 0s - loss: 5.9415e-10
Epoch 3549/4000
6/6 [==============================] - 0s - loss: 9.7591e-10
Epoch 3550/4000
6/6 [==============================] - 0s - loss: 1.2470e-09
Epoch 3551/4000
6/6 [==============================] - 0s - loss: 1.2325e-09
Epoch 3552/4000
6/6 [==============================] - 0s - loss: 9.8229e-10
Epoch 3553/4000
6/6 [==============================] - 0s - loss: 6.6141e-10
Epoch 3554/4000
6/6 [==============================] - 0s - loss: 3.6153e-10
Epoch 3555/4000
6/6 [==============================] - 0s - loss: 1.2207e-10
Epoch 3556/4000
6/6 [==============================] - 0s - loss: 1.2212e-11
Epoch 3557/4000
6/6 [==============================] - 0s - loss: 1.6759e-11
Epoch 3558/4000
6/6 [==============================] - 0s - loss: 6.7653e-11
Epoch 3559/4000
6/6 [==============================] - 0s - loss: 1.6198e-10
Epoch 3560/4000
6/6 [==============================] - 0s - loss: 2.6847e-10
Epoch 3561/4000
6/6 [==============================] - 0s - loss: 3.4550e-10
Epoch 3562/4000
6/6 [==============================] - 0s - loss: 3.5044e-10
Epoch 3563/4000
6/6 [==============================] - 0s - loss: 3.1386e-10
Epoch 3564/4000
6/6 [==============================] - 0s - loss: 2.4308e-10
Epoch 3565/4000
6/6 [==============================] - 0s - loss: 1.8555e-10
Epoch 3566/4000
6/6 [==============================] - 0s - loss: 1.4144e-10
Epoch 3567/4000
6/6 [==============================] - 0s - loss: 1.2457e-10
Epoch 3568/4000
6/6 [==============================] - 0s - loss: 1.2301e-10
Epoch 3569/4000
6/6 [==============================] - 0s - loss: 1.2457e-10
Epoch 3570/4000
6/6 [==============================] - 0s - loss: 1.4965e-10
Epoch 3571/4000
6/6 [==============================] - 0s - loss: 2.0438e-10
Epoch 3572/4000
6/6 [==============================] - 0s - loss: 2.6900e-10
Epoch 3573/4000
6/6 [==============================] - 0s - loss: 3.4206e-10
Epoch 3574/4000
6/6 [==============================] - 0s - loss: 4.1495e-10
Epoch 3575/4000
6/6 [==============================] - 0s - loss: 4.9535e-10
Epoch 3576/4000
6/6 [==============================] - 0s - loss: 5.6563e-10
Epoch 3577/4000
6/6 [==============================] - 0s - loss: 6.7149e-10
Epoch 3578/4000
6/6 [==============================] - 0s - loss: 7.8902e-10
Epoch 3579/4000
6/6 [==============================] - 0s - loss: 9.1723e-10
Epoch 3580/4000
6/6 [==============================] - 0s - loss: 1.0778e-09
Epoch 3581/4000
6/6 [==============================] - 0s - loss: 1.2952e-09
Epoch 3582/4000
6/6 [==============================] - 0s - loss: 1.5196e-09
Epoch 3583/4000
6/6 [==============================] - 0s - loss: 1.7827e-09
Epoch 3584/4000
6/6 [==============================] - 0s - loss: 2.1189e-09
Epoch 3585/4000
6/6 [==============================] - 0s - loss: 2.5003e-09
Epoch 3586/4000
6/6 [==============================] - 0s - loss: 2.9799e-09
Epoch 3587/4000
6/6 [==============================] - 0s - loss: 3.6671e-09
Epoch 3588/4000
6/6 [==============================] - 0s - loss: 4.5630e-09
Epoch 3589/4000
6/6 [==============================] - 0s - loss: 5.6324e-09
Epoch 3590/4000
6/6 [==============================] - 0s - loss: 6.9830e-09
Epoch 3591/4000
6/6 [==============================] - 0s - loss: 8.7992e-09
Epoch 3592/4000
6/6 [==============================] - 0s - loss: 1.1214e-08
Epoch 3593/4000
6/6 [==============================] - 0s - loss: 1.4301e-08
Epoch 3594/4000
6/6 [==============================] - 0s - loss: 1.8453e-08
Epoch 3595/4000
6/6 [==============================] - 0s - loss: 2.4175e-08
Epoch 3596/4000
6/6 [==============================] - 0s - loss: 3.1847e-08
Epoch 3597/4000
6/6 [==============================] - 0s - loss: 4.2242e-08
Epoch 3598/4000
6/6 [==============================] - 0s - loss: 5.6584e-08
Epoch 3599/4000
6/6 [==============================] - 0s - loss: 7.6479e-08
Epoch 3600/4000
6/6 [==============================] - 0s - loss: 1.0377e-07
Epoch 3601/4000
6/6 [==============================] - 0s - loss: 1.4207e-07
Epoch 3602/4000
6/6 [==============================] - 0s - loss: 1.9655e-07
Epoch 3603/4000
6/6 [==============================] - 0s - loss: 2.7646e-07
Epoch 3604/4000
6/6 [==============================] - 0s - loss: 3.9243e-07
Epoch 3605/4000
6/6 [==============================] - 0s - loss: 5.6295e-07
Epoch 3606/4000
6/6 [==============================] - 0s - loss: 8.1261e-07
Epoch 3607/4000
6/6 [==============================] - 0s - loss: 1.1878e-06
Epoch 3608/4000
6/6 [==============================] - 0s - loss: 1.7472e-06
Epoch 3609/4000
