程序代写代做代考 python In [1]:

In [1]:
import pandas as pd
import numpy as np
import numpy as np
import matplotlib.pyplot as plt

1.1¶
In [2]:
data = pd.read_csv(‘./houses1.csv’)
In [3]:
data.describe()
Out[3]:

price (grands)
bedrooms
bathrooms
sqft_living
sqft_lot
floors
waterfront
view
condition
grade
sqft_above
sqft_basement
age
renovated_age
sqft_living15
sqft_lot15
count
21613.000000
21613.000000
21613.000000
21613.000000
2.161300e+04
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
21613.000000
mean
540.088142
3.370842
2.114757
2079.899736
1.510697e+04
1.494309
0.007542
0.234303
3.409430
7.656873
1788.390691
291.509045
45.994864
2.380882
1986.552492
12768.455652
std
367.127196
0.930062
0.770163
918.440897
4.142051e+04
0.539989
0.086517
0.766318
0.650743
1.175459
828.090978
442.575043
29.373411
12.359528
685.391304
27304.179631
min
75.000000
0.000000
0.000000
290.000000
5.200000e+02
1.000000
0.000000
0.000000
1.000000
1.000000
290.000000
0.000000
2.000000
0.000000
399.000000
651.000000
25%
321.950000
3.000000
1.750000
1427.000000
5.040000e+03
1.000000
0.000000
0.000000
3.000000
7.000000
1190.000000
0.000000
20.000000
0.000000
1490.000000
5100.000000
50%
450.000000
3.000000
2.250000
1910.000000
7.618000e+03
1.500000
0.000000
0.000000
3.000000
7.000000
1560.000000
0.000000
42.000000
0.000000
1840.000000
7620.000000
75%
645.000000
4.000000
2.500000
2550.000000
1.068800e+04
2.000000
0.000000
0.000000
4.000000
8.000000
2210.000000
560.000000
66.000000
0.000000
2360.000000
10083.000000
max
7700.000000
33.000000
8.000000
13540.000000
1.651359e+06
3.500000
1.000000
4.000000
5.000000
13.000000
9410.000000
4820.000000
117.000000
114.000000
6210.000000
871200.000000
In [4]:
#split target and feature
y = data[‘price (grands)’]
X = data.drop(‘price (grands)’,axis=1)
In [5]:
#extract the sqft_living column into a feature vector name X_1
X[‘X_1’] = X[‘sqft_living’]
In [6]:
X.head(3)
Out[6]:

bedrooms
bathrooms
sqft_living
sqft_lot
floors
waterfront
view
condition
grade
sqft_above
sqft_basement
age
renovated_age
sqft_living15
sqft_lot15
X_1
0
3
1.00
1180
5650
1.0
0
0
3
7
1180
0
62
0
1340
5650
1180
1
3
2.25
2570
7242
2.0
0
0
3
7
2170
400
66
40
1690
7639
2570
2
2
1.00
770
10000
1.0
0
0
3
6
770
0
84
0
2720
8062
770
In [7]:
y.head(3)
Out[7]:
0 221.9
1 538.0
2 180.0
Name: price (grands), dtype: float64
In [ ]:

1.2 Linear Regression¶
In [8]:
y = y.values
y = (y-y.min())/(y.max()-y.min())
In [9]:
from sklearn.preprocessing import MinMaxScaler,StandardScaler,Imputer
scale = MinMaxScaler()
X = scale.fit_transform(X)

D:\Anaconda\anaconda\lib\site-packages\sklearn\preprocessing\data.py:334: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by MinMaxScaler.
return self.partial_fit(X, y)
In [ ]:

In [10]:
class LinearRegression(object):
def __init__(self,learning_rate,epochs,is_print_loss=True):
self.lr = learning_rate
self.epochs = epochs
self.theta = None
self.baise = None
self.print_loss = is_print_loss

def cost(self,y,update):
loss = np.dot((y-update).T, y-update)/len(y)
return loss.mean()

def gradient(self,x,y,update):
dleta = -(2/x.shape[0])*np.dot((y-update).T,x)
return dleta

def fit(self,X,y):
self.theta = np.ones(shape=(1,X.shape[1]))
self.baise = np.asarray([1])
self.cost_arr = []

for epoch in range(self.epochs):
update = np.dot(X,self.theta.T)+self.baise
loss = self.cost(y,update)
theta_update= self.gradient(X,y,update)
biase_update = -2*np.dot((y-update).T,
np.ones(shape=[X.shape[0],1]))/X.shape[0]

self.theta=self.theta-self.lr*theta_update
self.baise=self.baise-self.lr*biase_update
self.cost_arr.append(loss)
if self.print_loss:
print(‘epoch: {}\tloss: {:.4f}’.format(epoch,loss))

def predict(self,X):
pred = np.dot(X, self.theta[0,:]) + self.baise[0]
return pred

In [11]:
def linear_regression(lr,X,target,iteration):
lr = LinearRegression(learning_rate=lr,epochs=iteration,is_print_loss=True)
lr.fit(X,target)

return lr

def predict(X,params):
pred = params.predict(X)
return pred
In [12]:
lr = linear_regression(lr=0.001,iteration=10000,X=X[:200,:],target=y[:200])