6/6 [==============================] - 0s - loss: 2.6048e-06
Epoch 3610/4000
6/6 [==============================] - 0s - loss: 3.8968e-06
Epoch 3611/4000
6/6 [==============================] - 0s - loss: 5.9140e-06
Epoch 3612/4000
6/6 [==============================] - 0s - loss: 8.9623e-06
Epoch 3613/4000
6/6 [==============================] - 0s - loss: 1.3799e-05
Epoch 3614/4000
6/6 [==============================] - 0s - loss: 2.1071e-05
Epoch 3615/4000
6/6 [==============================] - 0s - loss: 3.2716e-05
Epoch 3616/4000
6/6 [==============================] - 0s - loss: 4.9709e-05
Epoch 3617/4000
6/6 [==============================] - 0s - loss: 7.6737e-05
Epoch 3618/4000
6/6 [==============================] - 0s - loss: 1.1324e-04
Epoch 3619/4000
6/6 [==============================] - 0s - loss: 1.6860e-04
Epoch 3620/4000
6/6 [==============================] - 0s - loss: 2.2945e-04
Epoch 3621/4000
6/6 [==============================] - 0s - loss: 3.0684e-04
Epoch 3622/4000
6/6 [==============================] - 0s - loss: 3.4634e-04
Epoch 3623/4000
6/6 [==============================] - 0s - loss: 3.5904e-04
Epoch 3624/4000
6/6 [==============================] - 0s - loss: 2.7747e-04
Epoch 3625/4000
6/6 [==============================] - 0s - loss: 1.6344e-04
Epoch 3626/4000
6/6 [==============================] - 0s - loss: 4.9004e-05
Epoch 3627/4000
6/6 [==============================] - 0s - loss: 4.7687e-07
Epoch 3628/4000
6/6 [==============================] - 0s - loss: 2.6098e-05
Epoch 3629/4000
6/6 [==============================] - 0s - loss: 8.8657e-05
Epoch 3630/4000
6/6 [==============================] - 0s - loss: 1.3901e-04
Epoch 3631/4000
6/6 [==============================] - 0s - loss: 1.3244e-04
Epoch 3632/4000
6/6 [==============================] - 0s - loss: 8.4937e-05
Epoch 3633/4000
6/6 [==============================] - 0s - loss: 2.6193e-05
Epoch 3634/4000
6/6 [==============================] - 0s - loss: 1.5598e-07
Epoch 3635/4000
6/6 [==============================] - 0s - loss: 1.5484e-05
Epoch 3636/4000
6/6 [==============================] - 0s - loss: 4.8849e-05
Epoch 3637/4000
6/6 [==============================] - 0s - loss: 6.9673e-05
Epoch 3638/4000
6/6 [==============================] - 0s - loss: 5.8646e-05
Epoch 3639/4000
6/6 [==============================] - 0s - loss: 2.9803e-05
Epoch 3640/4000
6/6 [==============================] - 0s - loss: 4.9389e-06
Epoch 3641/4000
6/6 [==============================] - 0s - loss: 1.3954e-06
Epoch 3642/4000
6/6 [==============================] - 0s - loss: 1.5872e-05
Epoch 3643/4000
6/6 [==============================] - 0s - loss: 3.1452e-05
Epoch 3644/4000
6/6 [==============================] - 0s - loss: 3.4674e-05
Epoch 3645/4000
6/6 [==============================] - 0s - loss: 2.2818e-05
Epoch 3646/4000
6/6 [==============================] - 0s - loss: 7.5639e-06
Epoch 3647/4000
6/6 [==============================] - 0s - loss: 9.3078e-08
Epoch 3648/4000
6/6 [==============================] - 0s - loss: 3.8732e-06
Epoch 3649/4000
6/6 [==============================] - 0s - loss: 1.2852e-05
Epoch 3650/4000
6/6 [==============================] - 0s - loss: 1.7939e-05
Epoch 3651/4000
6/6 [==============================] - 0s - loss: 1.5425e-05
Epoch 3652/4000
6/6 [==============================] - 0s - loss: 7.6588e-06
Epoch 3653/4000
6/6 [==============================] - 0s - loss: 1.2813e-06
Epoch 3654/4000
6/6 [==============================] - 0s - loss: 3.4644e-07
Epoch 3655/4000
6/6 [==============================] - 0s - loss: 4.0490e-06
Epoch 3656/4000
6/6 [==============================] - 0s - loss: 8.2440e-06
Epoch 3657/4000
6/6 [==============================] - 0s - loss: 9.1352e-06
Epoch 3658/4000
6/6 [==============================] - 0s - loss: 6.4368e-06
Epoch 3659/4000
6/6 [==============================] - 0s - loss: 2.4220e-06
Epoch 3660/4000
6/6 [==============================] - 0s - loss: 1.2360e-07
Epoch 3661/4000
6/6 [==============================] - 0s - loss: 6.5098e-07
Epoch 3662/4000
6/6 [==============================] - 0s - loss: 2.8354e-06
Epoch 3663/4000
6/6 [==============================] - 0s - loss: 4.5640e-06
Epoch 3664/4000
6/6 [==============================] - 0s - loss: 4.4332e-06
Epoch 3665/4000
6/6 [==============================] - 0s - loss: 2.7677e-06
Epoch 3666/4000
6/6 [==============================] - 0s - loss: 8.6381e-07
Epoch 3667/4000
6/6 [==============================] - 0s - loss: 7.4999e-09
Epoch 3668/4000
6/6 [==============================] - 0s - loss: 4.7596e-07
Epoch 3669/4000
6/6 [==============================] - 0s - loss: 1.5746e-06
Epoch 3670/4000
6/6 [==============================] - 0s - loss: 2.3303e-06
Epoch 3671/4000
6/6 [==============================] - 0s - loss: 2.1827e-06
Epoch 3672/4000
6/6 [==============================] - 0s - loss: 1.3417e-06
Epoch 3673/4000
6/6 [==============================] - 0s - loss: 4.2512e-07
Epoch 3674/4000
6/6 [==============================] - 0s - loss: 5.7792e-09
Epoch 3675/4000
6/6 [==============================] - 0s - loss: 2.0910e-07
Epoch 3676/4000
6/6 [==============================] - 0s - loss: 7.2833e-07
Epoch 3677/4000
6/6 [==============================] - 0s - loss: 1.1181e-06
Epoch 3678/4000
6/6 [==============================] - 0s - loss: 1.1047e-06
Epoch 3679/4000
6/6 [==============================] - 0s - loss: 7.4414e-07
Epoch 3680/4000
6/6 [==============================] - 0s - loss: 2.9398e-07
Epoch 3681/4000
6/6 [==============================] - 0s - loss: 2.6236e-08
Epoch 3682/4000
6/6 [==============================] - 0s - loss: 4.2777e-08
Epoch 3683/4000
6/6 [==============================] - 0s - loss: 2.5278e-07
Epoch 3684/4000
6/6 [==============================] - 0s - loss: 4.7030e-07
Epoch 3685/4000
6/6 [==============================] - 0s - loss: 5.4279e-07
Epoch 3686/4000
6/6 [==============================] - 0s - loss: 4.3894e-07
Epoch 3687/4000
6/6 [==============================] - 0s - loss: 2.3762e-07
Epoch 3688/4000
6/6 [==============================] - 0s - loss: 6.3840e-08
Epoch 3689/4000
6/6 [==============================] - 0s - loss: 1.4647e-11
Epoch 3690/4000
6/6 [==============================] - 0s - loss: 5.0238e-08
Epoch 3691/4000
6/6 [==============================] - 0s - loss: 1.5383e-07
Epoch 3692/4000
6/6 [==============================] - 0s - loss: 2.3360e-07
Epoch 3693/4000
6/6 [==============================] - 0s - loss: 2.4288e-07
Epoch 3694/4000
6/6 [==============================] - 0s - loss: 1.8269e-07
Epoch 3695/4000
6/6 [==============================] - 0s - loss: 9.3629e-08
Epoch 3696/4000
6/6 [==============================] - 0s - loss: 2.3366e-08
Epoch 3697/4000
6/6 [==============================] - 0s - loss: 4.9397e-11
Epoch 3698/4000
6/6 [==============================] - 0s - loss: 2.2277e-08
Epoch 3699/4000
6/6 [==============================] - 0s - loss: 6.5791e-08
Epoch 3700/4000
6/6 [==============================] - 0s - loss: 1.0085e-07
Epoch 3701/4000
6/6 [==============================] - 0s - loss: 1.0827e-07
Epoch 3702/4000
6/6 [==============================] - 0s - loss: 8.7154e-08
Epoch 3703/4000
6/6 [==============================] - 0s - loss: 5.0758e-08
Epoch 3704/4000
6/6 [==============================] - 0s - loss: 1.7254e-08
Epoch 3705/4000
6/6 [==============================] - 0s - loss: 7.6821e-10
Epoch 3706/4000
6/6 [==============================] - 0s - loss: 4.8541e-09
Epoch 3707/4000
6/6 [==============================] - 0s - loss: 2.1936e-08
Epoch 3708/4000
6/6 [==============================] - 0s - loss: 4.0439e-08
Epoch 3709/4000
6/6 [==============================] - 0s - loss: 5.0708e-08
Epoch 3710/4000
6/6 [==============================] - 0s - loss: 4.8197e-08
Epoch 3711/4000
6/6 [==============================] - 0s - loss: 3.5386e-08
Epoch 3712/4000
6/6 [==============================] - 0s - loss: 1.8881e-08
Epoch 3713/4000
6/6 [==============================] - 0s - loss: 5.6223e-09
Epoch 3714/4000
6/6 [==============================] - 0s - loss: 1.0378e-10
Epoch 3715/4000
6/6 [==============================] - 0s - loss: 2.3978e-09
Epoch 3716/4000
6/6 [==============================] - 0s - loss: 9.2829e-09
Epoch 3717/4000
6/6 [==============================] - 0s - loss: 1.6429e-08
Epoch 3718/4000
6/6 [==============================] - 0s - loss: 2.0370e-08
Epoch 3719/4000
6/6 [==============================] - 0s - loss: 1.9696e-08
Epoch 3720/4000
6/6 [==============================] - 0s - loss: 1.5116e-08
Epoch 3721/4000
6/6 [==============================] - 0s - loss: 8.8149e-09
Epoch 3722/4000
6/6 [==============================] - 0s - loss: 3.4007e-09
Epoch 3723/4000
6/6 [==============================] - 0s - loss: 4.2728e-10
Epoch 3724/4000
6/6 [==============================] - 0s - loss: 2.4879e-10
Epoch 3725/4000
6/6 [==============================] - 0s - loss: 2.1987e-09
Epoch 3726/4000
6/6 [==============================] - 0s - loss: 4.9914e-09
Epoch 3727/4000
6/6 [==============================] - 0s - loss: 7.2727e-09
Epoch 3728/4000
6/6 [==============================] - 0s - loss: 8.3911e-09
Epoch 3729/4000
6/6 [==============================] - 0s - loss: 8.2649e-09
Epoch 3730/4000