epoch: 0 loss: 15.7763
epoch: 1 loss: 15.6447
epoch: 2 loss: 15.5142
epoch: 3 loss: 15.3848
epoch: 4 loss: 15.2565
epoch: 5 loss: 15.1293
epoch: 6 loss: 15.0032
epoch: 7 loss: 14.8781
epoch: 8 loss: 14.7541
epoch: 9 loss: 14.6312
epoch: 10 loss: 14.5092
epoch: 11 loss: 14.3884
epoch: 12 loss: 14.2685
epoch: 13 loss: 14.1496
epoch: 14 loss: 14.0318
epoch: 15 loss: 13.9149
epoch: 16 loss: 13.7990
epoch: 17 loss: 13.6842
epoch: 18 loss: 13.5702
epoch: 19 loss: 13.4573
epoch: 20 loss: 13.3453
epoch: 21 loss: 13.2342
epoch: 22 loss: 13.1241
epoch: 23 loss: 13.0149
epoch: 24 loss: 12.9067
epoch: 25 loss: 12.7993
epoch: 26 loss: 12.6929
epoch: 27 loss: 12.5873
epoch: 28 loss: 12.4827
epoch: 29 loss: 12.3789
epoch: 30 loss: 12.2760
epoch: 31 loss: 12.1740
epoch: 32 loss: 12.0728
epoch: 33 loss: 11.9725
epoch: 34 loss: 11.8731
epoch: 35 loss: 11.7744
epoch: 36 loss: 11.6767
epoch: 37 loss: 11.5797
epoch: 38 loss: 11.4836
epoch: 39 loss: 11.3882
epoch: 40 loss: 11.2937
epoch: 41 loss: 11.2000
epoch: 42 loss: 11.1071
epoch: 43 loss: 11.0149
epoch: 44 loss: 10.9236
epoch: 45 loss: 10.8330
epoch: 46 loss: 10.7431
epoch: 47 loss: 10.6541
epoch: 48 loss: 10.5658
epoch: 49 loss: 10.4782
epoch: 50 loss: 10.3914
epoch: 51 loss: 10.3053
epoch: 52 loss: 10.2199
epoch: 53 loss: 10.1353
epoch: 54 loss: 10.0513
epoch: 55 loss: 9.9681
epoch: 56 loss: 9.8856
epoch: 57 loss: 9.8038
epoch: 58 loss: 9.7226
epoch: 59 loss: 9.6422
epoch: 60 loss: 9.5624
epoch: 61 loss: 9.4833
epoch: 62 loss: 9.4049
epoch: 63 loss: 9.3271
epoch: 64 loss: 9.2500
epoch: 65 loss: 9.1736
epoch: 66 loss: 9.0978
epoch: 67 loss: 9.0226
epoch: 68 loss: 8.9481
epoch: 69 loss: 8.8742
epoch: 70 loss: 8.8009
epoch: 71 loss: 8.7282
epoch: 72 loss: 8.6562
epoch: 73 loss: 8.5848
epoch: 74 loss: 8.5139
epoch: 75 loss: 8.4437
epoch: 76 loss: 8.3741
epoch: 77 loss: 8.3050
epoch: 78 loss: 8.2366
epoch: 79 loss: 8.1687
epoch: 80 loss: 8.1013
epoch: 81 loss: 8.0346
epoch: 82 loss: 7.9684
epoch: 83 loss: 7.9028
epoch: 84 loss: 7.8377
epoch: 85 loss: 7.7732
epoch: 86 loss: 7.7092
epoch: 87 loss: 7.6458
epoch: 88 loss: 7.5829
epoch: 89 loss: 7.5205
epoch: 90 loss: 7.4587
epoch: 91 loss: 7.3974
epoch: 92 loss: 7.3366
epoch: 93 loss: 7.2763
epoch: 94 loss: 7.2165
epoch: 95 loss: 7.1573
epoch: 96 loss: 7.0985
epoch: 97 loss: 7.0402
epoch: 98 loss: 6.9824
epoch: 99 loss: 6.9251
epoch: 100 loss: 6.8683
epoch: 101 loss: 6.8120
epoch: 102 loss: 6.7562
epoch: 103 loss: 6.7008
epoch: 104 loss: 6.6459
epoch: 105 loss: 6.5914
epoch: 106 loss: 6.5374
epoch: 107 loss: 6.4839
epoch: 108 loss: 6.4308
epoch: 109 loss: 6.3782
epoch: 110 loss: 6.3260
epoch: 111 loss: 6.2743
epoch: 112 loss: 6.2230
epoch: 113 loss: 6.1721
epoch: 114 loss: 6.1216
epoch: 115 loss: 6.0716
epoch: 116 loss: 6.0220
epoch: 117 loss: 5.9728
epoch: 118 loss: 5.9241
epoch: 119 loss: 5.8757
epoch: 120 loss: 5.8278
epoch: 121 loss: 5.7803
epoch: 122 loss: 5.7331
epoch: 123 loss: 5.6864
epoch: 124 loss: 5.6400
epoch: 125 loss: 5.5941
epoch: 126 loss: 5.5485
epoch: 127 loss: 5.5034
epoch: 128 loss: 5.4586
epoch: 129 loss: 5.4141
epoch: 130 loss: 5.3701
epoch: 131 loss: 5.3264
epoch: 132 loss: 5.2831
epoch: 133 loss: 5.2402
epoch: 134 loss: 5.1976
epoch: 135 loss: 5.1554
epoch: 136 loss: 5.1136
epoch: 137 loss: 5.0721
epoch: 138 loss: 5.0309
epoch: 139 loss: 4.9901
epoch: 140 loss: 4.9496
epoch: 141 loss: 4.9095
epoch: 142 loss: 4.8697
epoch: 143 loss: 4.8303
epoch: 144 loss: 4.7912
epoch: 145 loss: 4.7524
epoch: 146 loss: 4.7140
epoch: 147 loss: 4.6758
epoch: 148 loss: 4.6380
epoch: 149 loss: 4.6006
epoch: 150 loss: 4.5634
epoch: 151 loss: 4.5265
epoch: 152 loss: 4.4900
epoch: 153 loss: 4.4538
epoch: 154 loss: 4.4178
epoch: 155 loss: 4.3822
epoch: 156 loss: 4.3469
epoch: 157 loss: 4.3119
epoch: 158 loss: 4.2771
epoch: 159 loss: 4.2427
epoch: 160 loss: 4.2086
epoch: 161 loss: 4.1747
epoch: 162 loss: 4.1411
epoch: 163 loss: 4.1078
epoch: 164 loss: 4.0748
epoch: 165 loss: 4.0421
epoch: 166 loss: 4.0097
epoch: 167 loss: 3.9775
epoch: 168 loss: 3.9456
epoch: 169 loss: 3.9139
epoch: 170 loss: 3.8826
epoch: 171 loss: 3.8515
epoch: 172 loss: 3.8206
epoch: 173 loss: 3.7901
epoch: 174 loss: 3.7597
epoch: 175 loss: 3.7297
epoch: 176 loss: 3.6999
epoch: 177 loss: 3.6703
epoch: 178 loss: 3.6410
epoch: 179 loss: 3.6119
epoch: 180 loss: 3.5831
epoch: 181 loss: 3.5545
epoch: 182 loss: 3.5262
epoch: 183 loss: 3.4981
epoch: 184 loss: 3.4703
epoch: 185 loss: 3.4426
epoch: 186 loss: 3.4153
epoch: 187 loss: 3.3881
epoch: 188 loss: 3.3612
epoch: 189 loss: 3.3345
epoch: 190 loss: 3.3080
epoch: 191 loss: 3.2818
epoch: 192 loss: 3.2557
epoch: 193 loss: 3.2299
epoch: 194 loss: 3.2043
epoch: 195 loss: 3.1790
epoch: 196 loss: 3.1538
epoch: 197 loss: 3.1289
epoch: 198 loss: 3.1041
epoch: 199 loss: 3.0796
epoch: 200 loss: 3.0553
epoch: 201 loss: 3.0312
epoch: 202 loss: 3.0073
epoch: 203 loss: 2.9836
epoch: 204 loss: 2.9600
epoch: 205 loss: 2.9367
epoch: 206 loss: 2.9136
epoch: 207 loss: 2.8907
epoch: 208 loss: 2.8680
epoch: 209 loss: 2.8454
epoch: 210 loss: 2.8231
epoch: 211 loss: 2.8010
epoch: 212 loss: 2.7790
epoch: 213 loss: 2.7572
epoch: 214 loss: 2.7356
epoch: 215 loss: 2.7142
epoch: 216 loss: 2.6930
epoch: 217 loss: 2.6719
epoch: 218 loss: 2.6510
epoch: 219 loss: 2.6303
epoch: 220 loss: 2.6098
epoch: 221 loss: 2.5895
epoch: 222 loss: 2.5693
epoch: 223 loss: 2.5493
epoch: 224 loss: 2.5294
epoch: 225 loss: 2.5098
epoch: 226 loss: 2.4903
epoch: 227 loss: 2.4709
epoch: 228 loss: 2.4517
epoch: 229 loss: 2.4327
epoch: 230 loss: 2.4139
epoch: 231 loss: 2.3952
epoch: 232 loss: 2.3766
epoch: 233 loss: 2.3582
epoch: 234 loss: 2.3400
epoch: 235 loss: 2.3219
epoch: 236 loss: 2.3040
epoch: 237 loss: 2.2863
epoch: 238 loss: 2.2686
epoch: 239 loss: 2.2512
epoch: 240 loss: 2.2338
epoch: 241 loss: 2.2167
epoch: 242 loss: 2.1996
epoch: 243 loss: 2.1827
epoch: 244 loss: 2.1660
epoch: 245 loss: 2.1494
epoch: 246 loss: 2.1329
epoch: 247 loss: 2.1166
epoch: 248 loss: 2.1004
epoch: 249 loss: 2.0844
epoch: 250 loss: 2.0685
epoch: 251 loss: 2.0527
epoch: 252 loss: 2.0370
epoch: 253 loss: 2.0215
epoch: 254 loss: 2.0061
epoch: 255 loss: 1.9909
epoch: 256 loss: 1.9758
epoch: 257 loss: 1.9608
epoch: 258 loss: 1.9459
epoch: 259 loss: 1.9311
epoch: 260 loss: 1.9165
epoch: 261 loss: 1.9020
epoch: 262 loss: 1.8877
epoch: 263 loss: 1.8734
epoch: 264 loss: 1.8593
epoch: 265 loss: 1.8453
epoch: 266 loss: 1.8314
epoch: 267 loss: 1.8176
epoch: 268 loss: 1.8039
epoch: 269 loss: 1.7904
epoch: 270 loss: 1.7769
epoch: 271 loss: 1.7636
epoch: 272 loss: 1.7504
epoch: 273 loss: 1.7373
epoch: 274 loss: 1.7243
epoch: 275 loss: 1.7115
epoch: 276 loss: 1.6987
epoch: 277 loss: 1.6860
epoch: 278 loss: 1.6735
epoch: 279 loss: 1.6610
epoch: 280 loss: 1.6487
epoch: 281 loss: 1.6365
epoch: 282 loss: 1.6243
epoch: 283 loss: 1.6123
epoch: 284 loss: 1.6004
epoch: 285 loss: 1.5885
epoch: 286 loss: 1.5768
epoch: 287 loss: 1.5652
epoch: 288 loss: 1.5537
epoch: 289 loss: 1.5422
epoch: 290 loss: 1.5309
epoch: 291 loss: 1.5196
epoch: 292 loss: 1.5085
epoch: 293 loss: 1.4974
epoch: 294 loss: 1.4865
epoch: 295 loss: 1.4756
epoch: 296 loss: 1.4648
epoch: 297 loss: 1.4542
epoch: 298 loss: 1.4436
epoch: 299 loss: 1.4331
epoch: 300 loss: 1.4226
epoch: 301 loss: 1.4123
epoch: 302 loss: 1.4021
epoch: 303 loss: 1.3919
epoch: 304 loss: 1.3819
epoch: 305 loss: 1.3719
epoch: 306 loss: 1.3620
epoch: 307 loss: 1.3522
epoch: 308 loss: 1.3424
epoch: 309 loss: 1.3328
epoch: 310 loss: 1.3232
epoch: 311 loss: 1.3137
epoch: 312 loss: 1.3043
epoch: 313 loss: 1.2950
epoch: 314 loss: 1.2857
epoch: 315 loss: 1.2765
epoch: 316 loss: 1.2675
epoch: 317 loss: 1.2584
epoch: 318 loss: 1.2495
epoch: 319 loss: 1.2406
epoch: 320 loss: 1.2318
epoch: 321 loss: 1.2231
epoch: 322 loss: 1.2145
epoch: 323 loss: 1.2059
epoch: 324 loss: 1.1974
epoch: 325 loss: 1.1890
epoch: 326 loss: 1.1806
epoch: 327 loss: 1.1723
epoch: 328 loss: 1.1641
epoch: 329 loss: 1.1560
epoch: 330 loss: 1.1479
epoch: 331 loss: 1.1399
epoch: 332 loss: 1.1319
epoch: 333 loss: 1.1241
epoch: 334 loss: 1.1162
epoch: 335 loss: 1.1085
epoch: 336 loss: 1.1008
epoch: 337 loss: 1.0932
epoch: 338 loss: 1.0857
epoch: 339 loss: 1.0782
epoch: 340 loss: 1.0708
epoch: 341 loss: 1.0634
epoch: 342 loss: 1.0561
epoch: 343 loss: 1.0489
epoch: 344 loss: 1.0417
epoch: 345 loss: 1.0346
epoch: 346 loss: 1.0275
epoch: 347 loss: 1.0205
epoch: 348 loss: 1.0136
epoch: 349 loss: 1.0067
epoch: 350 loss: 0.9999
epoch: 351 loss: 0.9931
epoch: 352 loss: 0.9864
epoch: 353 loss: 0.9798
epoch: 354 loss: 0.9732
epoch: 355 loss: 0.9667
epoch: 356 loss: 0.9602
epoch: 357 loss: 0.9537
epoch: 358 loss: 0.9474
epoch: 359 loss: 0.9410
epoch: 360 loss: 0.9348
epoch: 361 loss: 0.9286
epoch: 362 loss: 0.9224
epoch: 363 loss: 0.9163
epoch: 364 loss: 0.9102
epoch: 365 loss: 0.9042
epoch: 366 loss: 0.8983
epoch: 367 loss: 0.8924
epoch: 368 loss: 0.8865
epoch: 369 loss: 0.8807
epoch: 370 loss: 0.8750
epoch: 371 loss: 0.8692
epoch: 372 loss: 0.8636
epoch: 373 loss: 0.8580
epoch: 374 loss: 0.8524
epoch: 375 loss: 0.8469
epoch: 376 loss: 0.8414
epoch: 377 loss: 0.8360
epoch: 378 loss: 0.8306
epoch: 379 loss: 0.8253
epoch: 380 loss: 0.8200
epoch: 381 loss: 0.8147
epoch: 382 loss: 0.8095
epoch: 383 loss: 0.8044
epoch: 384 loss: 0.7993
epoch: 385 loss: 0.7942
epoch: 386 loss: 0.7892
epoch: 387 loss: 0.7842
epoch: 388 loss: 0.7792
epoch: 389 loss: 0.7743
epoch: 390 loss: 0.7695
epoch: 391 loss: 0.7647
epoch: 392 loss: 0.7599
epoch: 393 loss: 0.7551
epoch: 394 loss: 0.7504
epoch: 395 loss: 0.7458
epoch: 396 loss: 0.7412
epoch: 397 loss: 0.7366
epoch: 398 loss: 0.7320
epoch: 399 loss: 0.7275
epoch: 400 loss: 0.7231
epoch: 401 loss: 0.7186
epoch: 402 loss: 0.7142
epoch: 403 loss: 0.7099
epoch: 404 loss: 0.7056
epoch: 405 loss: 0.7013
epoch: 406 loss: 0.6970
epoch: 407 loss: 0.6928
epoch: 408 loss: 0.6886
epoch: 409 loss: 0.6845
epoch: 410 loss: 0.6804
epoch: 411 loss: 0.6763
epoch: 412 loss: 0.6723
epoch: 413 loss: 0.6683
epoch: 414 loss: 0.6643
epoch: 415 loss: 0.6604
epoch: 416 loss: 0.6565
epoch: 417 loss: 0.6526
epoch: 418 loss: 0.6488
epoch: 419 loss: 0.6450
epoch: 420 loss: 0.6412
epoch: 421 loss: 0.6375
epoch: 422 loss: 0.6338
epoch: 423 loss: 0.6301
epoch: 424 loss: 0.6264
epoch: 425 loss: 0.6228
epoch: 426 loss: 0.6192
epoch: 427 loss: 0.6157
epoch: 428 loss: 0.6121
epoch: 429 loss: 0.6087
epoch: 430 loss: 0.6052
epoch: 431 loss: 0.6017
epoch: 432 loss: 0.5983
epoch: 433 loss: 0.5950
epoch: 434 loss: 0.5916
epoch: 435 loss: 0.5883
epoch: 436 loss: 0.5850
epoch: 437 loss: 0.5817
epoch: 438 loss: 0.5785
epoch: 439 loss: 0.5753
epoch: 440 loss: 0.5721
epoch: 441 loss: 0.5689
epoch: 442 loss: 0.5658
epoch: 443 loss: 0.5627
epoch: 444 loss: 0.5596
epoch: 445 loss: 0.5565
epoch: 446 loss: 0.5535
epoch: 447 loss: 0.5505
epoch: 448 loss: 0.5475
epoch: 449 loss: 0.5446
epoch: 450 loss: 0.5417
epoch: 451 loss: 0.5388
epoch: 452 loss: 0.5359
epoch: 453 loss: 0.5330
epoch: 454 loss: 0.5302
epoch: 455 loss: 0.5274
epoch: 456 loss: 0.5246
epoch: 457 loss: 0.5218
epoch: 458 loss: 0.5191
epoch: 459 loss: 0.5164
epoch: 460 loss: 0.5137
epoch: 461 loss: 0.5110
epoch: 462 loss: 0.5084
epoch: 463 loss: 0.5058
epoch: 464 loss: 0.5031
epoch: 465 loss: 0.5006
epoch: 466 loss: 0.4980
epoch: 467 loss: 0.4955
epoch: 468 loss: 0.4930
epoch: 469 loss: 0.4905
epoch: 470 loss: 0.4880
epoch: 471 loss: 0.4855
epoch: 472 loss: 0.4831
epoch: 473 loss: 0.4807
epoch: 474 loss: 0.4783
epoch: 475 loss: 0.4759
epoch: 476 loss: 0.4736
epoch: 477 loss: 0.4712
epoch: 478 loss: 0.4689
epoch: 479 loss: 0.4666
epoch: 480 loss: 0.4644
epoch: 481 loss: 0.4621
epoch: 482 loss: 0.4599
epoch: 483 loss: 0.4577
epoch: 484 loss: 0.4555
epoch: 485 loss: 0.4533
epoch: 486 loss: 0.4511
epoch: 487 loss: 0.4490
epoch: 488 loss: 0.4468
epoch: 489 loss: 0.4447
epoch: 490 loss: 0.4426
epoch: 491 loss: 0.4406
epoch: 492 loss: 0.4385
epoch: 493 loss: 0.4365
epoch: 494 loss: 0.4345
epoch: 495 loss: 0.4324
epoch: 496 loss: 0.4305
epoch: 497 loss: 0.4285
epoch: 498 loss: 0.4265
epoch: 499 loss: 0.4246
epoch: 500 loss: 0.4227
epoch: 501 loss: 0.4208
epoch: 502 loss: 0.4189
epoch: 503 loss: 0.4170
epoch: 504 loss: 0.4151
epoch: 505 loss: 0.4133
epoch: 506 loss: 0.4115
epoch: 507 loss: 0.4097
epoch: 508 loss: 0.4079
epoch: 509 loss: 0.4061
epoch: 510 loss: 0.4043
epoch: 511 loss: 0.4026
epoch: 512 loss: 0.4008
epoch: 513 loss: 0.3991
epoch: 514 loss: 0.3974
epoch: 515 loss: 0.3957
epoch: 516 loss: 0.3940
epoch: 517 loss: 0.3924
epoch: 518 loss: 0.3907
epoch: 519 loss: 0.3891
epoch: 520 loss: 0.3874
epoch: 521 loss: 0.3858
epoch: 522 loss: 0.3842
epoch: 523 loss: 0.3826
epoch: 524 loss: 0.3811
epoch: 525 loss: 0.3795
epoch: 526 loss: 0.3780
epoch: 527 loss: 0.3764
epoch: 528 loss: 0.3749
epoch: 529 loss: 0.3734
epoch: 530 loss: 0.3719
epoch: 531 loss: 0.3704
epoch: 532 loss: 0.3690
epoch: 533 loss: 0.3675
epoch: 534 loss: 0.3661
epoch: 535 loss: 0.3646
epoch: 536 loss: 0.3632
epoch: 537 loss: 0.3618
epoch: 538 loss: 0.3604
epoch: 539 loss: 0.3590
epoch: 540 loss: 0.3576
epoch: 541 loss: 0.3563
epoch: 542 loss: 0.3549
epoch: 543 loss: 0.3536
epoch: 544 loss: 0.3523
epoch: 545 loss: 0.3509
epoch: 546 loss: 0.3496
epoch: 547 loss: 0.3483
epoch: 548 loss: 0.3470
epoch: 549 loss: 0.3458
epoch: 550 loss: 0.3445
epoch: 551 loss: 0.3433
epoch: 552 loss: 0.3420
epoch: 553 loss: 0.3408
epoch: 554 loss: 0.3396
epoch: 555 loss: 0.3383
epoch: 556 loss: 0.3371
epoch: 557 loss: 0.3359
epoch: 558 loss: 0.3348
epoch: 559 loss: 0.3336
epoch: 560 loss: 0.3324
epoch: 561 loss: 0.3313
epoch: 562 loss: 0.3301
epoch: 563 loss: 0.3290
epoch: 564 loss: 0.3279
epoch: 565 loss: 0.3268
epoch: 566 loss: 0.3257
epoch: 567 loss: 0.3246
epoch: 568 loss: 0.3235
epoch: 569 loss: 0.3224
epoch: 570 loss: 0.3213
epoch: 571 loss: 0.3203
epoch: 572 loss: 0.3192
epoch: 573 loss: 0.3182
epoch: 574 loss: 0.3171
epoch: 575 loss: 0.3161
epoch: 576 loss: 0.3151
epoch: 577 loss: 0.3141
epoch: 578 loss: 0.3131
epoch: 579 loss: 0.3121
epoch: 580 loss: 0.3111
epoch: 581 loss: 0.3101
epoch: 582 loss: 0.3092
epoch: 583 loss: 0.3082
epoch: 584 loss: 0.3072
epoch: 585 loss: 0.3063
epoch: 586 loss: 0.3054
epoch: 587 loss: 0.3044
epoch: 588 loss: 0.3035
epoch: 589 loss: 0.3026
epoch: 590 loss: 0.3017
epoch: 591 loss: 0.3008
epoch: 592 loss: 0.2999
epoch: 593 loss: 0.2990
epoch: 594 loss: 0.2981
epoch: 595 loss: 0.2973
epoch: 596 loss: 0.2964
epoch: 597 loss: 0.2956
epoch: 598 loss: 0.2947
epoch: 599 loss: 0.2939
epoch: 600 loss: 0.2930
epoch: 601 loss: 0.2922
epoch: 602 loss: 0.2914
epoch: 603 loss: 0.2906
epoch: 604 loss: 0.2898
epoch: 605 loss: 0.2890
epoch: 606 loss: 0.2882
epoch: 607 loss: 0.2874
epoch: 608 loss: 0.2866
epoch: 609 loss: 0.2858
epoch: 610 loss: 0.2851
epoch: 611 loss: 0.2843
epoch: 612 loss: 0.2835
epoch: 613 loss: 0.2828
epoch: 614 loss: 0.2821
epoch: 615 loss: 0.2813
epoch: 616 loss: 0.2806
epoch: 617 loss: 0.2799
epoch: 618 loss: 0.2791
epoch: 619 loss: 0.2784
epoch: 620 loss: 0.2777
epoch: 621 loss: 0.2770
epoch: 622 loss: 0.2763
epoch: 623 loss: 0.2756
epoch: 624 loss: 0.2750
epoch: 625 loss: 0.2743
epoch: 626 loss: 0.2736
epoch: 627 loss: 0.2729
epoch: 628 loss: 0.2723
epoch: 629 loss: 0.2716
epoch: 630 loss: 0.2710
epoch: 631 loss: 0.2703
epoch: 632 loss: 0.2697
epoch: 633 loss: 0.2690
epoch: 634 loss: 0.2684
epoch: 635 loss: 0.2678
epoch: 636 loss: 0.2672
epoch: 637 loss: 0.2666
epoch: 638 loss: 0.2659
epoch: 639 loss: 0.2653
epoch: 640 loss: 0.2647
epoch: 641 loss: 0.2641
epoch: 642 loss: 0.2636
epoch: 643 loss: 0.2630
epoch: 644 loss: 0.2624
epoch: 645 loss: 0.2618
epoch: 646 loss: 0.2612
epoch: 647 loss: 0.2607
epoch: 648 loss: 0.2601
epoch: 649 loss: 0.2596
epoch: 650 loss: 0.2590
epoch: 651 loss: 0.2585
epoch: 652 loss: 0.2579
epoch: 653 loss: 0.2574
epoch: 654 loss: 0.2568
epoch: 655 loss: 0.2563
epoch: 656 loss: 0.2558
epoch: 657 loss: 0.2553
epoch: 658 loss: 0.2547
epoch: 659 loss: 0.2542
epoch: 660 loss: 0.2537
epoch: 661 loss: 0.2532
epoch: 662 loss: 0.2527
epoch: 663 loss: 0.2522
epoch: 664 loss: 0.2517
epoch: 665 loss: 0.2512
epoch: 666 loss: 0.2507
epoch: 667 loss: 0.2503
epoch: 668 loss: 0.2498
epoch: 669 loss: 0.2493
epoch: 670 loss: 0.2488
epoch: 671 loss: 0.2484
epoch: 672 loss: 0.2479
epoch: 673 loss: 0.2475
epoch: 674 loss: 0.2470
epoch: 675 loss: 0.2465
epoch: 676 loss: 0.2461
epoch: 677 loss: 0.2457
epoch: 678 loss: 0.2452
epoch: 679 loss: 0.2448
epoch: 680 loss: 0.2443
epoch: 681 loss: 0.2439
epoch: 682 loss: 0.2435
epoch: 683 loss: 0.2431
epoch: 684 loss: 0.2426
epoch: 685 loss: 0.2422
epoch: 686 loss: 0.2418
epoch: 687 loss: 0.2414
epoch: 688 loss: 0.2410
epoch: 689 loss: 0.2406
epoch: 690 loss: 0.2402
epoch: 691 loss: 0.2398
epoch: 692 loss: 0.2394
epoch: 693 loss: 0.2390
epoch: 694 loss: 0.2386
epoch: 695 loss: 0.2383
epoch: 696 loss: 0.2379
epoch: 697 loss: 0.2375
epoch: 698 loss: 0.2371
epoch: 699 loss: 0.2367
epoch: 700 loss: 0.2364
epoch: 701 loss: 0.2360
epoch: 702 loss: 0.2356
epoch: 703 loss: 0.2353
epoch: 704 loss: 0.2349
epoch: 705 loss: 0.2346
epoch: 706 loss: 0.2342
epoch: 707 loss: 0.2339
epoch: 708 loss: 0.2335
epoch: 709 loss: 0.2332
epoch: 710 loss: 0.2328
epoch: 711 loss: 0.2325
epoch: 712 loss: 0.2322
epoch: 713 loss: 0.2318
epoch: 714 loss: 0.2315
epoch: 715 loss: 0.2312
epoch: 716 loss: 0.2309
epoch: 717 loss: 0.2305
epoch: 718 loss: 0.2302
epoch: 719 loss: 0.2299
epoch: 720 loss: 0.2296
epoch: 721 loss: 0.2293
epoch: 722 loss: 0.2290
epoch: 723 loss: 0.2287
epoch: 724 loss: 0.2283
epoch: 725 loss: 0.2280
epoch: 726 loss: 0.2277
epoch: 727 loss: 0.2274
epoch: 728 loss: 0.2271
epoch: 729 loss: 0.2269
epoch: 730 loss: 0.2266
epoch: 731 loss: 0.2263
epoch: 732 loss: 0.2260
epoch: 733 loss: 0.2257
epoch: 734 loss: 0.2254
epoch: 735 loss: 0.2251
epoch: 736 loss: 0.2249
epoch: 737 loss: 0.2246
epoch: 738 loss: 0.2243
epoch: 739 loss: 0.2240
epoch: 740 loss: 0.2238
epoch: 741 loss: 0.2235
epoch: 742 loss: 0.2232
epoch: 743 loss: 0.2230
epoch: 744 loss: 0.2227
epoch: 745 loss: 0.2225
epoch: 746 loss: 0.2222
epoch: 747 loss: 0.2220
epoch: 748 loss: 0.2217
epoch: 749 loss: 0.2214
epoch: 750 loss: 0.2212
epoch: 751 loss: 0.2210
epoch: 752 loss: 0.2207
epoch: 753 loss: 0.2205
epoch: 754 loss: 0.2202
epoch: 755 loss: 0.2200
epoch: 756 loss: 0.2197
epoch: 757 loss: 0.2195
epoch: 758 loss: 0.2193
epoch: 759 loss: 0.2190
epoch: 760 loss: 0.2188
epoch: 761 loss: 0.2186
epoch: 762 loss: 0.2184
epoch: 763 loss: 0.2181
epoch: 764 loss: 0.2179
epoch: 765 loss: 0.2177
epoch: 766 loss: 0.2175
epoch: 767 loss: 0.2172
epoch: 768 loss: 0.2170
epoch: 769 loss: 0.2168
epoch: 770 loss: 0.2166
epoch: 771 loss: 0.2164
epoch: 772 loss: 0.2162
epoch: 773 loss: 0.2160
epoch: 774 loss: 0.2158
epoch: 775 loss: 0.2156
epoch: 776 loss: 0.2154
epoch: 777 loss: 0.2151
epoch: 778 loss: 0.2149
epoch: 779 loss: 0.2147
epoch: 780 loss: 0.2146
epoch: 781 loss: 0.2144
epoch: 782 loss: 0.2142
epoch: 783 loss: 0.2140
epoch: 784 loss: 0.2138
epoch: 785 loss: 0.2136
epoch: 786 loss: 0.2134
epoch: 787 loss: 0.2132
epoch: 788 loss: 0.2130
epoch: 789 loss: 0.2128
epoch: 790 loss: 0.2127
epoch: 791 loss: 0.2125
epoch: 792 loss: 0.2123
epoch: 793 loss: 0.2121
epoch: 794 loss: 0.2119
epoch: 795 loss: 0.2118
epoch: 796 loss: 0.2116
epoch: 797 loss: 0.2114
epoch: 798 loss: 0.2112
epoch: 799 loss: 0.2111
epoch: 800 loss: 0.2109
epoch: 801 loss: 0.2107
epoch: 802 loss: 0.2105
epoch: 803 loss: 0.2104
epoch: 804 loss: 0.2102
epoch: 805 loss: 0.2101
epoch: 806 loss: 0.2099
epoch: 807 loss: 0.2097
epoch: 808 loss: 0.2096
epoch: 809 loss: 0.2094
epoch: 810 loss: 0.2092
epoch: 811 loss: 0.2091
epoch: 812 loss: 0.2089
epoch: 813 loss: 0.2088
epoch: 814 loss: 0.2086
epoch: 815 loss: 0.2085
epoch: 816 loss: 0.2083
epoch: 817 loss: 0.2082
epoch: 818 loss: 0.2080
epoch: 819 loss: 0.2079
epoch: 820 loss: 0.2077
epoch: 821 loss: 0.2076
epoch: 822 loss: 0.2074
epoch: 823 loss: 0.2073
epoch: 824 loss: 0.2071
epoch: 825 loss: 0.2070
epoch: 826 loss: 0.2069
epoch: 827 loss: 0.2067
epoch: 828 loss: 0.2066
epoch: 829 loss: 0.2064
epoch: 830 loss: 0.2063
epoch: 831 loss: 0.2062
epoch: 832 loss: 0.2060
epoch: 833 loss: 0.2059
epoch: 834 loss: 0.2058
epoch: 835 loss: 0.2056
epoch: 836 loss: 0.2055
epoch: 837 loss: 0.2054
epoch: 838 loss: 0.2052
epoch: 839 loss: 0.2051
epoch: 840 loss: 0.2050
epoch: 841 loss: 0.2049
epoch: 842 loss: 0.2047
epoch: 843 loss: 0.2046
epoch: 844 loss: 0.2045
epoch: 845 loss: 0.2044
epoch: 846 loss: 0.2042
epoch: 847 loss: 0.2041
epoch: 848 loss: 0.2040
epoch: 849 loss: 0.2039
epoch: 850 loss: 0.2038
epoch: 851 loss: 0.2036
epoch: 852 loss: 0.2035
epoch: 853 loss: 0.2034
epoch: 854 loss: 0.2033
epoch: 855 loss: 0.2032
epoch: 856 loss: 0.2031
epoch: 857 loss: 0.2029
epoch: 858 loss: 0.2028
epoch: 859 loss: 0.2027
epoch: 860 loss: 0.2026
epoch: 861 loss: 0.2025
epoch: 862 loss: 0.2024
epoch: 863 loss: 0.2023
epoch: 864 loss: 0.2022
epoch: 865 loss: 0.2021
epoch: 866 loss: 0.2019
epoch: 867 loss: 0.2018
epoch: 868 loss: 0.2017
epoch: 869 loss: 0.2016
epoch: 870 loss: 0.2015
epoch: 871 loss: 0.2014
epoch: 872 loss: 0.2013
epoch: 873 loss: 0.2012
epoch: 874 loss: 0.2011
epoch: 875 loss: 0.2010
epoch: 876 loss: 0.2009
epoch: 877 loss: 0.2008
epoch: 878 loss: 0.2007
epoch: 879 loss: 0.2006
epoch: 880 loss: 0.2005
epoch: 881 loss: 0.2004
epoch: 882 loss: 0.2003
epoch: 883 loss: 0.2002
epoch: 884 loss: 0.2001
epoch: 885 loss: 0.2000
epoch: 886 loss: 0.1999
epoch: 887 loss: 0.1998
epoch: 888 loss: 0.1998
epoch: 889 loss: 0.1997
epoch: 890 loss: 0.1996
epoch: 891 loss: 0.1995
epoch: 892 loss: 0.1994
epoch: 893 loss: 0.1993
epoch: 894 loss: 0.1992
epoch: 895 loss: 0.1991
epoch: 896 loss: 0.1990
epoch: 897 loss: 0.1989
epoch: 898 loss: 0.1989
epoch: 899 loss: 0.1988
epoch: 900 loss: 0.1987
epoch: 901 loss: 0.1986
epoch: 902 loss: 0.1985
epoch: 903 loss: 0.1984
epoch: 904 loss: 0.1983
epoch: 905 loss: 0.1983
epoch: 906 loss: 0.1982
epoch: 907 loss: 0.1981
epoch: 908 loss: 0.1980
epoch: 909 loss: 0.1979
epoch: 910 loss: 0.1979
epoch: 911 loss: 0.1978
epoch: 912 loss: 0.1977
epoch: 913 loss: 0.1976
epoch: 914 loss: 0.1975
epoch: 915 loss: 0.1975
epoch: 916 loss: 0.1974
epoch: 917 loss: 0.1973
epoch: 918 loss: 0.1972
epoch: 919 loss: 0.1971
epoch: 920 loss: 0.1971
epoch: 921 loss: 0.1970
epoch: 922 loss: 0.1969
epoch: 923 loss: 0.1968
epoch: 924 loss: 0.1968
epoch: 925 loss: 0.1967
epoch: 926 loss: 0.1966
epoch: 927 loss: 0.1965
epoch: 928 loss: 0.1965
epoch: 929 loss: 0.1964
epoch: 930 loss: 0.1963
epoch: 931 loss: 0.1963
epoch: 932 loss: 0.1962
epoch: 933 loss: 0.1961
epoch: 934 loss: 0.1960
epoch: 935 loss: 0.1960
epoch: 936 loss: 0.1959
epoch: 937 loss: 0.1958
epoch: 938 loss: 0.1958
epoch: 939 loss: 0.1957
epoch: 940 loss: 0.1956
epoch: 941 loss: 0.1956
epoch: 942 loss: 0.1955
epoch: 943 loss: 0.1954
epoch: 944 loss: 0.1954
epoch: 945 loss: 0.1953
epoch: 946 loss: 0.1952
epoch: 947 loss: 0.1952
epoch: 948 loss: 0.1951
epoch: 949 loss: 0.1950
epoch: 950 loss: 0.1950
epoch: 951 loss: 0.1949
epoch: 952 loss: 0.1948
epoch: 953 loss: 0.1948
epoch: 954 loss: 0.1947
epoch: 955 loss: 0.1947
epoch: 956 loss: 0.1946
epoch: 957 loss: 0.1945
epoch: 958 loss: 0.1945
epoch: 959 loss: 0.1944
epoch: 960 loss: 0.1943
epoch: 961 loss: 0.1943
epoch: 962 loss: 0.1942
epoch: 963 loss: 0.1942
epoch: 964 loss: 0.1941
epoch: 965 loss: 0.1940
epoch: 966 loss: 0.1940
epoch: 967 loss: 0.1939
epoch: 968 loss: 0.1939
epoch: 969 loss: 0.1938
epoch: 970 loss: 0.1938
epoch: 971 loss: 0.1937
epoch: 972 loss: 0.1936
epoch: 973 loss: 0.1936
epoch: 974 loss: 0.1935
epoch: 975 loss: 0.1935
epoch: 976 loss: 0.1934
epoch: 977 loss: 0.1934
epoch: 978 loss: 0.1933
epoch: 979 loss: 0.1932
epoch: 980 loss: 0.1932
epoch: 981 loss: 0.1931
epoch: 982 loss: 0.1931
epoch: 983 loss: 0.1930
epoch: 984 loss: 0.1930
epoch: 985 loss: 0.1929
epoch: 986 loss: 0.1929
epoch: 987 loss: 0.1928
epoch: 988 loss: 0.1928
epoch: 989 loss: 0.1927
epoch: 990 loss: 0.1927
epoch: 991 loss: 0.1926
epoch: 992 loss: 0.1925
epoch: 993 loss: 0.1925
epoch: 994 loss: 0.1924
epoch: 995 loss: 0.1924
epoch: 996 loss: 0.1923
epoch: 997 loss: 0.1923
epoch: 998 loss: 0.1922
epoch: 999 loss: 0.1922
epoch: 1000 loss: 0.1921
epoch: 1001 loss: 0.1921
epoch: 1002 loss: 0.1920
epoch: 1003 loss: 0.1920
epoch: 1004 loss: 0.1919
epoch: 1005 loss: 0.1919
epoch: 1006 loss: 0.1918
epoch: 1007 loss: 0.1918
epoch: 1008 loss: 0.1917
epoch: 1009 loss: 0.1917
epoch: 1010 loss: 0.1916
epoch: 1011 loss: 0.1916
epoch: 1012 loss: 0.1916
epoch: 1013 loss: 0.1915
epoch: 1014 loss: 0.1915
epoch: 1015 loss: 0.1914
epoch: 1016 loss: 0.1914
epoch: 1017 loss: 0.1913
epoch: 1018 loss: 0.1913
epoch: 1019 loss: 0.1912
epoch: 1020 loss: 0.1912
epoch: 1021 loss: 0.1911
epoch: 1022 loss: 0.1911
epoch: 1023 loss: 0.1910
epoch: 1024 loss: 0.1910
epoch: 1025 loss: 0.1910
epoch: 1026 loss: 0.1909
epoch: 1027 loss: 0.1909
epoch: 1028 loss: 0.1908
epoch: 1029 loss: 0.1908
epoch: 1030 loss: 0.1907
epoch: 1031 loss: 0.1907
epoch: 1032 loss: 0.1906
epoch: 1033 loss: 0.1906
epoch: 1034 loss: 0.1906
epoch: 1035 loss: 0.1905
epoch: 1036 loss: 0.1905
epoch: 1037 loss: 0.1904
epoch: 1038 loss: 0.1904
epoch: 1039 loss: 0.1903
epoch: 1040 loss: 0.1903
epoch: 1041 loss: 0.1903
epoch: 1042 loss: 0.1902
epoch: 1043 loss: 0.1902
epoch: 1044 loss: 0.1901
epoch: 1045 loss: 0.1901
epoch: 1046 loss: 0.1900
epoch: 1047 loss: 0.1900
epoch: 1048 loss: 0.1900
epoch: 1049 loss: 0.1899
epoch: 1050 loss: 0.1899
epoch: 1051 loss: 0.1898
epoch: 1052 loss: 0.1898
epoch: 1053 loss: 0.1898
epoch: 1054 loss: 0.1897
epoch: 1055 loss: 0.1897
epoch: 1056 loss: 0.1896
epoch: 1057 loss: 0.1896
epoch: 1058 loss: 0.1896
epoch: 1059 loss: 0.1895
epoch: 1060 loss: 0.1895
epoch: 1061 loss: 0.1894
epoch: 1062 loss: 0.1894
epoch: 1063 loss: 0.1894
epoch: 1064 loss: 0.1893
epoch: 1065 loss: 0.1893
epoch: 1066 loss: 0.1892
epoch: 1067 loss: 0.1892
epoch: 1068 loss: 0.1892
epoch: 1069 loss: 0.1891
epoch: 1070 loss: 0.1891
epoch: 1071 loss: 0.1890
epoch: 1072 loss: 0.1890
epoch: 1073 loss: 0.1890
epoch: 1074 loss: 0.1889
epoch: 1075 loss: 0.1889
epoch: 1076 loss: 0.1889
epoch: 1077 loss: 0.1888
epoch: 1078 loss: 0.1888
epoch: 1079 loss: 0.1887
epoch: 1080 loss: 0.1887
epoch: 1081 loss: 0.1887
epoch: 1082 loss: 0.1886
epoch: 1083 loss: 0.1886
epoch: 1084 loss: 0.1886
epoch: 1085 loss: 0.1885
epoch: 1086 loss: 0.1885
epoch: 1087 loss: 0.1885
epoch: 1088 loss: 0.1884
epoch: 1089 loss: 0.1884
epoch: 1090 loss: 0.1883
epoch: 1091 loss: 0.1883
epoch: 1092 loss: 0.1883
epoch: 1093 loss: 0.1882
epoch: 1094 loss: 0.1882
epoch: 1095 loss: 0.1882
epoch: 1096 loss: 0.1881
epoch: 1097 loss: 0.1881
epoch: 1098 loss: 0.1881
epoch: 1099 loss: 0.1880
epoch: 1100 loss: 0.1880
epoch: 1101 loss: 0.1880
epoch: 1102 loss: 0.1879
epoch: 1103 loss: 0.1879
epoch: 1104 loss: 0.1878
epoch: 1105 loss: 0.1878
epoch: 1106 loss: 0.1878
epoch: 1107 loss: 0.1877
epoch: 1108 loss: 0.1877
epoch: 1109 loss: 0.1877
epoch: 1110 loss: 0.1876
epoch: 1111 loss: 0.1876
epoch: 1112 loss: 0.1876
epoch: 1113 loss: 0.1875
epoch: 1114 loss: 0.1875
epoch: 1115 loss: 0.1875
epoch: 1116 loss: 0.1874
epoch: 1117 loss: 0.1874
epoch: 1118 loss: 0.1874
epoch: 1119 loss: 0.1873
epoch: 1120 loss: 0.1873
epoch: 1121 loss: 0.1873
epoch: 1122 loss: 0.1872
epoch: 1123 loss: 0.1872
epoch: 1124 loss: 0.1872
epoch: 1125 loss: 0.1871
epoch: 1126 loss: 0.1871
epoch: 1127 loss: 0.1871
epoch: 1128 loss: 0.1870
epoch: 1129 loss: 0.1870
epoch: 1130 loss: 0.1870
epoch: 1131 loss: 0.1869
epoch: 1132 loss: 0.1869
epoch: 1133 loss: 0.1869
epoch: 1134 loss: 0.1868
epoch: 1135 loss: 0.1868
epoch: 1136 loss: 0.1868
epoch: 1137 loss: 0.1868
epoch: 1138 loss: 0.1867
epoch: 1139 loss: 0.1867
epoch: 1140 loss: 0.1867
epoch: 1141 loss: 0.1866
epoch: 1142 loss: 0.1866
epoch: 1143 loss: 0.1866
epoch: 1144 loss: 0.1865
epoch: 1145 loss: 0.1865
epoch: 1146 loss: 0.1865
epoch: 1147 loss: 0.1864
epoch: 1148 loss: 0.1864
epoch: 1149 loss: 0.1864
epoch: 1150 loss: 0.1863
epoch: 1151 loss: 0.1863
epoch: 1152 loss: 0.1863
epoch: 1153 loss: 0.1862
epoch: 1154 loss: 0.1862
epoch: 1155 loss: 0.1862
epoch: 1156 loss: 0.1862
epoch: 1157 loss: 0.1861
epoch: 1158 loss: 0.1861
epoch: 1159 loss: 0.1861
epoch: 1160 loss: 0.1860
epoch: 1161 loss: 0.1860
epoch: 1162 loss: 0.1860
epoch: 1163 loss: 0.1859
epoch: 1164 loss: 0.1859
epoch: 1165 loss: 0.1859
epoch: 1166 loss: 0.1859
epoch: 1167 loss: 0.1858
epoch: 1168 loss: 0.1858
epoch: 1169 loss: 0.1858
epoch: 1170 loss: 0.1857
epoch: 1171 loss: 0.1857
epoch: 1172 loss: 0.1857
epoch: 1173 loss: 0.1856
epoch: 1174 loss: 0.1856
epoch: 1175 loss: 0.1856
epoch: 1176 loss: 0.1856
epoch: 1177 loss: 0.1855
epoch: 1178 loss: 0.1855
epoch: 1179 loss: 0.1855
epoch: 1180 loss: 0.1854
epoch: 1181 loss: 0.1854
epoch: 1182 loss: 0.1854
epoch: 1183 loss: 0.1853
epoch: 1184 loss: 0.1853
epoch: 1185 loss: 0.1853
epoch: 1186 loss: 0.1853
epoch: 1187 loss: 0.1852
epoch: 1188 loss: 0.1852
epoch: 1189 loss: 0.1852
epoch: 1190 loss: 0.1851
epoch: 1191 loss: 0.1851
epoch: 1192 loss: 0.1851
epoch: 1193 loss: 0.1851
epoch: 1194 loss: 0.1850
epoch: 1195 loss: 0.1850
epoch: 1196 loss: 0.1850
epoch: 1197 loss: 0.1849
epoch: 1198 loss: 0.1849
epoch: 1199 loss: 0.1849
epoch: 1200 loss: 0.1849
epoch: 1201 loss: 0.1848
epoch: 1202 loss: 0.1848
epoch: 1203 loss: 0.1848
epoch: 1204 loss: 0.1847
epoch: 1205 loss: 0.1847
epoch: 1206 loss: 0.1847
epoch: 1207 loss: 0.1847
epoch: 1208 loss: 0.1846
epoch: 1209 loss: 0.1846
epoch: 1210 loss: 0.1846
epoch: 1211 loss: 0.1845
epoch: 1212 loss: 0.1845
epoch: 1213 loss: 0.1845
epoch: 1214 loss: 0.1845
epoch: 1215 loss: 0.1844
epoch: 1216 loss: 0.1844
epoch: 1217 loss: 0.1844
epoch: 1218 loss: 0.1843
epoch: 1219 loss: 0.1843
epoch: 1220 loss: 0.1843
epoch: 1221 loss: 0.1843
epoch: 1222 loss: 0.1842
epoch: 1223 loss: 0.1842
epoch: 1224 loss: 0.1842
epoch: 1225 loss: 0.1841
epoch: 1226 loss: 0.1841
epoch: 1227 loss: 0.1841
epoch: 1228 loss: 0.1841
epoch: 1229 loss: 0.1840
epoch: 1230 loss: 0.1840
epoch: 1231 loss: 0.1840
epoch: 1232 loss: 0.1840
epoch: 1233 loss: 0.1839
epoch: 1234 loss: 0.1839
epoch: 1235 loss: 0.1839
epoch: 1236 loss: 0.1838
epoch: 1237 loss: 0.1838
epoch: 1238 loss: 0.1838
epoch: 1239 loss: 0.1838
epoch: 1240 loss: 0.1837
epoch: 1241 loss: 0.1837
epoch: 1242 loss: 0.1837
epoch: 1243 loss: 0.1837
epoch: 1244 loss: 0.1836
epoch: 1245 loss: 0.1836
epoch: 1246 loss: 0.1836
epoch: 1247 loss: 0.1835
epoch: 1248 loss: 0.1835
epoch: 1249 loss: 0.1835
epoch: 1250 loss: 0.1835
epoch: 1251 loss: 0.1834
epoch: 1252 loss: 0.1834
epoch: 1253 loss: 0.1834
epoch: 1254 loss: 0.1834
epoch: 1255 loss: 0.1833
epoch: 1256 loss: 0.1833
epoch: 1257 loss: 0.1833
epoch: 1258 loss: 0.1833
epoch: 1259 loss: 0.1832
epoch: 1260 loss: 0.1832
epoch: 1261 loss: 0.1832
epoch: 1262 loss: 0.1831
epoch: 1263 loss: 0.1831
epoch: 1264 loss: 0.1831
epoch: 1265 loss: 0.1831
epoch: 1266 loss: 0.1830
epoch: 1267 loss: 0.1830
epoch: 1268 loss: 0.1830
epoch: 1269 loss: 0.1830
epoch: 1270 loss: 0.1829
epoch: 1271 loss: 0.1829
epoch: 1272 loss: 0.1829
epoch: 1273 loss: 0.1829
epoch: 1274 loss: 0.1828
epoch: 1275 loss: 0.1828
epoch: 1276 loss: 0.1828
epoch: 1277 loss: 0.1827
epoch: 1278 loss: 0.1827
epoch: 1279 loss: 0.1827
epoch: 1280 loss: 0.1827
epoch: 1281 loss: 0.1826
epoch: 1282 loss: 0.1826
epoch: 1283 loss: 0.1826
epoch: 1284 loss: 0.1826
epoch: 1285 loss: 0.1825
epoch: 1286 loss: 0.1825
epoch: 1287 loss: 0.1825
epoch: 1288 loss: 0.1825
epoch: 1289 loss: 0.1824
epoch: 1290 loss: 0.1824
epoch: 1291 loss: 0.1824
epoch: 1292 loss: 0.1824
epoch: 1293 loss: 0.1823
epoch: 1294 loss: 0.1823
epoch: 1295 loss: 0.1823
epoch: 1296 loss: 0.1823
epoch: 1297 loss: 0.1822
epoch: 1298 loss: 0.1822
epoch: 1299 loss: 0.1822
epoch: 1300 loss: 0.1821
epoch: 1301 loss: 0.1821
epoch: 1302 loss: 0.1821
epoch: 1303 loss: 0.1821
epoch: 1304 loss: 0.1820
epoch: 1305 loss: 0.1820
epoch: 1306 loss: 0.1820
epoch: 1307 loss: 0.1820
epoch: 1308 loss: 0.1819
epoch: 1309 loss: 0.1819
epoch: 1310 loss: 0.1819
epoch: 1311 loss: 0.1819
epoch: 1312 loss: 0.1818
epoch: 1313 loss: 0.1818
epoch: 1314 loss: 0.1818
epoch: 1315 loss: 0.1818
epoch: 1316 loss: 0.1817
epoch: 1317 loss: 0.1817
epoch: 1318 loss: 0.1817
epoch: 1319 loss: 0.1817
epoch: 1320 loss: 0.1816
epoch: 1321 loss: 0.1816
epoch: 1322 loss: 0.1816