6/6 [==============================] - 0s - loss: 6.8688e-09
Epoch 3731/4000
6/6 [==============================] - 0s - loss: 4.7355e-09
Epoch 3732/4000
6/6 [==============================] - 0s - loss: 2.5707e-09
Epoch 3733/4000
6/6 [==============================] - 0s - loss: 9.0943e-10
Epoch 3734/4000
6/6 [==============================] - 0s - loss: 7.5005e-11
Epoch 3735/4000
6/6 [==============================] - 0s - loss: 1.6630e-10
Epoch 3736/4000
6/6 [==============================] - 0s - loss: 9.4383e-10
Epoch 3737/4000
6/6 [==============================] - 0s - loss: 2.0109e-09
Epoch 3738/4000
6/6 [==============================] - 0s - loss: 3.0169e-09
Epoch 3739/4000
6/6 [==============================] - 0s - loss: 3.8119e-09
Epoch 3740/4000
6/6 [==============================] - 0s - loss: 4.1715e-09
Epoch 3741/4000
6/6 [==============================] - 0s - loss: 3.9036e-09
Epoch 3742/4000
6/6 [==============================] - 0s - loss: 3.1330e-09
Epoch 3743/4000
6/6 [==============================] - 0s - loss: 2.1343e-09
Epoch 3744/4000
6/6 [==============================] - 0s - loss: 1.1882e-09
Epoch 3745/4000
6/6 [==============================] - 0s - loss: 4.9354e-10
Epoch 3746/4000
6/6 [==============================] - 0s - loss: 9.7780e-11
Epoch 3747/4000
6/6 [==============================] - 0s - loss: 1.0421e-11
Epoch 3748/4000
6/6 [==============================] - 0s - loss: 2.5592e-10
Epoch 3749/4000
6/6 [==============================] - 0s - loss: 7.0861e-10
Epoch 3750/4000
6/6 [==============================] - 0s - loss: 1.2065e-09
Epoch 3751/4000
6/6 [==============================] - 0s - loss: 1.7536e-09
Epoch 3752/4000
6/6 [==============================] - 0s - loss: 2.3389e-09
Epoch 3753/4000
6/6 [==============================] - 0s - loss: 2.8207e-09
Epoch 3754/4000
6/6 [==============================] - 0s - loss: 3.0730e-09
Epoch 3755/4000
6/6 [==============================] - 0s - loss: 3.0884e-09
Epoch 3756/4000
6/6 [==============================] - 0s - loss: 2.9098e-09
Epoch 3757/4000
6/6 [==============================] - 0s - loss: 2.5850e-09
Epoch 3758/4000
6/6 [==============================] - 0s - loss: 2.1563e-09
Epoch 3759/4000
6/6 [==============================] - 0s - loss: 1.6858e-09
Epoch 3760/4000
6/6 [==============================] - 0s - loss: 1.2344e-09
Epoch 3761/4000
6/6 [==============================] - 0s - loss: 8.4148e-10
Epoch 3762/4000
6/6 [==============================] - 0s - loss: 5.4842e-10
Epoch 3763/4000
6/6 [==============================] - 0s - loss: 3.6704e-10
Epoch 3764/4000
6/6 [==============================] - 0s - loss: 2.3165e-10
Epoch 3765/4000
6/6 [==============================] - 0s - loss: 1.3111e-10
Epoch 3766/4000
6/6 [==============================] - 0s - loss: 7.7148e-11
Epoch 3767/4000
6/6 [==============================] - 0s - loss: 3.6250e-11
Epoch 3768/4000
6/6 [==============================] - 0s - loss: 8.3962e-12
Epoch 3769/4000
6/6 [==============================] - 0s - loss: 2.1814e-12
Epoch 3770/4000
6/6 [==============================] - 0s - loss: 1.2982e-11
Epoch 3771/4000
6/6 [==============================] - 0s - loss: 3.0385e-11
Epoch 3772/4000
6/6 [==============================] - 0s - loss: 4.4928e-11
Epoch 3773/4000
6/6 [==============================] - 0s - loss: 6.1336e-11
Epoch 3774/4000
6/6 [==============================] - 0s - loss: 8.8242e-11
Epoch 3775/4000
6/6 [==============================] - 0s - loss: 1.3714e-10
Epoch 3776/4000
6/6 [==============================] - 0s - loss: 1.7824e-10
Epoch 3777/4000
6/6 [==============================] - 0s - loss: 2.0895e-10
Epoch 3778/4000
6/6 [==============================] - 0s - loss: 2.3519e-10
Epoch 3779/4000
6/6 [==============================] - 0s - loss: 2.4487e-10
Epoch 3780/4000
6/6 [==============================] - 0s - loss: 2.3428e-10
Epoch 3781/4000
6/6 [==============================] - 0s - loss: 2.0800e-10
Epoch 3782/4000
6/6 [==============================] - 0s - loss: 1.8882e-10
Epoch 3783/4000
6/6 [==============================] - 0s - loss: 1.7605e-10
Epoch 3784/4000
6/6 [==============================] - 0s - loss: 1.7895e-10
Epoch 3785/4000
6/6 [==============================] - 0s - loss: 2.0849e-10
Epoch 3786/4000
6/6 [==============================] - 0s - loss: 2.3348e-10
Epoch 3787/4000
6/6 [==============================] - 0s - loss: 2.4336e-10
Epoch 3788/4000
6/6 [==============================] - 0s - loss: 2.6092e-10
Epoch 3789/4000
6/6 [==============================] - 0s - loss: 2.8833e-10
Epoch 3790/4000
6/6 [==============================] - 0s - loss: 3.0212e-10
Epoch 3791/4000
6/6 [==============================] - 0s - loss: 2.8123e-10
Epoch 3792/4000
6/6 [==============================] - 0s - loss: 2.5805e-10
Epoch 3793/4000
6/6 [==============================] - 0s - loss: 2.5520e-10
Epoch 3794/4000
6/6 [==============================] - 0s - loss: 2.7366e-10
Epoch 3795/4000
6/6 [==============================] - 0s - loss: 3.1303e-10
Epoch 3796/4000
6/6 [==============================] - 0s - loss: 3.3900e-10
Epoch 3797/4000
6/6 [==============================] - 0s - loss: 3.3546e-10
Epoch 3798/4000
6/6 [==============================] - 0s - loss: 3.1110e-10
Epoch 3799/4000
6/6 [==============================] - 0s - loss: 2.7108e-10
Epoch 3800/4000
6/6 [==============================] - 0s - loss: 2.2273e-10
Epoch 3801/4000
6/6 [==============================] - 0s - loss: 1.8638e-10
Epoch 3802/4000
6/6 [==============================] - 0s - loss: 1.6880e-10
Epoch 3803/4000
6/6 [==============================] - 0s - loss: 1.6728e-10
Epoch 3804/4000
6/6 [==============================] - 0s - loss: 2.0518e-10
Epoch 3805/4000
6/6 [==============================] - 0s - loss: 2.4485e-10
Epoch 3806/4000
6/6 [==============================] - 0s - loss: 2.9654e-10
Epoch 3807/4000
6/6 [==============================] - 0s - loss: 4.0023e-10
Epoch 3808/4000
6/6 [==============================] - 0s - loss: 5.4932e-10
Epoch 3809/4000
6/6 [==============================] - 0s - loss: 7.8642e-10
Epoch 3810/4000
6/6 [==============================] - 0s - loss: 1.0883e-09
Epoch 3811/4000
6/6 [==============================] - 0s - loss: 1.4448e-09
Epoch 3812/4000
6/6 [==============================] - 0s - loss: 2.0186e-09
Epoch 3813/4000
6/6 [==============================] - 0s - loss: 3.0229e-09
Epoch 3814/4000
6/6 [==============================] - 0s - loss: 4.6777e-09
Epoch 3815/4000
6/6 [==============================] - 0s - loss: 7.4191e-09
Epoch 3816/4000
6/6 [==============================] - 0s - loss: 1.1900e-08
Epoch 3817/4000
6/6 [==============================] - 0s - loss: 1.9401e-08
Epoch 3818/4000
6/6 [==============================] - 0s - loss: 3.2202e-08
Epoch 3819/4000
6/6 [==============================] - 0s - loss: 5.4428e-08
Epoch 3820/4000
6/6 [==============================] - 0s - loss: 9.2831e-08
Epoch 3821/4000
6/6 [==============================] - 0s - loss: 1.5797e-07
Epoch 3822/4000
6/6 [==============================] - 0s - loss: 2.6987e-07
Epoch 3823/4000
6/6 [==============================] - 0s - loss: 4.6402e-07
Epoch 3824/4000
6/6 [==============================] - 0s - loss: 8.0751e-07
Epoch 3825/4000
6/6 [==============================] - 0s - loss: 1.4099e-06
Epoch 3826/4000
6/6 [==============================] - 0s - loss: 2.4818e-06
Epoch 3827/4000
6/6 [==============================] - 0s - loss: 4.3718e-06
Epoch 3828/4000
6/6 [==============================] - 0s - loss: 7.7947e-06
Epoch 3829/4000
6/6 [==============================] - 0s - loss: 1.3830e-05
Epoch 3830/4000
6/6 [==============================] - 0s - loss: 2.4891e-05
Epoch 3831/4000
6/6 [==============================] - 0s - loss: 4.4113e-05
Epoch 3832/4000
6/6 [==============================] - 0s - loss: 7.9549e-05
Epoch 3833/4000
6/6 [==============================] - 0s - loss: 1.3785e-04
Epoch 3834/4000
6/6 [==============================] - 0s - loss: 2.4195e-04
Epoch 3835/4000
6/6 [==============================] - 0s - loss: 3.8470e-04
Epoch 3836/4000
6/6 [==============================] - 0s - loss: 5.9938e-04
Epoch 3837/4000
6/6 [==============================] - 0s - loss: 7.4020e-04
Epoch 3838/4000
6/6 [==============================] - 0s - loss: 8.0080e-04
Epoch 3839/4000
6/6 [==============================] - 0s - loss: 5.3592e-04
Epoch 3840/4000
6/6 [==============================] - 0s - loss: 2.0115e-04
Epoch 3841/4000
6/6 [==============================] - 0s - loss: 4.8960e-06
Epoch 3842/4000
6/6 [==============================] - 0s - loss: 8.5960e-05
Epoch 3843/4000
6/6 [==============================] - 0s - loss: 2.9438e-04
Epoch 3844/4000
6/6 [==============================] - 0s - loss: 3.5566e-04
Epoch 3845/4000
6/6 [==============================] - 0s - loss: 2.2914e-04
Epoch 3846/4000
6/6 [==============================] - 0s - loss: 4.1253e-05
Epoch 3847/4000
6/6 [==============================] - 0s - loss: 1.2782e-05
Epoch 3848/4000
6/6 [==============================] - 0s - loss: 1.2858e-04
Epoch 3849/4000
6/6 [==============================] - 0s - loss: 2.0148e-04
Epoch 3850/4000
6/6 [==============================] - 0s - loss: 1.4468e-04
Epoch 3851/4000
6/6 [==============================] - 0s - loss: 2.9389e-05