epoch: 1323 loss: 0.1816
epoch: 1324 loss: 0.1815
epoch: 1325 loss: 0.1815
epoch: 1326 loss: 0.1815
epoch: 1327 loss: 0.1815
epoch: 1328 loss: 0.1814
epoch: 1329 loss: 0.1814
epoch: 1330 loss: 0.1814
epoch: 1331 loss: 0.1814
epoch: 1332 loss: 0.1813
epoch: 1333 loss: 0.1813
epoch: 1334 loss: 0.1813
epoch: 1335 loss: 0.1813
epoch: 1336 loss: 0.1812
epoch: 1337 loss: 0.1812
epoch: 1338 loss: 0.1812
epoch: 1339 loss: 0.1812
epoch: 1340 loss: 0.1811
epoch: 1341 loss: 0.1811
epoch: 1342 loss: 0.1811
epoch: 1343 loss: 0.1810
epoch: 1344 loss: 0.1810
epoch: 1345 loss: 0.1810
epoch: 1346 loss: 0.1810
epoch: 1347 loss: 0.1809
epoch: 1348 loss: 0.1809
epoch: 1349 loss: 0.1809
epoch: 1350 loss: 0.1809
epoch: 1351 loss: 0.1808
epoch: 1352 loss: 0.1808
epoch: 1353 loss: 0.1808
epoch: 1354 loss: 0.1808
epoch: 1355 loss: 0.1807
epoch: 1356 loss: 0.1807
epoch: 1357 loss: 0.1807
epoch: 1358 loss: 0.1807
epoch: 1359 loss: 0.1806
epoch: 1360 loss: 0.1806
epoch: 1361 loss: 0.1806
epoch: 1362 loss: 0.1806
epoch: 1363 loss: 0.1805
epoch: 1364 loss: 0.1805
epoch: 1365 loss: 0.1805
epoch: 1366 loss: 0.1805
epoch: 1367 loss: 0.1804
epoch: 1368 loss: 0.1804
epoch: 1369 loss: 0.1804
epoch: 1370 loss: 0.1804
epoch: 1371 loss: 0.1803
epoch: 1372 loss: 0.1803
epoch: 1373 loss: 0.1803
epoch: 1374 loss: 0.1803
epoch: 1375 loss: 0.1802
epoch: 1376 loss: 0.1802
epoch: 1377 loss: 0.1802
epoch: 1378 loss: 0.1802
epoch: 1379 loss: 0.1801
epoch: 1380 loss: 0.1801
epoch: 1381 loss: 0.1801
epoch: 1382 loss: 0.1801
epoch: 1383 loss: 0.1800
epoch: 1384 loss: 0.1800
epoch: 1385 loss: 0.1800
epoch: 1386 loss: 0.1800
epoch: 1387 loss: 0.1800
epoch: 1388 loss: 0.1799
epoch: 1389 loss: 0.1799
epoch: 1390 loss: 0.1799
epoch: 1391 loss: 0.1799
epoch: 1392 loss: 0.1798
epoch: 1393 loss: 0.1798
epoch: 1394 loss: 0.1798
epoch: 1395 loss: 0.1798
epoch: 1396 loss: 0.1797
epoch: 1397 loss: 0.1797
epoch: 1398 loss: 0.1797
epoch: 1399 loss: 0.1797
epoch: 1400 loss: 0.1796
epoch: 1401 loss: 0.1796
epoch: 1402 loss: 0.1796
epoch: 1403 loss: 0.1796
epoch: 1404 loss: 0.1795
epoch: 1405 loss: 0.1795
epoch: 1406 loss: 0.1795
epoch: 1407 loss: 0.1795
epoch: 1408 loss: 0.1794
epoch: 1409 loss: 0.1794
epoch: 1410 loss: 0.1794
epoch: 1411 loss: 0.1794
epoch: 1412 loss: 0.1793
epoch: 1413 loss: 0.1793
epoch: 1414 loss: 0.1793
epoch: 1415 loss: 0.1793
epoch: 1416 loss: 0.1792
epoch: 1417 loss: 0.1792
epoch: 1418 loss: 0.1792
epoch: 1419 loss: 0.1792
epoch: 1420 loss: 0.1791
epoch: 1421 loss: 0.1791
epoch: 1422 loss: 0.1791
epoch: 1423 loss: 0.1791
epoch: 1424 loss: 0.1790
epoch: 1425 loss: 0.1790
epoch: 1426 loss: 0.1790
epoch: 1427 loss: 0.1790
epoch: 1428 loss: 0.1789
epoch: 1429 loss: 0.1789
epoch: 1430 loss: 0.1789
epoch: 1431 loss: 0.1789
epoch: 1432 loss: 0.1788
epoch: 1433 loss: 0.1788
epoch: 1434 loss: 0.1788
epoch: 1435 loss: 0.1788
epoch: 1436 loss: 0.1787
epoch: 1437 loss: 0.1787
epoch: 1438 loss: 0.1787
epoch: 1439 loss: 0.1787
epoch: 1440 loss: 0.1787
epoch: 1441 loss: 0.1786
epoch: 1442 loss: 0.1786
epoch: 1443 loss: 0.1786
epoch: 1444 loss: 0.1786
epoch: 1445 loss: 0.1785
epoch: 1446 loss: 0.1785
epoch: 1447 loss: 0.1785
epoch: 1448 loss: 0.1785
epoch: 1449 loss: 0.1784
epoch: 1450 loss: 0.1784
epoch: 1451 loss: 0.1784
epoch: 1452 loss: 0.1784
epoch: 1453 loss: 0.1783
epoch: 1454 loss: 0.1783
epoch: 1455 loss: 0.1783
epoch: 1456 loss: 0.1783
epoch: 1457 loss: 0.1782
epoch: 1458 loss: 0.1782
epoch: 1459 loss: 0.1782
epoch: 1460 loss: 0.1782
epoch: 1461 loss: 0.1781
epoch: 1462 loss: 0.1781
epoch: 1463 loss: 0.1781
epoch: 1464 loss: 0.1781
epoch: 1465 loss: 0.1780
epoch: 1466 loss: 0.1780
epoch: 1467 loss: 0.1780
epoch: 1468 loss: 0.1780
epoch: 1469 loss: 0.1779
epoch: 1470 loss: 0.1779
epoch: 1471 loss: 0.1779
epoch: 1472 loss: 0.1779
epoch: 1473 loss: 0.1779
epoch: 1474 loss: 0.1778
epoch: 1475 loss: 0.1778
epoch: 1476 loss: 0.1778
epoch: 1477 loss: 0.1778
epoch: 1478 loss: 0.1777
epoch: 1479 loss: 0.1777
epoch: 1480 loss: 0.1777
epoch: 1481 loss: 0.1777
epoch: 1482 loss: 0.1776
epoch: 1483 loss: 0.1776
epoch: 1484 loss: 0.1776
epoch: 1485 loss: 0.1776
epoch: 1486 loss: 0.1775
epoch: 1487 loss: 0.1775
epoch: 1488 loss: 0.1775
epoch: 1489 loss: 0.1775
epoch: 1490 loss: 0.1774
epoch: 1491 loss: 0.1774
epoch: 1492 loss: 0.1774
epoch: 1493 loss: 0.1774
epoch: 1494 loss: 0.1773
epoch: 1495 loss: 0.1773
epoch: 1496 loss: 0.1773
epoch: 1497 loss: 0.1773
epoch: 1498 loss: 0.1772
epoch: 1499 loss: 0.1772
epoch: 1500 loss: 0.1772
epoch: 1501 loss: 0.1772
epoch: 1502 loss: 0.1772
epoch: 1503 loss: 0.1771
epoch: 1504 loss: 0.1771
epoch: 1505 loss: 0.1771
epoch: 1506 loss: 0.1771
epoch: 1507 loss: 0.1770
epoch: 1508 loss: 0.1770
epoch: 1509 loss: 0.1770
epoch: 1510 loss: 0.1770
epoch: 1511 loss: 0.1769
epoch: 1512 loss: 0.1769
epoch: 1513 loss: 0.1769
epoch: 1514 loss: 0.1769
epoch: 1515 loss: 0.1768
epoch: 1516 loss: 0.1768
epoch: 1517 loss: 0.1768
epoch: 1518 loss: 0.1768
epoch: 1519 loss: 0.1767
epoch: 1520 loss: 0.1767
epoch: 1521 loss: 0.1767
epoch: 1522 loss: 0.1767
epoch: 1523 loss: 0.1767
epoch: 1524 loss: 0.1766
epoch: 1525 loss: 0.1766
epoch: 1526 loss: 0.1766
epoch: 1527 loss: 0.1766
epoch: 1528 loss: 0.1765
epoch: 1529 loss: 0.1765
epoch: 1530 loss: 0.1765
epoch: 1531 loss: 0.1765
epoch: 1532 loss: 0.1764
epoch: 1533 loss: 0.1764
epoch: 1534 loss: 0.1764
epoch: 1535 loss: 0.1764
epoch: 1536 loss: 0.1763
epoch: 1537 loss: 0.1763
epoch: 1538 loss: 0.1763
epoch: 1539 loss: 0.1763
epoch: 1540 loss: 0.1762
epoch: 1541 loss: 0.1762
epoch: 1542 loss: 0.1762
epoch: 1543 loss: 0.1762
epoch: 1544 loss: 0.1762
epoch: 1545 loss: 0.1761
epoch: 1546 loss: 0.1761
epoch: 1547 loss: 0.1761
epoch: 1548 loss: 0.1761
epoch: 1549 loss: 0.1760
epoch: 1550 loss: 0.1760
epoch: 1551 loss: 0.1760
epoch: 1552 loss: 0.1760
epoch: 1553 loss: 0.1759
epoch: 1554 loss: 0.1759
epoch: 1555 loss: 0.1759
epoch: 1556 loss: 0.1759
epoch: 1557 loss: 0.1758
epoch: 1558 loss: 0.1758
epoch: 1559 loss: 0.1758
epoch: 1560 loss: 0.1758
epoch: 1561 loss: 0.1757
epoch: 1562 loss: 0.1757
epoch: 1563 loss: 0.1757
epoch: 1564 loss: 0.1757
epoch: 1565 loss: 0.1757
epoch: 1566 loss: 0.1756
epoch: 1567 loss: 0.1756
epoch: 1568 loss: 0.1756
epoch: 1569 loss: 0.1756
epoch: 1570 loss: 0.1755
epoch: 1571 loss: 0.1755
epoch: 1572 loss: 0.1755
epoch: 1573 loss: 0.1755
epoch: 1574 loss: 0.1754
epoch: 1575 loss: 0.1754
epoch: 1576 loss: 0.1754
epoch: 1577 loss: 0.1754
epoch: 1578 loss: 0.1753
epoch: 1579 loss: 0.1753
epoch: 1580 loss: 0.1753
epoch: 1581 loss: 0.1753
epoch: 1582 loss: 0.1752
epoch: 1583 loss: 0.1752
epoch: 1584 loss: 0.1752
epoch: 1585 loss: 0.1752
epoch: 1586 loss: 0.1752
epoch: 1587 loss: 0.1751
epoch: 1588 loss: 0.1751
epoch: 1589 loss: 0.1751
epoch: 1590 loss: 0.1751
epoch: 1591 loss: 0.1750
epoch: 1592 loss: 0.1750
epoch: 1593 loss: 0.1750
epoch: 1594 loss: 0.1750
epoch: 1595 loss: 0.1749
epoch: 1596 loss: 0.1749
epoch: 1597 loss: 0.1749
epoch: 1598 loss: 0.1749
epoch: 1599 loss: 0.1748
epoch: 1600 loss: 0.1748
epoch: 1601 loss: 0.1748
epoch: 1602 loss: 0.1748
epoch: 1603 loss: 0.1748
epoch: 1604 loss: 0.1747
epoch: 1605 loss: 0.1747
epoch: 1606 loss: 0.1747
epoch: 1607 loss: 0.1747
epoch: 1608 loss: 0.1746
epoch: 1609 loss: 0.1746
epoch: 1610 loss: 0.1746
epoch: 1611 loss: 0.1746
epoch: 1612 loss: 0.1745
epoch: 1613 loss: 0.1745
epoch: 1614 loss: 0.1745
epoch: 1615 loss: 0.1745
epoch: 1616 loss: 0.1744
epoch: 1617 loss: 0.1744
epoch: 1618 loss: 0.1744
epoch: 1619 loss: 0.1744
epoch: 1620 loss: 0.1744
epoch: 1621 loss: 0.1743
epoch: 1622 loss: 0.1743
epoch: 1623 loss: 0.1743
epoch: 1624 loss: 0.1743
epoch: 1625 loss: 0.1742
epoch: 1626 loss: 0.1742
epoch: 1627 loss: 0.1742
epoch: 1628 loss: 0.1742
epoch: 1629 loss: 0.1741
epoch: 1630 loss: 0.1741
epoch: 1631 loss: 0.1741
epoch: 1632 loss: 0.1741
epoch: 1633 loss: 0.1740
epoch: 1634 loss: 0.1740
epoch: 1635 loss: 0.1740
epoch: 1636 loss: 0.1740
epoch: 1637 loss: 0.1740
epoch: 1638 loss: 0.1739
epoch: 1639 loss: 0.1739
epoch: 1640 loss: 0.1739
epoch: 1641 loss: 0.1739
epoch: 1642 loss: 0.1738
epoch: 1643 loss: 0.1738
epoch: 1644 loss: 0.1738
epoch: 1645 loss: 0.1738
epoch: 1646 loss: 0.1737
epoch: 1647 loss: 0.1737
epoch: 1648 loss: 0.1737
epoch: 1649 loss: 0.1737
epoch: 1650 loss: 0.1737
epoch: 1651 loss: 0.1736
epoch: 1652 loss: 0.1736
epoch: 1653 loss: 0.1736
epoch: 1654 loss: 0.1736
epoch: 1655 loss: 0.1735
epoch: 1656 loss: 0.1735
epoch: 1657 loss: 0.1735
epoch: 1658 loss: 0.1735
epoch: 1659 loss: 0.1734
epoch: 1660 loss: 0.1734
epoch: 1661 loss: 0.1734
epoch: 1662 loss: 0.1734
epoch: 1663 loss: 0.1733
epoch: 1664 loss: 0.1733
epoch: 1665 loss: 0.1733
epoch: 1666 loss: 0.1733
epoch: 1667 loss: 0.1733
epoch: 1668 loss: 0.1732
epoch: 1669 loss: 0.1732
epoch: 1670 loss: 0.1732
epoch: 1671 loss: 0.1732
epoch: 1672 loss: 0.1731
epoch: 1673 loss: 0.1731
epoch: 1674 loss: 0.1731
epoch: 1675 loss: 0.1731
epoch: 1676 loss: 0.1730
epoch: 1677 loss: 0.1730
epoch: 1678 loss: 0.1730
epoch: 1679 loss: 0.1730
epoch: 1680 loss: 0.1730
epoch: 1681 loss: 0.1729
epoch: 1682 loss: 0.1729
epoch: 1683 loss: 0.1729
epoch: 1684 loss: 0.1729
epoch: 1685 loss: 0.1728
epoch: 1686 loss: 0.1728
epoch: 1687 loss: 0.1728
epoch: 1688 loss: 0.1728
epoch: 1689 loss: 0.1727
epoch: 1690 loss: 0.1727
epoch: 1691 loss: 0.1727
epoch: 1692 loss: 0.1727
epoch: 1693 loss: 0.1726
epoch: 1694 loss: 0.1726
epoch: 1695 loss: 0.1726
epoch: 1696 loss: 0.1726
epoch: 1697 loss: 0.1726
epoch: 1698 loss: 0.1725
epoch: 1699 loss: 0.1725
epoch: 1700 loss: 0.1725
epoch: 1701 loss: 0.1725
epoch: 1702 loss: 0.1724
epoch: 1703 loss: 0.1724
epoch: 1704 loss: 0.1724
epoch: 1705 loss: 0.1724
epoch: 1706 loss: 0.1723
epoch: 1707 loss: 0.1723
epoch: 1708 loss: 0.1723
epoch: 1709 loss: 0.1723
epoch: 1710 loss: 0.1723
epoch: 1711 loss: 0.1722
epoch: 1712 loss: 0.1722
epoch: 1713 loss: 0.1722
epoch: 1714 loss: 0.1722
epoch: 1715 loss: 0.1721
epoch: 1716 loss: 0.1721
epoch: 1717 loss: 0.1721
epoch: 1718 loss: 0.1721
epoch: 1719 loss: 0.1720
epoch: 1720 loss: 0.1720
epoch: 1721 loss: 0.1720
epoch: 1722 loss: 0.1720
epoch: 1723 loss: 0.1720
epoch: 1724 loss: 0.1719
epoch: 1725 loss: 0.1719
epoch: 1726 loss: 0.1719
epoch: 1727 loss: 0.1719
epoch: 1728 loss: 0.1718
epoch: 1729 loss: 0.1718
epoch: 1730 loss: 0.1718
epoch: 1731 loss: 0.1718
epoch: 1732 loss: 0.1717
epoch: 1733 loss: 0.1717
epoch: 1734 loss: 0.1717
epoch: 1735 loss: 0.1717
epoch: 1736 loss: 0.1717
epoch: 1737 loss: 0.1716
epoch: 1738 loss: 0.1716
epoch: 1739 loss: 0.1716
epoch: 1740 loss: 0.1716
epoch: 1741 loss: 0.1715
epoch: 1742 loss: 0.1715
epoch: 1743 loss: 0.1715
epoch: 1744 loss: 0.1715
epoch: 1745 loss: 0.1714
epoch: 1746 loss: 0.1714
epoch: 1747 loss: 0.1714
epoch: 1748 loss: 0.1714
epoch: 1749 loss: 0.1714
epoch: 1750 loss: 0.1713
epoch: 1751 loss: 0.1713
epoch: 1752 loss: 0.1713
epoch: 1753 loss: 0.1713
epoch: 1754 loss: 0.1712
epoch: 1755 loss: 0.1712
epoch: 1756 loss: 0.1712
epoch: 1757 loss: 0.1712
epoch: 1758 loss: 0.1711
epoch: 1759 loss: 0.1711
epoch: 1760 loss: 0.1711
epoch: 1761 loss: 0.1711
epoch: 1762 loss: 0.1711
epoch: 1763 loss: 0.1710
epoch: 1764 loss: 0.1710
epoch: 1765 loss: 0.1710
epoch: 1766 loss: 0.1710
epoch: 1767 loss: 0.1709
epoch: 1768 loss: 0.1709
epoch: 1769 loss: 0.1709
epoch: 1770 loss: 0.1709
epoch: 1771 loss: 0.1708
epoch: 1772 loss: 0.1708
epoch: 1773 loss: 0.1708
epoch: 1774 loss: 0.1708
epoch: 1775 loss: 0.1708
epoch: 1776 loss: 0.1707
epoch: 1777 loss: 0.1707
epoch: 1778 loss: 0.1707
epoch: 1779 loss: 0.1707
epoch: 1780 loss: 0.1706
epoch: 1781 loss: 0.1706
epoch: 1782 loss: 0.1706
epoch: 1783 loss: 0.1706
epoch: 1784 loss: 0.1705
epoch: 1785 loss: 0.1705
epoch: 1786 loss: 0.1705
epoch: 1787 loss: 0.1705
epoch: 1788 loss: 0.1705
epoch: 1789 loss: 0.1704
epoch: 1790 loss: 0.1704
epoch: 1791 loss: 0.1704
epoch: 1792 loss: 0.1704
epoch: 1793 loss: 0.1703
epoch: 1794 loss: 0.1703
epoch: 1795 loss: 0.1703
epoch: 1796 loss: 0.1703
epoch: 1797 loss: 0.1702
epoch: 1798 loss: 0.1702
epoch: 1799 loss: 0.1702
epoch: 1800 loss: 0.1702
epoch: 1801 loss: 0.1702
epoch: 1802 loss: 0.1701
epoch: 1803 loss: 0.1701
epoch: 1804 loss: 0.1701
epoch: 1805 loss: 0.1701
epoch: 1806 loss: 0.1700
epoch: 1807 loss: 0.1700
epoch: 1808 loss: 0.1700
epoch: 1809 loss: 0.1700
epoch: 1810 loss: 0.1700
epoch: 1811 loss: 0.1699
epoch: 1812 loss: 0.1699
epoch: 1813 loss: 0.1699
epoch: 1814 loss: 0.1699
epoch: 1815 loss: 0.1698
epoch: 1816 loss: 0.1698
epoch: 1817 loss: 0.1698
epoch: 1818 loss: 0.1698
epoch: 1819 loss: 0.1697
epoch: 1820 loss: 0.1697
epoch: 1821 loss: 0.1697
epoch: 1822 loss: 0.1697
epoch: 1823 loss: 0.1697
epoch: 1824 loss: 0.1696
epoch: 1825 loss: 0.1696
epoch: 1826 loss: 0.1696
epoch: 1827 loss: 0.1696
epoch: 1828 loss: 0.1695
epoch: 1829 loss: 0.1695
epoch: 1830 loss: 0.1695
epoch: 1831 loss: 0.1695
epoch: 1832 loss: 0.1694
epoch: 1833 loss: 0.1694
epoch: 1834 loss: 0.1694
epoch: 1835 loss: 0.1694
epoch: 1836 loss: 0.1694
epoch: 1837 loss: 0.1693
epoch: 1838 loss: 0.1693
epoch: 1839 loss: 0.1693
epoch: 1840 loss: 0.1693
epoch: 1841 loss: 0.1692
epoch: 1842 loss: 0.1692
epoch: 1843 loss: 0.1692
epoch: 1844 loss: 0.1692
epoch: 1845 loss: 0.1692
epoch: 1846 loss: 0.1691
epoch: 1847 loss: 0.1691
epoch: 1848 loss: 0.1691
epoch: 1849 loss: 0.1691
epoch: 1850 loss: 0.1690
epoch: 1851 loss: 0.1690
epoch: 1852 loss: 0.1690
epoch: 1853 loss: 0.1690
epoch: 1854 loss: 0.1689
epoch: 1855 loss: 0.1689
epoch: 1856 loss: 0.1689
epoch: 1857 loss: 0.1689
epoch: 1858 loss: 0.1689
epoch: 1859 loss: 0.1688
epoch: 1860 loss: 0.1688
epoch: 1861 loss: 0.1688
epoch: 1862 loss: 0.1688
epoch: 1863 loss: 0.1687
epoch: 1864 loss: 0.1687
epoch: 1865 loss: 0.1687
epoch: 1866 loss: 0.1687
epoch: 1867 loss: 0.1687
epoch: 1868 loss: 0.1686
epoch: 1869 loss: 0.1686
epoch: 1870 loss: 0.1686
epoch: 1871 loss: 0.1686
epoch: 1872 loss: 0.1685
epoch: 1873 loss: 0.1685
epoch: 1874 loss: 0.1685
epoch: 1875 loss: 0.1685
epoch: 1876 loss: 0.1684
epoch: 1877 loss: 0.1684
epoch: 1878 loss: 0.1684
epoch: 1879 loss: 0.1684
epoch: 1880 loss: 0.1684
epoch: 1881 loss: 0.1683
epoch: 1882 loss: 0.1683
epoch: 1883 loss: 0.1683
epoch: 1884 loss: 0.1683
epoch: 1885 loss: 0.1682
epoch: 1886 loss: 0.1682
epoch: 1887 loss: 0.1682
epoch: 1888 loss: 0.1682
epoch: 1889 loss: 0.1682
epoch: 1890 loss: 0.1681
epoch: 1891 loss: 0.1681
epoch: 1892 loss: 0.1681
epoch: 1893 loss: 0.1681
epoch: 1894 loss: 0.1680
epoch: 1895 loss: 0.1680
epoch: 1896 loss: 0.1680
epoch: 1897 loss: 0.1680
epoch: 1898 loss: 0.1680
epoch: 1899 loss: 0.1679
epoch: 1900 loss: 0.1679
epoch: 1901 loss: 0.1679
epoch: 1902 loss: 0.1679
epoch: 1903 loss: 0.1678
epoch: 1904 loss: 0.1678
epoch: 1905 loss: 0.1678
epoch: 1906 loss: 0.1678
epoch: 1907 loss: 0.1677
epoch: 1908 loss: 0.1677
epoch: 1909 loss: 0.1677
epoch: 1910 loss: 0.1677
epoch: 1911 loss: 0.1677
epoch: 1912 loss: 0.1676
epoch: 1913 loss: 0.1676
epoch: 1914 loss: 0.1676
epoch: 1915 loss: 0.1676
epoch: 1916 loss: 0.1675
epoch: 1917 loss: 0.1675
epoch: 1918 loss: 0.1675
epoch: 1919 loss: 0.1675
epoch: 1920 loss: 0.1675
epoch: 1921 loss: 0.1674
epoch: 1922 loss: 0.1674
epoch: 1923 loss: 0.1674
epoch: 1924 loss: 0.1674
epoch: 1925 loss: 0.1673
epoch: 1926 loss: 0.1673
epoch: 1927 loss: 0.1673
epoch: 1928 loss: 0.1673
epoch: 1929 loss: 0.1673
epoch: 1930 loss: 0.1672
epoch: 1931 loss: 0.1672
epoch: 1932 loss: 0.1672
epoch: 1933 loss: 0.1672
epoch: 1934 loss: 0.1671
epoch: 1935 loss: 0.1671
epoch: 1936 loss: 0.1671
epoch: 1937 loss: 0.1671
epoch: 1938 loss: 0.1671
epoch: 1939 loss: 0.1670
epoch: 1940 loss: 0.1670
epoch: 1941 loss: 0.1670
epoch: 1942 loss: 0.1670
epoch: 1943 loss: 0.1669
epoch: 1944 loss: 0.1669
epoch: 1945 loss: 0.1669
epoch: 1946 loss: 0.1669
epoch: 1947 loss: 0.1669
epoch: 1948 loss: 0.1668
epoch: 1949 loss: 0.1668
epoch: 1950 loss: 0.1668
epoch: 1951 loss: 0.1668
epoch: 1952 loss: 0.1667
epoch: 1953 loss: 0.1667
epoch: 1954 loss: 0.1667
epoch: 1955 loss: 0.1667
epoch: 1956 loss: 0.1666
epoch: 1957 loss: 0.1666
epoch: 1958 loss: 0.1666
epoch: 1959 loss: 0.1666
epoch: 1960 loss: 0.1666
epoch: 1961 loss: 0.1665
epoch: 1962 loss: 0.1665
epoch: 1963 loss: 0.1665
epoch: 1964 loss: 0.1665
epoch: 1965 loss: 0.1664
epoch: 1966 loss: 0.1664
epoch: 1967 loss: 0.1664
epoch: 1968 loss: 0.1664
epoch: 1969 loss: 0.1664
epoch: 1970 loss: 0.1663
epoch: 1971 loss: 0.1663
epoch: 1972 loss: 0.1663
epoch: 1973 loss: 0.1663
epoch: 1974 loss: 0.1662
epoch: 1975 loss: 0.1662
epoch: 1976 loss: 0.1662
epoch: 1977 loss: 0.1662
epoch: 1978 loss: 0.1662
epoch: 1979 loss: 0.1661
epoch: 1980 loss: 0.1661
epoch: 1981 loss: 0.1661
epoch: 1982 loss: 0.1661
epoch: 1983 loss: 0.1660
epoch: 1984 loss: 0.1660
epoch: 1985 loss: 0.1660
epoch: 1986 loss: 0.1660
epoch: 1987 loss: 0.1660
epoch: 1988 loss: 0.1659
epoch: 1989 loss: 0.1659
epoch: 1990 loss: 0.1659
epoch: 1991 loss: 0.1659
epoch: 1992 loss: 0.1658
epoch: 1993 loss: 0.1658
epoch: 1994 loss: 0.1658
epoch: 1995 loss: 0.1658
epoch: 1996 loss: 0.1658
epoch: 1997 loss: 0.1657
epoch: 1998 loss: 0.1657
epoch: 1999 loss: 0.1657
epoch: 2000 loss: 0.1657
epoch: 2001 loss: 0.1656
epoch: 2002 loss: 0.1656
epoch: 2003 loss: 0.1656
epoch: 2004 loss: 0.1656
epoch: 2005 loss: 0.1656
epoch: 2006 loss: 0.1655
epoch: 2007 loss: 0.1655
epoch: 2008 loss: 0.1655
epoch: 2009 loss: 0.1655
epoch: 2010 loss: 0.1654
epoch: 2011 loss: 0.1654
epoch: 2012 loss: 0.1654
epoch: 2013 loss: 0.1654
epoch: 2014 loss: 0.1654
epoch: 2015 loss: 0.1653
epoch: 2016 loss: 0.1653
epoch: 2017 loss: 0.1653
epoch: 2018 loss: 0.1653
epoch: 2019 loss: 0.1652
epoch: 2020 loss: 0.1652
epoch: 2021 loss: 0.1652
epoch: 2022 loss: 0.1652
epoch: 2023 loss: 0.1652
epoch: 2024 loss: 0.1651
epoch: 2025 loss: 0.1651
epoch: 2026 loss: 0.1651
epoch: 2027 loss: 0.1651
epoch: 2028 loss: 0.1650
epoch: 2029 loss: 0.1650
epoch: 2030 loss: 0.1650
epoch: 2031 loss: 0.1650
epoch: 2032 loss: 0.1650
epoch: 2033 loss: 0.1649
epoch: 2034 loss: 0.1649
epoch: 2035 loss: 0.1649
epoch: 2036 loss: 0.1649
epoch: 2037 loss: 0.1649
epoch: 2038 loss: 0.1648
epoch: 2039 loss: 0.1648
epoch: 2040 loss: 0.1648
epoch: 2041 loss: 0.1648
epoch: 2042 loss: 0.1647
epoch: 2043 loss: 0.1647
epoch: 2044 loss: 0.1647
epoch: 2045 loss: 0.1647
epoch: 2046 loss: 0.1647
epoch: 2047 loss: 0.1646
epoch: 2048 loss: 0.1646
epoch: 2049 loss: 0.1646
epoch: 2050 loss: 0.1646
epoch: 2051 loss: 0.1645
epoch: 2052 loss: 0.1645
epoch: 2053 loss: 0.1645
epoch: 2054 loss: 0.1645
epoch: 2055 loss: 0.1645
epoch: 2056 loss: 0.1644
epoch: 2057 loss: 0.1644
epoch: 2058 loss: 0.1644
epoch: 2059 loss: 0.1644
epoch: 2060 loss: 0.1643
epoch: 2061 loss: 0.1643
epoch: 2062 loss: 0.1643
epoch: 2063 loss: 0.1643
epoch: 2064 loss: 0.1643
epoch: 2065 loss: 0.1642
epoch: 2066 loss: 0.1642
epoch: 2067 loss: 0.1642
epoch: 2068 loss: 0.1642
epoch: 2069 loss: 0.1641
epoch: 2070 loss: 0.1641
epoch: 2071 loss: 0.1641
epoch: 2072 loss: 0.1641
epoch: 2073 loss: 0.1641
epoch: 2074 loss: 0.1640
epoch: 2075 loss: 0.1640
epoch: 2076 loss: 0.1640
epoch: 2077 loss: 0.1640
epoch: 2078 loss: 0.1639
epoch: 2079 loss: 0.1639
epoch: 2080 loss: 0.1639
epoch: 2081 loss: 0.1639
epoch: 2082 loss: 0.1639
epoch: 2083 loss: 0.1638
epoch: 2084 loss: 0.1638
epoch: 2085 loss: 0.1638
epoch: 2086 loss: 0.1638
epoch: 2087 loss: 0.1638
epoch: 2088 loss: 0.1637
epoch: 2089 loss: 0.1637
epoch: 2090 loss: 0.1637
epoch: 2091 loss: 0.1637
epoch: 2092 loss: 0.1636
epoch: 2093 loss: 0.1636
epoch: 2094 loss: 0.1636
epoch: 2095 loss: 0.1636
epoch: 2096 loss: 0.1636
epoch: 2097 loss: 0.1635
epoch: 2098 loss: 0.1635
epoch: 2099 loss: 0.1635
epoch: 2100 loss: 0.1635
epoch: 2101 loss: 0.1634
epoch: 2102 loss: 0.1634
epoch: 2103 loss: 0.1634
epoch: 2104 loss: 0.1634
epoch: 2105 loss: 0.1634
epoch: 2106 loss: 0.1633
epoch: 2107 loss: 0.1633
epoch: 2108 loss: 0.1633
epoch: 2109 loss: 0.1633
epoch: 2110 loss: 0.1632
epoch: 2111 loss: 0.1632
epoch: 2112 loss: 0.1632
epoch: 2113 loss: 0.1632
epoch: 2114 loss: 0.1632
epoch: 2115 loss: 0.1631
epoch: 2116 loss: 0.1631
epoch: 2117 loss: 0.1631
epoch: 2118 loss: 0.1631
epoch: 2119 loss: 0.1631
epoch: 2120 loss: 0.1630
epoch: 2121 loss: 0.1630
epoch: 2122 loss: 0.1630
epoch: 2123 loss: 0.1630
epoch: 2124 loss: 0.1629
epoch: 2125 loss: 0.1629
epoch: 2126 loss: 0.1629
epoch: 2127 loss: 0.1629
epoch: 2128 loss: 0.1629
epoch: 2129 loss: 0.1628
epoch: 2130 loss: 0.1628
epoch: 2131 loss: 0.1628
epoch: 2132 loss: 0.1628
epoch: 2133 loss: 0.1627
epoch: 2134 loss: 0.1627
epoch: 2135 loss: 0.1627
epoch: 2136 loss: 0.1627
epoch: 2137 loss: 0.1627
epoch: 2138 loss: 0.1626
epoch: 2139 loss: 0.1626
epoch: 2140 loss: 0.1626
epoch: 2141 loss: 0.1626
epoch: 2142 loss: 0.1626
epoch: 2143 loss: 0.1625
epoch: 2144 loss: 0.1625
epoch: 2145 loss: 0.1625
epoch: 2146 loss: 0.1625
epoch: 2147 loss: 0.1624
epoch: 2148 loss: 0.1624
epoch: 2149 loss: 0.1624
epoch: 2150 loss: 0.1624
epoch: 2151 loss: 0.1624
epoch: 2152 loss: 0.1623
epoch: 2153 loss: 0.1623
epoch: 2154 loss: 0.1623
epoch: 2155 loss: 0.1623
epoch: 2156 loss: 0.1623
epoch: 2157 loss: 0.1622
epoch: 2158 loss: 0.1622
epoch: 2159 loss: 0.1622
epoch: 2160 loss: 0.1622
epoch: 2161 loss: 0.1621
epoch: 2162 loss: 0.1621
epoch: 2163 loss: 0.1621
epoch: 2164 loss: 0.1621
epoch: 2165 loss: 0.1621
epoch: 2166 loss: 0.1620
epoch: 2167 loss: 0.1620
epoch: 2168 loss: 0.1620
epoch: 2169 loss: 0.1620
epoch: 2170 loss: 0.1619
epoch: 2171 loss: 0.1619
epoch: 2172 loss: 0.1619
epoch: 2173 loss: 0.1619
epoch: 2174 loss: 0.1619
epoch: 2175 loss: 0.1618
epoch: 2176 loss: 0.1618
epoch: 2177 loss: 0.1618
epoch: 2178 loss: 0.1618
epoch: 2179 loss: 0.1618
epoch: 2180 loss: 0.1617
epoch: 2181 loss: 0.1617
epoch: 2182 loss: 0.1617
epoch: 2183 loss: 0.1617
epoch: 2184 loss: 0.1616
epoch: 2185 loss: 0.1616
epoch: 2186 loss: 0.1616
epoch: 2187 loss: 0.1616
epoch: 2188 loss: 0.1616
epoch: 2189 loss: 0.1615
epoch: 2190 loss: 0.1615
epoch: 2191 loss: 0.1615
epoch: 2192 loss: 0.1615
epoch: 2193 loss: 0.1615
epoch: 2194 loss: 0.1614
epoch: 2195 loss: 0.1614
epoch: 2196 loss: 0.1614
epoch: 2197 loss: 0.1614
epoch: 2198 loss: 0.1613
epoch: 2199 loss: 0.1613
epoch: 2200 loss: 0.1613
epoch: 2201 loss: 0.1613
epoch: 2202 loss: 0.1613
epoch: 2203 loss: 0.1612
epoch: 2204 loss: 0.1612
epoch: 2205 loss: 0.1612
epoch: 2206 loss: 0.1612
epoch: 2207 loss: 0.1612
epoch: 2208 loss: 0.1611
epoch: 2209 loss: 0.1611
epoch: 2210 loss: 0.1611
epoch: 2211 loss: 0.1611
epoch: 2212 loss: 0.1610
epoch: 2213 loss: 0.1610
epoch: 2214 loss: 0.1610
epoch: 2215 loss: 0.1610
epoch: 2216 loss: 0.1610
epoch: 2217 loss: 0.1609
epoch: 2218 loss: 0.1609
epoch: 2219 loss: 0.1609
epoch: 2220 loss: 0.1609
epoch: 2221 loss: 0.1609
epoch: 2222 loss: 0.1608
epoch: 2223 loss: 0.1608
epoch: 2224 loss: 0.1608
epoch: 2225 loss: 0.1608
epoch: 2226 loss: 0.1607
epoch: 2227 loss: 0.1607
epoch: 2228 loss: 0.1607
epoch: 2229 loss: 0.1607
epoch: 2230 loss: 0.1607
epoch: 2231 loss: 0.1606
epoch: 2232 loss: 0.1606
epoch: 2233 loss: 0.1606
epoch: 2234 loss: 0.1606
epoch: 2235 loss: 0.1606
epoch: 2236 loss: 0.1605
epoch: 2237 loss: 0.1605
epoch: 2238 loss: 0.1605
epoch: 2239 loss: 0.1605
epoch: 2240 loss: 0.1604
epoch: 2241 loss: 0.1604
epoch: 2242 loss: 0.1604
epoch: 2243 loss: 0.1604
epoch: 2244 loss: 0.1604
epoch: 2245 loss: 0.1603
epoch: 2246 loss: 0.1603
epoch: 2247 loss: 0.1603
epoch: 2248 loss: 0.1603
epoch: 2249 loss: 0.1603
epoch: 2250 loss: 0.1602
epoch: 2251 loss: 0.1602
epoch: 2252 loss: 0.1602
epoch: 2253 loss: 0.1602
epoch: 2254 loss: 0.1602
epoch: 2255 loss: 0.1601
epoch: 2256 loss: 0.1601
epoch: 2257 loss: 0.1601
epoch: 2258 loss: 0.1601
epoch: 2259 loss: 0.1600
epoch: 2260 loss: 0.1600
epoch: 2261 loss: 0.1600
epoch: 2262 loss: 0.1600
epoch: 2263 loss: 0.1600
epoch: 2264 loss: 0.1599
epoch: 2265 loss: 0.1599
epoch: 2266 loss: 0.1599
epoch: 2267 loss: 0.1599
epoch: 2268 loss: 0.1599
epoch: 2269 loss: 0.1598
epoch: 2270 loss: 0.1598
epoch: 2271 loss: 0.1598
epoch: 2272 loss: 0.1598
epoch: 2273 loss: 0.1597
epoch: 2274 loss: 0.1597
epoch: 2275 loss: 0.1597
epoch: 2276 loss: 0.1597
epoch: 2277 loss: 0.1597
epoch: 2278 loss: 0.1596
epoch: 2279 loss: 0.1596
epoch: 2280 loss: 0.1596
epoch: 2281 loss: 0.1596
epoch: 2282 loss: 0.1596
epoch: 2283 loss: 0.1595
epoch: 2284 loss: 0.1595
epoch: 2285 loss: 0.1595
epoch: 2286 loss: 0.1595
epoch: 2287 loss: 0.1595
epoch: 2288 loss: 0.1594
epoch: 2289 loss: 0.1594
epoch: 2290 loss: 0.1594
epoch: 2291 loss: 0.1594
epoch: 2292 loss: 0.1593
epoch: 2293 loss: 0.1593
epoch: 2294 loss: 0.1593
epoch: 2295 loss: 0.1593
epoch: 2296 loss: 0.1593
epoch: 2297 loss: 0.1592
epoch: 2298 loss: 0.1592
epoch: 2299 loss: 0.1592
epoch: 2300 loss: 0.1592
epoch: 2301 loss: 0.1592
epoch: 2302 loss: 0.1591
epoch: 2303 loss: 0.1591
epoch: 2304 loss: 0.1591
epoch: 2305 loss: 0.1591
epoch: 2306 loss: 0.1591
epoch: 2307 loss: 0.1590
epoch: 2308 loss: 0.1590
epoch: 2309 loss: 0.1590
epoch: 2310 loss: 0.1590
epoch: 2311 loss: 0.1589
epoch: 2312 loss: 0.1589
epoch: 2313 loss: 0.1589
epoch: 2314 loss: 0.1589
epoch: 2315 loss: 0.1589
epoch: 2316 loss: 0.1588
epoch: 2317 loss: 0.1588
epoch: 2318 loss: 0.1588
epoch: 2319 loss: 0.1588
epoch: 2320 loss: 0.1588
epoch: 2321 loss: 0.1587
epoch: 2322 loss: 0.1587
epoch: 2323 loss: 0.1587
epoch: 2324 loss: 0.1587
epoch: 2325 loss: 0.1587
epoch: 2326 loss: 0.1586
epoch: 2327 loss: 0.1586
epoch: 2328 loss: 0.1586
epoch: 2329 loss: 0.1586
epoch: 2330 loss: 0.1585
epoch: 2331 loss: 0.1585
epoch: 2332 loss: 0.1585
epoch: 2333 loss: 0.1585
epoch: 2334 loss: 0.1585
epoch: 2335 loss: 0.1584
epoch: 2336 loss: 0.1584
epoch: 2337 loss: 0.1584
epoch: 2338 loss: 0.1584
epoch: 2339 loss: 0.1584
epoch: 2340 loss: 0.1583
epoch: 2341 loss: 0.1583
epoch: 2342 loss: 0.1583
epoch: 2343 loss: 0.1583
epoch: 2344 loss: 0.1583
epoch: 2345 loss: 0.1582
epoch: 2346 loss: 0.1582
epoch: 2347 loss: 0.1582
epoch: 2348 loss: 0.1582
epoch: 2349 loss: 0.1581
epoch: 2350 loss: 0.1581
epoch: 2351 loss: 0.1581
epoch: 2352 loss: 0.1581
epoch: 2353 loss: 0.1581
epoch: 2354 loss: 0.1580
epoch: 2355 loss: 0.1580
epoch: 2356 loss: 0.1580
epoch: 2357 loss: 0.1580
epoch: 2358 loss: 0.1580
epoch: 2359 loss: 0.1579
epoch: 2360 loss: 0.1579
epoch: 2361 loss: 0.1579
epoch: 2362 loss: 0.1579
epoch: 2363 loss: 0.1579
epoch: 2364 loss: 0.1578
epoch: 2365 loss: 0.1578
epoch: 2366 loss: 0.1578
epoch: 2367 loss: 0.1578
epoch: 2368 loss: 0.1578
epoch: 2369 loss: 0.1577
epoch: 2370 loss: 0.1577
epoch: 2371 loss: 0.1577
epoch: 2372 loss: 0.1577
epoch: 2373 loss: 0.1576
epoch: 2374 loss: 0.1576
epoch: 2375 loss: 0.1576
epoch: 2376 loss: 0.1576
epoch: 2377 loss: 0.1576
epoch: 2378 loss: 0.1575
epoch: 2379 loss: 0.1575
epoch: 2380 loss: 0.1575
epoch: 2381 loss: 0.1575
epoch: 2382 loss: 0.1575
epoch: 2383 loss: 0.1574
epoch: 2384 loss: 0.1574
epoch: 2385 loss: 0.1574
epoch: 2386 loss: 0.1574
epoch: 2387 loss: 0.1574
epoch: 2388 loss: 0.1573
epoch: 2389 loss: 0.1573
epoch: 2390 loss: 0.1573
epoch: 2391 loss: 0.1573
epoch: 2392 loss: 0.1573
epoch: 2393 loss: 0.1572
epoch: 2394 loss: 0.1572
epoch: 2395 loss: 0.1572
epoch: 2396 loss: 0.1572
epoch: 2397 loss: 0.1572
epoch: 2398 loss: 0.1571
epoch: 2399 loss: 0.1571
epoch: 2400 loss: 0.1571
epoch: 2401 loss: 0.1571
epoch: 2402 loss: 0.1570
epoch: 2403 loss: 0.1570
epoch: 2404 loss: 0.1570
epoch: 2405 loss: 0.1570
epoch: 2406 loss: 0.1570
epoch: 2407 loss: 0.1569
epoch: 2408 loss: 0.1569
epoch: 2409 loss: 0.1569
epoch: 2410 loss: 0.1569
epoch: 2411 loss: 0.1569
epoch: 2412 loss: 0.1568
epoch: 2413 loss: 0.1568
epoch: 2414 loss: 0.1568
epoch: 2415 loss: 0.1568
epoch: 2416 loss: 0.1568
epoch: 2417 loss: 0.1567
epoch: 2418 loss: 0.1567
epoch: 2419 loss: 0.1567
epoch: 2420 loss: 0.1567
epoch: 2421 loss: 0.1567
epoch: 2422 loss: 0.1566
epoch: 2423 loss: 0.1566
epoch: 2424 loss: 0.1566
epoch: 2425 loss: 0.1566
epoch: 2426 loss: 0.1566
epoch: 2427 loss: 0.1565
epoch: 2428 loss: 0.1565
epoch: 2429 loss: 0.1565
epoch: 2430 loss: 0.1565
epoch: 2431 loss: 0.1565
epoch: 2432 loss: 0.1564
epoch: 2433 loss: 0.1564
epoch: 2434 loss: 0.1564
epoch: 2435 loss: 0.1564
epoch: 2436 loss: 0.1563
epoch: 2437 loss: 0.1563
epoch: 2438 loss: 0.1563
epoch: 2439 loss: 0.1563
epoch: 2440 loss: 0.1563
epoch: 2441 loss: 0.1562
epoch: 2442 loss: 0.1562
epoch: 2443 loss: 0.1562
epoch: 2444 loss: 0.1562
epoch: 2445 loss: 0.1562
epoch: 2446 loss: 0.1561
epoch: 2447 loss: 0.1561
epoch: 2448 loss: 0.1561
epoch: 2449 loss: 0.1561
epoch: 2450 loss: 0.1561
epoch: 2451 loss: 0.1560
epoch: 2452 loss: 0.1560
epoch: 2453 loss: 0.1560
epoch: 2454 loss: 0.1560
epoch: 2455 loss: 0.1560
epoch: 2456 loss: 0.1559
epoch: 2457 loss: 0.1559
epoch: 2458 loss: 0.1559
epoch: 2459 loss: 0.1559
epoch: 2460 loss: 0.1559
epoch: 2461 loss: 0.1558
epoch: 2462 loss: 0.1558
epoch: 2463 loss: 0.1558
epoch: 2464 loss: 0.1558
epoch: 2465 loss: 0.1558
epoch: 2466 loss: 0.1557
epoch: 2467 loss: 0.1557
epoch: 2468 loss: 0.1557
epoch: 2469 loss: 0.1557
epoch: 2470 loss: 0.1557
epoch: 2471 loss: 0.1556
epoch: 2472 loss: 0.1556
epoch: 2473 loss: 0.1556
epoch: 2474 loss: 0.1556
epoch: 2475 loss: 0.1555
epoch: 2476 loss: 0.1555
epoch: 2477 loss: 0.1555
epoch: 2478 loss: 0.1555
epoch: 2479 loss: 0.1555
epoch: 2480 loss: 0.1554
epoch: 2481 loss: 0.1554
epoch: 2482 loss: 0.1554
epoch: 2483 loss: 0.1554
epoch: 2484 loss: 0.1554
epoch: 2485 loss: 0.1553
epoch: 2486 loss: 0.1553
epoch: 2487 loss: 0.1553
epoch: 2488 loss: 0.1553
epoch: 2489 loss: 0.1553
epoch: 2490 loss: 0.1552
epoch: 2491 loss: 0.1552
epoch: 2492 loss: 0.1552
epoch: 2493 loss: 0.1552
epoch: 2494 loss: 0.1552
epoch: 2495 loss: 0.1551
epoch: 2496 loss: 0.1551
epoch: 2497 loss: 0.1551
epoch: 2498 loss: 0.1551
epoch: 2499 loss: 0.1551
epoch: 2500 loss: 0.1550
epoch: 2501 loss: 0.1550
epoch: 2502 loss: 0.1550
epoch: 2503 loss: 0.1550
epoch: 2504 loss: 0.1550
epoch: 2505 loss: 0.1549
epoch: 2506 loss: 0.1549
epoch: 2507 loss: 0.1549
epoch: 2508 loss: 0.1549
epoch: 2509 loss: 0.1549
epoch: 2510 loss: 0.1548
epoch: 2511 loss: 0.1548
epoch: 2512 loss: 0.1548
epoch: 2513 loss: 0.1548
epoch: 2514 loss: 0.1548
epoch: 2515 loss: 0.1547
epoch: 2516 loss: 0.1547
epoch: 2517 loss: 0.1547
epoch: 2518 loss: 0.1547
epoch: 2519 loss: 0.1547
epoch: 2520 loss: 0.1546
epoch: 2521 loss: 0.1546
epoch: 2522 loss: 0.1546
epoch: 2523 loss: 0.1546
epoch: 2524 loss: 0.1546
epoch: 2525 loss: 0.1545
epoch: 2526 loss: 0.1545
epoch: 2527 loss: 0.1545
epoch: 2528 loss: 0.1545
epoch: 2529 loss: 0.1545
epoch: 2530 loss: 0.1544
epoch: 2531 loss: 0.1544
epoch: 2532 loss: 0.1544
epoch: 2533 loss: 0.1544
epoch: 2534 loss: 0.1544
epoch: 2535 loss: 0.1543
epoch: 2536 loss: 0.1543
epoch: 2537 loss: 0.1543
epoch: 2538 loss: 0.1543
epoch: 2539 loss: 0.1543
epoch: 2540 loss: 0.1542
epoch: 2541 loss: 0.1542
epoch: 2542 loss: 0.1542
epoch: 2543 loss: 0.1542
epoch: 2544 loss: 0.1542
epoch: 2545 loss: 0.1541
epoch: 2546 loss: 0.1541
epoch: 2547 loss: 0.1541
epoch: 2548 loss: 0.1541
epoch: 2549 loss: 0.1540
epoch: 2550 loss: 0.1540
epoch: 2551 loss: 0.1540
epoch: 2552 loss: 0.1540
epoch: 2553 loss: 0.1540
epoch: 2554 loss: 0.1539
epoch: 2555 loss: 0.1539
epoch: 2556 loss: 0.1539
epoch: 2557 loss: 0.1539
epoch: 2558 loss: 0.1539
epoch: 2559 loss: 0.1538
epoch: 2560 loss: 0.1538
epoch: 2561 loss: 0.1538
epoch: 2562 loss: 0.1538
epoch: 2563 loss: 0.1538
epoch: 2564 loss: 0.1537
epoch: 2565 loss: 0.1537
epoch: 2566 loss: 0.1537
epoch: 2567 loss: 0.1537
epoch: 2568 loss: 0.1537
epoch: 2569 loss: 0.1536
epoch: 2570 loss: 0.1536
epoch: 2571 loss: 0.1536
epoch: 2572 loss: 0.1536
epoch: 2573 loss: 0.1536
epoch: 2574 loss: 0.1535
epoch: 2575 loss: 0.1535
epoch: 2576 loss: 0.1535
epoch: 2577 loss: 0.1535
epoch: 2578 loss: 0.1535
epoch: 2579 loss: 0.1534
epoch: 2580 loss: 0.1534
epoch: 2581 loss: 0.1534
epoch: 2582 loss: 0.1534
epoch: 2583 loss: 0.1534
epoch: 2584 loss: 0.1533
epoch: 2585 loss: 0.1533
epoch: 2586 loss: 0.1533
epoch: 2587 loss: 0.1533
epoch: 2588 loss: 0.1533
epoch: 2589 loss: 0.1532
epoch: 2590 loss: 0.1532
epoch: 2591 loss: 0.1532
epoch: 2592 loss: 0.1532
epoch: 2593 loss: 0.1532
epoch: 2594 loss: 0.1531
epoch: 2595 loss: 0.1531
epoch: 2596 loss: 0.1531
epoch: 2597 loss: 0.1531
epoch: 2598 loss: 0.1531
epoch: 2599 loss: 0.1530
epoch: 2600 loss: 0.1530
epoch: 2601 loss: 0.1530
epoch: 2602 loss: 0.1530
epoch: 2603 loss: 0.1530
epoch: 2604 loss: 0.1529
epoch: 2605 loss: 0.1529
epoch: 2606 loss: 0.1529
epoch: 2607 loss: 0.1529
epoch: 2608 loss: 0.1529
epoch: 2609 loss: 0.1528
epoch: 2610 loss: 0.1528
epoch: 2611 loss: 0.1528
epoch: 2612 loss: 0.1528
epoch: 2613 loss: 0.1528
epoch: 2614 loss: 0.1528
epoch: 2615 loss: 0.1527
epoch: 2616 loss: 0.1527
epoch: 2617 loss: 0.1527
epoch: 2618 loss: 0.1527
epoch: 2619 loss: 0.1527
epoch: 2620 loss: 0.1526
epoch: 2621 loss: 0.1526
epoch: 2622 loss: 0.1526
epoch: 2623 loss: 0.1526
epoch: 2624 loss: 0.1526
epoch: 2625 loss: 0.1525
epoch: 2626 loss: 0.1525
epoch: 2627 loss: 0.1525
epoch: 2628 loss: 0.1525
epoch: 2629 loss: 0.1525
epoch: 2630 loss: 0.1524
epoch: 2631 loss: 0.1524
epoch: 2632 loss: 0.1524
epoch: 2633 loss: 0.1524
epoch: 2634 loss: 0.1524
epoch: 2635 loss: 0.1523
epoch: 2636 loss: 0.1523
epoch: 2637 loss: 0.1523
epoch: 2638 loss: 0.1523
epoch: 2639 loss: 0.1523
epoch: 2640 loss: 0.1522
epoch: 2641 loss: 0.1522
epoch: 2642 loss: 0.1522
epoch: 2643 loss: 0.1522
epoch: 2644 loss: 0.1522
epoch: 2645 loss: 0.1521
epoch: 2646 loss: 0.1521
epoch: 2647 loss: 0.1521
epoch: 2648 loss: 0.1521
epoch: 2649 loss: 0.1521
epoch: 2650 loss: 0.1520
epoch: 2651 loss: 0.1520
epoch: 2652 loss: 0.1520
epoch: 2653 loss: 0.1520
epoch: 2654 loss: 0.1520
epoch: 2655 loss: 0.1519
epoch: 2656 loss: 0.1519
epoch: 2657 loss: 0.1519
epoch: 2658 loss: 0.1519
epoch: 2659 loss: 0.1519
epoch: 2660 loss: 0.1518
epoch: 2661 loss: 0.1518
epoch: 2662 loss: 0.1518
epoch: 2663 loss: 0.1518
epoch: 2664 loss: 0.1518
epoch: 2665 loss: 0.1517
epoch: 2666 loss: 0.1517
epoch: 2667 loss: 0.1517
epoch: 2668 loss: 0.1517
epoch: 2669 loss: 0.1517
epoch: 2670 loss: 0.1516
epoch: 2671 loss: 0.1516
epoch: 2672 loss: 0.1516
epoch: 2673 loss: 0.1516
epoch: 2674 loss: 0.1516
epoch: 2675 loss: 0.1515
epoch: 2676 loss: 0.1515
epoch: 2677 loss: 0.1515
epoch: 2678 loss: 0.1515
epoch: 2679 loss: 0.1515
epoch: 2680 loss: 0.1514
epoch: 2681 loss: 0.1514
epoch: 2682 loss: 0.1514
epoch: 2683 loss: 0.1514
epoch: 2684 loss: 0.1514
epoch: 2685 loss: 0.1513
epoch: 2686 loss: 0.1513
epoch: 2687 loss: 0.1513
epoch: 2688 loss: 0.1513
epoch: 2689 loss: 0.1513
epoch: 2690 loss: 0.1513
epoch: 2691 loss: 0.1512
epoch: 2692 loss: 0.1512
epoch: 2693 loss: 0.1512
epoch: 2694 loss: 0.1512
epoch: 2695 loss: 0.1512
epoch: 2696 loss: 0.1511
epoch: 2697 loss: 0.1511
epoch: 2698 loss: 0.1511
epoch: 2699 loss: 0.1511
epoch: 2700 loss: 0.1511
epoch: 2701 loss: 0.1510
epoch: 2702 loss: 0.1510
epoch: 2703 loss: 0.1510
epoch: 2704 loss: 0.1510
epoch: 2705 loss: 0.1510
epoch: 2706 loss: 0.1509
epoch: 2707 loss: 0.1509
epoch: 2708 loss: 0.1509
epoch: 2709 loss: 0.1509
epoch: 2710 loss: 0.1509
epoch: 2711 loss: 0.1508
epoch: 2712 loss: 0.1508
epoch: 2713 loss: 0.1508
epoch: 2714 loss: 0.1508
epoch: 2715 loss: 0.1508
epoch: 2716 loss: 0.1507
epoch: 2717 loss: 0.1507
epoch: 2718 loss: 0.1507
epoch: 2719 loss: 0.1507
epoch: 2720 loss: 0.1507
epoch: 2721 loss: 0.1506
epoch: 2722 loss: 0.1506
epoch: 2723 loss: 0.1506
epoch: 2724 loss: 0.1506
epoch: 2725 loss: 0.1506
epoch: 2726 loss: 0.1505
epoch: 2727 loss: 0.1505
epoch: 2728 loss: 0.1505
epoch: 2729 loss: 0.1505
epoch: 2730 loss: 0.1505
epoch: 2731 loss: 0.1505
epoch: 2732 loss: 0.1504
epoch: 2733 loss: 0.1504
epoch: 2734 loss: 0.1504
epoch: 2735 loss: 0.1504
epoch: 2736 loss: 0.1504
epoch: 2737 loss: 0.1503
epoch: 2738 loss: 0.1503
epoch: 2739 loss: 0.1503
epoch: 2740 loss: 0.1503
epoch: 2741 loss: 0.1503
epoch: 2742 loss: 0.1502
epoch: 2743 loss: 0.1502
epoch: 2744 loss: 0.1502
epoch: 2745 loss: 0.1502
epoch: 2746 loss: 0.1502
epoch: 2747 loss: 0.1501
epoch: 2748 loss: 0.1501
epoch: 2749 loss: 0.1501
epoch: 2750 loss: 0.1501
epoch: 2751 loss: 0.1501
epoch: 2752 loss: 0.1500
epoch: 2753 loss: 0.1500
epoch: 2754 loss: 0.1500
epoch: 2755 loss: 0.1500
epoch: 2756 loss: 0.1500
epoch: 2757 loss: 0.1499
epoch: 2758 loss: 0.1499
epoch: 2759 loss: 0.1499
epoch: 2760 loss: 0.1499
epoch: 2761 loss: 0.1499
epoch: 2762 loss: 0.1499
epoch: 2763 loss: 0.1498
epoch: 2764 loss: 0.1498
epoch: 2765 loss: 0.1498
epoch: 2766 loss: 0.1498
epoch: 2767 loss: 0.1498
epoch: 2768 loss: 0.1497
epoch: 2769 loss: 0.1497
epoch: 2770 loss: 0.1497
epoch: 2771 loss: 0.1497
epoch: 2772 loss: 0.1497
epoch: 2773 loss: 0.1496
epoch: 2774 loss: 0.1496
epoch: 2775 loss: 0.1496
epoch: 2776 loss: 0.1496
epoch: 2777 loss: 0.1496
epoch: 2778 loss: 0.1495
epoch: 2779 loss: 0.1495
epoch: 2780 loss: 0.1495
epoch: 2781 loss: 0.1495
epoch: 2782 loss: 0.1495
epoch: 2783 loss: 0.1494
epoch: 2784 loss: 0.1494
epoch: 2785 loss: 0.1494
epoch: 2786 loss: 0.1494
epoch: 2787 loss: 0.1494
epoch: 2788 loss: 0.1493
epoch: 2789 loss: 0.1493
epoch: 2790 loss: 0.1493
epoch: 2791 loss: 0.1493
epoch: 2792 loss: 0.1493
epoch: 2793 loss: 0.1493
epoch: 2794 loss: 0.1492
epoch: 2795 loss: 0.1492
epoch: 2796 loss: 0.1492
epoch: 2797 loss: 0.1492
epoch: 2798 loss: 0.1492
epoch: 2799 loss: 0.1491
epoch: 2800 loss: 0.1491
epoch: 2801 loss: 0.1491
epoch: 2802 loss: 0.1491
epoch: 2803 loss: 0.1491
epoch: 2804 loss: 0.1490
epoch: 2805 loss: 0.1490
epoch: 2806 loss: 0.1490
epoch: 2807 loss: 0.1490
epoch: 2808 loss: 0.1490
epoch: 2809 loss: 0.1489
epoch: 2810 loss: 0.1489
epoch: 2811 loss: 0.1489
epoch: 2812 loss: 0.1489
epoch: 2813 loss: 0.1489
epoch: 2814 loss: 0.1489
epoch: 2815 loss: 0.1488
epoch: 2816 loss: 0.1488
epoch: 2817 loss: 0.1488
epoch: 2818 loss: 0.1488
epoch: 2819 loss: 0.1488
epoch: 2820 loss: 0.1487
epoch: 2821 loss: 0.1487
epoch: 2822 loss: 0.1487
epoch: 2823 loss: 0.1487
epoch: 2824 loss: 0.1487
epoch: 2825 loss: 0.1486
epoch: 2826 loss: 0.1486
epoch: 2827 loss: 0.1486
epoch: 2828 loss: 0.1486
epoch: 2829 loss: 0.1486
epoch: 2830 loss: 0.1485
epoch: 2831 loss: 0.1485
epoch: 2832 loss: 0.1485
epoch: 2833 loss: 0.1485
epoch: 2834 loss: 0.1485
epoch: 2835 loss: 0.1484
epoch: 2836 loss: 0.1484
epoch: 2837 loss: 0.1484
epoch: 2838 loss: 0.1484
epoch: 2839 loss: 0.1484
epoch: 2840 loss: 0.1484
epoch: 2841 loss: 0.1483
epoch: 2842 loss: 0.1483
epoch: 2843 loss: 0.1483
epoch: 2844 loss: 0.1483
epoch: 2845 loss: 0.1483
epoch: 2846 loss: 0.1482
epoch: 2847 loss: 0.1482
epoch: 2848 loss: 0.1482
epoch: 2849 loss: 0.1482
epoch: 2850 loss: 0.1482
epoch: 2851 loss: 0.1481
epoch: 2852 loss: 0.1481
epoch: 2853 loss: 0.1481
epoch: 2854 loss: 0.1481
epoch: 2855 loss: 0.1481
epoch: 2856 loss: 0.1481
epoch: 2857 loss: 0.1480
epoch: 2858 loss: 0.1480
epoch: 2859 loss: 0.1480
epoch: 2860 loss: 0.1480
epoch: 2861 loss: 0.1480
epoch: 2862 loss: 0.1479
epoch: 2863 loss: 0.1479
epoch: 2864 loss: 0.1479
epoch: 2865 loss: 0.1479
epoch: 2866 loss: 0.1479
epoch: 2867 loss: 0.1478
epoch: 2868 loss: 0.1478
epoch: 2869 loss: 0.1478
epoch: 2870 loss: 0.1478
epoch: 2871 loss: 0.1478
epoch: 2872 loss: 0.1477
epoch: 2873 loss: 0.1477
epoch: 2874 loss: 0.1477
epoch: 2875 loss: 0.1477
epoch: 2876 loss: 0.1477
epoch: 2877 loss: 0.1477
epoch: 2878 loss: 0.1476
epoch: 2879 loss: 0.1476
epoch: 2880 loss: 0.1476
epoch: 2881 loss: 0.1476
epoch: 2882 loss: 0.1476
epoch: 2883 loss: 0.1475
epoch: 2884 loss: 0.1475
epoch: 2885 loss: 0.1475
epoch: 2886 loss: 0.1475
epoch: 2887 loss: 0.1475
epoch: 2888 loss: 0.1474
epoch: 2889 loss: 0.1474
epoch: 2890 loss: 0.1474
epoch: 2891 loss: 0.1474
epoch: 2892 loss: 0.1474
epoch: 2893 loss: 0.1474
epoch: 2894 loss: 0.1473
epoch: 2895 loss: 0.1473
epoch: 2896 loss: 0.1473
epoch: 2897 loss: 0.1473
epoch: 2898 loss: 0.1473
epoch: 2899 loss: 0.1472
epoch: 2900 loss: 0.1472
epoch: 2901 loss: 0.1472
epoch: 2902 loss: 0.1472
epoch: 2903 loss: 0.1472
epoch: 2904 loss: 0.1471
epoch: 2905 loss: 0.1471
epoch: 2906 loss: 0.1471
epoch: 2907 loss: 0.1471
epoch: 2908 loss: 0.1471
epoch: 2909 loss: 0.1470
epoch: 2910 loss: 0.1470
epoch: 2911 loss: 0.1470
epoch: 2912 loss: 0.1470
epoch: 2913 loss: 0.1470
epoch: 2914 loss: 0.1470
epoch: 2915 loss: 0.1469
epoch: 2916 loss: 0.1469
epoch: 2917 loss: 0.1469
epoch: 2918 loss: 0.1469
epoch: 2919 loss: 0.1469
epoch: 2920 loss: 0.1468
epoch: 2921 loss: 0.1468
epoch: 2922 loss: 0.1468
epoch: 2923 loss: 0.1468
epoch: 2924 loss: 0.1468
epoch: 2925 loss: 0.1467
epoch: 2926 loss: 0.1467
epoch: 2927 loss: 0.1467
epoch: 2928 loss: 0.1467
epoch: 2929 loss: 0.1467
epoch: 2930 loss: 0.1467
epoch: 2931 loss: 0.1466
epoch: 2932 loss: 0.1466
epoch: 2933 loss: 0.1466
epoch: 2934 loss: 0.1466
epoch: 2935 loss: 0.1466
epoch: 2936 loss: 0.1465
epoch: 2937 loss: 0.1465
epoch: 2938 loss: 0.1465
epoch: 2939 loss: 0.1465
epoch: 2940 loss: 0.1465
epoch: 2941 loss: 0.1465
epoch: 2942 loss: 0.1464
epoch: 2943 loss: 0.1464
epoch: 2944 loss: 0.1464
epoch: 2945 loss: 0.1464
epoch: 2946 loss: 0.1464
epoch: 2947 loss: 0.1463
epoch: 2948 loss: 0.1463
epoch: 2949 loss: 0.1463
epoch: 2950 loss: 0.1463
epoch: 2951 loss: 0.1463
epoch: 2952 loss: 0.1462
epoch: 2953 loss: 0.1462
epoch: 2954 loss: 0.1462
epoch: 2955 loss: 0.1462
epoch: 2956 loss: 0.1462
epoch: 2957 loss: 0.1462
epoch: 2958 loss: 0.1461
epoch: 2959 loss: 0.1461
epoch: 2960 loss: 0.1461
epoch: 2961 loss: 0.1461
epoch: 2962 loss: 0.1461
epoch: 2963 loss: 0.1460
epoch: 2964 loss: 0.1460
epoch: 2965 loss: 0.1460
epoch: 2966 loss: 0.1460
epoch: 2967 loss: 0.1460
epoch: 2968 loss: 0.1459
epoch: 2969 loss: 0.1459
epoch: 2970 loss: 0.1459
epoch: 2971 loss: 0.1459
epoch: 2972 loss: 0.1459
epoch: 2973 loss: 0.1459
epoch: 2974 loss: 0.1458
epoch: 2975 loss: 0.1458
epoch: 2976 loss: 0.1458
epoch: 2977 loss: 0.1458
epoch: 2978 loss: 0.1458
epoch: 2979 loss: 0.1457
epoch: 2980 loss: 0.1457
epoch: 2981 loss: 0.1457
epoch: 2982 loss: 0.1457
epoch: 2983 loss: 0.1457
epoch: 2984 loss: 0.1457
epoch: 2985 loss: 0.1456
epoch: 2986 loss: 0.1456
epoch: 2987 loss: 0.1456
epoch: 2988 loss: 0.1456
epoch: 2989 loss: 0.1456
epoch: 2990 loss: 0.1455
epoch: 2991 loss: 0.1455
epoch: 2992 loss: 0.1455
epoch: 2993 loss: 0.1455
epoch: 2994 loss: 0.1455
epoch: 2995 loss: 0.1454
epoch: 2996 loss: 0.1454
epoch: 2997 loss: 0.1454
epoch: 2998 loss: 0.1454
epoch: 2999 loss: 0.1454
epoch: 3000 loss: 0.1454
epoch: 3001 loss: 0.1453
epoch: 3002 loss: 0.1453
epoch: 3003 loss: 0.1453
epoch: 3004 loss: 0.1453
epoch: 3005 loss: 0.1453
epoch: 3006 loss: 0.1452
epoch: 3007 loss: 0.1452
epoch: 3008 loss: 0.1452
epoch: 3009 loss: 0.1452
epoch: 3010 loss: 0.1452
epoch: 3011 loss: 0.1452
epoch: 3012 loss: 0.1451
epoch: 3013 loss: 0.1451
epoch: 3014 loss: 0.1451
epoch: 3015 loss: 0.1451
epoch: 3016 loss: 0.1451
epoch: 3017 loss: 0.1450
epoch: 3018 loss: 0.1450
epoch: 3019 loss: 0.1450
epoch: 3020 loss: 0.1450
epoch: 3021 loss: 0.1450
epoch: 3022 loss: 0.1450
epoch: 3023 loss: 0.1449
epoch: 3024 loss: 0.1449
epoch: 3025 loss: 0.1449
epoch: 3026 loss: 0.1449
epoch: 3027 loss: 0.1449
epoch: 3028 loss: 0.1448
epoch: 3029 loss: 0.1448
epoch: 3030 loss: 0.1448
epoch: 3031 loss: 0.1448
epoch: 3032 loss: 0.1448
epoch: 3033 loss: 0.1447
epoch: 3034 loss: 0.1447
epoch: 3035 loss: 0.1447
epoch: 3036 loss: 0.1447
epoch: 3037 loss: 0.1447
epoch: 3038 loss: 0.1447
epoch: 3039 loss: 0.1446
epoch: 3040 loss: 0.1446
epoch: 3041 loss: 0.1446
epoch: 3042 loss: 0.1446
epoch: 3043 loss: 0.1446
epoch: 3044 loss: 0.1445
epoch: 3045 loss: 0.1445
epoch: 3046 loss: 0.1445
epoch: 3047 loss: 0.1445
epoch: 3048 loss: 0.1445
epoch: 3049 loss: 0.1445
epoch: 3050 loss: 0.1444
epoch: 3051 loss: 0.1444
epoch: 3052 loss: 0.1444
epoch: 3053 loss: 0.1444
epoch: 3054 loss: 0.1444
epoch: 3055 loss: 0.1443
epoch: 3056 loss: 0.1443
epoch: 3057 loss: 0.1443
epoch: 3058 loss: 0.1443
epoch: 3059 loss: 0.1443
epoch: 3060 loss: 0.1443
epoch: 3061 loss: 0.1442
epoch: 3062 loss: 0.1442
epoch: 3063 loss: 0.1442
epoch: 3064 loss: 0.1442
epoch: 3065 loss: 0.1442
epoch: 3066 loss: 0.1441
epoch: 3067 loss: 0.1441
epoch: 3068 loss: 0.1441
epoch: 3069 loss: 0.1441
epoch: 3070 loss: 0.1441
epoch: 3071 loss: 0.1441
epoch: 3072 loss: 0.1440
epoch: 3073 loss: 0.1440
epoch: 3074 loss: 0.1440
epoch: 3075 loss: 0.1440
epoch: 3076 loss: 0.1440
epoch: 3077 loss: 0.1439
epoch: 3078 loss: 0.1439
epoch: 3079 loss: 0.1439
epoch: 3080 loss: 0.1439
epoch: 3081 loss: 0.1439
epoch: 3082 loss: 0.1439
epoch: 3083 loss: 0.1438
epoch: 3084 loss: 0.1438
epoch: 3085 loss: 0.1438
epoch: 3086 loss: 0.1438
epoch: 3087 loss: 0.1438
epoch: 3088 loss: 0.1437
epoch: 3089 loss: 0.1437
epoch: 3090 loss: 0.1437
epoch: 3091 loss: 0.1437
epoch: 3092 loss: 0.1437
epoch: 3093 loss: 0.1437
epoch: 3094 loss: 0.1436
epoch: 3095 loss: 0.1436
epoch: 3096 loss: 0.1436
epoch: 3097 loss: 0.1436
epoch: 3098 loss: 0.1436
epoch: 3099 loss: 0.1435
epoch: 3100 loss: 0.1435
epoch: 3101 loss: 0.1435
epoch: 3102 loss: 0.1435
epoch: 3103 loss: 0.1435
epoch: 3104 loss: 0.1435
epoch: 3105 loss: 0.1434
epoch: 3106 loss: 0.1434
epoch: 3107 loss: 0.1434
epoch: 3108 loss: 0.1434
epoch: 3109 loss: 0.1434
epoch: 3110 loss: 0.1433
epoch: 3111 loss: 0.1433
epoch: 3112 loss: 0.1433
epoch: 3113 loss: 0.1433
epoch: 3114 loss: 0.1433
epoch: 3115 loss: 0.1433
epoch: 3116 loss: 0.1432
epoch: 3117 loss: 0.1432
epoch: 3118 loss: 0.1432
epoch: 3119 loss: 0.1432
epoch: 3120 loss: 0.1432
epoch: 3121 loss: 0.1431
epoch: 3122 loss: 0.1431
epoch: 3123 loss: 0.1431
epoch: 3124 loss: 0.1431
epoch: 3125 loss: 0.1431
epoch: 3126 loss: 0.1431
epoch: 3127 loss: 0.1430
epoch: 3128 loss: 0.1430
epoch: 3129 loss: 0.1430
epoch: 3130 loss: 0.1430
epoch: 3131 loss: 0.1430
epoch: 3132 loss: 0.1429
epoch: 3133 loss: 0.1429
epoch: 3134 loss: 0.1429
epoch: 3135 loss: 0.1429
epoch: 3136 loss: 0.1429
epoch: 3137 loss: 0.1429
epoch: 3138 loss: 0.1428
epoch: 3139 loss: 0.1428
epoch: 3140 loss: 0.1428
epoch: 3141 loss: 0.1428
epoch: 3142 loss: 0.1428
epoch: 3143 loss: 0.1428
epoch: 3144 loss: 0.1427
epoch: 3145 loss: 0.1427
epoch: 3146 loss: 0.1427
epoch: 3147 loss: 0.1427
epoch: 3148 loss: 0.1427
epoch: 3149 loss: 0.1426
epoch: 3150 loss: 0.1426
epoch: 3151 loss: 0.1426
epoch: 3152 loss: 0.1426
epoch: 3153 loss: 0.1426
epoch: 3154 loss: 0.1426
epoch: 3155 loss: 0.1425
epoch: 3156 loss: 0.1425
epoch: 3157 loss: 0.1425
epoch: 3158 loss: 0.1425
epoch: 3159 loss: 0.1425
epoch: 3160 loss: 0.1424
epoch: 3161 loss: 0.1424
epoch: 3162 loss: 0.1424
epoch: 3163 loss: 0.1424
epoch: 3164 loss: 0.1424
epoch: 3165 loss: 0.1424
epoch: 3166 loss: 0.1423
epoch: 3167 loss: 0.1423
epoch: 3168 loss: 0.1423
epoch: 3169 loss: 0.1423
epoch: 3170 loss: 0.1423
epoch: 3171 loss: 0.1423
epoch: 3172 loss: 0.1422
epoch: 3173 loss: 0.1422
epoch: 3174 loss: 0.1422
epoch: 3175 loss: 0.1422
epoch: 3176 loss: 0.1422
epoch: 3177 loss: 0.1421
epoch: 3178 loss: 0.1421
epoch: 3179 loss: 0.1421
epoch: 3180 loss: 0.1421
epoch: 3181 loss: 0.1421
epoch: 3182 loss: 0.1421
epoch: 3183 loss: 0.1420
epoch: 3184 loss: 0.1420
epoch: 3185 loss: 0.1420
epoch: 3186 loss: 0.1420
epoch: 3187 loss: 0.1420
epoch: 3188 loss: 0.1419
epoch: 3189 loss: 0.1419
epoch: 3190 loss: 0.1419
epoch: 3191 loss: 0.1419
epoch: 3192 loss: 0.1419
epoch: 3193 loss: 0.1419
epoch: 3194 loss: 0.1418
epoch: 3195 loss: 0.1418
epoch: 3196 loss: 0.1418
epoch: 3197 loss: 0.1418
epoch: 3198 loss: 0.1418
epoch: 3199 loss: 0.1418
epoch: 3200 loss: 0.1417
epoch: 3201 loss: 0.1417
epoch: 3202 loss: 0.1417
epoch: 3203 loss: 0.1417
epoch: 3204 loss: 0.1417
epoch: 3205 loss: 0.1416
epoch: 3206 loss: 0.1416
epoch: 3207 loss: 0.1416
epoch: 3208 loss: 0.1416
epoch: 3209 loss: 0.1416
epoch: 3210 loss: 0.1416
epoch: 3211 loss: 0.1415
epoch: 3212 loss: 0.1415
epoch: 3213 loss: 0.1415
epoch: 3214 loss: 0.1415
epoch: 3215 loss: 0.1415
epoch: 3216 loss: 0.1415
epoch: 3217 loss: 0.1414
epoch: 3218 loss: 0.1414
epoch: 3219 loss: 0.1414
epoch: 3220 loss: 0.1414
epoch: 3221 loss: 0.1414
epoch: 3222 loss: 0.1413
epoch: 3223 loss: 0.1413
epoch: 3224 loss: 0.1413
epoch: 3225 loss: 0.1413
epoch: 3226 loss: 0.1413
epoch: 3227 loss: 0.1413
epoch: 3228 loss: 0.1412
epoch: 3229 loss: 0.1412
epoch: 3230 loss: 0.1412
epoch: 3231 loss: 0.1412
epoch: 3232 loss: 0.1412
epoch: 3233 loss: 0.1411
epoch: 3234 loss: 0.1411
epoch: 3235 loss: 0.1411
epoch: 3236 loss: 0.1411
epoch: 3237 loss: 0.1411
epoch: 3238 loss: 0.1411
epoch: 3239 loss: 0.1410
epoch: 3240 loss: 0.1410
epoch: 3241 loss: 0.1410
epoch: 3242 loss: 0.1410
epoch: 3243 loss: 0.1410
epoch: 3244 loss: 0.1410
epoch: 3245 loss: 0.1409
epoch: 3246 loss: 0.1409
epoch: 3247 loss: 0.1409
epoch: 3248 loss: 0.1409
epoch: 3249 loss: 0.1409
epoch: 3250 loss: 0.1409
epoch: 3251 loss: 0.1408
epoch: 3252 loss: 0.1408
epoch: 3253 loss: 0.1408
epoch: 3254 loss: 0.1408
epoch: 3255 loss: 0.1408
epoch: 3256 loss: 0.1407
epoch: 3257 loss: 0.1407
epoch: 3258 loss: 0.1407
epoch: 3259 loss: 0.1407
epoch: 3260 loss: 0.1407
epoch: 3261 loss: 0.1407
epoch: 3262 loss: 0.1406
epoch: 3263 loss: 0.1406
epoch: 3264 loss: 0.1406
epoch: 3265 loss: 0.1406
epoch: 3266 loss: 0.1406
epoch: 3267 loss: 0.1406
epoch: 3268 loss: 0.1405
epoch: 3269 loss: 0.1405
epoch: 3270 loss: 0.1405
epoch: 3271 loss: 0.1405
epoch: 3272 loss: 0.1405
epoch: 3273 loss: 0.1404
epoch: 3274 loss: 0.1404
epoch: 3275 loss: 0.1404
epoch: 3276 loss: 0.1404
epoch: 3277 loss: 0.1404
epoch: 3278 loss: 0.1404
epoch: 3279 loss: 0.1403
epoch: 3280 loss: 0.1403
epoch: 3281 loss: 0.1403
epoch: 3282 loss: 0.1403
epoch: 3283 loss: 0.1403
epoch: 3284 loss: 0.1403
epoch: 3285 loss: 0.1402
epoch: 3286 loss: 0.1402
epoch: 3287 loss: 0.1402
epoch: 3288 loss: 0.1402
epoch: 3289 loss: 0.1402
epoch: 3290 loss: 0.1401
epoch: 3291 loss: 0.1401
epoch: 3292 loss: 0.1401
epoch: 3293 loss: 0.1401
epoch: 3294 loss: 0.1401
epoch: 3295 loss: 0.1401
epoch: 3296 loss: 0.1400
epoch: 3297 loss: 0.1400
epoch: 3298 loss: 0.1400
epoch: 3299 loss: 0.1400
epoch: 3300 loss: 0.1400
epoch: 3301 loss: 0.1400
epoch: 3302 loss: 0.1399
epoch: 3303 loss: 0.1399
epoch: 3304 loss: 0.1399
epoch: 3305 loss: 0.1399
epoch: 3306 loss: 0.1399
epoch: 3307 loss: 0.1399
epoch: 3308 loss: 0.1398
epoch: 3309 loss: 0.1398
epoch: 3310 loss: 0.1398
epoch: 3311 loss: 0.1398
epoch: 3312 loss: 0.1398
epoch: 3313 loss: 0.1397
epoch: 3314 loss: 0.1397
epoch: 3315 loss: 0.1397
epoch: 3316 loss: 0.1397
epoch: 3317 loss: 0.1397
epoch: 3318 loss: 0.1397
epoch: 3319 loss: 0.1396
epoch: 3320 loss: 0.1396
epoch: 3321 loss: 0.1396
epoch: 3322 loss: 0.1396
epoch: 3323 loss: 0.1396
epoch: 3324 loss: 0.1396
epoch: 3325 loss: 0.1395
epoch: 3326 loss: 0.1395
epoch: 3327 loss: 0.1395
epoch: 3328 loss: 0.1395
epoch: 3329 loss: 0.1395
epoch: 3330 loss: 0.1395
epoch: 3331 loss: 0.1394
epoch: 3332 loss: 0.1394
epoch: 3333 loss: 0.1394
epoch: 3334 loss: 0.1394
epoch: 3335 loss: 0.1394
epoch: 3336 loss: 0.1393
epoch: 3337 loss: 0.1393
epoch: 3338 loss: 0.1393
epoch: 3339 loss: 0.1393
epoch: 3340 loss: 0.1393
epoch: 3341 loss: 0.1393
epoch: 3342 loss: 0.1392
epoch: 3343 loss: 0.1392
epoch: 3344 loss: 0.1392
epoch: 3345 loss: 0.1392
epoch: 3346 loss: 0.1392
epoch: 3347 loss: 0.1392
epoch: 3348 loss: 0.1391
epoch: 3349 loss: 0.1391
epoch: 3350 loss: 0.1391
epoch: 3351 loss: 0.1391
epoch: 3352 loss: 0.1391
epoch: 3353 loss: 0.1391
epoch: 3354 loss: 0.1390
epoch: 3355 loss: 0.1390
epoch: 3356 loss: 0.1390
epoch: 3357 loss: 0.1390
epoch: 3358 loss: 0.1390
epoch: 3359 loss: 0.1390
epoch: 3360 loss: 0.1389
epoch: 3361 loss: 0.1389
epoch: 3362 loss: 0.1389
epoch: 3363 loss: 0.1389
epoch: 3364 loss: 0.1389
epoch: 3365 loss: 0.1388
epoch: 3366 loss: 0.1388
epoch: 3367 loss: 0.1388
epoch: 3368 loss: 0.1388
epoch: 3369 loss: 0.1388
epoch: 3370 loss: 0.1388
epoch: 3371 loss: 0.1387
epoch: 3372 loss: 0.1387
epoch: 3373 loss: 0.1387
epoch: 3374 loss: 0.1387
epoch: 3375 loss: 0.1387
epoch: 3376 loss: 0.1387
epoch: 3377 loss: 0.1386
epoch: 3378 loss: 0.1386
epoch: 3379 loss: 0.1386
epoch: 3380 loss: 0.1386
epoch: 3381 loss: 0.1386
epoch: 3382 loss: 0.1386
epoch: 3383 loss: 0.1385
epoch: 3384 loss: 0.1385
epoch: 3385 loss: 0.1385
epoch: 3386 loss: 0.1385
epoch: 3387 loss: 0.1385
epoch: 3388 loss: 0.1385
epoch: 3389 loss: 0.1384
epoch: 3390 loss: 0.1384
epoch: 3391 loss: 0.1384
epoch: 3392 loss: 0.1384
epoch: 3393 loss: 0.1384
epoch: 3394 loss: 0.1384
epoch: 3395 loss: 0.1383
epoch: 3396 loss: 0.1383
epoch: 3397 loss: 0.1383
epoch: 3398 loss: 0.1383
epoch: 3399 loss: 0.1383
epoch: 3400 loss: 0.1382
epoch: 3401 loss: 0.1382
epoch: 3402 loss: 0.1382
epoch: 3403 loss: 0.1382
epoch: 3404 loss: 0.1382
epoch: 3405 loss: 0.1382
epoch: 3406 loss: 0.1381
epoch: 3407 loss: 0.1381
epoch: 3408 loss: 0.1381
epoch: 3409 loss: 0.1381
epoch: 3410 loss: 0.1381
epoch: 3411 loss: 0.1381
epoch: 3412 loss: 0.1380
epoch: 3413 loss: 0.1380
epoch: 3414 loss: 0.1380
epoch: 3415 loss: 0.1380
epoch: 3416 loss: 0.1380
epoch: 3417 loss: 0.1380
epoch: 3418 loss: 0.1379
epoch: 3419 loss: 0.1379
epoch: 3420 loss: 0.1379
epoch: 3421 loss: 0.1379
epoch: 3422 loss: 0.1379
epoch: 3423 loss: 0.1379
epoch: 3424 loss: 0.1378
epoch: 3425 loss: 0.1378
epoch: 3426 loss: 0.1378
epoch: 3427 loss: 0.1378
epoch: 3428 loss: 0.1378
epoch: 3429 loss: 0.1378
epoch: 3430 loss: 0.1377
epoch: 3431 loss: 0.1377
epoch: 3432 loss: 0.1377
epoch: 3433 loss: 0.1377
epoch: 3434 loss: 0.1377
epoch: 3435 loss: 0.1377
epoch: 3436 loss: 0.1376
epoch: 3437 loss: 0.1376
epoch: 3438 loss: 0.1376
epoch: 3439 loss: 0.1376
epoch: 3440 loss: 0.1376
epoch: 3441 loss: 0.1376
epoch: 3442 loss: 0.1375
epoch: 3443 loss: 0.1375
epoch: 3444 loss: 0.1375
epoch: 3445 loss: 0.1375
epoch: 3446 loss: 0.1375
epoch: 3447 loss: 0.1374
epoch: 3448 loss: 0.1374
epoch: 3449 loss: 0.1374
epoch: 3450 loss: 0.1374
epoch: 3451 loss: 0.1374
epoch: 3452 loss: 0.1374
epoch: 3453 loss: 0.1373
epoch: 3454 loss: 0.1373
epoch: 3455 loss: 0.1373
epoch: 3456 loss: 0.1373
epoch: 3457 loss: 0.1373
epoch: 3458 loss: 0.1373
epoch: 3459 loss: 0.1372
epoch: 3460 loss: 0.1372
epoch: 3461 loss: 0.1372
epoch: 3462 loss: 0.1372
epoch: 3463 loss: 0.1372
epoch: 3464 loss: 0.1372
epoch: 3465 loss: 0.1371
epoch: 3466 loss: 0.1371
epoch: 3467 loss: 0.1371
epoch: 3468 loss: 0.1371
epoch: 3469 loss: 0.1371
epoch: 3470 loss: 0.1371
epoch: 3471 loss: 0.1370
epoch: 3472 loss: 0.1370
epoch: 3473 loss: 0.1370
epoch: 3474 loss: 0.1370
epoch: 3475 loss: 0.1370
epoch: 3476 loss: 0.1370
epoch: 3477 loss: 0.1369
epoch: 3478 loss: 0.1369
epoch: 3479 loss: 0.1369
epoch: 3480 loss: 0.1369
epoch: 3481 loss: 0.1369
epoch: 3482 loss: 0.1369
epoch: 3483 loss: 0.1368
epoch: 3484 loss: 0.1368
epoch: 3485 loss: 0.1368
epoch: 3486 loss: 0.1368
epoch: 3487 loss: 0.1368
epoch: 3488 loss: 0.1368
epoch: 3489 loss: 0.1367
epoch: 3490 loss: 0.1367
epoch: 3491 loss: 0.1367
epoch: 3492 loss: 0.1367
epoch: 3493 loss: 0.1367
epoch: 3494 loss: 0.1367
epoch: 3495 loss: 0.1366
epoch: 3496 loss: 0.1366
epoch: 3497 loss: 0.1366
epoch: 3498 loss: 0.1366
epoch: 3499 loss: 0.1366
epoch: 3500 loss: 0.1366
epoch: 3501 loss: 0.1365
epoch: 3502 loss: 0.1365
epoch: 3503 loss: 0.1365
epoch: 3504 loss: 0.1365
epoch: 3505 loss: 0.1365
epoch: 3506 loss: 0.1365
epoch: 3507 loss: 0.1364
epoch: 3508 loss: 0.1364
epoch: 3509 loss: 0.1364
epoch: 3510 loss: 0.1364
epoch: 3511 loss: 0.1364
epoch: 3512 loss: 0.1364
epoch: 3513 loss: 0.1363
epoch: 3514 loss: 0.1363
epoch: 3515 loss: 0.1363
epoch: 3516 loss: 0.1363
epoch: 3517 loss: 0.1363
epoch: 3518 loss: 0.1363
epoch: 3519 loss: 0.1362
epoch: 3520 loss: 0.1362
epoch: 3521 loss: 0.1362
epoch: 3522 loss: 0.1362
epoch: 3523 loss: 0.1362
epoch: 3524 loss: 0.1362
epoch: 3525 loss: 0.1361
epoch: 3526 loss: 0.1361
epoch: 3527 loss: 0.1361
epoch: 3528 loss: 0.1361
epoch: 3529 loss: 0.1361
epoch: 3530 loss: 0.1361
epoch: 3531 loss: 0.1360
epoch: 3532 loss: 0.1360
epoch: 3533 loss: 0.1360
epoch: 3534 loss: 0.1360
epoch: 3535 loss: 0.1360
epoch: 3536 loss: 0.1360
epoch: 3537 loss: 0.1359
epoch: 3538 loss: 0.1359
epoch: 3539 loss: 0.1359
epoch: 3540 loss: 0.1359
epoch: 3541 loss: 0.1359
epoch: 3542 loss: 0.1359
epoch: 3543 loss: 0.1358
epoch: 3544 loss: 0.1358
epoch: 3545 loss: 0.1358
epoch: 3546 loss: 0.1358
epoch: 3547 loss: 0.1358
epoch: 3548 loss: 0.1358
epoch: 3549 loss: 0.1357
epoch: 3550 loss: 0.1357
epoch: 3551 loss: 0.1357
epoch: 3552 loss: 0.1357
epoch: 3553 loss: 0.1357
epoch: 3554 loss: 0.1357
epoch: 3555 loss: 0.1356
epoch: 3556 loss: 0.1356
epoch: 3557 loss: 0.1356
epoch: 3558 loss: 0.1356
epoch: 3559 loss: 0.1356
epoch: 3560 loss: 0.1356
epoch: 3561 loss: 0.1355
epoch: 3562 loss: 0.1355
epoch: 3563 loss: 0.1355
epoch: 3564 loss: 0.1355
epoch: 3565 loss: 0.1355
epoch: 3566 loss: 0.1355
epoch: 3567 loss: 0.1354
epoch: 3568 loss: 0.1354
epoch: 3569 loss: 0.1354
epoch: 3570 loss: 0.1354
epoch: 3571 loss: 0.1354
epoch: 3572 loss: 0.1354
epoch: 3573 loss: 0.1353
epoch: 3574 loss: 0.1353
epoch: 3575 loss: 0.1353
epoch: 3576 loss: 0.1353
epoch: 3577 loss: 0.1353
epoch: 3578 loss: 0.1353
epoch: 3579 loss: 0.1352
epoch: 3580 loss: 0.1352
epoch: 3581 loss: 0.1352
epoch: 3582 loss: 0.1352
epoch: 3583 loss: 0.1352
epoch: 3584 loss: 0.1352
epoch: 3585 loss: 0.1351
epoch: 3586 loss: 0.1351
epoch: 3587 loss: 0.1351
epoch: 3588 loss: 0.1351
epoch: 3589 loss: 0.1351
epoch: 3590 loss: 0.1351
epoch: 3591 loss: 0.1350
epoch: 3592 loss: 0.1350
epoch: 3593 loss: 0.1350
epoch: 3594 loss: 0.1350
epoch: 3595 loss: 0.1350
epoch: 3596 loss: 0.1350
epoch: 3597 loss: 0.1349
epoch: 3598 loss: 0.1349
epoch: 3599 loss: 0.1349
epoch: 3600 loss: 0.1349
epoch: 3601 loss: 0.1349
epoch: 3602 loss: 0.1349
epoch: 3603 loss: 0.1348
epoch: 3604 loss: 0.1348
epoch: 3605 loss: 0.1348
epoch: 3606 loss: 0.1348
epoch: 3607 loss: 0.1348
epoch: 3608 loss: 0.1348
epoch: 3609 loss: 0.1347
epoch: 3610 loss: 0.1347
epoch: 3611 loss: 0.1347
epoch: 3612 loss: 0.1347
epoch: 3613 loss: 0.1347
epoch: 3614 loss: 0.1347
epoch: 3615 loss: 0.1346
epoch: 3616 loss: 0.1346
epoch: 3617 loss: 0.1346
epoch: 3618 loss: 0.1346
epoch: 3619 loss: 0.1346
epoch: 3620 loss: 0.1346
epoch: 3621 loss: 0.1345
epoch: 3622 loss: 0.1345
epoch: 3623 loss: 0.1345
epoch: 3624 loss: 0.1345
epoch: 3625 loss: 0.1345
epoch: 3626 loss: 0.1345
epoch: 3627 loss: 0.1344
epoch: 3628 loss: 0.1344
epoch: 3629 loss: 0.1344
epoch: 3630 loss: 0.1344
epoch: 3631 loss: 0.1344
epoch: 3632 loss: 0.1344
epoch: 3633 loss: 0.1344
epoch: 3634 loss: 0.1343
epoch: 3635 loss: 0.1343
epoch: 3636 loss: 0.1343
epoch: 3637 loss: 0.1343
epoch: 3638 loss: 0.1343
epoch: 3639 loss: 0.1343
epoch: 3640 loss: 0.1342
epoch: 3641 loss: 0.1342
epoch: 3642 loss: 0.1342
epoch: 3643 loss: 0.1342
epoch: 3644 loss: 0.1342
epoch: 3645 loss: 0.1342
epoch: 3646 loss: 0.1341
epoch: 3647 loss: 0.1341
epoch: 3648 loss: 0.1341
epoch: 3649 loss: 0.1341
epoch: 3650 loss: 0.1341
epoch: 3651 loss: 0.1341
epoch: 3652 loss: 0.1340
epoch: 3653 loss: 0.1340
epoch: 3654 loss: 0.1340
epoch: 3655 loss: 0.1340
epoch: 3656 loss: 0.1340
epoch: 3657 loss: 0.1340
epoch: 3658 loss: 0.1339
epoch: 3659 loss: 0.1339
epoch: 3660 loss: 0.1339
epoch: 3661 loss: 0.1339
epoch: 3662 loss: 0.1339
epoch: 3663 loss: 0.1339
epoch: 3664 loss: 0.1338
epoch: 3665 loss: 0.1338
epoch: 3666 loss: 0.1338
epoch: 3667 loss: 0.1338
epoch: 3668 loss: 0.1338
epoch: 3669 loss: 0.1338
epoch: 3670 loss: 0.1337
epoch: 3671 loss: 0.1337
epoch: 3672 loss: 0.1337
epoch: 3673 loss: 0.1337
epoch: 3674 loss: 0.1337
epoch: 3675 loss: 0.1337
epoch: 3676 loss: 0.1337
epoch: 3677 loss: 0.1336
epoch: 3678 loss: 0.1336
epoch: 3679 loss: 0.1336
epoch: 3680 loss: 0.1336
epoch: 3681 loss: 0.1336
epoch: 3682 loss: 0.1336
epoch: 3683 loss: 0.1335
epoch: 3684 loss: 0.1335
epoch: 3685 loss: 0.1335
epoch: 3686 loss: 0.1335
epoch: 3687 loss: 0.1335
epoch: 3688 loss: 0.1335
epoch: 3689 loss: 0.1334
epoch: 3690 loss: 0.1334
epoch: 3691 loss: 0.1334
epoch: 3692 loss: 0.1334
epoch: 3693 loss: 0.1334
epoch: 3694 loss: 0.1334
epoch: 3695 loss: 0.1333
epoch: 3696 loss: 0.1333
epoch: 3697 loss: 0.1333
epoch: 3698 loss: 0.1333
epoch: 3699 loss: 0.1333
epoch: 3700 loss: 0.1333
epoch: 3701 loss: 0.1332
epoch: 3702 loss: 0.1332
epoch: 3703 loss: 0.1332
epoch: 3704 loss: 0.1332
epoch: 3705 loss: 0.1332
epoch: 3706 loss: 0.1332
epoch: 3707 loss: 0.1331
epoch: 3708 loss: 0.1331
epoch: 3709 loss: 0.1331
epoch: 3710 loss: 0.1331
epoch: 3711 loss: 0.1331
epoch: 3712 loss: 0.1331
epoch: 3713 loss: 0.1331
epoch: 3714 loss: 0.1330
epoch: 3715 loss: 0.1330
epoch: 3716 loss: 0.1330
epoch: 3717 loss: 0.1330
epoch: 3718 loss: 0.1330
epoch: 3719 loss: 0.1330
epoch: 3720 loss: 0.1329
epoch: 3721 loss: 0.1329
epoch: 3722 loss: 0.1329
epoch: 3723 loss: 0.1329
epoch: 3724 loss: 0.1329
epoch: 3725 loss: 0.1329
epoch: 3726 loss: 0.1328
epoch: 3727 loss: 0.1328
epoch: 3728 loss: 0.1328
epoch: 3729 loss: 0.1328
epoch: 3730 loss: 0.1328
epoch: 3731 loss: 0.1328
epoch: 3732 loss: 0.1327
epoch: 3733 loss: 0.1327
epoch: 3734 loss: 0.1327
epoch: 3735 loss: 0.1327
epoch: 3736 loss: 0.1327
epoch: 3737 loss: 0.1327
epoch: 3738 loss: 0.1327
epoch: 3739 loss: 0.1326
epoch: 3740 loss: 0.1326
epoch: 3741 loss: 0.1326
epoch: 3742 loss: 0.1326
epoch: 3743 loss: 0.1326
epoch: 3744 loss: 0.1326
epoch: 3745 loss: 0.1325
epoch: 3746 loss: 0.1325
epoch: 3747 loss: 0.1325
epoch: 3748 loss: 0.1325
epoch: 3749 loss: 0.1325
epoch: 3750 loss: 0.1325
epoch: 3751 loss: 0.1324
epoch: 3752 loss: 0.1324
epoch: 3753 loss: 0.1324
epoch: 3754 loss: 0.1324
epoch: 3755 loss: 0.1324
epoch: 3756 loss: 0.1324
epoch: 3757 loss: 0.1323
epoch: 3758 loss: 0.1323
epoch: 3759 loss: 0.1323
epoch: 3760 loss: 0.1323
epoch: 3761 loss: 0.1323
epoch: 3762 loss: 0.1323
epoch: 3763 loss: 0.1322
epoch: 3764 loss: 0.1322
epoch: 3765 loss: 0.1322
epoch: 3766 loss: 0.1322
epoch: 3767 loss: 0.1322
epoch: 3768 loss: 0.1322
epoch: 3769 loss: 0.1322
epoch: 3770 loss: 0.1321
epoch: 3771 loss: 0.1321
epoch: 3772 loss: 0.1321
epoch: 3773 loss: 0.1321
epoch: 3774 loss: 0.1321
epoch: 3775 loss: 0.1321
epoch: 3776 loss: 0.1320
epoch: 3777 loss: 0.1320
epoch: 3778 loss: 0.1320
epoch: 3779 loss: 0.1320
epoch: 3780 loss: 0.1320
epoch: 3781 loss: 0.1320
epoch: 3782 loss: 0.1319
epoch: 3783 loss: 0.1319
epoch: 3784 loss: 0.1319
epoch: 3785 loss: 0.1319
epoch: 3786 loss: 0.1319
epoch: 3787 loss: 0.1319
epoch: 3788 loss: 0.1319
epoch: 3789 loss: 0.1318
epoch: 3790 loss: 0.1318
epoch: 3791 loss: 0.1318
epoch: 3792 loss: 0.1318
epoch: 3793 loss: 0.1318
epoch: 3794 loss: 0.1318
epoch: 3795 loss: 0.1317
epoch: 3796 loss: 0.1317
epoch: 3797 loss: 0.1317
epoch: 3798 loss: 0.1317
epoch: 3799 loss: 0.1317
epoch: 3800 loss: 0.1317
epoch: 3801 loss: 0.1316
epoch: 3802 loss: 0.1316
epoch: 3803 loss: 0.1316
epoch: 3804 loss: 0.1316
epoch: 3805 loss: 0.1316
epoch: 3806 loss: 0.1316
epoch: 3807 loss: 0.1316
epoch: 3808 loss: 0.1315
epoch: 3809 loss: 0.1315
epoch: 3810 loss: 0.1315
epoch: 3811 loss: 0.1315
epoch: 3812 loss: 0.1315
epoch: 3813 loss: 0.1315
epoch: 3814 loss: 0.1314
epoch: 3815 loss: 0.1314
epoch: 3816 loss: 0.1314
epoch: 3817 loss: 0.1314
epoch: 3818 loss: 0.1314
epoch: 3819 loss: 0.1314
epoch: 3820 loss: 0.1313
epoch: 3821 loss: 0.1313
epoch: 3822 loss: 0.1313
epoch: 3823 loss: 0.1313
epoch: 3824 loss: 0.1313
epoch: 3825 loss: 0.1313
epoch: 3826 loss: 0.1312
epoch: 3827 loss: 0.1312
epoch: 3828 loss: 0.1312
epoch: 3829 loss: 0.1312
epoch: 3830 loss: 0.1312
epoch: 3831 loss: 0.1312
epoch: 3832 loss: 0.1312
epoch: 3833 loss: 0.1311
epoch: 3834 loss: 0.1311
epoch: 3835 loss: 0.1311
epoch: 3836 loss: 0.1311
epoch: 3837 loss: 0.1311
epoch: 3838 loss: 0.1311
epoch: 3839 loss: 0.1310
epoch: 3840 loss: 0.1310
epoch: 3841 loss: 0.1310
epoch: 3842 loss: 0.1310
epoch: 3843 loss: 0.1310
epoch: 3844 loss: 0.1310
epoch: 3845 loss: 0.1310
epoch: 3846 loss: 0.1309
epoch: 3847 loss: 0.1309
epoch: 3848 loss: 0.1309
epoch: 3849 loss: 0.1309
epoch: 3850 loss: 0.1309
epoch: 3851 loss: 0.1309
epoch: 3852 loss: 0.1308
epoch: 3853 loss: 0.1308
epoch: 3854 loss: 0.1308
epoch: 3855 loss: 0.1308
epoch: 3856 loss: 0.1308
epoch: 3857 loss: 0.1308
epoch: 3858 loss: 0.1307
epoch: 3859 loss: 0.1307
epoch: 3860 loss: 0.1307
epoch: 3861 loss: 0.1307
epoch: 3862 loss: 0.1307
epoch: 3863 loss: 0.1307
epoch: 3864 loss: 0.1307
epoch: 3865 loss: 0.1306
epoch: 3866 loss: 0.1306
epoch: 3867 loss: 0.1306
epoch: 3868 loss: 0.1306
epoch: 3869 loss: 0.1306
epoch: 3870 loss: 0.1306
epoch: 3871 loss: 0.1305
epoch: 3872 loss: 0.1305
epoch: 3873 loss: 0.1305
epoch: 3874 loss: 0.1305
epoch: 3875 loss: 0.1305
epoch: 3876 loss: 0.1305
epoch: 3877 loss: 0.1304
epoch: 3878 loss: 0.1304
epoch: 3879 loss: 0.1304
epoch: 3880 loss: 0.1304
epoch: 3881 loss: 0.1304
epoch: 3882 loss: 0.1304
epoch: 3883 loss: 0.1304
epoch: 3884 loss: 0.1303
epoch: 3885 loss: 0.1303