Epoch 3852/4000
6/6 [==============================] - 0s - loss: 6.3869e-06
Epoch 3853/4000
6/6 [==============================] - 0s - loss: 7.6074e-05
Epoch 3854/4000
6/6 [==============================] - 0s - loss: 1.1888e-04
Epoch 3855/4000
6/6 [==============================] - 0s - loss: 7.9378e-05
Epoch 3856/4000
6/6 [==============================] - 0s - loss: 1.2595e-05
Epoch 3857/4000
6/6 [==============================] - 0s - loss: 7.0332e-06
Epoch 3858/4000
6/6 [==============================] - 0s - loss: 5.1884e-05
Epoch 3859/4000
6/6 [==============================] - 0s - loss: 7.0873e-05
Epoch 3860/4000
6/6 [==============================] - 0s - loss: 4.0124e-05
Epoch 3861/4000
6/6 [==============================] - 0s - loss: 3.6285e-06
Epoch 3862/4000
6/6 [==============================] - 0s - loss: 8.0674e-06
Epoch 3863/4000
6/6 [==============================] - 0s - loss: 3.6009e-05
Epoch 3864/4000
6/6 [==============================] - 0s - loss: 4.1351e-05
Epoch 3865/4000
6/6 [==============================] - 0s - loss: 1.8946e-05
Epoch 3866/4000
6/6 [==============================] - 0s - loss: 5.4473e-07
Epoch 3867/4000
6/6 [==============================] - 0s - loss: 7.9161e-06
Epoch 3868/4000
6/6 [==============================] - 0s - loss: 2.4185e-05
Epoch 3869/4000
6/6 [==============================] - 0s - loss: 2.3486e-05
Epoch 3870/4000
6/6 [==============================] - 0s - loss: 8.5343e-06
Epoch 3871/4000
6/6 [==============================] - 0s - loss: 4.5560e-09
Epoch 3872/4000
6/6 [==============================] - 0s - loss: 6.6797e-06
Epoch 3873/4000
6/6 [==============================] - 0s - loss: 1.5577e-05
Epoch 3874/4000
6/6 [==============================] - 0s - loss: 1.3097e-05
Epoch 3875/4000
6/6 [==============================] - 0s - loss: 3.7804e-06
Epoch 3876/4000
6/6 [==============================] - 0s - loss: 1.0201e-07
Epoch 3877/4000
6/6 [==============================] - 0s - loss: 4.9933e-06
Epoch 3878/4000
6/6 [==============================] - 0s - loss: 9.6732e-06
Epoch 3879/4000
6/6 [==============================] - 0s - loss: 7.2683e-06
Epoch 3880/4000
6/6 [==============================] - 0s - loss: 1.7169e-06
Epoch 3881/4000
6/6 [==============================] - 0s - loss: 1.9074e-07
Epoch 3882/4000
6/6 [==============================] - 0s - loss: 3.3935e-06
Epoch 3883/4000
6/6 [==============================] - 0s - loss: 5.8580e-06
Epoch 3884/4000
6/6 [==============================] - 0s - loss: 4.1027e-06
Epoch 3885/4000
6/6 [==============================] - 0s - loss: 8.4863e-07
Epoch 3886/4000
6/6 [==============================] - 0s - loss: 1.7372e-07
Epoch 3887/4000
6/6 [==============================] - 0s - loss: 2.1539e-06
Epoch 3888/4000
6/6 [==============================] - 0s - loss: 3.5239e-06
Epoch 3889/4000
6/6 [==============================] - 0s - loss: 2.4046e-06
Epoch 3890/4000
6/6 [==============================] - 0s - loss: 4.8030e-07
Epoch 3891/4000
6/6 [==============================] - 0s - loss: 1.1097e-07
Epoch 3892/4000
6/6 [==============================] - 0s - loss: 1.2929e-06
Epoch 3893/4000
6/6 [==============================] - 0s - loss: 2.1163e-06
Epoch 3894/4000
6/6 [==============================] - 0s - loss: 1.4787e-06
Epoch 3895/4000
6/6 [==============================] - 0s - loss: 3.2383e-07
Epoch 3896/4000
6/6 [==============================] - 0s - loss: 4.7004e-08
Epoch 3897/4000
6/6 [==============================] - 0s - loss: 7.1681e-07
Epoch 3898/4000
6/6 [==============================] - 0s - loss: 1.2489e-06
Epoch 3899/4000
6/6 [==============================] - 0s - loss: 9.4010e-07
Epoch 3900/4000
6/6 [==============================] - 0s - loss: 2.5113e-07
Epoch 3901/4000
6/6 [==============================] - 0s - loss: 9.0151e-09
Epoch 3902/4000
6/6 [==============================] - 0s - loss: 3.5808e-07
Epoch 3903/4000
6/6 [==============================] - 0s - loss: 7.1852e-07
Epoch 3904/4000
6/6 [==============================] - 0s - loss: 6.1269e-07
Epoch 3905/4000
6/6 [==============================] - 0s - loss: 2.1247e-07
Epoch 3906/4000
6/6 [==============================] - 0s - loss: 3.4152e-10
Epoch 3907/4000
6/6 [==============================] - 0s - loss: 1.5065e-07
Epoch 3908/4000
6/6 [==============================] - 0s - loss: 3.8762e-07
Epoch 3909/4000
6/6 [==============================] - 0s - loss: 3.9109e-07
Epoch 3910/4000
6/6 [==============================] - 0s - loss: 1.7760e-07
Epoch 3911/4000
6/6 [==============================] - 0s - loss: 9.7437e-09
Epoch 3912/4000