epoch: 3886 loss: 0.1303
epoch: 3887 loss: 0.1303
epoch: 3888 loss: 0.1303
epoch: 3889 loss: 0.1303
epoch: 3890 loss: 0.1302
epoch: 3891 loss: 0.1302
epoch: 3892 loss: 0.1302
epoch: 3893 loss: 0.1302
epoch: 3894 loss: 0.1302
epoch: 3895 loss: 0.1302
epoch: 3896 loss: 0.1302
epoch: 3897 loss: 0.1301
epoch: 3898 loss: 0.1301
epoch: 3899 loss: 0.1301
epoch: 3900 loss: 0.1301
epoch: 3901 loss: 0.1301
epoch: 3902 loss: 0.1301
epoch: 3903 loss: 0.1300
epoch: 3904 loss: 0.1300
epoch: 3905 loss: 0.1300
epoch: 3906 loss: 0.1300
epoch: 3907 loss: 0.1300
epoch: 3908 loss: 0.1300
epoch: 3909 loss: 0.1299
epoch: 3910 loss: 0.1299
epoch: 3911 loss: 0.1299
epoch: 3912 loss: 0.1299
epoch: 3913 loss: 0.1299
epoch: 3914 loss: 0.1299
epoch: 3915 loss: 0.1299
epoch: 3916 loss: 0.1298
epoch: 3917 loss: 0.1298
epoch: 3918 loss: 0.1298
epoch: 3919 loss: 0.1298
epoch: 3920 loss: 0.1298
epoch: 3921 loss: 0.1298
epoch: 3922 loss: 0.1297
epoch: 3923 loss: 0.1297
epoch: 3924 loss: 0.1297
epoch: 3925 loss: 0.1297
epoch: 3926 loss: 0.1297
epoch: 3927 loss: 0.1297
epoch: 3928 loss: 0.1297
epoch: 3929 loss: 0.1296
epoch: 3930 loss: 0.1296
epoch: 3931 loss: 0.1296
epoch: 3932 loss: 0.1296
epoch: 3933 loss: 0.1296
epoch: 3934 loss: 0.1296
epoch: 3935 loss: 0.1295
epoch: 3936 loss: 0.1295
epoch: 3937 loss: 0.1295
epoch: 3938 loss: 0.1295
epoch: 3939 loss: 0.1295
epoch: 3940 loss: 0.1295
epoch: 3941 loss: 0.1295
epoch: 3942 loss: 0.1294
epoch: 3943 loss: 0.1294
epoch: 3944 loss: 0.1294
epoch: 3945 loss: 0.1294
epoch: 3946 loss: 0.1294
epoch: 3947 loss: 0.1294
epoch: 3948 loss: 0.1293
epoch: 3949 loss: 0.1293
epoch: 3950 loss: 0.1293
epoch: 3951 loss: 0.1293
epoch: 3952 loss: 0.1293
epoch: 3953 loss: 0.1293
epoch: 3954 loss: 0.1293
epoch: 3955 loss: 0.1292
epoch: 3956 loss: 0.1292
epoch: 3957 loss: 0.1292
epoch: 3958 loss: 0.1292
epoch: 3959 loss: 0.1292
epoch: 3960 loss: 0.1292
epoch: 3961 loss: 0.1291
epoch: 3962 loss: 0.1291
epoch: 3963 loss: 0.1291
epoch: 3964 loss: 0.1291
epoch: 3965 loss: 0.1291
epoch: 3966 loss: 0.1291
epoch: 3967 loss: 0.1291
epoch: 3968 loss: 0.1290
epoch: 3969 loss: 0.1290
epoch: 3970 loss: 0.1290
epoch: 3971 loss: 0.1290
epoch: 3972 loss: 0.1290
epoch: 3973 loss: 0.1290
epoch: 3974 loss: 0.1289
epoch: 3975 loss: 0.1289
epoch: 3976 loss: 0.1289
epoch: 3977 loss: 0.1289
epoch: 3978 loss: 0.1289
epoch: 3979 loss: 0.1289
epoch: 3980 loss: 0.1289
epoch: 3981 loss: 0.1288
epoch: 3982 loss: 0.1288
epoch: 3983 loss: 0.1288
epoch: 3984 loss: 0.1288
epoch: 3985 loss: 0.1288
epoch: 3986 loss: 0.1288
epoch: 3987 loss: 0.1287
epoch: 3988 loss: 0.1287
epoch: 3989 loss: 0.1287
epoch: 3990 loss: 0.1287
epoch: 3991 loss: 0.1287
epoch: 3992 loss: 0.1287
epoch: 3993 loss: 0.1287
epoch: 3994 loss: 0.1286
epoch: 3995 loss: 0.1286
epoch: 3996 loss: 0.1286
epoch: 3997 loss: 0.1286
epoch: 3998 loss: 0.1286
epoch: 3999 loss: 0.1286
epoch: 4000 loss: 0.1285
epoch: 4001 loss: 0.1285
epoch: 4002 loss: 0.1285
epoch: 4003 loss: 0.1285
epoch: 4004 loss: 0.1285
epoch: 4005 loss: 0.1285
epoch: 4006 loss: 0.1285
epoch: 4007 loss: 0.1284
epoch: 4008 loss: 0.1284
epoch: 4009 loss: 0.1284
epoch: 4010 loss: 0.1284
epoch: 4011 loss: 0.1284
epoch: 4012 loss: 0.1284
epoch: 4013 loss: 0.1283
epoch: 4014 loss: 0.1283
epoch: 4015 loss: 0.1283
epoch: 4016 loss: 0.1283
epoch: 4017 loss: 0.1283
epoch: 4018 loss: 0.1283
epoch: 4019 loss: 0.1283
epoch: 4020 loss: 0.1282
epoch: 4021 loss: 0.1282
epoch: 4022 loss: 0.1282
epoch: 4023 loss: 0.1282
epoch: 4024 loss: 0.1282
epoch: 4025 loss: 0.1282
epoch: 4026 loss: 0.1282
epoch: 4027 loss: 0.1281
epoch: 4028 loss: 0.1281
epoch: 4029 loss: 0.1281
epoch: 4030 loss: 0.1281
epoch: 4031 loss: 0.1281
epoch: 4032 loss: 0.1281
epoch: 4033 loss: 0.1280
epoch: 4034 loss: 0.1280
epoch: 4035 loss: 0.1280
epoch: 4036 loss: 0.1280
epoch: 4037 loss: 0.1280
epoch: 4038 loss: 0.1280
epoch: 4039 loss: 0.1280
epoch: 4040 loss: 0.1279
epoch: 4041 loss: 0.1279
epoch: 4042 loss: 0.1279
epoch: 4043 loss: 0.1279
epoch: 4044 loss: 0.1279
epoch: 4045 loss: 0.1279
epoch: 4046 loss: 0.1278
epoch: 4047 loss: 0.1278
epoch: 4048 loss: 0.1278
epoch: 4049 loss: 0.1278
epoch: 4050 loss: 0.1278
epoch: 4051 loss: 0.1278
epoch: 4052 loss: 0.1278
epoch: 4053 loss: 0.1277
epoch: 4054 loss: 0.1277
epoch: 4055 loss: 0.1277
epoch: 4056 loss: 0.1277
epoch: 4057 loss: 0.1277
epoch: 4058 loss: 0.1277
epoch: 4059 loss: 0.1276
epoch: 4060 loss: 0.1276
epoch: 4061 loss: 0.1276
epoch: 4062 loss: 0.1276
epoch: 4063 loss: 0.1276
epoch: 4064 loss: 0.1276
epoch: 4065 loss: 0.1276
epoch: 4066 loss: 0.1275
epoch: 4067 loss: 0.1275
epoch: 4068 loss: 0.1275
epoch: 4069 loss: 0.1275
epoch: 4070 loss: 0.1275
epoch: 4071 loss: 0.1275
epoch: 4072 loss: 0.1275
epoch: 4073 loss: 0.1274
epoch: 4074 loss: 0.1274
epoch: 4075 loss: 0.1274
epoch: 4076 loss: 0.1274
epoch: 4077 loss: 0.1274
epoch: 4078 loss: 0.1274
epoch: 4079 loss: 0.1273
epoch: 4080 loss: 0.1273
epoch: 4081 loss: 0.1273
epoch: 4082 loss: 0.1273
epoch: 4083 loss: 0.1273
epoch: 4084 loss: 0.1273
epoch: 4085 loss: 0.1273
epoch: 4086 loss: 0.1272
epoch: 4087 loss: 0.1272
epoch: 4088 loss: 0.1272
epoch: 4089 loss: 0.1272
epoch: 4090 loss: 0.1272
epoch: 4091 loss: 0.1272
epoch: 4092 loss: 0.1272
epoch: 4093 loss: 0.1271
epoch: 4094 loss: 0.1271
epoch: 4095 loss: 0.1271
epoch: 4096 loss: 0.1271
epoch: 4097 loss: 0.1271
epoch: 4098 loss: 0.1271
epoch: 4099 loss: 0.1270
epoch: 4100 loss: 0.1270
epoch: 4101 loss: 0.1270
epoch: 4102 loss: 0.1270
epoch: 4103 loss: 0.1270
epoch: 4104 loss: 0.1270
epoch: 4105 loss: 0.1270
epoch: 4106 loss: 0.1269
epoch: 4107 loss: 0.1269
epoch: 4108 loss: 0.1269
epoch: 4109 loss: 0.1269
epoch: 4110 loss: 0.1269
epoch: 4111 loss: 0.1269
epoch: 4112 loss: 0.1269
epoch: 4113 loss: 0.1268
epoch: 4114 loss: 0.1268
epoch: 4115 loss: 0.1268
epoch: 4116 loss: 0.1268
epoch: 4117 loss: 0.1268
epoch: 4118 loss: 0.1268
epoch: 4119 loss: 0.1267
epoch: 4120 loss: 0.1267
epoch: 4121 loss: 0.1267
epoch: 4122 loss: 0.1267
epoch: 4123 loss: 0.1267
epoch: 4124 loss: 0.1267
epoch: 4125 loss: 0.1267
epoch: 4126 loss: 0.1266
epoch: 4127 loss: 0.1266
epoch: 4128 loss: 0.1266
epoch: 4129 loss: 0.1266
epoch: 4130 loss: 0.1266
epoch: 4131 loss: 0.1266
epoch: 4132 loss: 0.1266
epoch: 4133 loss: 0.1265
epoch: 4134 loss: 0.1265
epoch: 4135 loss: 0.1265
epoch: 4136 loss: 0.1265
epoch: 4137 loss: 0.1265
epoch: 4138 loss: 0.1265
epoch: 4139 loss: 0.1264
epoch: 4140 loss: 0.1264
epoch: 4141 loss: 0.1264
epoch: 4142 loss: 0.1264
epoch: 4143 loss: 0.1264
epoch: 4144 loss: 0.1264
epoch: 4145 loss: 0.1264
epoch: 4146 loss: 0.1263
epoch: 4147 loss: 0.1263
epoch: 4148 loss: 0.1263
epoch: 4149 loss: 0.1263
epoch: 4150 loss: 0.1263
epoch: 4151 loss: 0.1263
epoch: 4152 loss: 0.1263
epoch: 4153 loss: 0.1262
epoch: 4154 loss: 0.1262
epoch: 4155 loss: 0.1262
epoch: 4156 loss: 0.1262
epoch: 4157 loss: 0.1262
epoch: 4158 loss: 0.1262
epoch: 4159 loss: 0.1262
epoch: 4160 loss: 0.1261
epoch: 4161 loss: 0.1261
epoch: 4162 loss: 0.1261
epoch: 4163 loss: 0.1261
epoch: 4164 loss: 0.1261
epoch: 4165 loss: 0.1261
epoch: 4166 loss: 0.1260
epoch: 4167 loss: 0.1260
epoch: 4168 loss: 0.1260
epoch: 4169 loss: 0.1260
epoch: 4170 loss: 0.1260
epoch: 4171 loss: 0.1260
epoch: 4172 loss: 0.1260
epoch: 4173 loss: 0.1259
epoch: 4174 loss: 0.1259
epoch: 4175 loss: 0.1259
epoch: 4176 loss: 0.1259
epoch: 4177 loss: 0.1259
epoch: 4178 loss: 0.1259
epoch: 4179 loss: 0.1259
epoch: 4180 loss: 0.1258
epoch: 4181 loss: 0.1258
epoch: 4182 loss: 0.1258
epoch: 4183 loss: 0.1258
epoch: 4184 loss: 0.1258
epoch: 4185 loss: 0.1258
epoch: 4186 loss: 0.1258
epoch: 4187 loss: 0.1257
epoch: 4188 loss: 0.1257
epoch: 4189 loss: 0.1257
epoch: 4190 loss: 0.1257
epoch: 4191 loss: 0.1257
epoch: 4192 loss: 0.1257
epoch: 4193 loss: 0.1256
epoch: 4194 loss: 0.1256
epoch: 4195 loss: 0.1256
epoch: 4196 loss: 0.1256
epoch: 4197 loss: 0.1256
epoch: 4198 loss: 0.1256
epoch: 4199 loss: 0.1256
epoch: 4200 loss: 0.1255
epoch: 4201 loss: 0.1255
epoch: 4202 loss: 0.1255
epoch: 4203 loss: 0.1255
epoch: 4204 loss: 0.1255
epoch: 4205 loss: 0.1255
epoch: 4206 loss: 0.1255
epoch: 4207 loss: 0.1254
epoch: 4208 loss: 0.1254
epoch: 4209 loss: 0.1254
epoch: 4210 loss: 0.1254
epoch: 4211 loss: 0.1254
epoch: 4212 loss: 0.1254
epoch: 4213 loss: 0.1254
epoch: 4214 loss: 0.1253
epoch: 4215 loss: 0.1253
epoch: 4216 loss: 0.1253
epoch: 4217 loss: 0.1253
epoch: 4218 loss: 0.1253
epoch: 4219 loss: 0.1253
epoch: 4220 loss: 0.1253
epoch: 4221 loss: 0.1252
epoch: 4222 loss: 0.1252
epoch: 4223 loss: 0.1252
epoch: 4224 loss: 0.1252
epoch: 4225 loss: 0.1252
epoch: 4226 loss: 0.1252
epoch: 4227 loss: 0.1251
epoch: 4228 loss: 0.1251
epoch: 4229 loss: 0.1251
epoch: 4230 loss: 0.1251
epoch: 4231 loss: 0.1251
epoch: 4232 loss: 0.1251
epoch: 4233 loss: 0.1251
epoch: 4234 loss: 0.1250
epoch: 4235 loss: 0.1250
epoch: 4236 loss: 0.1250
epoch: 4237 loss: 0.1250
epoch: 4238 loss: 0.1250
epoch: 4239 loss: 0.1250
epoch: 4240 loss: 0.1250
epoch: 4241 loss: 0.1249
epoch: 4242 loss: 0.1249
epoch: 4243 loss: 0.1249
epoch: 4244 loss: 0.1249
epoch: 4245 loss: 0.1249
epoch: 4246 loss: 0.1249
epoch: 4247 loss: 0.1249
epoch: 4248 loss: 0.1248
epoch: 4249 loss: 0.1248
epoch: 4250 loss: 0.1248
epoch: 4251 loss: 0.1248
epoch: 4252 loss: 0.1248
epoch: 4253 loss: 0.1248
epoch: 4254 loss: 0.1248
epoch: 4255 loss: 0.1247
epoch: 4256 loss: 0.1247
epoch: 4257 loss: 0.1247
epoch: 4258 loss: 0.1247
epoch: 4259 loss: 0.1247
epoch: 4260 loss: 0.1247
epoch: 4261 loss: 0.1247
epoch: 4262 loss: 0.1246
epoch: 4263 loss: 0.1246
epoch: 4264 loss: 0.1246
epoch: 4265 loss: 0.1246
epoch: 4266 loss: 0.1246
epoch: 4267 loss: 0.1246
epoch: 4268 loss: 0.1245
epoch: 4269 loss: 0.1245
epoch: 4270 loss: 0.1245
epoch: 4271 loss: 0.1245
epoch: 4272 loss: 0.1245
epoch: 4273 loss: 0.1245
epoch: 4274 loss: 0.1245
epoch: 4275 loss: 0.1244
epoch: 4276 loss: 0.1244
epoch: 4277 loss: 0.1244
epoch: 4278 loss: 0.1244
epoch: 4279 loss: 0.1244
epoch: 4280 loss: 0.1244
epoch: 4281 loss: 0.1244
epoch: 4282 loss: 0.1243
epoch: 4283 loss: 0.1243
epoch: 4284 loss: 0.1243
epoch: 4285 loss: 0.1243
epoch: 4286 loss: 0.1243
epoch: 4287 loss: 0.1243
epoch: 4288 loss: 0.1243
epoch: 4289 loss: 0.1242
epoch: 4290 loss: 0.1242
epoch: 4291 loss: 0.1242
epoch: 4292 loss: 0.1242
epoch: 4293 loss: 0.1242
epoch: 4294 loss: 0.1242
epoch: 4295 loss: 0.1242
epoch: 4296 loss: 0.1241
epoch: 4297 loss: 0.1241
epoch: 4298 loss: 0.1241
epoch: 4299 loss: 0.1241
epoch: 4300 loss: 0.1241
epoch: 4301 loss: 0.1241
epoch: 4302 loss: 0.1241
epoch: 4303 loss: 0.1240
epoch: 4304 loss: 0.1240
epoch: 4305 loss: 0.1240
epoch: 4306 loss: 0.1240
epoch: 4307 loss: 0.1240
epoch: 4308 loss: 0.1240
epoch: 4309 loss: 0.1240
epoch: 4310 loss: 0.1239
epoch: 4311 loss: 0.1239
epoch: 4312 loss: 0.1239
epoch: 4313 loss: 0.1239
epoch: 4314 loss: 0.1239
epoch: 4315 loss: 0.1239
epoch: 4316 loss: 0.1239
epoch: 4317 loss: 0.1238
epoch: 4318 loss: 0.1238
epoch: 4319 loss: 0.1238
epoch: 4320 loss: 0.1238
epoch: 4321 loss: 0.1238
epoch: 4322 loss: 0.1238
epoch: 4323 loss: 0.1238
epoch: 4324 loss: 0.1237
epoch: 4325 loss: 0.1237
epoch: 4326 loss: 0.1237
epoch: 4327 loss: 0.1237
epoch: 4328 loss: 0.1237
epoch: 4329 loss: 0.1237
epoch: 4330 loss: 0.1237
epoch: 4331 loss: 0.1236
epoch: 4332 loss: 0.1236
epoch: 4333 loss: 0.1236
epoch: 4334 loss: 0.1236
epoch: 4335 loss: 0.1236
epoch: 4336 loss: 0.1236
epoch: 4337 loss: 0.1236
epoch: 4338 loss: 0.1235
epoch: 4339 loss: 0.1235
epoch: 4340 loss: 0.1235
epoch: 4341 loss: 0.1235
epoch: 4342 loss: 0.1235
epoch: 4343 loss: 0.1235
epoch: 4344 loss: 0.1234
epoch: 4345 loss: 0.1234
epoch: 4346 loss: 0.1234
epoch: 4347 loss: 0.1234
epoch: 4348 loss: 0.1234
epoch: 4349 loss: 0.1234
epoch: 4350 loss: 0.1234
epoch: 4351 loss: 0.1233
epoch: 4352 loss: 0.1233
epoch: 4353 loss: 0.1233
epoch: 4354 loss: 0.1233
epoch: 4355 loss: 0.1233
epoch: 4356 loss: 0.1233
epoch: 4357 loss: 0.1233
epoch: 4358 loss: 0.1232
epoch: 4359 loss: 0.1232
epoch: 4360 loss: 0.1232
epoch: 4361 loss: 0.1232
epoch: 4362 loss: 0.1232
epoch: 4363 loss: 0.1232
epoch: 4364 loss: 0.1232
epoch: 4365 loss: 0.1231
epoch: 4366 loss: 0.1231
epoch: 4367 loss: 0.1231
epoch: 4368 loss: 0.1231
epoch: 4369 loss: 0.1231
epoch: 4370 loss: 0.1231
epoch: 4371 loss: 0.1231
epoch: 4372 loss: 0.1230
epoch: 4373 loss: 0.1230
epoch: 4374 loss: 0.1230
epoch: 4375 loss: 0.1230
epoch: 4376 loss: 0.1230
epoch: 4377 loss: 0.1230
epoch: 4378 loss: 0.1230
epoch: 4379 loss: 0.1229
epoch: 4380 loss: 0.1229
epoch: 4381 loss: 0.1229
epoch: 4382 loss: 0.1229
epoch: 4383 loss: 0.1229
epoch: 4384 loss: 0.1229
epoch: 4385 loss: 0.1229
epoch: 4386 loss: 0.1228
epoch: 4387 loss: 0.1228
epoch: 4388 loss: 0.1228
epoch: 4389 loss: 0.1228
epoch: 4390 loss: 0.1228
epoch: 4391 loss: 0.1228
epoch: 4392 loss: 0.1228
epoch: 4393 loss: 0.1227
epoch: 4394 loss: 0.1227
epoch: 4395 loss: 0.1227
epoch: 4396 loss: 0.1227
epoch: 4397 loss: 0.1227
epoch: 4398 loss: 0.1227
epoch: 4399 loss: 0.1227
epoch: 4400 loss: 0.1226
epoch: 4401 loss: 0.1226
epoch: 4402 loss: 0.1226
epoch: 4403 loss: 0.1226
epoch: 4404 loss: 0.1226
epoch: 4405 loss: 0.1226
epoch: 4406 loss: 0.1226
epoch: 4407 loss: 0.1225
epoch: 4408 loss: 0.1225
epoch: 4409 loss: 0.1225
epoch: 4410 loss: 0.1225
epoch: 4411 loss: 0.1225
epoch: 4412 loss: 0.1225
epoch: 4413 loss: 0.1225
epoch: 4414 loss: 0.1225
epoch: 4415 loss: 0.1224
epoch: 4416 loss: 0.1224
epoch: 4417 loss: 0.1224
epoch: 4418 loss: 0.1224
epoch: 4419 loss: 0.1224
epoch: 4420 loss: 0.1224
epoch: 4421 loss: 0.1224
epoch: 4422 loss: 0.1223
epoch: 4423 loss: 0.1223
epoch: 4424 loss: 0.1223
epoch: 4425 loss: 0.1223
epoch: 4426 loss: 0.1223
epoch: 4427 loss: 0.1223
epoch: 4428 loss: 0.1223
epoch: 4429 loss: 0.1222
epoch: 4430 loss: 0.1222
epoch: 4431 loss: 0.1222
epoch: 4432 loss: 0.1222
epoch: 4433 loss: 0.1222
epoch: 4434 loss: 0.1222
epoch: 4435 loss: 0.1222
epoch: 4436 loss: 0.1221
epoch: 4437 loss: 0.1221
epoch: 4438 loss: 0.1221
epoch: 4439 loss: 0.1221
epoch: 4440 loss: 0.1221
epoch: 4441 loss: 0.1221
epoch: 4442 loss: 0.1221
epoch: 4443 loss: 0.1220
epoch: 4444 loss: 0.1220
epoch: 4445 loss: 0.1220
epoch: 4446 loss: 0.1220
epoch: 4447 loss: 0.1220
epoch: 4448 loss: 0.1220
epoch: 4449 loss: 0.1220
epoch: 4450 loss: 0.1219
epoch: 4451 loss: 0.1219
epoch: 4452 loss: 0.1219
epoch: 4453 loss: 0.1219
epoch: 4454 loss: 0.1219
epoch: 4455 loss: 0.1219
epoch: 4456 loss: 0.1219
epoch: 4457 loss: 0.1218
epoch: 4458 loss: 0.1218
epoch: 4459 loss: 0.1218
epoch: 4460 loss: 0.1218
epoch: 4461 loss: 0.1218
epoch: 4462 loss: 0.1218
epoch: 4463 loss: 0.1218
epoch: 4464 loss: 0.1217
epoch: 4465 loss: 0.1217
epoch: 4466 loss: 0.1217
epoch: 4467 loss: 0.1217
epoch: 4468 loss: 0.1217
epoch: 4469 loss: 0.1217
epoch: 4470 loss: 0.1217
epoch: 4471 loss: 0.1216
epoch: 4472 loss: 0.1216
epoch: 4473 loss: 0.1216
epoch: 4474 loss: 0.1216
epoch: 4475 loss: 0.1216
epoch: 4476 loss: 0.1216
epoch: 4477 loss: 0.1216
epoch: 4478 loss: 0.1215
epoch: 4479 loss: 0.1215
epoch: 4480 loss: 0.1215
epoch: 4481 loss: 0.1215
epoch: 4482 loss: 0.1215
epoch: 4483 loss: 0.1215
epoch: 4484 loss: 0.1215
epoch: 4485 loss: 0.1214
epoch: 4486 loss: 0.1214
epoch: 4487 loss: 0.1214
epoch: 4488 loss: 0.1214
epoch: 4489 loss: 0.1214
epoch: 4490 loss: 0.1214
epoch: 4491 loss: 0.1214
epoch: 4492 loss: 0.1214
epoch: 4493 loss: 0.1213
epoch: 4494 loss: 0.1213
epoch: 4495 loss: 0.1213
epoch: 4496 loss: 0.1213
epoch: 4497 loss: 0.1213
epoch: 4498 loss: 0.1213
epoch: 4499 loss: 0.1213
epoch: 4500 loss: 0.1212
epoch: 4501 loss: 0.1212
epoch: 4502 loss: 0.1212
epoch: 4503 loss: 0.1212
epoch: 4504 loss: 0.1212
epoch: 4505 loss: 0.1212
epoch: 4506 loss: 0.1212
epoch: 4507 loss: 0.1211
epoch: 4508 loss: 0.1211
epoch: 4509 loss: 0.1211
epoch: 4510 loss: 0.1211
epoch: 4511 loss: 0.1211
epoch: 4512 loss: 0.1211
epoch: 4513 loss: 0.1211
epoch: 4514 loss: 0.1210
epoch: 4515 loss: 0.1210
epoch: 4516 loss: 0.1210
epoch: 4517 loss: 0.1210
epoch: 4518 loss: 0.1210
epoch: 4519 loss: 0.1210
epoch: 4520 loss: 0.1210
epoch: 4521 loss: 0.1209
epoch: 4522 loss: 0.1209
epoch: 4523 loss: 0.1209
epoch: 4524 loss: 0.1209
epoch: 4525 loss: 0.1209
epoch: 4526 loss: 0.1209
epoch: 4527 loss: 0.1209
epoch: 4528 loss: 0.1208
epoch: 4529 loss: 0.1208
epoch: 4530 loss: 0.1208
epoch: 4531 loss: 0.1208
epoch: 4532 loss: 0.1208
epoch: 4533 loss: 0.1208
epoch: 4534 loss: 0.1208
epoch: 4535 loss: 0.1208
epoch: 4536 loss: 0.1207
epoch: 4537 loss: 0.1207
epoch: 4538 loss: 0.1207
epoch: 4539 loss: 0.1207
epoch: 4540 loss: 0.1207
epoch: 4541 loss: 0.1207
epoch: 4542 loss: 0.1207
epoch: 4543 loss: 0.1206
epoch: 4544 loss: 0.1206
epoch: 4545 loss: 0.1206
epoch: 4546 loss: 0.1206
epoch: 4547 loss: 0.1206
epoch: 4548 loss: 0.1206
epoch: 4549 loss: 0.1206
epoch: 4550 loss: 0.1205
epoch: 4551 loss: 0.1205
epoch: 4552 loss: 0.1205
epoch: 4553 loss: 0.1205
epoch: 4554 loss: 0.1205
epoch: 4555 loss: 0.1205
epoch: 4556 loss: 0.1205
epoch: 4557 loss: 0.1204
epoch: 4558 loss: 0.1204
epoch: 4559 loss: 0.1204
epoch: 4560 loss: 0.1204
epoch: 4561 loss: 0.1204
epoch: 4562 loss: 0.1204
epoch: 4563 loss: 0.1204
epoch: 4564 loss: 0.1204
epoch: 4565 loss: 0.1203
epoch: 4566 loss: 0.1203
epoch: 4567 loss: 0.1203
epoch: 4568 loss: 0.1203
epoch: 4569 loss: 0.1203
epoch: 4570 loss: 0.1203
epoch: 4571 loss: 0.1203
epoch: 4572 loss: 0.1202
epoch: 4573 loss: 0.1202
epoch: 4574 loss: 0.1202
epoch: 4575 loss: 0.1202
epoch: 4576 loss: 0.1202
epoch: 4577 loss: 0.1202
epoch: 4578 loss: 0.1202
epoch: 4579 loss: 0.1201
epoch: 4580 loss: 0.1201
epoch: 4581 loss: 0.1201
epoch: 4582 loss: 0.1201
epoch: 4583 loss: 0.1201
epoch: 4584 loss: 0.1201
epoch: 4585 loss: 0.1201
epoch: 4586 loss: 0.1200
epoch: 4587 loss: 0.1200
epoch: 4588 loss: 0.1200
epoch: 4589 loss: 0.1200
epoch: 4590 loss: 0.1200
epoch: 4591 loss: 0.1200
epoch: 4592 loss: 0.1200
epoch: 4593 loss: 0.1200
epoch: 4594 loss: 0.1199
epoch: 4595 loss: 0.1199
epoch: 4596 loss: 0.1199
epoch: 4597 loss: 0.1199
epoch: 4598 loss: 0.1199
epoch: 4599 loss: 0.1199
epoch: 4600 loss: 0.1199
epoch: 4601 loss: 0.1198
epoch: 4602 loss: 0.1198
epoch: 4603 loss: 0.1198
epoch: 4604 loss: 0.1198
epoch: 4605 loss: 0.1198
epoch: 4606 loss: 0.1198
epoch: 4607 loss: 0.1198
epoch: 4608 loss: 0.1197
epoch: 4609 loss: 0.1197
epoch: 4610 loss: 0.1197
epoch: 4611 loss: 0.1197
epoch: 4612 loss: 0.1197
epoch: 4613 loss: 0.1197
epoch: 4614 loss: 0.1197
epoch: 4615 loss: 0.1196
epoch: 4616 loss: 0.1196
epoch: 4617 loss: 0.1196
epoch: 4618 loss: 0.1196
epoch: 4619 loss: 0.1196
epoch: 4620 loss: 0.1196
epoch: 4621 loss: 0.1196
epoch: 4622 loss: 0.1196
epoch: 4623 loss: 0.1195
epoch: 4624 loss: 0.1195
epoch: 4625 loss: 0.1195
epoch: 4626 loss: 0.1195
epoch: 4627 loss: 0.1195
epoch: 4628 loss: 0.1195
epoch: 4629 loss: 0.1195
epoch: 4630 loss: 0.1194
epoch: 4631 loss: 0.1194
epoch: 4632 loss: 0.1194
epoch: 4633 loss: 0.1194
epoch: 4634 loss: 0.1194
epoch: 4635 loss: 0.1194
epoch: 4636 loss: 0.1194
epoch: 4637 loss: 0.1193
epoch: 4638 loss: 0.1193
epoch: 4639 loss: 0.1193
epoch: 4640 loss: 0.1193
epoch: 4641 loss: 0.1193
epoch: 4642 loss: 0.1193
epoch: 4643 loss: 0.1193
epoch: 4644 loss: 0.1193
epoch: 4645 loss: 0.1192
epoch: 4646 loss: 0.1192
epoch: 4647 loss: 0.1192
epoch: 4648 loss: 0.1192
epoch: 4649 loss: 0.1192
epoch: 4650 loss: 0.1192
epoch: 4651 loss: 0.1192
epoch: 4652 loss: 0.1191
epoch: 4653 loss: 0.1191
epoch: 4654 loss: 0.1191
epoch: 4655 loss: 0.1191
epoch: 4656 loss: 0.1191
epoch: 4657 loss: 0.1191
epoch: 4658 loss: 0.1191
epoch: 4659 loss: 0.1190
epoch: 4660 loss: 0.1190
epoch: 4661 loss: 0.1190
epoch: 4662 loss: 0.1190
epoch: 4663 loss: 0.1190
epoch: 4664 loss: 0.1190
epoch: 4665 loss: 0.1190
epoch: 4666 loss: 0.1190
epoch: 4667 loss: 0.1189
epoch: 4668 loss: 0.1189
epoch: 4669 loss: 0.1189
epoch: 4670 loss: 0.1189
epoch: 4671 loss: 0.1189
epoch: 4672 loss: 0.1189
epoch: 4673 loss: 0.1189
epoch: 4674 loss: 0.1188
epoch: 4675 loss: 0.1188
epoch: 4676 loss: 0.1188
epoch: 4677 loss: 0.1188
epoch: 4678 loss: 0.1188
epoch: 4679 loss: 0.1188
epoch: 4680 loss: 0.1188
epoch: 4681 loss: 0.1188
epoch: 4682 loss: 0.1187
epoch: 4683 loss: 0.1187
epoch: 4684 loss: 0.1187
epoch: 4685 loss: 0.1187
epoch: 4686 loss: 0.1187
epoch: 4687 loss: 0.1187
epoch: 4688 loss: 0.1187
epoch: 4689 loss: 0.1186
epoch: 4690 loss: 0.1186
epoch: 4691 loss: 0.1186
epoch: 4692 loss: 0.1186
epoch: 4693 loss: 0.1186
epoch: 4694 loss: 0.1186
epoch: 4695 loss: 0.1186
epoch: 4696 loss: 0.1185
epoch: 4697 loss: 0.1185
epoch: 4698 loss: 0.1185
epoch: 4699 loss: 0.1185
epoch: 4700 loss: 0.1185
epoch: 4701 loss: 0.1185
epoch: 4702 loss: 0.1185
epoch: 4703 loss: 0.1185
epoch: 4704 loss: 0.1184
epoch: 4705 loss: 0.1184
epoch: 4706 loss: 0.1184
epoch: 4707 loss: 0.1184
epoch: 4708 loss: 0.1184
epoch: 4709 loss: 0.1184
epoch: 4710 loss: 0.1184
epoch: 4711 loss: 0.1183
epoch: 4712 loss: 0.1183
epoch: 4713 loss: 0.1183
epoch: 4714 loss: 0.1183
epoch: 4715 loss: 0.1183
epoch: 4716 loss: 0.1183
epoch: 4717 loss: 0.1183
epoch: 4718 loss: 0.1183
epoch: 4719 loss: 0.1182
epoch: 4720 loss: 0.1182
epoch: 4721 loss: 0.1182
epoch: 4722 loss: 0.1182
epoch: 4723 loss: 0.1182
epoch: 4724 loss: 0.1182
epoch: 4725 loss: 0.1182
epoch: 4726 loss: 0.1181
epoch: 4727 loss: 0.1181
epoch: 4728 loss: 0.1181
epoch: 4729 loss: 0.1181
epoch: 4730 loss: 0.1181
epoch: 4731 loss: 0.1181
epoch: 4732 loss: 0.1181
epoch: 4733 loss: 0.1181
epoch: 4734 loss: 0.1180
epoch: 4735 loss: 0.1180
epoch: 4736 loss: 0.1180
epoch: 4737 loss: 0.1180
epoch: 4738 loss: 0.1180
epoch: 4739 loss: 0.1180
epoch: 4740 loss: 0.1180
epoch: 4741 loss: 0.1179
epoch: 4742 loss: 0.1179
epoch: 4743 loss: 0.1179
epoch: 4744 loss: 0.1179
epoch: 4745 loss: 0.1179
epoch: 4746 loss: 0.1179
epoch: 4747 loss: 0.1179
epoch: 4748 loss: 0.1179
epoch: 4749 loss: 0.1178
epoch: 4750 loss: 0.1178
epoch: 4751 loss: 0.1178
epoch: 4752 loss: 0.1178
epoch: 4753 loss: 0.1178
epoch: 4754 loss: 0.1178
epoch: 4755 loss: 0.1178
epoch: 4756 loss: 0.1177
epoch: 4757 loss: 0.1177
epoch: 4758 loss: 0.1177
epoch: 4759 loss: 0.1177
epoch: 4760 loss: 0.1177
epoch: 4761 loss: 0.1177
epoch: 4762 loss: 0.1177
epoch: 4763 loss: 0.1176
epoch: 4764 loss: 0.1176
epoch: 4765 loss: 0.1176
epoch: 4766 loss: 0.1176
epoch: 4767 loss: 0.1176
epoch: 4768 loss: 0.1176
epoch: 4769 loss: 0.1176
epoch: 4770 loss: 0.1176
epoch: 4771 loss: 0.1175
epoch: 4772 loss: 0.1175
epoch: 4773 loss: 0.1175
epoch: 4774 loss: 0.1175
epoch: 4775 loss: 0.1175
epoch: 4776 loss: 0.1175
epoch: 4777 loss: 0.1175
epoch: 4778 loss: 0.1174
epoch: 4779 loss: 0.1174
epoch: 4780 loss: 0.1174
epoch: 4781 loss: 0.1174
epoch: 4782 loss: 0.1174
epoch: 4783 loss: 0.1174
epoch: 4784 loss: 0.1174
epoch: 4785 loss: 0.1174
epoch: 4786 loss: 0.1173
epoch: 4787 loss: 0.1173
epoch: 4788 loss: 0.1173
epoch: 4789 loss: 0.1173
epoch: 4790 loss: 0.1173
epoch: 4791 loss: 0.1173
epoch: 4792 loss: 0.1173
epoch: 4793 loss: 0.1173
epoch: 4794 loss: 0.1172
epoch: 4795 loss: 0.1172
epoch: 4796 loss: 0.1172
epoch: 4797 loss: 0.1172
epoch: 4798 loss: 0.1172
epoch: 4799 loss: 0.1172
epoch: 4800 loss: 0.1172
epoch: 4801 loss: 0.1171
epoch: 4802 loss: 0.1171
epoch: 4803 loss: 0.1171
epoch: 4804 loss: 0.1171
epoch: 4805 loss: 0.1171
epoch: 4806 loss: 0.1171
epoch: 4807 loss: 0.1171
epoch: 4808 loss: 0.1171
epoch: 4809 loss: 0.1170
epoch: 4810 loss: 0.1170
epoch: 4811 loss: 0.1170
epoch: 4812 loss: 0.1170
epoch: 4813 loss: 0.1170
epoch: 4814 loss: 0.1170
epoch: 4815 loss: 0.1170
epoch: 4816 loss: 0.1169
epoch: 4817 loss: 0.1169
epoch: 4818 loss: 0.1169
epoch: 4819 loss: 0.1169
epoch: 4820 loss: 0.1169
epoch: 4821 loss: 0.1169
epoch: 4822 loss: 0.1169
epoch: 4823 loss: 0.1169
epoch: 4824 loss: 0.1168
epoch: 4825 loss: 0.1168
epoch: 4826 loss: 0.1168
epoch: 4827 loss: 0.1168
epoch: 4828 loss: 0.1168
epoch: 4829 loss: 0.1168
epoch: 4830 loss: 0.1168
epoch: 4831 loss: 0.1167
epoch: 4832 loss: 0.1167
epoch: 4833 loss: 0.1167
epoch: 4834 loss: 0.1167
epoch: 4835 loss: 0.1167
epoch: 4836 loss: 0.1167
epoch: 4837 loss: 0.1167
epoch: 4838 loss: 0.1167
epoch: 4839 loss: 0.1166
epoch: 4840 loss: 0.1166
epoch: 4841 loss: 0.1166
epoch: 4842 loss: 0.1166
epoch: 4843 loss: 0.1166
epoch: 4844 loss: 0.1166
epoch: 4845 loss: 0.1166
epoch: 4846 loss: 0.1166
epoch: 4847 loss: 0.1165
epoch: 4848 loss: 0.1165
epoch: 4849 loss: 0.1165
epoch: 4850 loss: 0.1165
epoch: 4851 loss: 0.1165
epoch: 4852 loss: 0.1165
epoch: 4853 loss: 0.1165
epoch: 4854 loss: 0.1164
epoch: 4855 loss: 0.1164
epoch: 4856 loss: 0.1164
epoch: 4857 loss: 0.1164
epoch: 4858 loss: 0.1164
epoch: 4859 loss: 0.1164
epoch: 4860 loss: 0.1164
epoch: 4861 loss: 0.1164
epoch: 4862 loss: 0.1163
epoch: 4863 loss: 0.1163
epoch: 4864 loss: 0.1163
epoch: 4865 loss: 0.1163
epoch: 4866 loss: 0.1163
epoch: 4867 loss: 0.1163
epoch: 4868 loss: 0.1163
epoch: 4869 loss: 0.1162
epoch: 4870 loss: 0.1162
epoch: 4871 loss: 0.1162
epoch: 4872 loss: 0.1162
epoch: 4873 loss: 0.1162
epoch: 4874 loss: 0.1162
epoch: 4875 loss: 0.1162
epoch: 4876 loss: 0.1162
epoch: 4877 loss: 0.1161
epoch: 4878 loss: 0.1161
epoch: 4879 loss: 0.1161
epoch: 4880 loss: 0.1161
epoch: 4881 loss: 0.1161
epoch: 4882 loss: 0.1161
epoch: 4883 loss: 0.1161
epoch: 4884 loss: 0.1161
epoch: 4885 loss: 0.1160
epoch: 4886 loss: 0.1160
epoch: 4887 loss: 0.1160
epoch: 4888 loss: 0.1160
epoch: 4889 loss: 0.1160
epoch: 4890 loss: 0.1160
epoch: 4891 loss: 0.1160
epoch: 4892 loss: 0.1159
epoch: 4893 loss: 0.1159
epoch: 4894 loss: 0.1159
epoch: 4895 loss: 0.1159
epoch: 4896 loss: 0.1159
epoch: 4897 loss: 0.1159
epoch: 4898 loss: 0.1159
epoch: 4899 loss: 0.1159
epoch: 4900 loss: 0.1158
epoch: 4901 loss: 0.1158
epoch: 4902 loss: 0.1158
epoch: 4903 loss: 0.1158
epoch: 4904 loss: 0.1158
epoch: 4905 loss: 0.1158
epoch: 4906 loss: 0.1158
epoch: 4907 loss: 0.1158
epoch: 4908 loss: 0.1157
epoch: 4909 loss: 0.1157
epoch: 4910 loss: 0.1157
epoch: 4911 loss: 0.1157
epoch: 4912 loss: 0.1157
epoch: 4913 loss: 0.1157
epoch: 4914 loss: 0.1157
epoch: 4915 loss: 0.1156
epoch: 4916 loss: 0.1156
epoch: 4917 loss: 0.1156
epoch: 4918 loss: 0.1156
epoch: 4919 loss: 0.1156
epoch: 4920 loss: 0.1156
epoch: 4921 loss: 0.1156
epoch: 4922 loss: 0.1156
epoch: 4923 loss: 0.1155
epoch: 4924 loss: 0.1155
epoch: 4925 loss: 0.1155
epoch: 4926 loss: 0.1155
epoch: 4927 loss: 0.1155
epoch: 4928 loss: 0.1155
epoch: 4929 loss: 0.1155
epoch: 4930 loss: 0.1155
epoch: 4931 loss: 0.1154
epoch: 4932 loss: 0.1154
epoch: 4933 loss: 0.1154
epoch: 4934 loss: 0.1154
epoch: 4935 loss: 0.1154
epoch: 4936 loss: 0.1154
epoch: 4937 loss: 0.1154
epoch: 4938 loss: 0.1154
epoch: 4939 loss: 0.1153
epoch: 4940 loss: 0.1153
epoch: 4941 loss: 0.1153
epoch: 4942 loss: 0.1153
epoch: 4943 loss: 0.1153
epoch: 4944 loss: 0.1153
epoch: 4945 loss: 0.1153
epoch: 4946 loss: 0.1152
epoch: 4947 loss: 0.1152
epoch: 4948 loss: 0.1152
epoch: 4949 loss: 0.1152
epoch: 4950 loss: 0.1152
epoch: 4951 loss: 0.1152
epoch: 4952 loss: 0.1152
epoch: 4953 loss: 0.1152
epoch: 4954 loss: 0.1151
epoch: 4955 loss: 0.1151
epoch: 4956 loss: 0.1151
epoch: 4957 loss: 0.1151
epoch: 4958 loss: 0.1151
epoch: 4959 loss: 0.1151
epoch: 4960 loss: 0.1151
epoch: 4961 loss: 0.1151
epoch: 4962 loss: 0.1150
epoch: 4963 loss: 0.1150
epoch: 4964 loss: 0.1150
epoch: 4965 loss: 0.1150
epoch: 4966 loss: 0.1150
epoch: 4967 loss: 0.1150
epoch: 4968 loss: 0.1150
epoch: 4969 loss: 0.1150
epoch: 4970 loss: 0.1149
epoch: 4971 loss: 0.1149
epoch: 4972 loss: 0.1149
epoch: 4973 loss: 0.1149
epoch: 4974 loss: 0.1149
epoch: 4975 loss: 0.1149
epoch: 4976 loss: 0.1149
epoch: 4977 loss: 0.1148
epoch: 4978 loss: 0.1148
epoch: 4979 loss: 0.1148
epoch: 4980 loss: 0.1148
epoch: 4981 loss: 0.1148
epoch: 4982 loss: 0.1148
epoch: 4983 loss: 0.1148
epoch: 4984 loss: 0.1148
epoch: 4985 loss: 0.1147
epoch: 4986 loss: 0.1147
epoch: 4987 loss: 0.1147
epoch: 4988 loss: 0.1147
epoch: 4989 loss: 0.1147
epoch: 4990 loss: 0.1147
epoch: 4991 loss: 0.1147
epoch: 4992 loss: 0.1147
epoch: 4993 loss: 0.1146
epoch: 4994 loss: 0.1146
epoch: 4995 loss: 0.1146
epoch: 4996 loss: 0.1146
epoch: 4997 loss: 0.1146
epoch: 4998 loss: 0.1146
epoch: 4999 loss: 0.1146
epoch: 5000 loss: 0.1146
epoch: 5001 loss: 0.1145
epoch: 5002 loss: 0.1145
epoch: 5003 loss: 0.1145
epoch: 5004 loss: 0.1145
epoch: 5005 loss: 0.1145
epoch: 5006 loss: 0.1145
epoch: 5007 loss: 0.1145
epoch: 5008 loss: 0.1144
epoch: 5009 loss: 0.1144
epoch: 5010 loss: 0.1144
epoch: 5011 loss: 0.1144
epoch: 5012 loss: 0.1144
epoch: 5013 loss: 0.1144
epoch: 5014 loss: 0.1144
epoch: 5015 loss: 0.1144
epoch: 5016 loss: 0.1143
epoch: 5017 loss: 0.1143
epoch: 5018 loss: 0.1143
epoch: 5019 loss: 0.1143
epoch: 5020 loss: 0.1143
epoch: 5021 loss: 0.1143
epoch: 5022 loss: 0.1143
epoch: 5023 loss: 0.1143
epoch: 5024 loss: 0.1142
epoch: 5025 loss: 0.1142
epoch: 5026 loss: 0.1142
epoch: 5027 loss: 0.1142
epoch: 5028 loss: 0.1142
epoch: 5029 loss: 0.1142
epoch: 5030 loss: 0.1142
epoch: 5031 loss: 0.1142
epoch: 5032 loss: 0.1141
epoch: 5033 loss: 0.1141
epoch: 5034 loss: 0.1141
epoch: 5035 loss: 0.1141
epoch: 5036 loss: 0.1141
epoch: 5037 loss: 0.1141
epoch: 5038 loss: 0.1141
epoch: 5039 loss: 0.1141
epoch: 5040 loss: 0.1140
epoch: 5041 loss: 0.1140
epoch: 5042 loss: 0.1140
epoch: 5043 loss: 0.1140
epoch: 5044 loss: 0.1140
epoch: 5045 loss: 0.1140
epoch: 5046 loss: 0.1140
epoch: 5047 loss: 0.1140
epoch: 5048 loss: 0.1139
epoch: 5049 loss: 0.1139
epoch: 5050 loss: 0.1139
epoch: 5051 loss: 0.1139
epoch: 5052 loss: 0.1139
epoch: 5053 loss: 0.1139
epoch: 5054 loss: 0.1139
epoch: 5055 loss: 0.1139
epoch: 5056 loss: 0.1138
epoch: 5057 loss: 0.1138
epoch: 5058 loss: 0.1138
epoch: 5059 loss: 0.1138
epoch: 5060 loss: 0.1138
epoch: 5061 loss: 0.1138
epoch: 5062 loss: 0.1138
epoch: 5063 loss: 0.1137
epoch: 5064 loss: 0.1137
epoch: 5065 loss: 0.1137
epoch: 5066 loss: 0.1137
epoch: 5067 loss: 0.1137
epoch: 5068 loss: 0.1137
epoch: 5069 loss: 0.1137
epoch: 5070 loss: 0.1137
epoch: 5071 loss: 0.1136
epoch: 5072 loss: 0.1136
epoch: 5073 loss: 0.1136
epoch: 5074 loss: 0.1136
epoch: 5075 loss: 0.1136
epoch: 5076 loss: 0.1136
epoch: 5077 loss: 0.1136
epoch: 5078 loss: 0.1136
epoch: 5079 loss: 0.1135
epoch: 5080 loss: 0.1135
epoch: 5081 loss: 0.1135
epoch: 5082 loss: 0.1135
epoch: 5083 loss: 0.1135
epoch: 5084 loss: 0.1135
epoch: 5085 loss: 0.1135
epoch: 5086 loss: 0.1135
epoch: 5087 loss: 0.1134
epoch: 5088 loss: 0.1134
epoch: 5089 loss: 0.1134
epoch: 5090 loss: 0.1134
epoch: 5091 loss: 0.1134
epoch: 5092 loss: 0.1134
epoch: 5093 loss: 0.1134
epoch: 5094 loss: 0.1134
epoch: 5095 loss: 0.1133
epoch: 5096 loss: 0.1133
epoch: 5097 loss: 0.1133
epoch: 5098 loss: 0.1133
epoch: 5099 loss: 0.1133
epoch: 5100 loss: 0.1133
epoch: 5101 loss: 0.1133
epoch: 5102 loss: 0.1133
epoch: 5103 loss: 0.1132
epoch: 5104 loss: 0.1132
epoch: 5105 loss: 0.1132
epoch: 5106 loss: 0.1132
epoch: 5107 loss: 0.1132
epoch: 5108 loss: 0.1132
epoch: 5109 loss: 0.1132
epoch: 5110 loss: 0.1132
epoch: 5111 loss: 0.1131
epoch: 5112 loss: 0.1131
epoch: 5113 loss: 0.1131
epoch: 5114 loss: 0.1131
epoch: 5115 loss: 0.1131
epoch: 5116 loss: 0.1131
epoch: 5117 loss: 0.1131
epoch: 5118 loss: 0.1131
epoch: 5119 loss: 0.1130
epoch: 5120 loss: 0.1130
epoch: 5121 loss: 0.1130
epoch: 5122 loss: 0.1130
epoch: 5123 loss: 0.1130
epoch: 5124 loss: 0.1130
epoch: 5125 loss: 0.1130
epoch: 5126 loss: 0.1130
epoch: 5127 loss: 0.1129
epoch: 5128 loss: 0.1129
epoch: 5129 loss: 0.1129
epoch: 5130 loss: 0.1129
epoch: 5131 loss: 0.1129
epoch: 5132 loss: 0.1129
epoch: 5133 loss: 0.1129
epoch: 5134 loss: 0.1129
epoch: 5135 loss: 0.1128
epoch: 5136 loss: 0.1128
epoch: 5137 loss: 0.1128
epoch: 5138 loss: 0.1128
epoch: 5139 loss: 0.1128
epoch: 5140 loss: 0.1128
epoch: 5141 loss: 0.1128
epoch: 5142 loss: 0.1128
epoch: 5143 loss: 0.1127
epoch: 5144 loss: 0.1127
epoch: 5145 loss: 0.1127
epoch: 5146 loss: 0.1127
epoch: 5147 loss: 0.1127
epoch: 5148 loss: 0.1127
epoch: 5149 loss: 0.1127
epoch: 5150 loss: 0.1127
epoch: 5151 loss: 0.1126
epoch: 5152 loss: 0.1126
epoch: 5153 loss: 0.1126
epoch: 5154 loss: 0.1126
epoch: 5155 loss: 0.1126
epoch: 5156 loss: 0.1126
epoch: 5157 loss: 0.1126
epoch: 5158 loss: 0.1126
epoch: 5159 loss: 0.1125
epoch: 5160 loss: 0.1125
epoch: 5161 loss: 0.1125
epoch: 5162 loss: 0.1125
epoch: 5163 loss: 0.1125
epoch: 5164 loss: 0.1125
epoch: 5165 loss: 0.1125
epoch: 5166 loss: 0.1125
epoch: 5167 loss: 0.1124
epoch: 5168 loss: 0.1124
epoch: 5169 loss: 0.1124
epoch: 5170 loss: 0.1124
epoch: 5171 loss: 0.1124
epoch: 5172 loss: 0.1124
epoch: 5173 loss: 0.1124
epoch: 5174 loss: 0.1124
epoch: 5175 loss: 0.1123
epoch: 5176 loss: 0.1123
epoch: 5177 loss: 0.1123
epoch: 5178 loss: 0.1123
epoch: 5179 loss: 0.1123
epoch: 5180 loss: 0.1123
epoch: 5181 loss: 0.1123
epoch: 5182 loss: 0.1123
epoch: 5183 loss: 0.1122
epoch: 5184 loss: 0.1122
epoch: 5185 loss: 0.1122
epoch: 5186 loss: 0.1122
epoch: 5187 loss: 0.1122
epoch: 5188 loss: 0.1122
epoch: 5189 loss: 0.1122
epoch: 5190 loss: 0.1122
epoch: 5191 loss: 0.1121
epoch: 5192 loss: 0.1121
epoch: 5193 loss: 0.1121
epoch: 5194 loss: 0.1121
epoch: 5195 loss: 0.1121
epoch: 5196 loss: 0.1121
epoch: 5197 loss: 0.1121
epoch: 5198 loss: 0.1121
epoch: 5199 loss: 0.1120
epoch: 5200 loss: 0.1120
epoch: 5201 loss: 0.1120
epoch: 5202 loss: 0.1120
epoch: 5203 loss: 0.1120
epoch: 5204 loss: 0.1120
epoch: 5205 loss: 0.1120
epoch: 5206 loss: 0.1120
epoch: 5207 loss: 0.1119
epoch: 5208 loss: 0.1119
epoch: 5209 loss: 0.1119
epoch: 5210 loss: 0.1119
epoch: 5211 loss: 0.1119
epoch: 5212 loss: 0.1119
epoch: 5213 loss: 0.1119
epoch: 5214 loss: 0.1119
epoch: 5215 loss: 0.1118
epoch: 5216 loss: 0.1118
epoch: 5217 loss: 0.1118
epoch: 5218 loss: 0.1118
epoch: 5219 loss: 0.1118
epoch: 5220 loss: 0.1118
epoch: 5221 loss: 0.1118
epoch: 5222 loss: 0.1118
epoch: 5223 loss: 0.1118
epoch: 5224 loss: 0.1117
epoch: 5225 loss: 0.1117
epoch: 5226 loss: 0.1117
epoch: 5227 loss: 0.1117
epoch: 5228 loss: 0.1117
epoch: 5229 loss: 0.1117
epoch: 5230 loss: 0.1117
epoch: 5231 loss: 0.1117
epoch: 5232 loss: 0.1116
epoch: 5233 loss: 0.1116
epoch: 5234 loss: 0.1116
epoch: 5235 loss: 0.1116
epoch: 5236 loss: 0.1116
epoch: 5237 loss: 0.1116
epoch: 5238 loss: 0.1116
epoch: 5239 loss: 0.1116
epoch: 5240 loss: 0.1115
epoch: 5241 loss: 0.1115
epoch: 5242 loss: 0.1115
epoch: 5243 loss: 0.1115
epoch: 5244 loss: 0.1115
epoch: 5245 loss: 0.1115
epoch: 5246 loss: 0.1115
epoch: 5247 loss: 0.1115
epoch: 5248 loss: 0.1114
epoch: 5249 loss: 0.1114
epoch: 5250 loss: 0.1114
epoch: 5251 loss: 0.1114
epoch: 5252 loss: 0.1114
epoch: 5253 loss: 0.1114
epoch: 5254 loss: 0.1114
epoch: 5255 loss: 0.1114
epoch: 5256 loss: 0.1113
epoch: 5257 loss: 0.1113
epoch: 5258 loss: 0.1113
epoch: 5259 loss: 0.1113
epoch: 5260 loss: 0.1113
epoch: 5261 loss: 0.1113
epoch: 5262 loss: 0.1113
epoch: 5263 loss: 0.1113
epoch: 5264 loss: 0.1112
epoch: 5265 loss: 0.1112
epoch: 5266 loss: 0.1112
epoch: 5267 loss: 0.1112
epoch: 5268 loss: 0.1112
epoch: 5269 loss: 0.1112
epoch: 5270 loss: 0.1112
epoch: 5271 loss: 0.1112
epoch: 5272 loss: 0.1111
epoch: 5273 loss: 0.1111
epoch: 5274 loss: 0.1111
epoch: 5275 loss: 0.1111
epoch: 5276 loss: 0.1111
epoch: 5277 loss: 0.1111
epoch: 5278 loss: 0.1111
epoch: 5279 loss: 0.1111
epoch: 5280 loss: 0.1111
epoch: 5281 loss: 0.1110
epoch: 5282 loss: 0.1110
epoch: 5283 loss: 0.1110
epoch: 5284 loss: 0.1110
epoch: 5285 loss: 0.1110
epoch: 5286 loss: 0.1110
epoch: 5287 loss: 0.1110
epoch: 5288 loss: 0.1110
epoch: 5289 loss: 0.1109
epoch: 5290 loss: 0.1109
epoch: 5291 loss: 0.1109
epoch: 5292 loss: 0.1109
epoch: 5293 loss: 0.1109
epoch: 5294 loss: 0.1109
epoch: 5295 loss: 0.1109
epoch: 5296 loss: 0.1109
epoch: 5297 loss: 0.1108
epoch: 5298 loss: 0.1108
epoch: 5299 loss: 0.1108
epoch: 5300 loss: 0.1108
epoch: 5301 loss: 0.1108
epoch: 5302 loss: 0.1108
epoch: 5303 loss: 0.1108
epoch: 5304 loss: 0.1108
epoch: 5305 loss: 0.1107
epoch: 5306 loss: 0.1107
epoch: 5307 loss: 0.1107
epoch: 5308 loss: 0.1107
epoch: 5309 loss: 0.1107
epoch: 5310 loss: 0.1107
epoch: 5311 loss: 0.1107
epoch: 5312 loss: 0.1107
epoch: 5313 loss: 0.1106
epoch: 5314 loss: 0.1106
epoch: 5315 loss: 0.1106
epoch: 5316 loss: 0.1106
epoch: 5317 loss: 0.1106
epoch: 5318 loss: 0.1106
epoch: 5319 loss: 0.1106
epoch: 5320 loss: 0.1106
epoch: 5321 loss: 0.1106
epoch: 5322 loss: 0.1105
epoch: 5323 loss: 0.1105
epoch: 5324 loss: 0.1105
epoch: 5325 loss: 0.1105
epoch: 5326 loss: 0.1105
epoch: 5327 loss: 0.1105
epoch: 5328 loss: 0.1105
epoch: 5329 loss: 0.1105
epoch: 5330 loss: 0.1104
epoch: 5331 loss: 0.1104
epoch: 5332 loss: 0.1104
epoch: 5333 loss: 0.1104
epoch: 5334 loss: 0.1104
epoch: 5335 loss: 0.1104
epoch: 5336 loss: 0.1104
epoch: 5337 loss: 0.1104
epoch: 5338 loss: 0.1103
epoch: 5339 loss: 0.1103
epoch: 5340 loss: 0.1103
epoch: 5341 loss: 0.1103
epoch: 5342 loss: 0.1103
epoch: 5343 loss: 0.1103
epoch: 5344 loss: 0.1103
epoch: 5345 loss: 0.1103
epoch: 5346 loss: 0.1102
epoch: 5347 loss: 0.1102
epoch: 5348 loss: 0.1102
epoch: 5349 loss: 0.1102
epoch: 5350 loss: 0.1102
epoch: 5351 loss: 0.1102
epoch: 5352 loss: 0.1102
epoch: 5353 loss: 0.1102
epoch: 5354 loss: 0.1102
epoch: 5355 loss: 0.1101
epoch: 5356 loss: 0.1101
epoch: 5357 loss: 0.1101
epoch: 5358 loss: 0.1101
epoch: 5359 loss: 0.1101
epoch: 5360 loss: 0.1101
epoch: 5361 loss: 0.1101
epoch: 5362 loss: 0.1101
epoch: 5363 loss: 0.1100
epoch: 5364 loss: 0.1100
epoch: 5365 loss: 0.1100
epoch: 5366 loss: 0.1100
epoch: 5367 loss: 0.1100
epoch: 5368 loss: 0.1100
epoch: 5369 loss: 0.1100
epoch: 5370 loss: 0.1100
epoch: 5371 loss: 0.1099
epoch: 5372 loss: 0.1099
epoch: 5373 loss: 0.1099
epoch: 5374 loss: 0.1099
epoch: 5375 loss: 0.1099
epoch: 5376 loss: 0.1099
epoch: 5377 loss: 0.1099
epoch: 5378 loss: 0.1099
epoch: 5379 loss: 0.1099
epoch: 5380 loss: 0.1098
epoch: 5381 loss: 0.1098
epoch: 5382 loss: 0.1098
epoch: 5383 loss: 0.1098
epoch: 5384 loss: 0.1098
epoch: 5385 loss: 0.1098
epoch: 5386 loss: 0.1098
epoch: 5387 loss: 0.1098
epoch: 5388 loss: 0.1097
epoch: 5389 loss: 0.1097
epoch: 5390 loss: 0.1097
epoch: 5391 loss: 0.1097
epoch: 5392 loss: 0.1097
epoch: 5393 loss: 0.1097
epoch: 5394 loss: 0.1097
epoch: 5395 loss: 0.1097
epoch: 5396 loss: 0.1096
epoch: 5397 loss: 0.1096
epoch: 5398 loss: 0.1096
epoch: 5399 loss: 0.1096
epoch: 5400 loss: 0.1096
epoch: 5401 loss: 0.1096
epoch: 5402 loss: 0.1096
epoch: 5403 loss: 0.1096
epoch: 5404 loss: 0.1096
epoch: 5405 loss: 0.1095
epoch: 5406 loss: 0.1095
epoch: 5407 loss: 0.1095
epoch: 5408 loss: 0.1095
epoch: 5409 loss: 0.1095
epoch: 5410 loss: 0.1095
epoch: 5411 loss: 0.1095
epoch: 5412 loss: 0.1095
epoch: 5413 loss: 0.1094
epoch: 5414 loss: 0.1094
epoch: 5415 loss: 0.1094
epoch: 5416 loss: 0.1094
epoch: 5417 loss: 0.1094
epoch: 5418 loss: 0.1094
epoch: 5419 loss: 0.1094
epoch: 5420 loss: 0.1094
epoch: 5421 loss: 0.1093
epoch: 5422 loss: 0.1093
epoch: 5423 loss: 0.1093
epoch: 5424 loss: 0.1093
epoch: 5425 loss: 0.1093
epoch: 5426 loss: 0.1093
epoch: 5427 loss: 0.1093
epoch: 5428 loss: 0.1093
epoch: 5429 loss: 0.1093
epoch: 5430 loss: 0.1092
epoch: 5431 loss: 0.1092
epoch: 5432 loss: 0.1092
epoch: 5433 loss: 0.1092
epoch: 5434 loss: 0.1092
epoch: 5435 loss: 0.1092
epoch: 5436 loss: 0.1092
epoch: 5437 loss: 0.1092
epoch: 5438 loss: 0.1091
epoch: 5439 loss: 0.1091
epoch: 5440 loss: 0.1091
epoch: 5441 loss: 0.1091
epoch: 5442 loss: 0.1091
epoch: 5443 loss: 0.1091
epoch: 5444 loss: 0.1091
epoch: 5445 loss: 0.1091
epoch: 5446 loss: 0.1091
epoch: 5447 loss: 0.1090
epoch: 5448 loss: 0.1090
epoch: 5449 loss: 0.1090
epoch: 5450 loss: 0.1090
epoch: 5451 loss: 0.1090
epoch: 5452 loss: 0.1090
epoch: 5453 loss: 0.1090
epoch: 5454 loss: 0.1090
epoch: 5455 loss: 0.1089
epoch: 5456 loss: 0.1089
epoch: 5457 loss: 0.1089
epoch: 5458 loss: 0.1089
epoch: 5459 loss: 0.1089
epoch: 5460 loss: 0.1089
epoch: 5461 loss: 0.1089
epoch: 5462 loss: 0.1089
epoch: 5463 loss: 0.1088
epoch: 5464 loss: 0.1088
epoch: 5465 loss: 0.1088
epoch: 5466 loss: 0.1088
epoch: 5467 loss: 0.1088
epoch: 5468 loss: 0.1088
epoch: 5469 loss: 0.1088
epoch: 5470 loss: 0.1088
epoch: 5471 loss: 0.1088
epoch: 5472 loss: 0.1087
epoch: 5473 loss: 0.1087
epoch: 5474 loss: 0.1087
epoch: 5475 loss: 0.1087
epoch: 5476 loss: 0.1087
epoch: 5477 loss: 0.1087
epoch: 5478 loss: 0.1087
epoch: 5479 loss: 0.1087
epoch: 5480 loss: 0.1086
epoch: 5481 loss: 0.1086
epoch: 5482 loss: 0.1086
epoch: 5483 loss: 0.1086
epoch: 5484 loss: 0.1086
epoch: 5485 loss: 0.1086
epoch: 5486 loss: 0.1086
epoch: 5487 loss: 0.1086
epoch: 5488 loss: 0.1086
epoch: 5489 loss: 0.1085
epoch: 5490 loss: 0.1085
epoch: 5491 loss: 0.1085
epoch: 5492 loss: 0.1085
epoch: 5493 loss: 0.1085
epoch: 5494 loss: 0.1085
epoch: 5495 loss: 0.1085
epoch: 5496 loss: 0.1085
epoch: 5497 loss: 0.1084
epoch: 5498 loss: 0.1084
epoch: 5499 loss: 0.1084
epoch: 5500 loss: 0.1084
epoch: 5501 loss: 0.1084
epoch: 5502 loss: 0.1084
epoch: 5503 loss: 0.1084
epoch: 5504 loss: 0.1084
epoch: 5505 loss: 0.1084
epoch: 5506 loss: 0.1083
epoch: 5507 loss: 0.1083
epoch: 5508 loss: 0.1083
epoch: 5509 loss: 0.1083
epoch: 5510 loss: 0.1083
epoch: 5511 loss: 0.1083
epoch: 5512 loss: 0.1083
epoch: 5513 loss: 0.1083
epoch: 5514 loss: 0.1082
epoch: 5515 loss: 0.1082
epoch: 5516 loss: 0.1082
epoch: 5517 loss: 0.1082
epoch: 5518 loss: 0.1082
epoch: 5519 loss: 0.1082
epoch: 5520 loss: 0.1082
epoch: 5521 loss: 0.1082
epoch: 5522 loss: 0.1082
epoch: 5523 loss: 0.1081
epoch: 5524 loss: 0.1081
epoch: 5525 loss: 0.1081
epoch: 5526 loss: 0.1081
epoch: 5527 loss: 0.1081
epoch: 5528 loss: 0.1081
epoch: 5529 loss: 0.1081
epoch: 5530 loss: 0.1081
epoch: 5531 loss: 0.1080
epoch: 5532 loss: 0.1080
epoch: 5533 loss: 0.1080
epoch: 5534 loss: 0.1080
epoch: 5535 loss: 0.1080
epoch: 5536 loss: 0.1080
epoch: 5537 loss: 0.1080
epoch: 5538 loss: 0.1080
epoch: 5539 loss: 0.1080
epoch: 5540 loss: 0.1079
epoch: 5541 loss: 0.1079
epoch: 5542 loss: 0.1079
epoch: 5543 loss: 0.1079
epoch: 5544 loss: 0.1079
epoch: 5545 loss: 0.1079
epoch: 5546 loss: 0.1079
epoch: 5547 loss: 0.1079
epoch: 5548 loss: 0.1078
epoch: 5549 loss: 0.1078
epoch: 5550 loss: 0.1078
epoch: 5551 loss: 0.1078
epoch: 5552 loss: 0.1078
epoch: 5553 loss: 0.1078
epoch: 5554 loss: 0.1078
epoch: 5555 loss: 0.1078
epoch: 5556 loss: 0.1078
epoch: 5557 loss: 0.1077
epoch: 5558 loss: 0.1077
epoch: 5559 loss: 0.1077
epoch: 5560 loss: 0.1077
epoch: 5561 loss: 0.1077
epoch: 5562 loss: 0.1077
epoch: 5563 loss: 0.1077
epoch: 5564 loss: 0.1077
epoch: 5565 loss: 0.1077
epoch: 5566 loss: 0.1076
epoch: 5567 loss: 0.1076
epoch: 5568 loss: 0.1076
epoch: 5569 loss: 0.1076
epoch: 5570 loss: 0.1076
epoch: 5571 loss: 0.1076
epoch: 5572 loss: 0.1076
epoch: 5573 loss: 0.1076
epoch: 5574 loss: 0.1075
epoch: 5575 loss: 0.1075
epoch: 5576 loss: 0.1075
epoch: 5577 loss: 0.1075
epoch: 5578 loss: 0.1075
epoch: 5579 loss: 0.1075
epoch: 5580 loss: 0.1075
epoch: 5581 loss: 0.1075
epoch: 5582 loss: 0.1075
epoch: 5583 loss: 0.1074
epoch: 5584 loss: 0.1074
epoch: 5585 loss: 0.1074
epoch: 5586 loss: 0.1074
epoch: 5587 loss: 0.1074
epoch: 5588 loss: 0.1074
epoch: 5589 loss: 0.1074
epoch: 5590 loss: 0.1074
epoch: 5591 loss: 0.1073
epoch: 5592 loss: 0.1073
epoch: 5593 loss: 0.1073
epoch: 5594 loss: 0.1073
epoch: 5595 loss: 0.1073
epoch: 5596 loss: 0.1073
epoch: 5597 loss: 0.1073
epoch: 5598 loss: 0.1073
epoch: 5599 loss: 0.1073
epoch: 5600 loss: 0.1072
epoch: 5601 loss: 0.1072
epoch: 5602 loss: 0.1072
epoch: 5603 loss: 0.1072
epoch: 5604 loss: 0.1072
epoch: 5605 loss: 0.1072
epoch: 5606 loss: 0.1072
epoch: 5607 loss: 0.1072
epoch: 5608 loss: 0.1072
epoch: 5609 loss: 0.1071
epoch: 5610 loss: 0.1071
epoch: 5611 loss: 0.1071
epoch: 5612 loss: 0.1071
epoch: 5613 loss: 0.1071
epoch: 5614 loss: 0.1071
epoch: 5615 loss: 0.1071
epoch: 5616 loss: 0.1071
epoch: 5617 loss: 0.1070
epoch: 5618 loss: 0.1070
epoch: 5619 loss: 0.1070
epoch: 5620 loss: 0.1070
epoch: 5621 loss: 0.1070
epoch: 5622 loss: 0.1070
epoch: 5623 loss: 0.1070
epoch: 5624 loss: 0.1070
epoch: 5625 loss: 0.1070
epoch: 5626 loss: 0.1069
epoch: 5627 loss: 0.1069
epoch: 5628 loss: 0.1069
epoch: 5629 loss: 0.1069
epoch: 5630 loss: 0.1069
epoch: 5631 loss: 0.1069
epoch: 5632 loss: 0.1069
epoch: 5633 loss: 0.1069
epoch: 5634 loss: 0.1069
epoch: 5635 loss: 0.1068
epoch: 5636 loss: 0.1068
epoch: 5637 loss: 0.1068
epoch: 5638 loss: 0.1068
epoch: 5639 loss: 0.1068
epoch: 5640 loss: 0.1068
epoch: 5641 loss: 0.1068
epoch: 5642 loss: 0.1068
epoch: 5643 loss: 0.1067
epoch: 5644 loss: 0.1067
epoch: 5645 loss: 0.1067
epoch: 5646 loss: 0.1067
epoch: 5647 loss: 0.1067
epoch: 5648 loss: 0.1067
epoch: 5649 loss: 0.1067
epoch: 5650 loss: 0.1067
epoch: 5651 loss: 0.1067
epoch: 5652 loss: 0.1066
epoch: 5653 loss: 0.1066
epoch: 5654 loss: 0.1066
epoch: 5655 loss: 0.1066
epoch: 5656 loss: 0.1066
epoch: 5657 loss: 0.1066
epoch: 5658 loss: 0.1066
epoch: 5659 loss: 0.1066
epoch: 5660 loss: 0.1066
epoch: 5661 loss: 0.1065
epoch: 5662 loss: 0.1065
epoch: 5663 loss: 0.1065
epoch: 5664 loss: 0.1065
epoch: 5665 loss: 0.1065
epoch: 5666 loss: 0.1065
epoch: 5667 loss: 0.1065
epoch: 5668 loss: 0.1065
epoch: 5669 loss: 0.1064
epoch: 5670 loss: 0.1064
epoch: 5671 loss: 0.1064
epoch: 5672 loss: 0.1064
epoch: 5673 loss: 0.1064
epoch: 5674 loss: 0.1064
epoch: 5675 loss: 0.1064
epoch: 5676 loss: 0.1064
epoch: 5677 loss: 0.1064
epoch: 5678 loss: 0.1063
epoch: 5679 loss: 0.1063
epoch: 5680 loss: 0.1063
epoch: 5681 loss: 0.1063
epoch: 5682 loss: 0.1063
epoch: 5683 loss: 0.1063
epoch: 5684 loss: 0.1063
epoch: 5685 loss: 0.1063
epoch: 5686 loss: 0.1063
epoch: 5687 loss: 0.1062
epoch: 5688 loss: 0.1062
epoch: 5689 loss: 0.1062
epoch: 5690 loss: 0.1062
epoch: 5691 loss: 0.1062
epoch: 5692 loss: 0.1062
epoch: 5693 loss: 0.1062
epoch: 5694 loss: 0.1062
epoch: 5695 loss: 0.1062
epoch: 5696 loss: 0.1061
epoch: 5697 loss: 0.1061
epoch: 5698 loss: 0.1061
epoch: 5699 loss: 0.1061
epoch: 5700 loss: 0.1061
epoch: 5701 loss: 0.1061
epoch: 5702 loss: 0.1061
epoch: 5703 loss: 0.1061
epoch: 5704 loss: 0.1060
epoch: 5705 loss: 0.1060
epoch: 5706 loss: 0.1060
epoch: 5707 loss: 0.1060
epoch: 5708 loss: 0.1060
epoch: 5709 loss: 0.1060
epoch: 5710 loss: 0.1060
epoch: 5711 loss: 0.1060
epoch: 5712 loss: 0.1060
epoch: 5713 loss: 0.1059
epoch: 5714 loss: 0.1059
epoch: 5715 loss: 0.1059
epoch: 5716 loss: 0.1059
epoch: 5717 loss: 0.1059
epoch: 5718 loss: 0.1059
epoch: 5719 loss: 0.1059
epoch: 5720 loss: 0.1059
epoch: 5721 loss: 0.1059
epoch: 5722 loss: 0.1058
epoch: 5723 loss: 0.1058
epoch: 5724 loss: 0.1058
epoch: 5725 loss: 0.1058
epoch: 5726 loss: 0.1058
epoch: 5727 loss: 0.1058
epoch: 5728 loss: 0.1058
epoch: 5729 loss: 0.1058
epoch: 5730 loss: 0.1058
epoch: 5731 loss: 0.1057
epoch: 5732 loss: 0.1057
epoch: 5733 loss: 0.1057
epoch: 5734 loss: 0.1057
epoch: 5735 loss: 0.1057
epoch: 5736 loss: 0.1057
epoch: 5737 loss: 0.1057
epoch: 5738 loss: 0.1057
epoch: 5739 loss: 0.1057
epoch: 5740 loss: 0.1056
epoch: 5741 loss: 0.1056
epoch: 5742 loss: 0.1056
epoch: 5743 loss: 0.1056
epoch: 5744 loss: 0.1056
epoch: 5745 loss: 0.1056
epoch: 5746 loss: 0.1056
epoch: 5747 loss: 0.1056
epoch: 5748 loss: 0.1056
epoch: 5749 loss: 0.1055
epoch: 5750 loss: 0.1055
epoch: 5751 loss: 0.1055
epoch: 5752 loss: 0.1055
epoch: 5753 loss: 0.1055
epoch: 5754 loss: 0.1055
epoch: 5755 loss: 0.1055
epoch: 5756 loss: 0.1055
epoch: 5757 loss: 0.1054
epoch: 5758 loss: 0.1054
epoch: 5759 loss: 0.1054
epoch: 5760 loss: 0.1054
epoch: 5761 loss: 0.1054
epoch: 5762 loss: 0.1054
epoch: 5763 loss: 0.1054
epoch: 5764 loss: 0.1054
epoch: 5765 loss: 0.1054
epoch: 5766 loss: 0.1053
epoch: 5767 loss: 0.1053
epoch: 5768 loss: 0.1053
epoch: 5769 loss: 0.1053
epoch: 5770 loss: 0.1053
epoch: 5771 loss: 0.1053
epoch: 5772 loss: 0.1053
epoch: 5773 loss: 0.1053
epoch: 5774 loss: 0.1053
epoch: 5775 loss: 0.1052
epoch: 5776 loss: 0.1052
epoch: 5777 loss: 0.1052
epoch: 5778 loss: 0.1052
epoch: 5779 loss: 0.1052
epoch: 5780 loss: 0.1052
epoch: 5781 loss: 0.1052
epoch: 5782 loss: 0.1052
epoch: 5783 loss: 0.1052
epoch: 5784 loss: 0.1051
epoch: 5785 loss: 0.1051
epoch: 5786 loss: 0.1051
epoch: 5787 loss: 0.1051
epoch: 5788 loss: 0.1051
epoch: 5789 loss: 0.1051
epoch: 5790 loss: 0.1051
epoch: 5791 loss: 0.1051
epoch: 5792 loss: 0.1051
epoch: 5793 loss: 0.1050
epoch: 5794 loss: 0.1050
epoch: 5795 loss: 0.1050
epoch: 5796 loss: 0.1050
epoch: 5797 loss: 0.1050
epoch: 5798 loss: 0.1050
epoch: 5799 loss: 0.1050
epoch: 5800 loss: 0.1050
epoch: 5801 loss: 0.1050
epoch: 5802 loss: 0.1049
epoch: 5803 loss: 0.1049
epoch: 5804 loss: 0.1049
epoch: 5805 loss: 0.1049
epoch: 5806 loss: 0.1049
epoch: 5807 loss: 0.1049
epoch: 5808 loss: 0.1049
epoch: 5809 loss: 0.1049
epoch: 5810 loss: 0.1049
epoch: 5811 loss: 0.1048
epoch: 5812 loss: 0.1048
epoch: 5813 loss: 0.1048
epoch: 5814 loss: 0.1048
epoch: 5815 loss: 0.1048
epoch: 5816 loss: 0.1048
epoch: 5817 loss: 0.1048
epoch: 5818 loss: 0.1048
epoch: 5819 loss: 0.1048
epoch: 5820 loss: 0.1047
epoch: 5821 loss: 0.1047
epoch: 5822 loss: 0.1047
epoch: 5823 loss: 0.1047
epoch: 5824 loss: 0.1047
epoch: 5825 loss: 0.1047
epoch: 5826 loss: 0.1047
epoch: 5827 loss: 0.1047
epoch: 5828 loss: 0.1047
epoch: 5829 loss: 0.1046
epoch: 5830 loss: 0.1046
epoch: 5831 loss: 0.1046
epoch: 5832 loss: 0.1046
epoch: 5833 loss: 0.1046
epoch: 5834 loss: 0.1046
epoch: 5835 loss: 0.1046
epoch: 5836 loss: 0.1046
epoch: 5837 loss: 0.1046
epoch: 5838 loss: 0.1045
epoch: 5839 loss: 0.1045
epoch: 5840 loss: 0.1045
epoch: 5841 loss: 0.1045
epoch: 5842 loss: 0.1045
epoch: 5843 loss: 0.1045
epoch: 5844 loss: 0.1045
epoch: 5845 loss: 0.1045
epoch: 5846 loss: 0.1045
epoch: 5847 loss: 0.1044
epoch: 5848 loss: 0.1044
epoch: 5849 loss: 0.1044
epoch: 5850 loss: 0.1044
epoch: 5851 loss: 0.1044
epoch: 5852 loss: 0.1044
epoch: 5853 loss: 0.1044
epoch: 5854 loss: 0.1044
epoch: 5855 loss: 0.1044
epoch: 5856 loss: 0.1043
epoch: 5857 loss: 0.1043
epoch: 5858 loss: 0.1043
epoch: 5859 loss: 0.1043
epoch: 5860 loss: 0.1043
epoch: 5861 loss: 0.1043
epoch: 5862 loss: 0.1043
epoch: 5863 loss: 0.1043
epoch: 5864 loss: 0.1043
epoch: 5865 loss: 0.1042
epoch: 5866 loss: 0.1042
epoch: 5867 loss: 0.1042
epoch: 5868 loss: 0.1042
epoch: 5869 loss: 0.1042
epoch: 5870 loss: 0.1042
epoch: 5871 loss: 0.1042
epoch: 5872 loss: 0.1042
epoch: 5873 loss: 0.1042
epoch: 5874 loss: 0.1041
epoch: 5875 loss: 0.1041
epoch: 5876 loss: 0.1041
epoch: 5877 loss: 0.1041
epoch: 5878 loss: 0.1041
epoch: 5879 loss: 0.1041
epoch: 5880 loss: 0.1041
epoch: 5881 loss: 0.1041
epoch: 5882 loss: 0.1041
epoch: 5883 loss: 0.1040
epoch: 5884 loss: 0.1040
epoch: 5885 loss: 0.1040
epoch: 5886 loss: 0.1040
epoch: 5887 loss: 0.1040
epoch: 5888 loss: 0.1040
epoch: 5889 loss: 0.1040
epoch: 5890 loss: 0.1040
epoch: 5891 loss: 0.1040
epoch: 5892 loss: 0.1039
epoch: 5893 loss: 0.1039
epoch: 5894 loss: 0.1039
epoch: 5895 loss: 0.1039
epoch: 5896 loss: 0.1039
epoch: 5897 loss: 0.1039
epoch: 5898 loss: 0.1039
epoch: 5899 loss: 0.1039
epoch: 5900 loss: 0.1039
epoch: 5901 loss: 0.1038
epoch: 5902 loss: 0.1038
epoch: 5903 loss: 0.1038
epoch: 5904 loss: 0.1038
epoch: 5905 loss: 0.1038
epoch: 5906 loss: 0.1038
epoch: 5907 loss: 0.1038
epoch: 5908 loss: 0.1038
epoch: 5909 loss: 0.1038
epoch: 5910 loss: 0.1037
epoch: 5911 loss: 0.1037
epoch: 5912 loss: 0.1037
epoch: 5913 loss: 0.1037
epoch: 5914 loss: 0.1037
epoch: 5915 loss: 0.1037
epoch: 5916 loss: 0.1037
epoch: 5917 loss: 0.1037
epoch: 5918 loss: 0.1037
epoch: 5919 loss: 0.1036
epoch: 5920 loss: 0.1036
epoch: 5921 loss: 0.1036
epoch: 5922 loss: 0.1036
epoch: 5923 loss: 0.1036
epoch: 5924 loss: 0.1036
epoch: 5925 loss: 0.1036
epoch: 5926 loss: 0.1036
epoch: 5927 loss: 0.1036
epoch: 5928 loss: 0.1035
epoch: 5929 loss: 0.1035
epoch: 5930 loss: 0.1035
epoch: 5931 loss: 0.1035
epoch: 5932 loss: 0.1035
epoch: 5933 loss: 0.1035
epoch: 5934 loss: 0.1035
epoch: 5935 loss: 0.1035
epoch: 5936 loss: 0.1035
epoch: 5937 loss: 0.1034
epoch: 5938 loss: 0.1034
epoch: 5939 loss: 0.1034
epoch: 5940 loss: 0.1034
epoch: 5941 loss: 0.1034
epoch: 5942 loss: 0.1034
epoch: 5943 loss: 0.1034
epoch: 5944 loss: 0.1034
epoch: 5945 loss: 0.1034
epoch: 5946 loss: 0.1033
epoch: 5947 loss: 0.1033
epoch: 5948 loss: 0.1033
epoch: 5949 loss: 0.1033
epoch: 5950 loss: 0.1033
epoch: 5951 loss: 0.1033
epoch: 5952 loss: 0.1033
epoch: 5953 loss: 0.1033
epoch: 5954 loss: 0.1033
epoch: 5955 loss: 0.1032
epoch: 5956 loss: 0.1032
epoch: 5957 loss: 0.1032
epoch: 5958 loss: 0.1032
epoch: 5959 loss: 0.1032
epoch: 5960 loss: 0.1032
epoch: 5961 loss: 0.1032
epoch: 5962 loss: 0.1032
epoch: 5963 loss: 0.1032
epoch: 5964 loss: 0.1031
epoch: 5965 loss: 0.1031
epoch: 5966 loss: 0.1031
epoch: 5967 loss: 0.1031
epoch: 5968 loss: 0.1031
epoch: 5969 loss: 0.1031
epoch: 5970 loss: 0.1031
epoch: 5971 loss: 0.1031
epoch: 5972 loss: 0.1031
epoch: 5973 loss: 0.1031
epoch: 5974 loss: 0.1030
epoch: 5975 loss: 0.1030
epoch: 5976 loss: 0.1030
epoch: 5977 loss: 0.1030
epoch: 5978 loss: 0.1030
epoch: 5979 loss: 0.1030
epoch: 5980 loss: 0.1030
epoch: 5981 loss: 0.1030
epoch: 5982 loss: 0.1030
epoch: 5983 loss: 0.1029
epoch: 5984 loss: 0.1029
epoch: 5985 loss: 0.1029
epoch: 5986 loss: 0.1029
epoch: 5987 loss: 0.1029
epoch: 5988 loss: 0.1029
epoch: 5989 loss: 0.1029
epoch: 5990 loss: 0.1029
epoch: 5991 loss: 0.1029
epoch: 5992 loss: 0.1028
epoch: 5993 loss: 0.1028
epoch: 5994 loss: 0.1028
epoch: 5995 loss: 0.1028
epoch: 5996 loss: 0.1028
epoch: 5997 loss: 0.1028
epoch: 5998 loss: 0.1028
epoch: 5999 loss: 0.1028
epoch: 6000 loss: 0.1028
epoch: 6001 loss: 0.1027
epoch: 6002 loss: 0.1027
epoch: 6003 loss: 0.1027
epoch: 6004 loss: 0.1027
epoch: 6005 loss: 0.1027
epoch: 6006 loss: 0.1027
epoch: 6007 loss: 0.1027
epoch: 6008 loss: 0.1027
epoch: 6009 loss: 0.1027
epoch: 6010 loss: 0.1026
epoch: 6011 loss: 0.1026
epoch: 6012 loss: 0.1026
epoch: 6013 loss: 0.1026
epoch: 6014 loss: 0.1026
epoch: 6015 loss: 0.1026
epoch: 6016 loss: 0.1026
epoch: 6017 loss: 0.1026
epoch: 6018 loss: 0.1026
epoch: 6019 loss: 0.1026
epoch: 6020 loss: 0.1025
epoch: 6021 loss: 0.1025
epoch: 6022 loss: 0.1025
epoch: 6023 loss: 0.1025
epoch: 6024 loss: 0.1025
epoch: 6025 loss: 0.1025
epoch: 6026 loss: 0.1025
epoch: 6027 loss: 0.1025
epoch: 6028 loss: 0.1025
epoch: 6029 loss: 0.1024
epoch: 6030 loss: 0.1024
epoch: 6031 loss: 0.1024
epoch: 6032 loss: 0.1024
epoch: 6033 loss: 0.1024
epoch: 6034 loss: 0.1024
epoch: 6035 loss: 0.1024
epoch: 6036 loss: 0.1024
epoch: 6037 loss: 0.1024
epoch: 6038 loss: 0.1023
epoch: 6039 loss: 0.1023
epoch: 6040 loss: 0.1023
epoch: 6041 loss: 0.1023
epoch: 6042 loss: 0.1023
epoch: 6043 loss: 0.1023
epoch: 6044 loss: 0.1023
epoch: 6045 loss: 0.1023
epoch: 6046 loss: 0.1023
epoch: 6047 loss: 0.1022
epoch: 6048 loss: 0.1022
epoch: 6049 loss: 0.1022
epoch: 6050 loss: 0.1022
epoch: 6051 loss: 0.1022
epoch: 6052 loss: 0.1022
epoch: 6053 loss: 0.1022
epoch: 6054 loss: 0.1022
epoch: 6055 loss: 0.1022
epoch: 6056 loss: 0.1022
epoch: 6057 loss: 0.1021
epoch: 6058 loss: 0.1021
epoch: 6059 loss: 0.1021
epoch: 6060 loss: 0.1021
epoch: 6061 loss: 0.1021
epoch: 6062 loss: 0.1021
epoch: 6063 loss: 0.1021
epoch: 6064 loss: 0.1021
epoch: 6065 loss: 0.1021
epoch: 6066 loss: 0.1020
epoch: 6067 loss: 0.1020
epoch: 6068 loss: 0.1020
epoch: 6069 loss: 0.1020
epoch: 6070 loss: 0.1020
epoch: 6071 loss: 0.1020
epoch: 6072 loss: 0.1020
epoch: 6073 loss: 0.1020
epoch: 6074 loss: 0.1020
epoch: 6075 loss: 0.1019
epoch: 6076 loss: 0.1019
epoch: 6077 loss: 0.1019
epoch: 6078 loss: 0.1019
epoch: 6079 loss: 0.1019
epoch: 6080 loss: 0.1019
epoch: 6081 loss: 0.1019
epoch: 6082 loss: 0.1019
epoch: 6083 loss: 0.1019
epoch: 6084 loss: 0.1019
epoch: 6085 loss: 0.1018
epoch: 6086 loss: 0.1018
epoch: 6087 loss: 0.1018
epoch: 6088 loss: 0.1018
epoch: 6089 loss: 0.1018
epoch: 6090 loss: 0.1018
epoch: 6091 loss: 0.1018
epoch: 6092 loss: 0.1018
epoch: 6093 loss: 0.1018
epoch: 6094 loss: 0.1017
epoch: 6095 loss: 0.1017
epoch: 6096 loss: 0.1017
epoch: 6097 loss: 0.1017
epoch: 6098 loss: 0.1017
epoch: 6099 loss: 0.1017
epoch: 6100 loss: 0.1017
epoch: 6101 loss: 0.1017
epoch: 6102 loss: 0.1017
epoch: 6103 loss: 0.1016
epoch: 6104 loss: 0.1016
epoch: 6105 loss: 0.1016
epoch: 6106 loss: 0.1016
epoch: 6107 loss: 0.1016
epoch: 6108 loss: 0.1016
epoch: 6109 loss: 0.1016
epoch: 6110 loss: 0.1016
epoch: 6111 loss: 0.1016
epoch: 6112 loss: 0.1016
epoch: 6113 loss: 0.1015
epoch: 6114 loss: 0.1015
epoch: 6115 loss: 0.1015
epoch: 6116 loss: 0.1015
epoch: 6117 loss: 0.1015
epoch: 6118 loss: 0.1015
epoch: 6119 loss: 0.1015
epoch: 6120 loss: 0.1015
epoch: 6121 loss: 0.1015
epoch: 6122 loss: 0.1014
epoch: 6123 loss: 0.1014
epoch: 6124 loss: 0.1014
epoch: 6125 loss: 0.1014
epoch: 6126 loss: 0.1014
epoch: 6127 loss: 0.1014
epoch: 6128 loss: 0.1014
epoch: 6129 loss: 0.1014
epoch: 6130 loss: 0.1014
epoch: 6131 loss: 0.1013
epoch: 6132 loss: 0.1013
epoch: 6133 loss: 0.1013
epoch: 6134 loss: 0.1013
epoch: 6135 loss: 0.1013
epoch: 6136 loss: 0.1013
epoch: 6137 loss: 0.1013
epoch: 6138 loss: 0.1013
epoch: 6139 loss: 0.1013
epoch: 6140 loss: 0.1013
epoch: 6141 loss: 0.1012
epoch: 6142 loss: 0.1012
epoch: 6143 loss: 0.1012
epoch: 6144 loss: 0.1012
epoch: 6145 loss: 0.1012
epoch: 6146 loss: 0.1012
epoch: 6147 loss: 0.1012
epoch: 6148 loss: 0.1012
epoch: 6149 loss: 0.1012
epoch: 6150 loss: 0.1011
epoch: 6151 loss: 0.1011
epoch: 6152 loss: 0.1011
epoch: 6153 loss: 0.1011
epoch: 6154 loss: 0.1011
epoch: 6155 loss: 0.1011
epoch: 6156 loss: 0.1011
epoch: 6157 loss: 0.1011
epoch: 6158 loss: 0.1011
epoch: 6159 loss: 0.1011
epoch: 6160 loss: 0.1010
epoch: 6161 loss: 0.1010
epoch: 6162 loss: 0.1010
epoch: 6163 loss: 0.1010
epoch: 6164 loss: 0.1010
epoch: 6165 loss: 0.1010
epoch: 6166 loss: 0.1010
epoch: 6167 loss: 0.1010
epoch: 6168 loss: 0.1010
epoch: 6169 loss: 0.1009
epoch: 6170 loss: 0.1009
epoch: 6171 loss: 0.1009
epoch: 6172 loss: 0.1009
epoch: 6173 loss: 0.1009
epoch: 6174 loss: 0.1009
epoch: 6175 loss: 0.1009
epoch: 6176 loss: 0.1009
epoch: 6177 loss: 0.1009
epoch: 6178 loss: 0.1009
epoch: 6179 loss: 0.1008
epoch: 6180 loss: 0.1008
epoch: 6181 loss: 0.1008
epoch: 6182 loss: 0.1008
epoch: 6183 loss: 0.1008
epoch: 6184 loss: 0.1008
epoch: 6185 loss: 0.1008
epoch: 6186 loss: 0.1008
epoch: 6187 loss: 0.1008
epoch: 6188 loss: 0.1007
epoch: 6189 loss: 0.1007
epoch: 6190 loss: 0.1007
epoch: 6191 loss: 0.1007
epoch: 6192 loss: 0.1007
epoch: 6193 loss: 0.1007
epoch: 6194 loss: 0.1007
epoch: 6195 loss: 0.1007
epoch: 6196 loss: 0.1007
epoch: 6197 loss: 0.1007
epoch: 6198 loss: 0.1006
epoch: 6199 loss: 0.1006
epoch: 6200 loss: 0.1006
epoch: 6201 loss: 0.1006
epoch: 6202 loss: 0.1006
epoch: 6203 loss: 0.1006
epoch: 6204 loss: 0.1006
epoch: 6205 loss: 0.1006
epoch: 6206 loss: 0.1006
epoch: 6207 loss: 0.1005
epoch: 6208 loss: 0.1005
epoch: 6209 loss: 0.1005
epoch: 6210 loss: 0.1005
epoch: 6211 loss: 0.1005
epoch: 6212 loss: 0.1005
epoch: 6213 loss: 0.1005
epoch: 6214 loss: 0.1005
epoch: 6215 loss: 0.1005
epoch: 6216 loss: 0.1005
epoch: 6217 loss: 0.1004
epoch: 6218 loss: 0.1004
epoch: 6219 loss: 0.1004
epoch: 6220 loss: 0.1004
epoch: 6221 loss: 0.1004
epoch: 6222 loss: 0.1004
epoch: 6223 loss: 0.1004
epoch: 6224 loss: 0.1004
epoch: 6225 loss: 0.1004
epoch: 6226 loss: 0.1003
epoch: 6227 loss: 0.1003
epoch: 6228 loss: 0.1003
epoch: 6229 loss: 0.1003
epoch: 6230 loss: 0.1003
epoch: 6231 loss: 0.1003
epoch: 6232 loss: 0.1003
epoch: 6233 loss: 0.1003
epoch: 6234 loss: 0.1003
epoch: 6235 loss: 0.1003
epoch: 6236 loss: 0.1002
epoch: 6237 loss: 0.1002
epoch: 6238 loss: 0.1002
epoch: 6239 loss: 0.1002
epoch: 6240 loss: 0.1002
epoch: 6241 loss: 0.1002
epoch: 6242 loss: 0.1002
epoch: 6243 loss: 0.1002
epoch: 6244 loss: 0.1002
epoch: 6245 loss: 0.1001
epoch: 6246 loss: 0.1001
epoch: 6247 loss: 0.1001
epoch: 6248 loss: 0.1001
epoch: 6249 loss: 0.1001
epoch: 6250 loss: 0.1001
epoch: 6251 loss: 0.1001
epoch: 6252 loss: 0.1001
epoch: 6253 loss: 0.1001
epoch: 6254 loss: 0.1001
epoch: 6255 loss: 0.1000
epoch: 6256 loss: 0.1000
epoch: 6257 loss: 0.1000
epoch: 6258 loss: 0.1000
epoch: 6259 loss: 0.1000
epoch: 6260 loss: 0.1000
epoch: 6261 loss: 0.1000
epoch: 6262 loss: 0.1000
epoch: 6263 loss: 0.1000
epoch: 6264 loss: 0.0999
epoch: 6265 loss: 0.0999
epoch: 6266 loss: 0.0999
epoch: 6267 loss: 0.0999
epoch: 6268 loss: 0.0999
epoch: 6269 loss: 0.0999
epoch: 6270 loss: 0.0999
epoch: 6271 loss: 0.0999
epoch: 6272 loss: 0.0999
epoch: 6273 loss: 0.0999
epoch: 6274 loss: 0.0998
epoch: 6275 loss: 0.0998
epoch: 6276 loss: 0.0998
epoch: 6277 loss: 0.0998
epoch: 6278 loss: 0.0998
epoch: 6279 loss: 0.0998
epoch: 6280 loss: 0.0998
epoch: 6281 loss: 0.0998
epoch: 6282 loss: 0.0998
epoch: 6283 loss: 0.0998
epoch: 6284 loss: 0.0997
epoch: 6285 loss: 0.0997
epoch: 6286 loss: 0.0997
epoch: 6287 loss: 0.0997
epoch: 6288 loss: 0.0997
epoch: 6289 loss: 0.0997
epoch: 6290 loss: 0.0997
epoch: 6291 loss: 0.0997
epoch: 6292 loss: 0.0997
epoch: 6293 loss: 0.0996
epoch: 6294 loss: 0.0996
epoch: 6295 loss: 0.0996
epoch: 6296 loss: 0.0996
epoch: 6297 loss: 0.0996
epoch: 6298 loss: 0.0996
epoch: 6299 loss: 0.0996
epoch: 6300 loss: 0.0996
epoch: 6301 loss: 0.0996
epoch: 6302 loss: 0.0996
epoch: 6303 loss: 0.0995
epoch: 6304 loss: 0.0995
epoch: 6305 loss: 0.0995
epoch: 6306 loss: 0.0995
epoch: 6307 loss: 0.0995
epoch: 6308 loss: 0.0995
epoch: 6309 loss: 0.0995
epoch: 6310 loss: 0.0995
epoch: 6311 loss: 0.0995
epoch: 6312 loss: 0.0995
epoch: 6313 loss: 0.0994
epoch: 6314 loss: 0.0994
epoch: 6315 loss: 0.0994
epoch: 6316 loss: 0.0994
epoch: 6317 loss: 0.0994
epoch: 6318 loss: 0.0994
epoch: 6319 loss: 0.0994
epoch: 6320 loss: 0.0994
epoch: 6321 loss: 0.0994
epoch: 6322 loss: 0.0993
epoch: 6323 loss: 0.0993
epoch: 6324 loss: 0.0993
epoch: 6325 loss: 0.0993
epoch: 6326 loss: 0.0993
epoch: 6327 loss: 0.0993
epoch: 6328 loss: 0.0993
epoch: 6329 loss: 0.0993
epoch: 6330 loss: 0.0993
epoch: 6331 loss: 0.0993
epoch: 6332 loss: 0.0992
epoch: 6333 loss: 0.0992
epoch: 6334 loss: 0.0992
epoch: 6335 loss: 0.0992
epoch: 6336 loss: 0.0992
epoch: 6337 loss: 0.0992
epoch: 6338 loss: 0.0992
epoch: 6339 loss: 0.0992
epoch: 6340 loss: 0.0992
epoch: 6341 loss: 0.0992
epoch: 6342 loss: 0.0991
epoch: 6343 loss: 0.0991
epoch: 6344 loss: 0.0991
epoch: 6345 loss: 0.0991
epoch: 6346 loss: 0.0991
epoch: 6347 loss: 0.0991
epoch: 6348 loss: 0.0991
epoch: 6349 loss: 0.0991
epoch: 6350 loss: 0.0991
epoch: 6351 loss: 0.0990
epoch: 6352 loss: 0.0990
epoch: 6353 loss: 0.0990
epoch: 6354 loss: 0.0990
epoch: 6355 loss: 0.0990
epoch: 6356 loss: 0.0990
epoch: 6357 loss: 0.0990
epoch: 6358 loss: 0.0990
epoch: 6359 loss: 0.0990
epoch: 6360 loss: 0.0990
epoch: 6361 loss: 0.0989
epoch: 6362 loss: 0.0989
epoch: 6363 loss: 0.0989
epoch: 6364 loss: 0.0989
epoch: 6365 loss: 0.0989
epoch: 6366 loss: 0.0989
epoch: 6367 loss: 0.0989
epoch: 6368 loss: 0.0989
epoch: 6369 loss: 0.0989
epoch: 6370 loss: 0.0989
epoch: 6371 loss: 0.0988
epoch: 6372 loss: 0.0988
epoch: 6373 loss: 0.0988
epoch: 6374 loss: 0.0988
epoch: 6375 loss: 0.0988
epoch: 6376 loss: 0.0988
epoch: 6377 loss: 0.0988
epoch: 6378 loss: 0.0988
epoch: 6379 loss: 0.0988
epoch: 6380 loss: 0.0988
epoch: 6381 loss: 0.0987
epoch: 6382 loss: 0.0987
epoch: 6383 loss: 0.0987
epoch: 6384 loss: 0.0987
epoch: 6385 loss: 0.0987
epoch: 6386 loss: 0.0987
epoch: 6387 loss: 0.0987
epoch: 6388 loss: 0.0987
epoch: 6389 loss: 0.0987
epoch: 6390 loss: 0.0987
epoch: 6391 loss: 0.0986
epoch: 6392 loss: 0.0986
epoch: 6393 loss: 0.0986
epoch: 6394 loss: 0.0986
epoch: 6395 loss: 0.0986
epoch: 6396 loss: 0.0986
epoch: 6397 loss: 0.0986
epoch: 6398 loss: 0.0986
epoch: 6399 loss: 0.0986
epoch: 6400 loss: 0.0985
epoch: 6401 loss: 0.0985
epoch: 6402 loss: 0.0985
epoch: 6403 loss: 0.0985
epoch: 6404 loss: 0.0985
epoch: 6405 loss: 0.0985
epoch: 6406 loss: 0.0985
epoch: 6407 loss: 0.0985
epoch: 6408 loss: 0.0985
epoch: 6409 loss: 0.0985
epoch: 6410 loss: 0.0984
epoch: 6411 loss: 0.0984
epoch: 6412 loss: 0.0984
epoch: 6413 loss: 0.0984
epoch: 6414 loss: 0.0984
epoch: 6415 loss: 0.0984
epoch: 6416 loss: 0.0984
epoch: 6417 loss: 0.0984
epoch: 6418 loss: 0.0984
epoch: 6419 loss: 0.0984
epoch: 6420 loss: 0.0983
epoch: 6421 loss: 0.0983
epoch: 6422 loss: 0.0983
epoch: 6423 loss: 0.0983
epoch: 6424 loss: 0.0983
epoch: 6425 loss: 0.0983
epoch: 6426 loss: 0.0983
epoch: 6427 loss: 0.0983
epoch: 6428 loss: 0.0983
epoch: 6429 loss: 0.0983
epoch: 6430 loss: 0.0982
epoch: 6431 loss: 0.0982
epoch: 6432 loss: 0.0982
epoch: 6433 loss: 0.0982
epoch: 6434 loss: 0.0982
epoch: 6435 loss: 0.0982
epoch: 6436 loss: 0.0982
epoch: 6437 loss: 0.0982
epoch: 6438 loss: 0.0982
epoch: 6439 loss: 0.0982
epoch: 6440 loss: 0.0981
epoch: 6441 loss: 0.0981
epoch: 6442 loss: 0.0981
epoch: 6443 loss: 0.0981
epoch: 6444 loss: 0.0981
epoch: 6445 loss: 0.0981
epoch: 6446 loss: 0.0981
epoch: 6447 loss: 0.0981
epoch: 6448 loss: 0.0981
epoch: 6449 loss: 0.0981
epoch: 6450 loss: 0.0980
epoch: 6451 loss: 0.0980
epoch: 6452 loss: 0.0980
epoch: 6453 loss: 0.0980
epoch: 6454 loss: 0.0980
epoch: 6455 loss: 0.0980
epoch: 6456 loss: 0.0980
epoch: 6457 loss: 0.0980
epoch: 6458 loss: 0.0980
epoch: 6459 loss: 0.0979
epoch: 6460 loss: 0.0979
epoch: 6461 loss: 0.0979
epoch: 6462 loss: 0.0979
epoch: 6463 loss: 0.0979
epoch: 6464 loss: 0.0979
epoch: 6465 loss: 0.0979
epoch: 6466 loss: 0.0979
epoch: 6467 loss: 0.0979
epoch: 6468 loss: 0.0979
epoch: 6469 loss: 0.0978
epoch: 6470 loss: 0.0978
epoch: 6471 loss: 0.0978
epoch: 6472 loss: 0.0978
epoch: 6473 loss: 0.0978
epoch: 6474 loss: 0.0978
epoch: 6475 loss: 0.0978
epoch: 6476 loss: 0.0978
epoch: 6477 loss: 0.0978
epoch: 6478 loss: 0.0978
epoch: 6479 loss: 0.0977
epoch: 6480 loss: 0.0977
epoch: 6481 loss: 0.0977
epoch: 6482 loss: 0.0977
epoch: 6483 loss: 0.0977
epoch: 6484 loss: 0.0977
epoch: 6485 loss: 0.0977
epoch: 6486 loss: 0.0977
epoch: 6487 loss: 0.0977
epoch: 6488 loss: 0.0977
epoch: 6489 loss: 0.0976
epoch: 6490 loss: 0.0976
epoch: 6491 loss: 0.0976
epoch: 6492 loss: 0.0976
epoch: 6493 loss: 0.0976
epoch: 6494 loss: 0.0976
epoch: 6495 loss: 0.0976
epoch: 6496 loss: 0.0976
epoch: 6497 loss: 0.0976
epoch: 6498 loss: 0.0976
epoch: 6499 loss: 0.0975
epoch: 6500 loss: 0.0975
epoch: 6501 loss: 0.0975
epoch: 6502 loss: 0.0975
epoch: 6503 loss: 0.0975
epoch: 6504 loss: 0.0975
epoch: 6505 loss: 0.0975
epoch: 6506 loss: 0.0975
epoch: 6507 loss: 0.0975
epoch: 6508 loss: 0.0975
epoch: 6509 loss: 0.0974
epoch: 6510 loss: 0.0974
epoch: 6511 loss: 0.0974
epoch: 6512 loss: 0.0974
epoch: 6513 loss: 0.0974
epoch: 6514 loss: 0.0974
epoch: 6515 loss: 0.0974
epoch: 6516 loss: 0.0974
epoch: 6517 loss: 0.0974
epoch: 6518 loss: 0.0974
epoch: 6519 loss: 0.0973
epoch: 6520 loss: 0.0973
epoch: 6521 loss: 0.0973
epoch: 6522 loss: 0.0973
epoch: 6523 loss: 0.0973
epoch: 6524 loss: 0.0973
epoch: 6525 loss: 0.0973
epoch: 6526 loss: 0.0973
epoch: 6527 loss: 0.0973
epoch: 6528 loss: 0.0973
epoch: 6529 loss: 0.0972
epoch: 6530 loss: 0.0972
epoch: 6531 loss: 0.0972
epoch: 6532 loss: 0.0972
epoch: 6533 loss: 0.0972
epoch: 6534 loss: 0.0972
epoch: 6535 loss: 0.0972
epoch: 6536 loss: 0.0972
epoch: 6537 loss: 0.0972
epoch: 6538 loss: 0.0972
epoch: 6539 loss: 0.0971
epoch: 6540 loss: 0.0971
epoch: 6541 loss: 0.0971
epoch: 6542 loss: 0.0971
epoch: 6543 loss: 0.0971
epoch: 6544 loss: 0.0971
epoch: 6545 loss: 0.0971
epoch: 6546 loss: 0.0971
epoch: 6547 loss: 0.0971
epoch: 6548 loss: 0.0971
epoch: 6549 loss: 0.0970
epoch: 6550 loss: 0.0970
epoch: 6551 loss: 0.0970
epoch: 6552 loss: 0.0970
epoch: 6553 loss: 0.0970
epoch: 6554 loss: 0.0970
epoch: 6555 loss: 0.0970
epoch: 6556 loss: 0.0970
epoch: 6557 loss: 0.0970
epoch: 6558 loss: 0.0970
epoch: 6559 loss: 0.0969
epoch: 6560 loss: 0.0969
epoch: 6561 loss: 0.0969
epoch: 6562 loss: 0.0969
epoch: 6563 loss: 0.0969
epoch: 6564 loss: 0.0969
epoch: 6565 loss: 0.0969
epoch: 6566 loss: 0.0969
epoch: 6567 loss: 0.0969
epoch: 6568 loss: 0.0969
epoch: 6569 loss: 0.0968
epoch: 6570 loss: 0.0968
epoch: 6571 loss: 0.0968
epoch: 6572 loss: 0.0968
epoch: 6573 loss: 0.0968
epoch: 6574 loss: 0.0968
epoch: 6575 loss: 0.0968
epoch: 6576 loss: 0.0968
epoch: 6577 loss: 0.0968
epoch: 6578 loss: 0.0968
epoch: 6579 loss: 0.0967
epoch: 6580 loss: 0.0967
epoch: 6581 loss: 0.0967
epoch: 6582 loss: 0.0967
epoch: 6583 loss: 0.0967
epoch: 6584 loss: 0.0967
epoch: 6585 loss: 0.0967
epoch: 6586 loss: 0.0967
epoch: 6587 loss: 0.0967
epoch: 6588 loss: 0.0967
epoch: 6589 loss: 0.0966
epoch: 6590 loss: 0.0966
epoch: 6591 loss: 0.0966
epoch: 6592 loss: 0.0966
epoch: 6593 loss: 0.0966
epoch: 6594 loss: 0.0966
epoch: 6595 loss: 0.0966
epoch: 6596 loss: 0.0966
epoch: 6597 loss: 0.0966
epoch: 6598 loss: 0.0966
epoch: 6599 loss: 0.0965
epoch: 6600 loss: 0.0965
epoch: 6601 loss: 0.0965
epoch: 6602 loss: 0.0965
epoch: 6603 loss: 0.0965
epoch: 6604 loss: 0.0965
epoch: 6605 loss: 0.0965
epoch: 6606 loss: 0.0965
epoch: 6607 loss: 0.0965
epoch: 6608 loss: 0.0965
epoch: 6609 loss: 0.0965
epoch: 6610 loss: 0.0964
epoch: 6611 loss: 0.0964
epoch: 6612 loss: 0.0964
epoch: 6613 loss: 0.0964
epoch: 6614 loss: 0.0964
epoch: 6615 loss: 0.0964
epoch: 6616 loss: 0.0964
epoch: 6617 loss: 0.0964
epoch: 6618 loss: 0.0964
epoch: 6619 loss: 0.0964
epoch: 6620 loss: 0.0963
epoch: 6621 loss: 0.0963
epoch: 6622 loss: 0.0963
epoch: 6623 loss: 0.0963
epoch: 6624 loss: 0.0963
epoch: 6625 loss: 0.0963
epoch: 6626 loss: 0.0963
epoch: 6627 loss: 0.0963
epoch: 6628 loss: 0.0963
epoch: 6629 loss: 0.0963
epoch: 6630 loss: 0.0962
epoch: 6631 loss: 0.0962
epoch: 6632 loss: 0.0962
epoch: 6633 loss: 0.0962
epoch: 6634 loss: 0.0962
epoch: 6635 loss: 0.0962
epoch: 6636 loss: 0.0962
epoch: 6637 loss: 0.0962
epoch: 6638 loss: 0.0962
epoch: 6639 loss: 0.0962
epoch: 6640 loss: 0.0961
epoch: 6641 loss: 0.0961
epoch: 6642 loss: 0.0961
epoch: 6643 loss: 0.0961
epoch: 6644 loss: 0.0961
epoch: 6645 loss: 0.0961
epoch: 6646 loss: 0.0961
epoch: 6647 loss: 0.0961
epoch: 6648 loss: 0.0961
epoch: 6649 loss: 0.0961
epoch: 6650 loss: 0.0960
epoch: 6651 loss: 0.0960
epoch: 6652 loss: 0.0960
epoch: 6653 loss: 0.0960
epoch: 6654 loss: 0.0960
epoch: 6655 loss: 0.0960
epoch: 6656 loss: 0.0960
epoch: 6657 loss: 0.0960
epoch: 6658 loss: 0.0960
epoch: 6659 loss: 0.0960
epoch: 6660 loss: 0.0959
epoch: 6661 loss: 0.0959
epoch: 6662 loss: 0.0959
epoch: 6663 loss: 0.0959
epoch: 6664 loss: 0.0959
epoch: 6665 loss: 0.0959
epoch: 6666 loss: 0.0959
epoch: 6667 loss: 0.0959
epoch: 6668 loss: 0.0959
epoch: 6669 loss: 0.0959
epoch: 6670 loss: 0.0959
epoch: 6671 loss: 0.0958
epoch: 6672 loss: 0.0958
epoch: 6673 loss: 0.0958
epoch: 6674 loss: 0.0958
epoch: 6675 loss: 0.0958
epoch: 6676 loss: 0.0958
epoch: 6677 loss: 0.0958
epoch: 6678 loss: 0.0958
epoch: 6679 loss: 0.0958
epoch: 6680 loss: 0.0958
epoch: 6681 loss: 0.0957
epoch: 6682 loss: 0.0957
epoch: 6683 loss: 0.0957
epoch: 6684 loss: 0.0957
epoch: 6685 loss: 0.0957
epoch: 6686 loss: 0.0957
epoch: 6687 loss: 0.0957
epoch: 6688 loss: 0.0957
epoch: 6689 loss: 0.0957
epoch: 6690 loss: 0.0957
epoch: 6691 loss: 0.0956
epoch: 6692 loss: 0.0956
epoch: 6693 loss: 0.0956
epoch: 6694 loss: 0.0956
epoch: 6695 loss: 0.0956
epoch: 6696 loss: 0.0956
epoch: 6697 loss: 0.0956
epoch: 6698 loss: 0.0956
epoch: 6699 loss: 0.0956
epoch: 6700 loss: 0.0956
epoch: 6701 loss: 0.0955
epoch: 6702 loss: 0.0955
epoch: 6703 loss: 0.0955
epoch: 6704 loss: 0.0955
epoch: 6705 loss: 0.0955
epoch: 6706 loss: 0.0955
epoch: 6707 loss: 0.0955
epoch: 6708 loss: 0.0955
epoch: 6709 loss: 0.0955
epoch: 6710 loss: 0.0955
epoch: 6711 loss: 0.0955
epoch: 6712 loss: 0.0954
epoch: 6713 loss: 0.0954
epoch: 6714 loss: 0.0954
epoch: 6715 loss: 0.0954
epoch: 6716 loss: 0.0954
epoch: 6717 loss: 0.0954
epoch: 6718 loss: 0.0954
epoch: 6719 loss: 0.0954
epoch: 6720 loss: 0.0954
epoch: 6721 loss: 0.0954
epoch: 6722 loss: 0.0953
epoch: 6723 loss: 0.0953
epoch: 6724 loss: 0.0953
epoch: 6725 loss: 0.0953
epoch: 6726 loss: 0.0953
epoch: 6727 loss: 0.0953
epoch: 6728 loss: 0.0953
epoch: 6729 loss: 0.0953
epoch: 6730 loss: 0.0953
epoch: 6731 loss: 0.0953
epoch: 6732 loss: 0.0952
epoch: 6733 loss: 0.0952
epoch: 6734 loss: 0.0952
epoch: 6735 loss: 0.0952
epoch: 6736 loss: 0.0952
epoch: 6737 loss: 0.0952
epoch: 6738 loss: 0.0952
epoch: 6739 loss: 0.0952
epoch: 6740 loss: 0.0952
epoch: 6741 loss: 0.0952
epoch: 6742 loss: 0.0952
epoch: 6743 loss: 0.0951
epoch: 6744 loss: 0.0951
epoch: 6745 loss: 0.0951
epoch: 6746 loss: 0.0951
epoch: 6747 loss: 0.0951
epoch: 6748 loss: 0.0951
epoch: 6749 loss: 0.0951
epoch: 6750 loss: 0.0951
epoch: 6751 loss: 0.0951
epoch: 6752 loss: 0.0951
epoch: 6753 loss: 0.0950
epoch: 6754 loss: 0.0950
epoch: 6755 loss: 0.0950
epoch: 6756 loss: 0.0950
epoch: 6757 loss: 0.0950
epoch: 6758 loss: 0.0950
epoch: 6759 loss: 0.0950
epoch: 6760 loss: 0.0950
epoch: 6761 loss: 0.0950
epoch: 6762 loss: 0.0950
epoch: 6763 loss: 0.0949
epoch: 6764 loss: 0.0949
epoch: 6765 loss: 0.0949
epoch: 6766 loss: 0.0949
epoch: 6767 loss: 0.0949
epoch: 6768 loss: 0.0949
epoch: 6769 loss: 0.0949
epoch: 6770 loss: 0.0949
epoch: 6771 loss: 0.0949
epoch: 6772 loss: 0.0949
epoch: 6773 loss: 0.0949
epoch: 6774 loss: 0.0948
epoch: 6775 loss: 0.0948
epoch: 6776 loss: 0.0948
epoch: 6777 loss: 0.0948
epoch: 6778 loss: 0.0948
epoch: 6779 loss: 0.0948
epoch: 6780 loss: 0.0948
epoch: 6781 loss: 0.0948
epoch: 6782 loss: 0.0948
epoch: 6783 loss: 0.0948
epoch: 6784 loss: 0.0947
epoch: 6785 loss: 0.0947
epoch: 6786 loss: 0.0947
epoch: 6787 loss: 0.0947
epoch: 6788 loss: 0.0947
epoch: 6789 loss: 0.0947
epoch: 6790 loss: 0.0947
epoch: 6791 loss: 0.0947
epoch: 6792 loss: 0.0947
epoch: 6793 loss: 0.0947
epoch: 6794 loss: 0.0946
epoch: 6795 loss: 0.0946
epoch: 6796 loss: 0.0946
epoch: 6797 loss: 0.0946
epoch: 6798 loss: 0.0946
epoch: 6799 loss: 0.0946
epoch: 6800 loss: 0.0946
epoch: 6801 loss: 0.0946
epoch: 6802 loss: 0.0946
epoch: 6803 loss: 0.0946
epoch: 6804 loss: 0.0946
epoch: 6805 loss: 0.0945
epoch: 6806 loss: 0.0945
epoch: 6807 loss: 0.0945
epoch: 6808 loss: 0.0945
epoch: 6809 loss: 0.0945
epoch: 6810 loss: 0.0945
epoch: 6811 loss: 0.0945
epoch: 6812 loss: 0.0945
epoch: 6813 loss: 0.0945
epoch: 6814 loss: 0.0945
epoch: 6815 loss: 0.0944
epoch: 6816 loss: 0.0944
epoch: 6817 loss: 0.0944
epoch: 6818 loss: 0.0944
epoch: 6819 loss: 0.0944
epoch: 6820 loss: 0.0944
epoch: 6821 loss: 0.0944
epoch: 6822 loss: 0.0944
epoch: 6823 loss: 0.0944
epoch: 6824 loss: 0.0944
epoch: 6825 loss: 0.0944
epoch: 6826 loss: 0.0943
epoch: 6827 loss: 0.0943
epoch: 6828 loss: 0.0943
epoch: 6829 loss: 0.0943
epoch: 6830 loss: 0.0943
epoch: 6831 loss: 0.0943
epoch: 6832 loss: 0.0943
epoch: 6833 loss: 0.0943
epoch: 6834 loss: 0.0943
epoch: 6835 loss: 0.0943
epoch: 6836 loss: 0.0942
epoch: 6837 loss: 0.0942
epoch: 6838 loss: 0.0942
epoch: 6839 loss: 0.0942
epoch: 6840 loss: 0.0942
epoch: 6841 loss: 0.0942
epoch: 6842 loss: 0.0942
epoch: 6843 loss: 0.0942
epoch: 6844 loss: 0.0942
epoch: 6845 loss: 0.0942
epoch: 6846 loss: 0.0942
epoch: 6847 loss: 0.0941
epoch: 6848 loss: 0.0941
epoch: 6849 loss: 0.0941
epoch: 6850 loss: 0.0941
epoch: 6851 loss: 0.0941
epoch: 6852 loss: 0.0941
epoch: 6853 loss: 0.0941
epoch: 6854 loss: 0.0941
epoch: 6855 loss: 0.0941
epoch: 6856 loss: 0.0941
epoch: 6857 loss: 0.0940
epoch: 6858 loss: 0.0940
epoch: 6859 loss: 0.0940
epoch: 6860 loss: 0.0940
epoch: 6861 loss: 0.0940
epoch: 6862 loss: 0.0940
epoch: 6863 loss: 0.0940
epoch: 6864 loss: 0.0940
epoch: 6865 loss: 0.0940
epoch: 6866 loss: 0.0940
epoch: 6867 loss: 0.0940
epoch: 6868 loss: 0.0939
epoch: 6869 loss: 0.0939
epoch: 6870 loss: 0.0939
epoch: 6871 loss: 0.0939
epoch: 6872 loss: 0.0939
epoch: 6873 loss: 0.0939
epoch: 6874 loss: 0.0939
epoch: 6875 loss: 0.0939
epoch: 6876 loss: 0.0939
epoch: 6877 loss: 0.0939
epoch: 6878 loss: 0.0938
epoch: 6879 loss: 0.0938
epoch: 6880 loss: 0.0938
epoch: 6881 loss: 0.0938
epoch: 6882 loss: 0.0938
epoch: 6883 loss: 0.0938
epoch: 6884 loss: 0.0938
epoch: 6885 loss: 0.0938
epoch: 6886 loss: 0.0938
epoch: 6887 loss: 0.0938
epoch: 6888 loss: 0.0938
epoch: 6889 loss: 0.0937
epoch: 6890 loss: 0.0937
epoch: 6891 loss: 0.0937
epoch: 6892 loss: 0.0937
epoch: 6893 loss: 0.0937
epoch: 6894 loss: 0.0937
epoch: 6895 loss: 0.0937
epoch: 6896 loss: 0.0937
epoch: 6897 loss: 0.0937
epoch: 6898 loss: 0.0937
epoch: 6899 loss: 0.0936
epoch: 6900 loss: 0.0936
epoch: 6901 loss: 0.0936
epoch: 6902 loss: 0.0936
epoch: 6903 loss: 0.0936
epoch: 6904 loss: 0.0936
epoch: 6905 loss: 0.0936
epoch: 6906 loss: 0.0936
epoch: 6907 loss: 0.0936
epoch: 6908 loss: 0.0936
epoch: 6909 loss: 0.0936
epoch: 6910 loss: 0.0935
epoch: 6911 loss: 0.0935
epoch: 6912 loss: 0.0935
epoch: 6913 loss: 0.0935
epoch: 6914 loss: 0.0935
epoch: 6915 loss: 0.0935
epoch: 6916 loss: 0.0935
epoch: 6917 loss: 0.0935
epoch: 6918 loss: 0.0935
epoch: 6919 loss: 0.0935
epoch: 6920 loss: 0.0935
epoch: 6921 loss: 0.0934
epoch: 6922 loss: 0.0934
epoch: 6923 loss: 0.0934
epoch: 6924 loss: 0.0934
epoch: 6925 loss: 0.0934
epoch: 6926 loss: 0.0934
epoch: 6927 loss: 0.0934
epoch: 6928 loss: 0.0934
epoch: 6929 loss: 0.0934
epoch: 6930 loss: 0.0934
epoch: 6931 loss: 0.0933
epoch: 6932 loss: 0.0933
epoch: 6933 loss: 0.0933
epoch: 6934 loss: 0.0933
epoch: 6935 loss: 0.0933
epoch: 6936 loss: 0.0933
epoch: 6937 loss: 0.0933
epoch: 6938 loss: 0.0933
epoch: 6939 loss: 0.0933
epoch: 6940 loss: 0.0933
epoch: 6941 loss: 0.0933
epoch: 6942 loss: 0.0932
epoch: 6943 loss: 0.0932
epoch: 6944 loss: 0.0932
epoch: 6945 loss: 0.0932
epoch: 6946 loss: 0.0932
epoch: 6947 loss: 0.0932
epoch: 6948 loss: 0.0932
epoch: 6949 loss: 0.0932
epoch: 6950 loss: 0.0932
epoch: 6951 loss: 0.0932
epoch: 6952 loss: 0.0931
epoch: 6953 loss: 0.0931
epoch: 6954 loss: 0.0931
epoch: 6955 loss: 0.0931
epoch: 6956 loss: 0.0931
epoch: 6957 loss: 0.0931
epoch: 6958 loss: 0.0931
epoch: 6959 loss: 0.0931
epoch: 6960 loss: 0.0931
epoch: 6961 loss: 0.0931
epoch: 6962 loss: 0.0931
epoch: 6963 loss: 0.0930
epoch: 6964 loss: 0.0930
epoch: 6965 loss: 0.0930
epoch: 6966 loss: 0.0930
epoch: 6967 loss: 0.0930
epoch: 6968 loss: 0.0930
epoch: 6969 loss: 0.0930
epoch: 6970 loss: 0.0930
epoch: 6971 loss: 0.0930
epoch: 6972 loss: 0.0930
epoch: 6973 loss: 0.0930
epoch: 6974 loss: 0.0929
epoch: 6975 loss: 0.0929
epoch: 6976 loss: 0.0929
epoch: 6977 loss: 0.0929
epoch: 6978 loss: 0.0929
epoch: 6979 loss: 0.0929
epoch: 6980 loss: 0.0929
epoch: 6981 loss: 0.0929
epoch: 6982 loss: 0.0929
epoch: 6983 loss: 0.0929
epoch: 6984 loss: 0.0928
epoch: 6985 loss: 0.0928
epoch: 6986 loss: 0.0928
epoch: 6987 loss: 0.0928
epoch: 6988 loss: 0.0928
epoch: 6989 loss: 0.0928
epoch: 6990 loss: 0.0928
epoch: 6991 loss: 0.0928
epoch: 6992 loss: 0.0928
epoch: 6993 loss: 0.0928
epoch: 6994 loss: 0.0928
epoch: 6995 loss: 0.0927
epoch: 6996 loss: 0.0927
epoch: 6997 loss: 0.0927
epoch: 6998 loss: 0.0927
epoch: 6999 loss: 0.0927
epoch: 7000 loss: 0.0927
epoch: 7001 loss: 0.0927
epoch: 7002 loss: 0.0927
epoch: 7003 loss: 0.0927
epoch: 7004 loss: 0.0927
epoch: 7005 loss: 0.0927
epoch: 7006 loss: 0.0926
epoch: 7007 loss: 0.0926
epoch: 7008 loss: 0.0926
epoch: 7009 loss: 0.0926
epoch: 7010 loss: 0.0926
epoch: 7011 loss: 0.0926
epoch: 7012 loss: 0.0926
epoch: 7013 loss: 0.0926
epoch: 7014 loss: 0.0926
epoch: 7015 loss: 0.0926
epoch: 7016 loss: 0.0926
epoch: 7017 loss: 0.0925
epoch: 7018 loss: 0.0925
epoch: 7019 loss: 0.0925
epoch: 7020 loss: 0.0925
epoch: 7021 loss: 0.0925
epoch: 7022 loss: 0.0925
epoch: 7023 loss: 0.0925
epoch: 7024 loss: 0.0925
epoch: 7025 loss: 0.0925
epoch: 7026 loss: 0.0925
epoch: 7027 loss: 0.0924
epoch: 7028 loss: 0.0924
epoch: 7029 loss: 0.0924
epoch: 7030 loss: 0.0924
epoch: 7031 loss: 0.0924
epoch: 7032 loss: 0.0924
epoch: 7033 loss: 0.0924
epoch: 7034 loss: 0.0924
epoch: 7035 loss: 0.0924
epoch: 7036 loss: 0.0924
epoch: 7037 loss: 0.0924
epoch: 7038 loss: 0.0923
epoch: 7039 loss: 0.0923
epoch: 7040 loss: 0.0923
epoch: 7041 loss: 0.0923
epoch: 7042 loss: 0.0923
epoch: 7043 loss: 0.0923
epoch: 7044 loss: 0.0923
epoch: 7045 loss: 0.0923
epoch: 7046 loss: 0.0923
epoch: 7047 loss: 0.0923
epoch: 7048 loss: 0.0923
epoch: 7049 loss: 0.0922
epoch: 7050 loss: 0.0922
epoch: 7051 loss: 0.0922
epoch: 7052 loss: 0.0922
epoch: 7053 loss: 0.0922
epoch: 7054 loss: 0.0922
epoch: 7055 loss: 0.0922
epoch: 7056 loss: 0.0922
epoch: 7057 loss: 0.0922
epoch: 7058 loss: 0.0922
epoch: 7059 loss: 0.0922
epoch: 7060 loss: 0.0921
epoch: 7061 loss: 0.0921
epoch: 7062 loss: 0.0921
epoch: 7063 loss: 0.0921
epoch: 7064 loss: 0.0921
epoch: 7065 loss: 0.0921
epoch: 7066 loss: 0.0921
epoch: 7067 loss: 0.0921
epoch: 7068 loss: 0.0921
epoch: 7069 loss: 0.0921
epoch: 7070 loss: 0.0921
epoch: 7071 loss: 0.0920
epoch: 7072 loss: 0.0920
epoch: 7073 loss: 0.0920
epoch: 7074 loss: 0.0920
epoch: 7075 loss: 0.0920
epoch: 7076 loss: 0.0920
epoch: 7077 loss: 0.0920
epoch: 7078 loss: 0.0920
epoch: 7079 loss: 0.0920
epoch: 7080 loss: 0.0920
epoch: 7081 loss: 0.0920
epoch: 7082 loss: 0.0919
epoch: 7083 loss: 0.0919
epoch: 7084 loss: 0.0919
epoch: 7085 loss: 0.0919
epoch: 7086 loss: 0.0919
epoch: 7087 loss: 0.0919
epoch: 7088 loss: 0.0919
epoch: 7089 loss: 0.0919
epoch: 7090 loss: 0.0919
epoch: 7091 loss: 0.0919
epoch: 7092 loss: 0.0918
epoch: 7093 loss: 0.0918
epoch: 7094 loss: 0.0918
epoch: 7095 loss: 0.0918
epoch: 7096 loss: 0.0918
epoch: 7097 loss: 0.0918
epoch: 7098 loss: 0.0918
epoch: 7099 loss: 0.0918
epoch: 7100 loss: 0.0918
epoch: 7101 loss: 0.0918
epoch: 7102 loss: 0.0918
epoch: 7103 loss: 0.0917
epoch: 7104 loss: 0.0917
epoch: 7105 loss: 0.0917
epoch: 7106 loss: 0.0917
epoch: 7107 loss: 0.0917
epoch: 7108 loss: 0.0917
epoch: 7109 loss: 0.0917
epoch: 7110 loss: 0.0917
epoch: 7111 loss: 0.0917
epoch: 7112 loss: 0.0917
epoch: 7113 loss: 0.0917
epoch: 7114 loss: 0.0916
epoch: 7115 loss: 0.0916
epoch: 7116 loss: 0.0916
epoch: 7117 loss: 0.0916
epoch: 7118 loss: 0.0916
epoch: 7119 loss: 0.0916
epoch: 7120 loss: 0.0916
epoch: 7121 loss: 0.0916
epoch: 7122 loss: 0.0916
epoch: 7123 loss: 0.0916
epoch: 7124 loss: 0.0916
epoch: 7125 loss: 0.0915
epoch: 7126 loss: 0.0915
epoch: 7127 loss: 0.0915
epoch: 7128 loss: 0.0915
epoch: 7129 loss: 0.0915
epoch: 7130 loss: 0.0915
epoch: 7131 loss: 0.0915
epoch: 7132 loss: 0.0915
epoch: 7133 loss: 0.0915
epoch: 7134 loss: 0.0915
epoch: 7135 loss: 0.0915
epoch: 7136 loss: 0.0914
epoch: 7137 loss: 0.0914
epoch: 7138 loss: 0.0914
epoch: 7139 loss: 0.0914
epoch: 7140 loss: 0.0914
epoch: 7141 loss: 0.0914
epoch: 7142 loss: 0.0914
epoch: 7143 loss: 0.0914
epoch: 7144 loss: 0.0914
epoch: 7145 loss: 0.0914
epoch: 7146 loss: 0.0914
epoch: 7147 loss: 0.0913
epoch: 7148 loss: 0.0913
epoch: 7149 loss: 0.0913
epoch: 7150 loss: 0.0913
epoch: 7151 loss: 0.0913
epoch: 7152 loss: 0.0913
epoch: 7153 loss: 0.0913
epoch: 7154 loss: 0.0913
epoch: 7155 loss: 0.0913
epoch: 7156 loss: 0.0913
epoch: 7157 loss: 0.0913
epoch: 7158 loss: 0.0912
epoch: 7159 loss: 0.0912
epoch: 7160 loss: 0.0912
epoch: 7161 loss: 0.0912
epoch: 7162 loss: 0.0912
epoch: 7163 loss: 0.0912
epoch: 7164 loss: 0.0912
epoch: 7165 loss: 0.0912
epoch: 7166 loss: 0.0912
epoch: 7167 loss: 0.0912
epoch: 7168 loss: 0.0912
epoch: 7169 loss: 0.0911
epoch: 7170 loss: 0.0911
epoch: 7171 loss: 0.0911
epoch: 7172 loss: 0.0911
epoch: 7173 loss: 0.0911
epoch: 7174 loss: 0.0911
epoch: 7175 loss: 0.0911
epoch: 7176 loss: 0.0911
epoch: 7177 loss: 0.0911
epoch: 7178 loss: 0.0911
epoch: 7179 loss: 0.0911
epoch: 7180 loss: 0.0910
epoch: 7181 loss: 0.0910
epoch: 7182 loss: 0.0910
epoch: 7183 loss: 0.0910
epoch: 7184 loss: 0.0910
epoch: 7185 loss: 0.0910
epoch: 7186 loss: 0.0910
epoch: 7187 loss: 0.0910
epoch: 7188 loss: 0.0910
epoch: 7189 loss: 0.0910
epoch: 7190 loss: 0.0910
epoch: 7191 loss: 0.0909
epoch: 7192 loss: 0.0909
epoch: 7193 loss: 0.0909
epoch: 7194 loss: 0.0909
epoch: 7195 loss: 0.0909
epoch: 7196 loss: 0.0909
epoch: 7197 loss: 0.0909
epoch: 7198 loss: 0.0909
epoch: 7199 loss: 0.0909
epoch: 7200 loss: 0.0909
epoch: 7201 loss: 0.0909
epoch: 7202 loss: 0.0908
epoch: 7203 loss: 0.0908
epoch: 7204 loss: 0.0908
epoch: 7205 loss: 0.0908
epoch: 7206 loss: 0.0908
epoch: 7207 loss: 0.0908
epoch: 7208 loss: 0.0908
epoch: 7209 loss: 0.0908
epoch: 7210 loss: 0.0908
epoch: 7211 loss: 0.0908
epoch: 7212 loss: 0.0908
epoch: 7213 loss: 0.0907
epoch: 7214 loss: 0.0907
epoch: 7215 loss: 0.0907
epoch: 7216 loss: 0.0907
epoch: 7217 loss: 0.0907
epoch: 7218 loss: 0.0907
epoch: 7219 loss: 0.0907
epoch: 7220 loss: 0.0907
epoch: 7221 loss: 0.0907
epoch: 7222 loss: 0.0907
epoch: 7223 loss: 0.0907
epoch: 7224 loss: 0.0906
epoch: 7225 loss: 0.0906
epoch: 7226 loss: 0.0906
epoch: 7227 loss: 0.0906
epoch: 7228 loss: 0.0906
epoch: 7229 loss: 0.0906
epoch: 7230 loss: 0.0906
epoch: 7231 loss: 0.0906
epoch: 7232 loss: 0.0906
epoch: 7233 loss: 0.0906
epoch: 7234 loss: 0.0906
epoch: 7235 loss: 0.0906
epoch: 7236 loss: 0.0905
epoch: 7237 loss: 0.0905
epoch: 7238 loss: 0.0905
epoch: 7239 loss: 0.0905
epoch: 7240 loss: 0.0905
epoch: 7241 loss: 0.0905
epoch: 7242 loss: 0.0905
epoch: 7243 loss: 0.0905
epoch: 7244 loss: 0.0905
epoch: 7245 loss: 0.0905
epoch: 7246 loss: 0.0905
epoch: 7247 loss: 0.0904
epoch: 7248 loss: 0.0904
epoch: 7249 loss: 0.0904
epoch: 7250 loss: 0.0904
epoch: 7251 loss: 0.0904
epoch: 7252 loss: 0.0904
epoch: 7253 loss: 0.0904
epoch: 7254 loss: 0.0904
epoch: 7255 loss: 0.0904
epoch: 7256 loss: 0.0904
epoch: 7257 loss: 0.0904
epoch: 7258 loss: 0.0903
epoch: 7259 loss: 0.0903
epoch: 7260 loss: 0.0903
epoch: 7261 loss: 0.0903
epoch: 7262 loss: 0.0903
epoch: 7263 loss: 0.0903
epoch: 7264 loss: 0.0903
epoch: 7265 loss: 0.0903
epoch: 7266 loss: 0.0903
epoch: 7267 loss: 0.0903
epoch: 7268 loss: 0.0903
epoch: 7269 loss: 0.0902
epoch: 7270 loss: 0.0902
epoch: 7271 loss: 0.0902
epoch: 7272 loss: 0.0902
epoch: 7273 loss: 0.0902
epoch: 7274 loss: 0.0902
epoch: 7275 loss: 0.0902
epoch: 7276 loss: 0.0902
epoch: 7277 loss: 0.0902
epoch: 7278 loss: 0.0902
epoch: 7279 loss: 0.0902
epoch: 7280 loss: 0.0901
epoch: 7281 loss: 0.0901
epoch: 7282 loss: 0.0901
epoch: 7283 loss: 0.0901
epoch: 7284 loss: 0.0901
epoch: 7285 loss: 0.0901
epoch: 7286 loss: 0.0901
epoch: 7287 loss: 0.0901
epoch: 7288 loss: 0.0901
epoch: 7289 loss: 0.0901
epoch: 7290 loss: 0.0901
epoch: 7291 loss: 0.0900
epoch: 7292 loss: 0.0900
epoch: 7293 loss: 0.0900
epoch: 7294 loss: 0.0900
epoch: 7295 loss: 0.0900
epoch: 7296 loss: 0.0900
epoch: 7297 loss: 0.0900
epoch: 7298 loss: 0.0900
epoch: 7299 loss: 0.0900
epoch: 7300 loss: 0.0900
epoch: 7301 loss: 0.0900
epoch: 7302 loss: 0.0900
epoch: 7303 loss: 0.0899
epoch: 7304 loss: 0.0899
epoch: 7305 loss: 0.0899
epoch: 7306 loss: 0.0899
epoch: 7307 loss: 0.0899
epoch: 7308 loss: 0.0899
epoch: 7309 loss: 0.0899
epoch: 7310 loss: 0.0899
epoch: 7311 loss: 0.0899
epoch: 7312 loss: 0.0899
epoch: 7313 loss: 0.0899
epoch: 7314 loss: 0.0898
epoch: 7315 loss: 0.0898
epoch: 7316 loss: 0.0898
epoch: 7317 loss: 0.0898
epoch: 7318 loss: 0.0898
epoch: 7319 loss: 0.0898
epoch: 7320 loss: 0.0898
epoch: 7321 loss: 0.0898
epoch: 7322 loss: 0.0898
epoch: 7323 loss: 0.0898
epoch: 7324 loss: 0.0898
epoch: 7325 loss: 0.0897
epoch: 7326 loss: 0.0897
epoch: 7327 loss: 0.0897
epoch: 7328 loss: 0.0897
epoch: 7329 loss: 0.0897
epoch: 7330 loss: 0.0897
epoch: 7331 loss: 0.0897
epoch: 7332 loss: 0.0897
epoch: 7333 loss: 0.0897
epoch: 7334 loss: 0.0897
epoch: 7335 loss: 0.0897
epoch: 7336 loss: 0.0896
epoch: 7337 loss: 0.0896
epoch: 7338 loss: 0.0896
epoch: 7339 loss: 0.0896
epoch: 7340 loss: 0.0896
epoch: 7341 loss: 0.0896
epoch: 7342 loss: 0.0896
epoch: 7343 loss: 0.0896
epoch: 7344 loss: 0.0896
epoch: 7345 loss: 0.0896
epoch: 7346 loss: 0.0896
epoch: 7347 loss: 0.0896
epoch: 7348 loss: 0.0895
epoch: 7349 loss: 0.0895
epoch: 7350 loss: 0.0895
epoch: 7351 loss: 0.0895
epoch: 7352 loss: 0.0895
epoch: 7353 loss: 0.0895
epoch: 7354 loss: 0.0895
epoch: 7355 loss: 0.0895
epoch: 7356 loss: 0.0895
epoch: 7357 loss: 0.0895
epoch: 7358 loss: 0.0895
epoch: 7359 loss: 0.0894
epoch: 7360 loss: 0.0894
epoch: 7361 loss: 0.0894
epoch: 7362 loss: 0.0894
epoch: 7363 loss: 0.0894
epoch: 7364 loss: 0.0894
epoch: 7365 loss: 0.0894
epoch: 7366 loss: 0.0894
epoch: 7367 loss: 0.0894
epoch: 7368 loss: 0.0894
epoch: 7369 loss: 0.0894
epoch: 7370 loss: 0.0893
epoch: 7371 loss: 0.0893
epoch: 7372 loss: 0.0893
epoch: 7373 loss: 0.0893
epoch: 7374 loss: 0.0893
epoch: 7375 loss: 0.0893
epoch: 7376 loss: 0.0893
epoch: 7377 loss: 0.0893
epoch: 7378 loss: 0.0893
epoch: 7379 loss: 0.0893
epoch: 7380 loss: 0.0893
epoch: 7381 loss: 0.0893
epoch: 7382 loss: 0.0892
epoch: 7383 loss: 0.0892
epoch: 7384 loss: 0.0892
epoch: 7385 loss: 0.0892
epoch: 7386 loss: 0.0892
epoch: 7387 loss: 0.0892
epoch: 7388 loss: 0.0892
epoch: 7389 loss: 0.0892
epoch: 7390 loss: 0.0892
epoch: 7391 loss: 0.0892
epoch: 7392 loss: 0.0892
epoch: 7393 loss: 0.0891
epoch: 7394 loss: 0.0891
epoch: 7395 loss: 0.0891
epoch: 7396 loss: 0.0891
epoch: 7397 loss: 0.0891
epoch: 7398 loss: 0.0891
epoch: 7399 loss: 0.0891
epoch: 7400 loss: 0.0891
epoch: 7401 loss: 0.0891
epoch: 7402 loss: 0.0891
epoch: 7403 loss: 0.0891
epoch: 7404 loss: 0.0890
epoch: 7405 loss: 0.0890
epoch: 7406 loss: 0.0890
epoch: 7407 loss: 0.0890
epoch: 7408 loss: 0.0890
epoch: 7409 loss: 0.0890
epoch: 7410 loss: 0.0890
epoch: 7411 loss: 0.0890
epoch: 7412 loss: 0.0890
epoch: 7413 loss: 0.0890
epoch: 7414 loss: 0.0890
epoch: 7415 loss: 0.0890
epoch: 7416 loss: 0.0889
epoch: 7417 loss: 0.0889
epoch: 7418 loss: 0.0889
epoch: 7419 loss: 0.0889
epoch: 7420 loss: 0.0889
epoch: 7421 loss: 0.0889
epoch: 7422 loss: 0.0889
epoch: 7423 loss: 0.0889
epoch: 7424 loss: 0.0889
epoch: 7425 loss: 0.0889
epoch: 7426 loss: 0.0889
epoch: 7427 loss: 0.0888
epoch: 7428 loss: 0.0888
epoch: 7429 loss: 0.0888
epoch: 7430 loss: 0.0888
epoch: 7431 loss: 0.0888
epoch: 7432 loss: 0.0888
epoch: 7433 loss: 0.0888
epoch: 7434 loss: 0.0888
epoch: 7435 loss: 0.0888
epoch: 7436 loss: 0.0888
epoch: 7437 loss: 0.0888
epoch: 7438 loss: 0.0888
epoch: 7439 loss: 0.0887
epoch: 7440 loss: 0.0887
epoch: 7441 loss: 0.0887
epoch: 7442 loss: 0.0887
epoch: 7443 loss: 0.0887
epoch: 7444 loss: 0.0887
epoch: 7445 loss: 0.0887
epoch: 7446 loss: 0.0887
epoch: 7447 loss: 0.0887
epoch: 7448 loss: 0.0887
epoch: 7449 loss: 0.0887
epoch: 7450 loss: 0.0886
epoch: 7451 loss: 0.0886
epoch: 7452 loss: 0.0886
epoch: 7453 loss: 0.0886
epoch: 7454 loss: 0.0886
epoch: 7455 loss: 0.0886
epoch: 7456 loss: 0.0886
epoch: 7457 loss: 0.0886
epoch: 7458 loss: 0.0886
epoch: 7459 loss: 0.0886
epoch: 7460 loss: 0.0886
epoch: 7461 loss: 0.0886
epoch: 7462 loss: 0.0885
epoch: 7463 loss: 0.0885
epoch: 7464 loss: 0.0885
epoch: 7465 loss: 0.0885
epoch: 7466 loss: 0.0885
epoch: 7467 loss: 0.0885
epoch: 7468 loss: 0.0885
epoch: 7469 loss: 0.0885
epoch: 7470 loss: 0.0885
epoch: 7471 loss: 0.0885
epoch: 7472 loss: 0.0885
epoch: 7473 loss: 0.0884
epoch: 7474 loss: 0.0884
epoch: 7475 loss: 0.0884
epoch: 7476 loss: 0.0884
epoch: 7477 loss: 0.0884
epoch: 7478 loss: 0.0884
epoch: 7479 loss: 0.0884
epoch: 7480 loss: 0.0884
epoch: 7481 loss: 0.0884
epoch: 7482 loss: 0.0884
epoch: 7483 loss: 0.0884
epoch: 7484 loss: 0.0884
epoch: 7485 loss: 0.0883
epoch: 7486 loss: 0.0883
epoch: 7487 loss: 0.0883
epoch: 7488 loss: 0.0883
epoch: 7489 loss: 0.0883
epoch: 7490 loss: 0.0883
epoch: 7491 loss: 0.0883
epoch: 7492 loss: 0.0883
epoch: 7493 loss: 0.0883
epoch: 7494 loss: 0.0883
epoch: 7495 loss: 0.0883
epoch: 7496 loss: 0.0882
epoch: 7497 loss: 0.0882
epoch: 7498 loss: 0.0882
epoch: 7499 loss: 0.0882
epoch: 7500 loss: 0.0882
epoch: 7501 loss: 0.0882
epoch: 7502 loss: 0.0882
epoch: 7503 loss: 0.0882
epoch: 7504 loss: 0.0882
epoch: 7505 loss: 0.0882
epoch: 7506 loss: 0.0882
epoch: 7507 loss: 0.0882
epoch: 7508 loss: 0.0881
epoch: 7509 loss: 0.0881
epoch: 7510 loss: 0.0881
epoch: 7511 loss: 0.0881
epoch: 7512 loss: 0.0881
epoch: 7513 loss: 0.0881
epoch: 7514 loss: 0.0881
epoch: 7515 loss: 0.0881
epoch: 7516 loss: 0.0881
epoch: 7517 loss: 0.0881
epoch: 7518 loss: 0.0881
epoch: 7519 loss: 0.0880
epoch: 7520 loss: 0.0880
epoch: 7521 loss: 0.0880
epoch: 7522 loss: 0.0880
epoch: 7523 loss: 0.0880
epoch: 7524 loss: 0.0880
epoch: 7525 loss: 0.0880
epoch: 7526 loss: 0.0880
epoch: 7527 loss: 0.0880
epoch: 7528 loss: 0.0880
epoch: 7529 loss: 0.0880
epoch: 7530 loss: 0.0880
epoch: 7531 loss: 0.0879
epoch: 7532 loss: 0.0879
epoch: 7533 loss: 0.0879
epoch: 7534 loss: 0.0879
epoch: 7535 loss: 0.0879
epoch: 7536 loss: 0.0879
epoch: 7537 loss: 0.0879
epoch: 7538 loss: 0.0879
epoch: 7539 loss: 0.0879
epoch: 7540 loss: 0.0879
epoch: 7541 loss: 0.0879
epoch: 7542 loss: 0.0878
epoch: 7543 loss: 0.0878
epoch: 7544 loss: 0.0878
epoch: 7545 loss: 0.0878
epoch: 7546 loss: 0.0878
epoch: 7547 loss: 0.0878
epoch: 7548 loss: 0.0878
epoch: 7549 loss: 0.0878
epoch: 7550 loss: 0.0878
epoch: 7551 loss: 0.0878
epoch: 7552 loss: 0.0878
epoch: 7553 loss: 0.0878
epoch: 7554 loss: 0.0877
epoch: 7555 loss: 0.0877
epoch: 7556 loss: 0.0877
epoch: 7557 loss: 0.0877
epoch: 7558 loss: 0.0877
epoch: 7559 loss: 0.0877
epoch: 7560 loss: 0.0877
epoch: 7561 loss: 0.0877
epoch: 7562 loss: 0.0877
epoch: 7563 loss: 0.0877
epoch: 7564 loss: 0.0877
epoch: 7565 loss: 0.0877
epoch: 7566 loss: 0.0876
epoch: 7567 loss: 0.0876
epoch: 7568 loss: 0.0876
epoch: 7569 loss: 0.0876
epoch: 7570 loss: 0.0876
epoch: 7571 loss: 0.0876
epoch: 7572 loss: 0.0876
epoch: 7573 loss: 0.0876
epoch: 7574 loss: 0.0876
epoch: 7575 loss: 0.0876
epoch: 7576 loss: 0.0876
epoch: 7577 loss: 0.0875
epoch: 7578 loss: 0.0875
epoch: 7579 loss: 0.0875
epoch: 7580 loss: 0.0875
epoch: 7581 loss: 0.0875
epoch: 7582 loss: 0.0875
epoch: 7583 loss: 0.0875
epoch: 7584 loss: 0.0875
epoch: 7585 loss: 0.0875
epoch: 7586 loss: 0.0875
epoch: 7587 loss: 0.0875
epoch: 7588 loss: 0.0875
epoch: 7589 loss: 0.0874
epoch: 7590 loss: 0.0874
epoch: 7591 loss: 0.0874
epoch: 7592 loss: 0.0874
epoch: 7593 loss: 0.0874
epoch: 7594 loss: 0.0874
epoch: 7595 loss: 0.0874
epoch: 7596 loss: 0.0874
epoch: 7597 loss: 0.0874
epoch: 7598 loss: 0.0874
epoch: 7599 loss: 0.0874
epoch: 7600 loss: 0.0874
epoch: 7601 loss: 0.0873
epoch: 7602 loss: 0.0873
epoch: 7603 loss: 0.0873
epoch: 7604 loss: 0.0873
epoch: 7605 loss: 0.0873
epoch: 7606 loss: 0.0873
epoch: 7607 loss: 0.0873
epoch: 7608 loss: 0.0873
epoch: 7609 loss: 0.0873
epoch: 7610 loss: 0.0873
epoch: 7611 loss: 0.0873
epoch: 7612 loss: 0.0873
epoch: 7613 loss: 0.0872
epoch: 7614 loss: 0.0872
epoch: 7615 loss: 0.0872
epoch: 7616 loss: 0.0872
epoch: 7617 loss: 0.0872
epoch: 7618 loss: 0.0872
epoch: 7619 loss: 0.0872
epoch: 7620 loss: 0.0872
epoch: 7621 loss: 0.0872
epoch: 7622 loss: 0.0872
epoch: 7623 loss: 0.0872
epoch: 7624 loss: 0.0871
epoch: 7625 loss: 0.0871
epoch: 7626 loss: 0.0871
epoch: 7627 loss: 0.0871
epoch: 7628 loss: 0.0871
epoch: 7629 loss: 0.0871
epoch: 7630 loss: 0.0871
epoch: 7631 loss: 0.0871
epoch: 7632 loss: 0.0871
epoch: 7633 loss: 0.0871
epoch: 7634 loss: 0.0871
epoch: 7635 loss: 0.0871
epoch: 7636 loss: 0.0870
epoch: 7637 loss: 0.0870
epoch: 7638 loss: 0.0870
epoch: 7639 loss: 0.0870
epoch: 7640 loss: 0.0870
epoch: 7641 loss: 0.0870
epoch: 7642 loss: 0.0870
epoch: 7643 loss: 0.0870
epoch: 7644 loss: 0.0870
epoch: 7645 loss: 0.0870
epoch: 7646 loss: 0.0870
epoch: 7647 loss: 0.0870
epoch: 7648 loss: 0.0869
epoch: 7649 loss: 0.0869
epoch: 7650 loss: 0.0869
epoch: 7651 loss: 0.0869
epoch: 7652 loss: 0.0869
epoch: 7653 loss: 0.0869
epoch: 7654 loss: 0.0869
epoch: 7655 loss: 0.0869
epoch: 7656 loss: 0.0869
epoch: 7657 loss: 0.0869
epoch: 7658 loss: 0.0869
epoch: 7659 loss: 0.0869
epoch: 7660 loss: 0.0868
epoch: 7661 loss: 0.0868
epoch: 7662 loss: 0.0868
epoch: 7663 loss: 0.0868
epoch: 7664 loss: 0.0868
epoch: 7665 loss: 0.0868
epoch: 7666 loss: 0.0868
epoch: 7667 loss: 0.0868
epoch: 7668 loss: 0.0868
epoch: 7669 loss: 0.0868
epoch: 7670 loss: 0.0868
epoch: 7671 loss: 0.0867
epoch: 7672 loss: 0.0867
epoch: 7673 loss: 0.0867
epoch: 7674 loss: 0.0867
epoch: 7675 loss: 0.0867
epoch: 7676 loss: 0.0867
epoch: 7677 loss: 0.0867
epoch: 7678 loss: 0.0867
epoch: 7679 loss: 0.0867
epoch: 7680 loss: 0.0867
epoch: 7681 loss: 0.0867
epoch: 7682 loss: 0.0867
epoch: 7683 loss: 0.0866
epoch: 7684 loss: 0.0866
epoch: 7685 loss: 0.0866
epoch: 7686 loss: 0.0866
epoch: 7687 loss: 0.0866
epoch: 7688 loss: 0.0866
epoch: 7689 loss: 0.0866
epoch: 7690 loss: 0.0866
epoch: 7691 loss: 0.0866
epoch: 7692 loss: 0.0866
epoch: 7693 loss: 0.0866
epoch: 7694 loss: 0.0866
epoch: 7695 loss: 0.0865
epoch: 7696 loss: 0.0865
epoch: 7697 loss: 0.0865
epoch: 7698 loss: 0.0865
epoch: 7699 loss: 0.0865
epoch: 7700 loss: 0.0865
epoch: 7701 loss: 0.0865
epoch: 7702 loss: 0.0865
epoch: 7703 loss: 0.0865
epoch: 7704 loss: 0.0865
epoch: 7705 loss: 0.0865
epoch: 7706 loss: 0.0865
epoch: 7707 loss: 0.0864
epoch: 7708 loss: 0.0864
epoch: 7709 loss: 0.0864
epoch: 7710 loss: 0.0864
epoch: 7711 loss: 0.0864
epoch: 7712 loss: 0.0864
epoch: 7713 loss: 0.0864
epoch: 7714 loss: 0.0864
epoch: 7715 loss: 0.0864
epoch: 7716 loss: 0.0864
epoch: 7717 loss: 0.0864
epoch: 7718 loss: 0.0864
epoch: 7719 loss: 0.0863
epoch: 7720 loss: 0.0863
epoch: 7721 loss: 0.0863
epoch: 7722 loss: 0.0863
epoch: 7723 loss: 0.0863
epoch: 7724 loss: 0.0863
epoch: 7725 loss: 0.0863
epoch: 7726 loss: 0.0863
epoch: 7727 loss: 0.0863
epoch: 7728 loss: 0.0863
epoch: 7729 loss: 0.0863