6/6 [==============================] - 0s - loss: 5.0425e-08
Epoch 3913/4000
6/6 [==============================] - 0s - loss: 1.9513e-07
Epoch 3914/4000
6/6 [==============================] - 0s - loss: 2.4335e-07
Epoch 3915/4000
6/6 [==============================] - 0s - loss: 1.4567e-07
Epoch 3916/4000
6/6 [==============================] - 0s - loss: 2.5055e-08
Epoch 3917/4000
6/6 [==============================] - 0s - loss: 8.9657e-09
Epoch 3918/4000
6/6 [==============================] - 0s - loss: 8.5858e-08
Epoch 3919/4000
6/6 [==============================] - 0s - loss: 1.4469e-07
Epoch 3920/4000
6/6 [==============================] - 0s - loss: 1.1636e-07
Epoch 3921/4000
6/6 [==============================] - 0s - loss: 3.9599e-08
Epoch 3922/4000
6/6 [==============================] - 0s - loss: 7.9818e-11
Epoch 3923/4000
6/6 [==============================] - 0s - loss: 2.7199e-08
Epoch 3924/4000
6/6 [==============================] - 0s - loss: 7.3165e-08
Epoch 3925/4000
6/6 [==============================] - 0s - loss: 8.0079e-08
Epoch 3926/4000
6/6 [==============================] - 0s - loss: 4.3572e-08
Epoch 3927/4000
6/6 [==============================] - 0s - loss: 6.4048e-09
Epoch 3928/4000
6/6 [==============================] - 0s - loss: 3.5338e-09
Epoch 3929/4000
6/6 [==============================] - 0s - loss: 2.8010e-08
Epoch 3930/4000
6/6 [==============================] - 0s - loss: 4.6405e-08
Epoch 3931/4000
6/6 [==============================] - 0s - loss: 3.8355e-08
Epoch 3932/4000
6/6 [==============================] - 0s - loss: 1.4806e-08
Epoch 3933/4000
6/6 [==============================] - 0s - loss: 3.9864e-10
Epoch 3934/4000
6/6 [==============================] - 0s - loss: 5.9940e-09
Epoch 3935/4000
6/6 [==============================] - 0s - loss: 2.0543e-08
Epoch 3936/4000
6/6 [==============================] - 0s - loss: 2.6345e-08
Epoch 3937/4000
6/6 [==============================] - 0s - loss: 1.7852e-08
Epoch 3938/4000
6/6 [==============================] - 0s - loss: 5.0262e-09
Epoch 3939/4000
6/6 [==============================] - 0s - loss: 1.8124e-11
Epoch 3940/4000
6/6 [==============================] - 0s - loss: 4.7735e-09
Epoch 3941/4000
6/6 [==============================] - 0s - loss: 1.2169e-08
Epoch 3942/4000
6/6 [==============================] - 0s - loss: 1.3959e-08
Epoch 3943/4000
6/6 [==============================] - 0s - loss: 8.5708e-09
Epoch 3944/4000
6/6 [==============================] - 0s - loss: 1.8607e-09
Epoch 3945/4000
6/6 [==============================] - 0s - loss: 2.1470e-10
Epoch 3946/4000
6/6 [==============================] - 0s - loss: 3.9549e-09
Epoch 3947/4000
6/6 [==============================] - 0s - loss: 8.0256e-09
Epoch 3948/4000
6/6 [==============================] - 0s - loss: 8.0144e-09
Epoch 3949/4000
6/6 [==============================] - 0s - loss: 4.3387e-09
Epoch 3950/4000
6/6 [==============================] - 0s - loss: 7.8123e-10
Epoch 3951/4000
6/6 [==============================] - 0s - loss: 1.6636e-10
Epoch 3952/4000
6/6 [==============================] - 0s - loss: 2.0401e-09
Epoch 3953/4000
6/6 [==============================] - 0s - loss: 3.7159e-09
Epoch 3954/4000
6/6 [==============================] - 0s - loss: 3.4019e-09
Epoch 3955/4000
6/6 [==============================] - 0s - loss: 1.6596e-09
Epoch 3956/4000
6/6 [==============================] - 0s - loss: 2.2048e-10
Epoch 3957/4000
6/6 [==============================] - 0s - loss: 1.6058e-10
Epoch 3958/4000
6/6 [==============================] - 0s - loss: 1.0964e-09
Epoch 3959/4000
6/6 [==============================] - 0s - loss: 1.8483e-09
Epoch 3960/4000
6/6 [==============================] - 0s - loss: 1.6945e-09
Epoch 3961/4000
6/6 [==============================] - 0s - loss: 8.8529e-10
Epoch 3962/4000
6/6 [==============================] - 0s - loss: 1.5925e-10
Epoch 3963/4000
6/6 [==============================] - 0s - loss: 4.4793e-11
Epoch 3964/4000
6/6 [==============================] - 0s - loss: 5.1607e-10
Epoch 3965/4000
6/6 [==============================] - 0s - loss: 1.0178e-09
Epoch 3966/4000
6/6 [==============================] - 0s - loss: 1.1174e-09
Epoch 3967/4000
6/6 [==============================] - 0s - loss: 7.9316e-10
Epoch 3968/4000
6/6 [==============================] - 0s - loss: 3.0412e-10
Epoch 3969/4000
6/6 [==============================] - 0s - loss: 1.3235e-11
Epoch 3970/4000
6/6 [==============================] - 0s - loss: 9.1253e-11
Epoch 3971/4000
6/6 [==============================] - 0s - loss: 3.5494e-10
Epoch 3972/4000
6/6 [==============================] - 0s - loss: 5.4558e-10