epoch: 7730 loss: 0.0863
epoch: 7731 loss: 0.0862
epoch: 7732 loss: 0.0862
epoch: 7733 loss: 0.0862
epoch: 7734 loss: 0.0862
epoch: 7735 loss: 0.0862
epoch: 7736 loss: 0.0862
epoch: 7737 loss: 0.0862
epoch: 7738 loss: 0.0862
epoch: 7739 loss: 0.0862
epoch: 7740 loss: 0.0862
epoch: 7741 loss: 0.0862
epoch: 7742 loss: 0.0862
epoch: 7743 loss: 0.0861
epoch: 7744 loss: 0.0861
epoch: 7745 loss: 0.0861
epoch: 7746 loss: 0.0861
epoch: 7747 loss: 0.0861
epoch: 7748 loss: 0.0861
epoch: 7749 loss: 0.0861
epoch: 7750 loss: 0.0861
epoch: 7751 loss: 0.0861
epoch: 7752 loss: 0.0861
epoch: 7753 loss: 0.0861
epoch: 7754 loss: 0.0861
epoch: 7755 loss: 0.0860
epoch: 7756 loss: 0.0860
epoch: 7757 loss: 0.0860
epoch: 7758 loss: 0.0860
epoch: 7759 loss: 0.0860
epoch: 7760 loss: 0.0860
epoch: 7761 loss: 0.0860
epoch: 7762 loss: 0.0860
epoch: 7763 loss: 0.0860
epoch: 7764 loss: 0.0860
epoch: 7765 loss: 0.0860
epoch: 7766 loss: 0.0860
epoch: 7767 loss: 0.0859
epoch: 7768 loss: 0.0859
epoch: 7769 loss: 0.0859
epoch: 7770 loss: 0.0859
epoch: 7771 loss: 0.0859
epoch: 7772 loss: 0.0859
epoch: 7773 loss: 0.0859
epoch: 7774 loss: 0.0859
epoch: 7775 loss: 0.0859
epoch: 7776 loss: 0.0859
epoch: 7777 loss: 0.0859
epoch: 7778 loss: 0.0859
epoch: 7779 loss: 0.0858
epoch: 7780 loss: 0.0858
epoch: 7781 loss: 0.0858
epoch: 7782 loss: 0.0858
epoch: 7783 loss: 0.0858
epoch: 7784 loss: 0.0858
epoch: 7785 loss: 0.0858
epoch: 7786 loss: 0.0858
epoch: 7787 loss: 0.0858
epoch: 7788 loss: 0.0858
epoch: 7789 loss: 0.0858
epoch: 7790 loss: 0.0858
epoch: 7791 loss: 0.0857
epoch: 7792 loss: 0.0857
epoch: 7793 loss: 0.0857
epoch: 7794 loss: 0.0857
epoch: 7795 loss: 0.0857
epoch: 7796 loss: 0.0857
epoch: 7797 loss: 0.0857
epoch: 7798 loss: 0.0857
epoch: 7799 loss: 0.0857
epoch: 7800 loss: 0.0857
epoch: 7801 loss: 0.0857
epoch: 7802 loss: 0.0857
epoch: 7803 loss: 0.0856
epoch: 7804 loss: 0.0856
epoch: 7805 loss: 0.0856
epoch: 7806 loss: 0.0856
epoch: 7807 loss: 0.0856
epoch: 7808 loss: 0.0856
epoch: 7809 loss: 0.0856
epoch: 7810 loss: 0.0856
epoch: 7811 loss: 0.0856
epoch: 7812 loss: 0.0856
epoch: 7813 loss: 0.0856
epoch: 7814 loss: 0.0856
epoch: 7815 loss: 0.0855
epoch: 7816 loss: 0.0855
epoch: 7817 loss: 0.0855
epoch: 7818 loss: 0.0855
epoch: 7819 loss: 0.0855
epoch: 7820 loss: 0.0855
epoch: 7821 loss: 0.0855
epoch: 7822 loss: 0.0855
epoch: 7823 loss: 0.0855
epoch: 7824 loss: 0.0855
epoch: 7825 loss: 0.0855
epoch: 7826 loss: 0.0855
epoch: 7827 loss: 0.0854
epoch: 7828 loss: 0.0854
epoch: 7829 loss: 0.0854
epoch: 7830 loss: 0.0854
epoch: 7831 loss: 0.0854
epoch: 7832 loss: 0.0854
epoch: 7833 loss: 0.0854
epoch: 7834 loss: 0.0854
epoch: 7835 loss: 0.0854
epoch: 7836 loss: 0.0854
epoch: 7837 loss: 0.0854
epoch: 7838 loss: 0.0854
epoch: 7839 loss: 0.0853
epoch: 7840 loss: 0.0853
epoch: 7841 loss: 0.0853
epoch: 7842 loss: 0.0853
epoch: 7843 loss: 0.0853
epoch: 7844 loss: 0.0853
epoch: 7845 loss: 0.0853
epoch: 7846 loss: 0.0853
epoch: 7847 loss: 0.0853
epoch: 7848 loss: 0.0853
epoch: 7849 loss: 0.0853
epoch: 7850 loss: 0.0853
epoch: 7851 loss: 0.0852
epoch: 7852 loss: 0.0852
epoch: 7853 loss: 0.0852
epoch: 7854 loss: 0.0852
epoch: 7855 loss: 0.0852
epoch: 7856 loss: 0.0852
epoch: 7857 loss: 0.0852
epoch: 7858 loss: 0.0852
epoch: 7859 loss: 0.0852
epoch: 7860 loss: 0.0852
epoch: 7861 loss: 0.0852
epoch: 7862 loss: 0.0852
epoch: 7863 loss: 0.0852
epoch: 7864 loss: 0.0851
epoch: 7865 loss: 0.0851
epoch: 7866 loss: 0.0851
epoch: 7867 loss: 0.0851
epoch: 7868 loss: 0.0851
epoch: 7869 loss: 0.0851
epoch: 7870 loss: 0.0851
epoch: 7871 loss: 0.0851
epoch: 7872 loss: 0.0851
epoch: 7873 loss: 0.0851
epoch: 7874 loss: 0.0851
epoch: 7875 loss: 0.0851
epoch: 7876 loss: 0.0850
epoch: 7877 loss: 0.0850
epoch: 7878 loss: 0.0850
epoch: 7879 loss: 0.0850
epoch: 7880 loss: 0.0850
epoch: 7881 loss: 0.0850
epoch: 7882 loss: 0.0850
epoch: 7883 loss: 0.0850
epoch: 7884 loss: 0.0850
epoch: 7885 loss: 0.0850
epoch: 7886 loss: 0.0850
epoch: 7887 loss: 0.0850
epoch: 7888 loss: 0.0849
epoch: 7889 loss: 0.0849
epoch: 7890 loss: 0.0849
epoch: 7891 loss: 0.0849
epoch: 7892 loss: 0.0849
epoch: 7893 loss: 0.0849
epoch: 7894 loss: 0.0849
epoch: 7895 loss: 0.0849
epoch: 7896 loss: 0.0849
epoch: 7897 loss: 0.0849
epoch: 7898 loss: 0.0849
epoch: 7899 loss: 0.0849
epoch: 7900 loss: 0.0848
epoch: 7901 loss: 0.0848
epoch: 7902 loss: 0.0848
epoch: 7903 loss: 0.0848
epoch: 7904 loss: 0.0848
epoch: 7905 loss: 0.0848
epoch: 7906 loss: 0.0848
epoch: 7907 loss: 0.0848
epoch: 7908 loss: 0.0848
epoch: 7909 loss: 0.0848
epoch: 7910 loss: 0.0848
epoch: 7911 loss: 0.0848
epoch: 7912 loss: 0.0847
epoch: 7913 loss: 0.0847
epoch: 7914 loss: 0.0847
epoch: 7915 loss: 0.0847
epoch: 7916 loss: 0.0847
epoch: 7917 loss: 0.0847
epoch: 7918 loss: 0.0847
epoch: 7919 loss: 0.0847
epoch: 7920 loss: 0.0847
epoch: 7921 loss: 0.0847
epoch: 7922 loss: 0.0847
epoch: 7923 loss: 0.0847
epoch: 7924 loss: 0.0847
epoch: 7925 loss: 0.0846
epoch: 7926 loss: 0.0846
epoch: 7927 loss: 0.0846
epoch: 7928 loss: 0.0846
epoch: 7929 loss: 0.0846
epoch: 7930 loss: 0.0846
epoch: 7931 loss: 0.0846
epoch: 7932 loss: 0.0846
epoch: 7933 loss: 0.0846
epoch: 7934 loss: 0.0846
epoch: 7935 loss: 0.0846
epoch: 7936 loss: 0.0846
epoch: 7937 loss: 0.0845
epoch: 7938 loss: 0.0845
epoch: 7939 loss: 0.0845
epoch: 7940 loss: 0.0845
epoch: 7941 loss: 0.0845
epoch: 7942 loss: 0.0845
epoch: 7943 loss: 0.0845
epoch: 7944 loss: 0.0845
epoch: 7945 loss: 0.0845
epoch: 7946 loss: 0.0845
epoch: 7947 loss: 0.0845
epoch: 7948 loss: 0.0845
epoch: 7949 loss: 0.0844
epoch: 7950 loss: 0.0844
epoch: 7951 loss: 0.0844
epoch: 7952 loss: 0.0844
epoch: 7953 loss: 0.0844
epoch: 7954 loss: 0.0844
epoch: 7955 loss: 0.0844
epoch: 7956 loss: 0.0844
epoch: 7957 loss: 0.0844
epoch: 7958 loss: 0.0844
epoch: 7959 loss: 0.0844
epoch: 7960 loss: 0.0844
epoch: 7961 loss: 0.0844
epoch: 7962 loss: 0.0843
epoch: 7963 loss: 0.0843
epoch: 7964 loss: 0.0843
epoch: 7965 loss: 0.0843
epoch: 7966 loss: 0.0843
epoch: 7967 loss: 0.0843
epoch: 7968 loss: 0.0843
epoch: 7969 loss: 0.0843
epoch: 7970 loss: 0.0843
epoch: 7971 loss: 0.0843
epoch: 7972 loss: 0.0843
epoch: 7973 loss: 0.0843
epoch: 7974 loss: 0.0842
epoch: 7975 loss: 0.0842
epoch: 7976 loss: 0.0842
epoch: 7977 loss: 0.0842
epoch: 7978 loss: 0.0842
epoch: 7979 loss: 0.0842
epoch: 7980 loss: 0.0842
epoch: 7981 loss: 0.0842
epoch: 7982 loss: 0.0842
epoch: 7983 loss: 0.0842
epoch: 7984 loss: 0.0842
epoch: 7985 loss: 0.0842
epoch: 7986 loss: 0.0841
epoch: 7987 loss: 0.0841
epoch: 7988 loss: 0.0841
epoch: 7989 loss: 0.0841
epoch: 7990 loss: 0.0841
epoch: 7991 loss: 0.0841
epoch: 7992 loss: 0.0841
epoch: 7993 loss: 0.0841
epoch: 7994 loss: 0.0841
epoch: 7995 loss: 0.0841
epoch: 7996 loss: 0.0841
epoch: 7997 loss: 0.0841
epoch: 7998 loss: 0.0841
epoch: 7999 loss: 0.0840
epoch: 8000 loss: 0.0840
epoch: 8001 loss: 0.0840
epoch: 8002 loss: 0.0840
epoch: 8003 loss: 0.0840
epoch: 8004 loss: 0.0840
epoch: 8005 loss: 0.0840
epoch: 8006 loss: 0.0840
epoch: 8007 loss: 0.0840
epoch: 8008 loss: 0.0840
epoch: 8009 loss: 0.0840
epoch: 8010 loss: 0.0840
epoch: 8011 loss: 0.0839
epoch: 8012 loss: 0.0839
epoch: 8013 loss: 0.0839
epoch: 8014 loss: 0.0839
epoch: 8015 loss: 0.0839
epoch: 8016 loss: 0.0839
epoch: 8017 loss: 0.0839
epoch: 8018 loss: 0.0839
epoch: 8019 loss: 0.0839
epoch: 8020 loss: 0.0839
epoch: 8021 loss: 0.0839
epoch: 8022 loss: 0.0839
epoch: 8023 loss: 0.0838
epoch: 8024 loss: 0.0838
epoch: 8025 loss: 0.0838
epoch: 8026 loss: 0.0838
epoch: 8027 loss: 0.0838
epoch: 8028 loss: 0.0838
epoch: 8029 loss: 0.0838
epoch: 8030 loss: 0.0838
epoch: 8031 loss: 0.0838
epoch: 8032 loss: 0.0838
epoch: 8033 loss: 0.0838
epoch: 8034 loss: 0.0838
epoch: 8035 loss: 0.0838
epoch: 8036 loss: 0.0837
epoch: 8037 loss: 0.0837
epoch: 8038 loss: 0.0837
epoch: 8039 loss: 0.0837
epoch: 8040 loss: 0.0837
epoch: 8041 loss: 0.0837
epoch: 8042 loss: 0.0837
epoch: 8043 loss: 0.0837
epoch: 8044 loss: 0.0837
epoch: 8045 loss: 0.0837
epoch: 8046 loss: 0.0837
epoch: 8047 loss: 0.0837
epoch: 8048 loss: 0.0836
epoch: 8049 loss: 0.0836
epoch: 8050 loss: 0.0836
epoch: 8051 loss: 0.0836
epoch: 8052 loss: 0.0836
epoch: 8053 loss: 0.0836
epoch: 8054 loss: 0.0836
epoch: 8055 loss: 0.0836
epoch: 8056 loss: 0.0836
epoch: 8057 loss: 0.0836
epoch: 8058 loss: 0.0836
epoch: 8059 loss: 0.0836
epoch: 8060 loss: 0.0836
epoch: 8061 loss: 0.0835
epoch: 8062 loss: 0.0835
epoch: 8063 loss: 0.0835
epoch: 8064 loss: 0.0835
epoch: 8065 loss: 0.0835
epoch: 8066 loss: 0.0835
epoch: 8067 loss: 0.0835
epoch: 8068 loss: 0.0835
epoch: 8069 loss: 0.0835
epoch: 8070 loss: 0.0835
epoch: 8071 loss: 0.0835
epoch: 8072 loss: 0.0835
epoch: 8073 loss: 0.0834
epoch: 8074 loss: 0.0834
epoch: 8075 loss: 0.0834
epoch: 8076 loss: 0.0834
epoch: 8077 loss: 0.0834
epoch: 8078 loss: 0.0834
epoch: 8079 loss: 0.0834
epoch: 8080 loss: 0.0834
epoch: 8081 loss: 0.0834
epoch: 8082 loss: 0.0834
epoch: 8083 loss: 0.0834
epoch: 8084 loss: 0.0834
epoch: 8085 loss: 0.0834
epoch: 8086 loss: 0.0833
epoch: 8087 loss: 0.0833
epoch: 8088 loss: 0.0833
epoch: 8089 loss: 0.0833
epoch: 8090 loss: 0.0833
epoch: 8091 loss: 0.0833
epoch: 8092 loss: 0.0833
epoch: 8093 loss: 0.0833
epoch: 8094 loss: 0.0833
epoch: 8095 loss: 0.0833
epoch: 8096 loss: 0.0833
epoch: 8097 loss: 0.0833
epoch: 8098 loss: 0.0833
epoch: 8099 loss: 0.0832
epoch: 8100 loss: 0.0832
epoch: 8101 loss: 0.0832
epoch: 8102 loss: 0.0832
epoch: 8103 loss: 0.0832
epoch: 8104 loss: 0.0832
epoch: 8105 loss: 0.0832
epoch: 8106 loss: 0.0832
epoch: 8107 loss: 0.0832
epoch: 8108 loss: 0.0832
epoch: 8109 loss: 0.0832
epoch: 8110 loss: 0.0832
epoch: 8111 loss: 0.0831
epoch: 8112 loss: 0.0831
epoch: 8113 loss: 0.0831
epoch: 8114 loss: 0.0831
epoch: 8115 loss: 0.0831
epoch: 8116 loss: 0.0831
epoch: 8117 loss: 0.0831
epoch: 8118 loss: 0.0831
epoch: 8119 loss: 0.0831
epoch: 8120 loss: 0.0831
epoch: 8121 loss: 0.0831
epoch: 8122 loss: 0.0831
epoch: 8123 loss: 0.0831
epoch: 8124 loss: 0.0830
epoch: 8125 loss: 0.0830
epoch: 8126 loss: 0.0830
epoch: 8127 loss: 0.0830
epoch: 8128 loss: 0.0830
epoch: 8129 loss: 0.0830
epoch: 8130 loss: 0.0830
epoch: 8131 loss: 0.0830
epoch: 8132 loss: 0.0830
epoch: 8133 loss: 0.0830
epoch: 8134 loss: 0.0830
epoch: 8135 loss: 0.0830
epoch: 8136 loss: 0.0829
epoch: 8137 loss: 0.0829
epoch: 8138 loss: 0.0829
epoch: 8139 loss: 0.0829
epoch: 8140 loss: 0.0829
epoch: 8141 loss: 0.0829
epoch: 8142 loss: 0.0829
epoch: 8143 loss: 0.0829
epoch: 8144 loss: 0.0829
epoch: 8145 loss: 0.0829
epoch: 8146 loss: 0.0829
epoch: 8147 loss: 0.0829
epoch: 8148 loss: 0.0829
epoch: 8149 loss: 0.0828
epoch: 8150 loss: 0.0828
epoch: 8151 loss: 0.0828
epoch: 8152 loss: 0.0828
epoch: 8153 loss: 0.0828
epoch: 8154 loss: 0.0828
epoch: 8155 loss: 0.0828
epoch: 8156 loss: 0.0828
epoch: 8157 loss: 0.0828
epoch: 8158 loss: 0.0828
epoch: 8159 loss: 0.0828
epoch: 8160 loss: 0.0828
epoch: 8161 loss: 0.0828
epoch: 8162 loss: 0.0827
epoch: 8163 loss: 0.0827
epoch: 8164 loss: 0.0827
epoch: 8165 loss: 0.0827
epoch: 8166 loss: 0.0827
epoch: 8167 loss: 0.0827
epoch: 8168 loss: 0.0827
epoch: 8169 loss: 0.0827
epoch: 8170 loss: 0.0827
epoch: 8171 loss: 0.0827
epoch: 8172 loss: 0.0827
epoch: 8173 loss: 0.0827
epoch: 8174 loss: 0.0826
epoch: 8175 loss: 0.0826
epoch: 8176 loss: 0.0826
epoch: 8177 loss: 0.0826
epoch: 8178 loss: 0.0826
epoch: 8179 loss: 0.0826
epoch: 8180 loss: 0.0826
epoch: 8181 loss: 0.0826
epoch: 8182 loss: 0.0826
epoch: 8183 loss: 0.0826
epoch: 8184 loss: 0.0826
epoch: 8185 loss: 0.0826
epoch: 8186 loss: 0.0826
epoch: 8187 loss: 0.0825
epoch: 8188 loss: 0.0825
epoch: 8189 loss: 0.0825
epoch: 8190 loss: 0.0825
epoch: 8191 loss: 0.0825
epoch: 8192 loss: 0.0825
epoch: 8193 loss: 0.0825
epoch: 8194 loss: 0.0825
epoch: 8195 loss: 0.0825
epoch: 8196 loss: 0.0825
epoch: 8197 loss: 0.0825
epoch: 8198 loss: 0.0825
epoch: 8199 loss: 0.0825
epoch: 8200 loss: 0.0824
epoch: 8201 loss: 0.0824
epoch: 8202 loss: 0.0824
epoch: 8203 loss: 0.0824
epoch: 8204 loss: 0.0824
epoch: 8205 loss: 0.0824
epoch: 8206 loss: 0.0824
epoch: 8207 loss: 0.0824
epoch: 8208 loss: 0.0824
epoch: 8209 loss: 0.0824
epoch: 8210 loss: 0.0824
epoch: 8211 loss: 0.0824
epoch: 8212 loss: 0.0824
epoch: 8213 loss: 0.0823
epoch: 8214 loss: 0.0823
epoch: 8215 loss: 0.0823
epoch: 8216 loss: 0.0823
epoch: 8217 loss: 0.0823
epoch: 8218 loss: 0.0823
epoch: 8219 loss: 0.0823
epoch: 8220 loss: 0.0823
epoch: 8221 loss: 0.0823
epoch: 8222 loss: 0.0823
epoch: 8223 loss: 0.0823
epoch: 8224 loss: 0.0823
epoch: 8225 loss: 0.0822
epoch: 8226 loss: 0.0822
epoch: 8227 loss: 0.0822
epoch: 8228 loss: 0.0822
epoch: 8229 loss: 0.0822
epoch: 8230 loss: 0.0822
epoch: 8231 loss: 0.0822
epoch: 8232 loss: 0.0822
epoch: 8233 loss: 0.0822
epoch: 8234 loss: 0.0822
epoch: 8235 loss: 0.0822
epoch: 8236 loss: 0.0822
epoch: 8237 loss: 0.0822
epoch: 8238 loss: 0.0821
epoch: 8239 loss: 0.0821
epoch: 8240 loss: 0.0821
epoch: 8241 loss: 0.0821
epoch: 8242 loss: 0.0821
epoch: 8243 loss: 0.0821
epoch: 8244 loss: 0.0821
epoch: 8245 loss: 0.0821
epoch: 8246 loss: 0.0821
epoch: 8247 loss: 0.0821
epoch: 8248 loss: 0.0821
epoch: 8249 loss: 0.0821
epoch: 8250 loss: 0.0821
epoch: 8251 loss: 0.0820
epoch: 8252 loss: 0.0820
epoch: 8253 loss: 0.0820
epoch: 8254 loss: 0.0820
epoch: 8255 loss: 0.0820
epoch: 8256 loss: 0.0820
epoch: 8257 loss: 0.0820
epoch: 8258 loss: 0.0820
epoch: 8259 loss: 0.0820
epoch: 8260 loss: 0.0820
epoch: 8261 loss: 0.0820
epoch: 8262 loss: 0.0820
epoch: 8263 loss: 0.0820
epoch: 8264 loss: 0.0819
epoch: 8265 loss: 0.0819
epoch: 8266 loss: 0.0819
epoch: 8267 loss: 0.0819
epoch: 8268 loss: 0.0819
epoch: 8269 loss: 0.0819
epoch: 8270 loss: 0.0819
epoch: 8271 loss: 0.0819
epoch: 8272 loss: 0.0819
epoch: 8273 loss: 0.0819
epoch: 8274 loss: 0.0819
epoch: 8275 loss: 0.0819
epoch: 8276 loss: 0.0819
epoch: 8277 loss: 0.0818
epoch: 8278 loss: 0.0818
epoch: 8279 loss: 0.0818
epoch: 8280 loss: 0.0818
epoch: 8281 loss: 0.0818
epoch: 8282 loss: 0.0818
epoch: 8283 loss: 0.0818
epoch: 8284 loss: 0.0818
epoch: 8285 loss: 0.0818
epoch: 8286 loss: 0.0818
epoch: 8287 loss: 0.0818
epoch: 8288 loss: 0.0818
epoch: 8289 loss: 0.0818
epoch: 8290 loss: 0.0817
epoch: 8291 loss: 0.0817
epoch: 8292 loss: 0.0817
epoch: 8293 loss: 0.0817
epoch: 8294 loss: 0.0817
epoch: 8295 loss: 0.0817
epoch: 8296 loss: 0.0817
epoch: 8297 loss: 0.0817
epoch: 8298 loss: 0.0817
epoch: 8299 loss: 0.0817
epoch: 8300 loss: 0.0817
epoch: 8301 loss: 0.0817
epoch: 8302 loss: 0.0817
epoch: 8303 loss: 0.0816
epoch: 8304 loss: 0.0816
epoch: 8305 loss: 0.0816
epoch: 8306 loss: 0.0816
epoch: 8307 loss: 0.0816
epoch: 8308 loss: 0.0816
epoch: 8309 loss: 0.0816
epoch: 8310 loss: 0.0816
epoch: 8311 loss: 0.0816
epoch: 8312 loss: 0.0816
epoch: 8313 loss: 0.0816
epoch: 8314 loss: 0.0816
epoch: 8315 loss: 0.0815
epoch: 8316 loss: 0.0815
epoch: 8317 loss: 0.0815
epoch: 8318 loss: 0.0815
epoch: 8319 loss: 0.0815
epoch: 8320 loss: 0.0815
epoch: 8321 loss: 0.0815
epoch: 8322 loss: 0.0815
epoch: 8323 loss: 0.0815
epoch: 8324 loss: 0.0815
epoch: 8325 loss: 0.0815
epoch: 8326 loss: 0.0815
epoch: 8327 loss: 0.0815
epoch: 8328 loss: 0.0814
epoch: 8329 loss: 0.0814
epoch: 8330 loss: 0.0814
epoch: 8331 loss: 0.0814
epoch: 8332 loss: 0.0814
epoch: 8333 loss: 0.0814
epoch: 8334 loss: 0.0814
epoch: 8335 loss: 0.0814
epoch: 8336 loss: 0.0814
epoch: 8337 loss: 0.0814
epoch: 8338 loss: 0.0814
epoch: 8339 loss: 0.0814
epoch: 8340 loss: 0.0814
epoch: 8341 loss: 0.0813
epoch: 8342 loss: 0.0813
epoch: 8343 loss: 0.0813
epoch: 8344 loss: 0.0813
epoch: 8345 loss: 0.0813
epoch: 8346 loss: 0.0813
epoch: 8347 loss: 0.0813
epoch: 8348 loss: 0.0813
epoch: 8349 loss: 0.0813
epoch: 8350 loss: 0.0813
epoch: 8351 loss: 0.0813
epoch: 8352 loss: 0.0813
epoch: 8353 loss: 0.0813
epoch: 8354 loss: 0.0812
epoch: 8355 loss: 0.0812
epoch: 8356 loss: 0.0812
epoch: 8357 loss: 0.0812
epoch: 8358 loss: 0.0812
epoch: 8359 loss: 0.0812
epoch: 8360 loss: 0.0812
epoch: 8361 loss: 0.0812
epoch: 8362 loss: 0.0812
epoch: 8363 loss: 0.0812
epoch: 8364 loss: 0.0812
epoch: 8365 loss: 0.0812
epoch: 8366 loss: 0.0812
epoch: 8367 loss: 0.0811
epoch: 8368 loss: 0.0811
epoch: 8369 loss: 0.0811
epoch: 8370 loss: 0.0811
epoch: 8371 loss: 0.0811
epoch: 8372 loss: 0.0811
epoch: 8373 loss: 0.0811
epoch: 8374 loss: 0.0811
epoch: 8375 loss: 0.0811
epoch: 8376 loss: 0.0811
epoch: 8377 loss: 0.0811
epoch: 8378 loss: 0.0811
epoch: 8379 loss: 0.0811
epoch: 8380 loss: 0.0811
epoch: 8381 loss: 0.0810
epoch: 8382 loss: 0.0810
epoch: 8383 loss: 0.0810
epoch: 8384 loss: 0.0810
epoch: 8385 loss: 0.0810
epoch: 8386 loss: 0.0810
epoch: 8387 loss: 0.0810
epoch: 8388 loss: 0.0810
epoch: 8389 loss: 0.0810
epoch: 8390 loss: 0.0810
epoch: 8391 loss: 0.0810
epoch: 8392 loss: 0.0810
epoch: 8393 loss: 0.0810
epoch: 8394 loss: 0.0809
epoch: 8395 loss: 0.0809
epoch: 8396 loss: 0.0809
epoch: 8397 loss: 0.0809
epoch: 8398 loss: 0.0809
epoch: 8399 loss: 0.0809
epoch: 8400 loss: 0.0809
epoch: 8401 loss: 0.0809
epoch: 8402 loss: 0.0809
epoch: 8403 loss: 0.0809
epoch: 8404 loss: 0.0809
epoch: 8405 loss: 0.0809
epoch: 8406 loss: 0.0809
epoch: 8407 loss: 0.0808
epoch: 8408 loss: 0.0808
epoch: 8409 loss: 0.0808
epoch: 8410 loss: 0.0808
epoch: 8411 loss: 0.0808
epoch: 8412 loss: 0.0808
epoch: 8413 loss: 0.0808
epoch: 8414 loss: 0.0808
epoch: 8415 loss: 0.0808
epoch: 8416 loss: 0.0808
epoch: 8417 loss: 0.0808
epoch: 8418 loss: 0.0808
epoch: 8419 loss: 0.0808
epoch: 8420 loss: 0.0807
epoch: 8421 loss: 0.0807
epoch: 8422 loss: 0.0807
epoch: 8423 loss: 0.0807
epoch: 8424 loss: 0.0807
epoch: 8425 loss: 0.0807
epoch: 8426 loss: 0.0807
epoch: 8427 loss: 0.0807
epoch: 8428 loss: 0.0807
epoch: 8429 loss: 0.0807
epoch: 8430 loss: 0.0807
epoch: 8431 loss: 0.0807
epoch: 8432 loss: 0.0807
epoch: 8433 loss: 0.0806
epoch: 8434 loss: 0.0806
epoch: 8435 loss: 0.0806
epoch: 8436 loss: 0.0806
epoch: 8437 loss: 0.0806
epoch: 8438 loss: 0.0806
epoch: 8439 loss: 0.0806
epoch: 8440 loss: 0.0806
epoch: 8441 loss: 0.0806
epoch: 8442 loss: 0.0806
epoch: 8443 loss: 0.0806
epoch: 8444 loss: 0.0806
epoch: 8445 loss: 0.0806
epoch: 8446 loss: 0.0805
epoch: 8447 loss: 0.0805
epoch: 8448 loss: 0.0805
epoch: 8449 loss: 0.0805
epoch: 8450 loss: 0.0805
epoch: 8451 loss: 0.0805
epoch: 8452 loss: 0.0805
epoch: 8453 loss: 0.0805
epoch: 8454 loss: 0.0805
epoch: 8455 loss: 0.0805
epoch: 8456 loss: 0.0805
epoch: 8457 loss: 0.0805
epoch: 8458 loss: 0.0805
epoch: 8459 loss: 0.0804
epoch: 8460 loss: 0.0804
epoch: 8461 loss: 0.0804
epoch: 8462 loss: 0.0804
epoch: 8463 loss: 0.0804
epoch: 8464 loss: 0.0804
epoch: 8465 loss: 0.0804
epoch: 8466 loss: 0.0804
epoch: 8467 loss: 0.0804
epoch: 8468 loss: 0.0804
epoch: 8469 loss: 0.0804
epoch: 8470 loss: 0.0804
epoch: 8471 loss: 0.0804
epoch: 8472 loss: 0.0804
epoch: 8473 loss: 0.0803
epoch: 8474 loss: 0.0803
epoch: 8475 loss: 0.0803
epoch: 8476 loss: 0.0803
epoch: 8477 loss: 0.0803
epoch: 8478 loss: 0.0803
epoch: 8479 loss: 0.0803
epoch: 8480 loss: 0.0803
epoch: 8481 loss: 0.0803
epoch: 8482 loss: 0.0803
epoch: 8483 loss: 0.0803
epoch: 8484 loss: 0.0803
epoch: 8485 loss: 0.0803
epoch: 8486 loss: 0.0802
epoch: 8487 loss: 0.0802
epoch: 8488 loss: 0.0802
epoch: 8489 loss: 0.0802
epoch: 8490 loss: 0.0802
epoch: 8491 loss: 0.0802
epoch: 8492 loss: 0.0802
epoch: 8493 loss: 0.0802
epoch: 8494 loss: 0.0802
epoch: 8495 loss: 0.0802
epoch: 8496 loss: 0.0802
epoch: 8497 loss: 0.0802
epoch: 8498 loss: 0.0802
epoch: 8499 loss: 0.0801
epoch: 8500 loss: 0.0801
epoch: 8501 loss: 0.0801
epoch: 8502 loss: 0.0801
epoch: 8503 loss: 0.0801
epoch: 8504 loss: 0.0801
epoch: 8505 loss: 0.0801
epoch: 8506 loss: 0.0801
epoch: 8507 loss: 0.0801
epoch: 8508 loss: 0.0801
epoch: 8509 loss: 0.0801
epoch: 8510 loss: 0.0801
epoch: 8511 loss: 0.0801
epoch: 8512 loss: 0.0800
epoch: 8513 loss: 0.0800
epoch: 8514 loss: 0.0800
epoch: 8515 loss: 0.0800
epoch: 8516 loss: 0.0800
epoch: 8517 loss: 0.0800
epoch: 8518 loss: 0.0800
epoch: 8519 loss: 0.0800
epoch: 8520 loss: 0.0800
epoch: 8521 loss: 0.0800
epoch: 8522 loss: 0.0800
epoch: 8523 loss: 0.0800
epoch: 8524 loss: 0.0800
epoch: 8525 loss: 0.0800
epoch: 8526 loss: 0.0799
epoch: 8527 loss: 0.0799
epoch: 8528 loss: 0.0799
epoch: 8529 loss: 0.0799
epoch: 8530 loss: 0.0799
epoch: 8531 loss: 0.0799
epoch: 8532 loss: 0.0799
epoch: 8533 loss: 0.0799
epoch: 8534 loss: 0.0799
epoch: 8535 loss: 0.0799
epoch: 8536 loss: 0.0799
epoch: 8537 loss: 0.0799
epoch: 8538 loss: 0.0799
epoch: 8539 loss: 0.0798
epoch: 8540 loss: 0.0798
epoch: 8541 loss: 0.0798
epoch: 8542 loss: 0.0798
epoch: 8543 loss: 0.0798
epoch: 8544 loss: 0.0798
epoch: 8545 loss: 0.0798
epoch: 8546 loss: 0.0798
epoch: 8547 loss: 0.0798
epoch: 8548 loss: 0.0798
epoch: 8549 loss: 0.0798
epoch: 8550 loss: 0.0798
epoch: 8551 loss: 0.0798
epoch: 8552 loss: 0.0797
epoch: 8553 loss: 0.0797
epoch: 8554 loss: 0.0797
epoch: 8555 loss: 0.0797
epoch: 8556 loss: 0.0797
epoch: 8557 loss: 0.0797
epoch: 8558 loss: 0.0797
epoch: 8559 loss: 0.0797
epoch: 8560 loss: 0.0797
epoch: 8561 loss: 0.0797
epoch: 8562 loss: 0.0797
epoch: 8563 loss: 0.0797
epoch: 8564 loss: 0.0797
epoch: 8565 loss: 0.0797
epoch: 8566 loss: 0.0796
epoch: 8567 loss: 0.0796
epoch: 8568 loss: 0.0796
epoch: 8569 loss: 0.0796
epoch: 8570 loss: 0.0796
epoch: 8571 loss: 0.0796
epoch: 8572 loss: 0.0796
epoch: 8573 loss: 0.0796
epoch: 8574 loss: 0.0796
epoch: 8575 loss: 0.0796
epoch: 8576 loss: 0.0796
epoch: 8577 loss: 0.0796
epoch: 8578 loss: 0.0796
epoch: 8579 loss: 0.0795
epoch: 8580 loss: 0.0795
epoch: 8581 loss: 0.0795
epoch: 8582 loss: 0.0795
epoch: 8583 loss: 0.0795
epoch: 8584 loss: 0.0795
epoch: 8585 loss: 0.0795
epoch: 8586 loss: 0.0795
epoch: 8587 loss: 0.0795
epoch: 8588 loss: 0.0795
epoch: 8589 loss: 0.0795
epoch: 8590 loss: 0.0795
epoch: 8591 loss: 0.0795
epoch: 8592 loss: 0.0795
epoch: 8593 loss: 0.0794
epoch: 8594 loss: 0.0794
epoch: 8595 loss: 0.0794
epoch: 8596 loss: 0.0794
epoch: 8597 loss: 0.0794
epoch: 8598 loss: 0.0794
epoch: 8599 loss: 0.0794
epoch: 8600 loss: 0.0794
epoch: 8601 loss: 0.0794
epoch: 8602 loss: 0.0794
epoch: 8603 loss: 0.0794
epoch: 8604 loss: 0.0794
epoch: 8605 loss: 0.0794
epoch: 8606 loss: 0.0793
epoch: 8607 loss: 0.0793
epoch: 8608 loss: 0.0793
epoch: 8609 loss: 0.0793
epoch: 8610 loss: 0.0793
epoch: 8611 loss: 0.0793
epoch: 8612 loss: 0.0793
epoch: 8613 loss: 0.0793
epoch: 8614 loss: 0.0793
epoch: 8615 loss: 0.0793
epoch: 8616 loss: 0.0793
epoch: 8617 loss: 0.0793
epoch: 8618 loss: 0.0793
epoch: 8619 loss: 0.0793
epoch: 8620 loss: 0.0792
epoch: 8621 loss: 0.0792
epoch: 8622 loss: 0.0792
epoch: 8623 loss: 0.0792
epoch: 8624 loss: 0.0792
epoch: 8625 loss: 0.0792
epoch: 8626 loss: 0.0792
epoch: 8627 loss: 0.0792
epoch: 8628 loss: 0.0792
epoch: 8629 loss: 0.0792
epoch: 8630 loss: 0.0792
epoch: 8631 loss: 0.0792
epoch: 8632 loss: 0.0792
epoch: 8633 loss: 0.0791
epoch: 8634 loss: 0.0791
epoch: 8635 loss: 0.0791
epoch: 8636 loss: 0.0791
epoch: 8637 loss: 0.0791
epoch: 8638 loss: 0.0791
epoch: 8639 loss: 0.0791
epoch: 8640 loss: 0.0791
epoch: 8641 loss: 0.0791
epoch: 8642 loss: 0.0791
epoch: 8643 loss: 0.0791
epoch: 8644 loss: 0.0791
epoch: 8645 loss: 0.0791
epoch: 8646 loss: 0.0791
epoch: 8647 loss: 0.0790
epoch: 8648 loss: 0.0790
epoch: 8649 loss: 0.0790
epoch: 8650 loss: 0.0790
epoch: 8651 loss: 0.0790
epoch: 8652 loss: 0.0790
epoch: 8653 loss: 0.0790
epoch: 8654 loss: 0.0790
epoch: 8655 loss: 0.0790
epoch: 8656 loss: 0.0790
epoch: 8657 loss: 0.0790
epoch: 8658 loss: 0.0790
epoch: 8659 loss: 0.0790
epoch: 8660 loss: 0.0789
epoch: 8661 loss: 0.0789
epoch: 8662 loss: 0.0789
epoch: 8663 loss: 0.0789
epoch: 8664 loss: 0.0789
epoch: 8665 loss: 0.0789
epoch: 8666 loss: 0.0789
epoch: 8667 loss: 0.0789
epoch: 8668 loss: 0.0789
epoch: 8669 loss: 0.0789
epoch: 8670 loss: 0.0789
epoch: 8671 loss: 0.0789
epoch: 8672 loss: 0.0789
epoch: 8673 loss: 0.0789
epoch: 8674 loss: 0.0788
epoch: 8675 loss: 0.0788
epoch: 8676 loss: 0.0788
epoch: 8677 loss: 0.0788
epoch: 8678 loss: 0.0788
epoch: 8679 loss: 0.0788
epoch: 8680 loss: 0.0788
epoch: 8681 loss: 0.0788
epoch: 8682 loss: 0.0788
epoch: 8683 loss: 0.0788
epoch: 8684 loss: 0.0788
epoch: 8685 loss: 0.0788
epoch: 8686 loss: 0.0788
epoch: 8687 loss: 0.0787
epoch: 8688 loss: 0.0787
epoch: 8689 loss: 0.0787
epoch: 8690 loss: 0.0787
epoch: 8691 loss: 0.0787
epoch: 8692 loss: 0.0787
epoch: 8693 loss: 0.0787
epoch: 8694 loss: 0.0787
epoch: 8695 loss: 0.0787
epoch: 8696 loss: 0.0787
epoch: 8697 loss: 0.0787
epoch: 8698 loss: 0.0787
epoch: 8699 loss: 0.0787
epoch: 8700 loss: 0.0787
epoch: 8701 loss: 0.0786
epoch: 8702 loss: 0.0786
epoch: 8703 loss: 0.0786
epoch: 8704 loss: 0.0786
epoch: 8705 loss: 0.0786
epoch: 8706 loss: 0.0786
epoch: 8707 loss: 0.0786
epoch: 8708 loss: 0.0786
epoch: 8709 loss: 0.0786
epoch: 8710 loss: 0.0786
epoch: 8711 loss: 0.0786
epoch: 8712 loss: 0.0786
epoch: 8713 loss: 0.0786
epoch: 8714 loss: 0.0786
epoch: 8715 loss: 0.0785
epoch: 8716 loss: 0.0785
epoch: 8717 loss: 0.0785
epoch: 8718 loss: 0.0785
epoch: 8719 loss: 0.0785
epoch: 8720 loss: 0.0785
epoch: 8721 loss: 0.0785
epoch: 8722 loss: 0.0785
epoch: 8723 loss: 0.0785
epoch: 8724 loss: 0.0785
epoch: 8725 loss: 0.0785
epoch: 8726 loss: 0.0785
epoch: 8727 loss: 0.0785
epoch: 8728 loss: 0.0784
epoch: 8729 loss: 0.0784
epoch: 8730 loss: 0.0784
epoch: 8731 loss: 0.0784
epoch: 8732 loss: 0.0784
epoch: 8733 loss: 0.0784
epoch: 8734 loss: 0.0784
epoch: 8735 loss: 0.0784
epoch: 8736 loss: 0.0784
epoch: 8737 loss: 0.0784
epoch: 8738 loss: 0.0784
epoch: 8739 loss: 0.0784
epoch: 8740 loss: 0.0784
epoch: 8741 loss: 0.0784
epoch: 8742 loss: 0.0783
epoch: 8743 loss: 0.0783
epoch: 8744 loss: 0.0783
epoch: 8745 loss: 0.0783
epoch: 8746 loss: 0.0783
epoch: 8747 loss: 0.0783
epoch: 8748 loss: 0.0783
epoch: 8749 loss: 0.0783
epoch: 8750 loss: 0.0783
epoch: 8751 loss: 0.0783
epoch: 8752 loss: 0.0783
epoch: 8753 loss: 0.0783
epoch: 8754 loss: 0.0783
epoch: 8755 loss: 0.0783
epoch: 8756 loss: 0.0782
epoch: 8757 loss: 0.0782
epoch: 8758 loss: 0.0782
epoch: 8759 loss: 0.0782
epoch: 8760 loss: 0.0782
epoch: 8761 loss: 0.0782
epoch: 8762 loss: 0.0782
epoch: 8763 loss: 0.0782
epoch: 8764 loss: 0.0782
epoch: 8765 loss: 0.0782
epoch: 8766 loss: 0.0782
epoch: 8767 loss: 0.0782
epoch: 8768 loss: 0.0782
epoch: 8769 loss: 0.0782
epoch: 8770 loss: 0.0781
epoch: 8771 loss: 0.0781
epoch: 8772 loss: 0.0781
epoch: 8773 loss: 0.0781
epoch: 8774 loss: 0.0781
epoch: 8775 loss: 0.0781
epoch: 8776 loss: 0.0781
epoch: 8777 loss: 0.0781
epoch: 8778 loss: 0.0781
epoch: 8779 loss: 0.0781
epoch: 8780 loss: 0.0781
epoch: 8781 loss: 0.0781
epoch: 8782 loss: 0.0781
epoch: 8783 loss: 0.0780
epoch: 8784 loss: 0.0780
epoch: 8785 loss: 0.0780
epoch: 8786 loss: 0.0780
epoch: 8787 loss: 0.0780
epoch: 8788 loss: 0.0780
epoch: 8789 loss: 0.0780
epoch: 8790 loss: 0.0780
epoch: 8791 loss: 0.0780
epoch: 8792 loss: 0.0780
epoch: 8793 loss: 0.0780
epoch: 8794 loss: 0.0780
epoch: 8795 loss: 0.0780
epoch: 8796 loss: 0.0780
epoch: 8797 loss: 0.0779
epoch: 8798 loss: 0.0779
epoch: 8799 loss: 0.0779
epoch: 8800 loss: 0.0779
epoch: 8801 loss: 0.0779
epoch: 8802 loss: 0.0779
epoch: 8803 loss: 0.0779
epoch: 8804 loss: 0.0779
epoch: 8805 loss: 0.0779
epoch: 8806 loss: 0.0779
epoch: 8807 loss: 0.0779
epoch: 8808 loss: 0.0779
epoch: 8809 loss: 0.0779
epoch: 8810 loss: 0.0779
epoch: 8811 loss: 0.0778
epoch: 8812 loss: 0.0778
epoch: 8813 loss: 0.0778
epoch: 8814 loss: 0.0778
epoch: 8815 loss: 0.0778
epoch: 8816 loss: 0.0778
epoch: 8817 loss: 0.0778
epoch: 8818 loss: 0.0778
epoch: 8819 loss: 0.0778
epoch: 8820 loss: 0.0778
epoch: 8821 loss: 0.0778
epoch: 8822 loss: 0.0778
epoch: 8823 loss: 0.0778
epoch: 8824 loss: 0.0778
epoch: 8825 loss: 0.0777
epoch: 8826 loss: 0.0777
epoch: 8827 loss: 0.0777
epoch: 8828 loss: 0.0777
epoch: 8829 loss: 0.0777
epoch: 8830 loss: 0.0777
epoch: 8831 loss: 0.0777
epoch: 8832 loss: 0.0777
epoch: 8833 loss: 0.0777
epoch: 8834 loss: 0.0777
epoch: 8835 loss: 0.0777
epoch: 8836 loss: 0.0777
epoch: 8837 loss: 0.0777
epoch: 8838 loss: 0.0777
epoch: 8839 loss: 0.0776
epoch: 8840 loss: 0.0776
epoch: 8841 loss: 0.0776
epoch: 8842 loss: 0.0776
epoch: 8843 loss: 0.0776
epoch: 8844 loss: 0.0776
epoch: 8845 loss: 0.0776
epoch: 8846 loss: 0.0776
epoch: 8847 loss: 0.0776
epoch: 8848 loss: 0.0776
epoch: 8849 loss: 0.0776
epoch: 8850 loss: 0.0776
epoch: 8851 loss: 0.0776
epoch: 8852 loss: 0.0776
epoch: 8853 loss: 0.0775
epoch: 8854 loss: 0.0775
epoch: 8855 loss: 0.0775
epoch: 8856 loss: 0.0775
epoch: 8857 loss: 0.0775
epoch: 8858 loss: 0.0775
epoch: 8859 loss: 0.0775
epoch: 8860 loss: 0.0775
epoch: 8861 loss: 0.0775
epoch: 8862 loss: 0.0775
epoch: 8863 loss: 0.0775
epoch: 8864 loss: 0.0775
epoch: 8865 loss: 0.0775
epoch: 8866 loss: 0.0775
epoch: 8867 loss: 0.0774
epoch: 8868 loss: 0.0774
epoch: 8869 loss: 0.0774
epoch: 8870 loss: 0.0774
epoch: 8871 loss: 0.0774
epoch: 8872 loss: 0.0774
epoch: 8873 loss: 0.0774
epoch: 8874 loss: 0.0774
epoch: 8875 loss: 0.0774
epoch: 8876 loss: 0.0774
epoch: 8877 loss: 0.0774
epoch: 8878 loss: 0.0774
epoch: 8879 loss: 0.0774
epoch: 8880 loss: 0.0774
epoch: 8881 loss: 0.0773
epoch: 8882 loss: 0.0773
epoch: 8883 loss: 0.0773
epoch: 8884 loss: 0.0773
epoch: 8885 loss: 0.0773
epoch: 8886 loss: 0.0773
epoch: 8887 loss: 0.0773
epoch: 8888 loss: 0.0773
epoch: 8889 loss: 0.0773
epoch: 8890 loss: 0.0773
epoch: 8891 loss: 0.0773
epoch: 8892 loss: 0.0773
epoch: 8893 loss: 0.0773
epoch: 8894 loss: 0.0773
epoch: 8895 loss: 0.0772
epoch: 8896 loss: 0.0772
epoch: 8897 loss: 0.0772
epoch: 8898 loss: 0.0772
epoch: 8899 loss: 0.0772
epoch: 8900 loss: 0.0772
epoch: 8901 loss: 0.0772
epoch: 8902 loss: 0.0772
epoch: 8903 loss: 0.0772
epoch: 8904 loss: 0.0772
epoch: 8905 loss: 0.0772
epoch: 8906 loss: 0.0772
epoch: 8907 loss: 0.0772
epoch: 8908 loss: 0.0772
epoch: 8909 loss: 0.0771
epoch: 8910 loss: 0.0771
epoch: 8911 loss: 0.0771
epoch: 8912 loss: 0.0771
epoch: 8913 loss: 0.0771
epoch: 8914 loss: 0.0771
epoch: 8915 loss: 0.0771
epoch: 8916 loss: 0.0771
epoch: 8917 loss: 0.0771
epoch: 8918 loss: 0.0771
epoch: 8919 loss: 0.0771
epoch: 8920 loss: 0.0771
epoch: 8921 loss: 0.0771
epoch: 8922 loss: 0.0771
epoch: 8923 loss: 0.0770
epoch: 8924 loss: 0.0770
epoch: 8925 loss: 0.0770
epoch: 8926 loss: 0.0770
epoch: 8927 loss: 0.0770
epoch: 8928 loss: 0.0770
epoch: 8929 loss: 0.0770
epoch: 8930 loss: 0.0770
epoch: 8931 loss: 0.0770
epoch: 8932 loss: 0.0770
epoch: 8933 loss: 0.0770
epoch: 8934 loss: 0.0770
epoch: 8935 loss: 0.0770
epoch: 8936 loss: 0.0770
epoch: 8937 loss: 0.0769
epoch: 8938 loss: 0.0769
epoch: 8939 loss: 0.0769
epoch: 8940 loss: 0.0769
epoch: 8941 loss: 0.0769
epoch: 8942 loss: 0.0769
epoch: 8943 loss: 0.0769
epoch: 8944 loss: 0.0769
epoch: 8945 loss: 0.0769
epoch: 8946 loss: 0.0769
epoch: 8947 loss: 0.0769
epoch: 8948 loss: 0.0769
epoch: 8949 loss: 0.0769
epoch: 8950 loss: 0.0769
epoch: 8951 loss: 0.0768
epoch: 8952 loss: 0.0768
epoch: 8953 loss: 0.0768
epoch: 8954 loss: 0.0768
epoch: 8955 loss: 0.0768
epoch: 8956 loss: 0.0768
epoch: 8957 loss: 0.0768
epoch: 8958 loss: 0.0768
epoch: 8959 loss: 0.0768
epoch: 8960 loss: 0.0768
epoch: 8961 loss: 0.0768
epoch: 8962 loss: 0.0768
epoch: 8963 loss: 0.0768
epoch: 8964 loss: 0.0768
epoch: 8965 loss: 0.0767
epoch: 8966 loss: 0.0767
epoch: 8967 loss: 0.0767
epoch: 8968 loss: 0.0767
epoch: 8969 loss: 0.0767
epoch: 8970 loss: 0.0767
epoch: 8971 loss: 0.0767
epoch: 8972 loss: 0.0767
epoch: 8973 loss: 0.0767
epoch: 8974 loss: 0.0767
epoch: 8975 loss: 0.0767
epoch: 8976 loss: 0.0767
epoch: 8977 loss: 0.0767
epoch: 8978 loss: 0.0767
epoch: 8979 loss: 0.0766
epoch: 8980 loss: 0.0766
epoch: 8981 loss: 0.0766
epoch: 8982 loss: 0.0766
epoch: 8983 loss: 0.0766
epoch: 8984 loss: 0.0766
epoch: 8985 loss: 0.0766
epoch: 8986 loss: 0.0766
epoch: 8987 loss: 0.0766
epoch: 8988 loss: 0.0766
epoch: 8989 loss: 0.0766
epoch: 8990 loss: 0.0766
epoch: 8991 loss: 0.0766
epoch: 8992 loss: 0.0766
epoch: 8993 loss: 0.0765
epoch: 8994 loss: 0.0765
epoch: 8995 loss: 0.0765
epoch: 8996 loss: 0.0765
epoch: 8997 loss: 0.0765
epoch: 8998 loss: 0.0765
epoch: 8999 loss: 0.0765
epoch: 9000 loss: 0.0765
epoch: 9001 loss: 0.0765
epoch: 9002 loss: 0.0765
epoch: 9003 loss: 0.0765
epoch: 9004 loss: 0.0765
epoch: 9005 loss: 0.0765
epoch: 9006 loss: 0.0765
epoch: 9007 loss: 0.0765
epoch: 9008 loss: 0.0764
epoch: 9009 loss: 0.0764
epoch: 9010 loss: 0.0764