Epoch 3973/4000
6/6 [==============================] - 0s - loss: 5.4598e-10
Epoch 3974/4000
6/6 [==============================] - 0s - loss: 3.8120e-10
Epoch 3975/4000
6/6 [==============================] - 0s - loss: 1.4746e-10
Epoch 3976/4000
6/6 [==============================] - 0s - loss: 6.4423e-12
Epoch 3977/4000
6/6 [==============================] - 0s - loss: 5.7942e-11
Epoch 3978/4000
6/6 [==============================] - 0s - loss: 2.1348e-10
Epoch 3979/4000
6/6 [==============================] - 0s - loss: 2.9764e-10
Epoch 3980/4000
6/6 [==============================] - 0s - loss: 2.3518e-10
Epoch 3981/4000
6/6 [==============================] - 0s - loss: 9.7505e-11
Epoch 3982/4000
6/6 [==============================] - 0s - loss: 1.2013e-11
Epoch 3983/4000
6/6 [==============================] - 0s - loss: 2.6413e-11
Epoch 3984/4000
6/6 [==============================] - 0s - loss: 1.2786e-10
Epoch 3985/4000
6/6 [==============================] - 0s - loss: 2.3406e-10
Epoch 3986/4000
6/6 [==============================] - 0s - loss: 2.6577e-10
Epoch 3987/4000
6/6 [==============================] - 0s - loss: 1.7938e-10
Epoch 3988/4000
6/6 [==============================] - 0s - loss: 5.3783e-11
Epoch 3989/4000
6/6 [==============================] - 0s - loss: 1.0961e-11
Epoch 3990/4000
6/6 [==============================] - 0s - loss: 4.4243e-11
Epoch 3991/4000
6/6 [==============================] - 0s - loss: 7.4853e-11
Epoch 3992/4000
6/6 [==============================] - 0s - loss: 9.5620e-11
Epoch 3993/4000
6/6 [==============================] - 0s - loss: 1.1154e-10
Epoch 3994/4000
6/6 [==============================] - 0s - loss: 8.1677e-11
Epoch 3995/4000
6/6 [==============================] - 0s - loss: 1.7593e-11
Epoch 3996/4000
6/6 [==============================] - 0s - loss: 2.5655e-11
Epoch 3997/4000
6/6 [==============================] - 0s - loss: 1.2722e-10
Epoch 3998/4000
6/6 [==============================] - 0s - loss: 2.1476e-10
Epoch 3999/4000
6/6 [==============================] - 0s - loss: 1.9956e-10
Epoch 4000/4000
6/6 [==============================] - 0s - loss: 1.0407e-10
Out[10]:
<keras.callbacks.History at 0x7f4cb6675048>
In [11]:
model.load_weights(best_weights_filepath)
In [12]:
y_plot_over = model.predict(x_plot.reshape(-1, 1))
In [13]:
plt.figure()
plt.scatter(x_train, y_train, color='b', label="Pontos de treino")
plt.scatter(x_test, y_test, color='g', label="Pontos de test")
plt.plot(x_plot, y_plot_over, color='r', label="Ajuste obtido")
plt.xlabel("Entrada")
plt.ylabel("Saída")
plt.legend()
plt.tight_layout()
plt.show()
In [14]:
y_plot_best = x_plot**2
In [15]:
plt.figure()
plt.scatter(x_train, y_train, color='b', label="Pontos de treino")
plt.scatter(x_test, y_test, color='g', label="Pontos de test")
plt.plot(x_plot, y_plot_best, color='r', label="Ajuste obtido")
plt.xlabel("Entrada")
plt.ylabel("Saída")
plt.legend()
plt.tight_layout()
plt.show()
In [16]:
clf = LinearRegression()
In [17]:
clf.fit(x_train.reshape(-1, 1), y_train)
Out[17]:
LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)
In [18]:
y_plot_under = clf.predict(x_plot.reshape(-1, 1))
In [19]:
plt.figure()
plt.scatter(x_train, y_train, color='b', label="Pontos de treino")
plt.scatter(x_test, y_test, color='g', label="Pontos de test")
plt.plot(x_plot, y_plot_under, color='r', label="Ajuste obtido")
plt.xlabel("Entrada")
plt.ylabel("Saída")
plt.legend()
plt.tight_layout()
plt.show()
In [26]:
import matplotlib
matplotlib.rcParams.update({'font.size': 12})
In [27]:
fig = plt.figure(figsize=(6,14))
ax1 = fig.add_subplot(3, 1, 1)
ax1.set_title("Modelo com Underfitting")
ax1.scatter(x_train, y_train, color='b', label="Pontos de treino")
ax1.scatter(x_test, y_test, color='m', label="Pontos de teste")
ax1.plot(x_plot, y_plot_under, color='r', label="Ajuste obtido")
ax1.set_xlabel("Entrada")
ax1.set_ylabel("Saída")
ax2 = fig.add_subplot(3, 1, 2)
ax2.set_title("Modelo Ideal")
ax2.scatter(x_train, y_train, color='b', label="Pontos de treino")
ax2.scatter(x_test, y_test, color='m', label="Pontos de teste")
ax2.plot(x_plot, y_plot_best, color='r', label="Ajuste obtido")
ax2.set_xlabel("Entrada")
ax2.set_ylabel("Saída")
ax3 = fig.add_subplot(3, 1, 3)
ax3.set_title("Modelo com Overfitting")
ax3.scatter(x_train, y_train, color='b', label="Pontos de treino")
ax3.scatter(x_test, y_test, color='m', label="Pontos de teste")
ax3.plot(x_plot, y_plot_over, color='r', label="Ajuste obtido")
ax3.set_xlabel("Entrada")
ax3.set_ylabel("Saída")
handles, labels = ax1.get_legend_handles_labels()
ax2.legend(handles, labels, loc='upper center')
fig.tight_layout()
fig.show()
In [ ]: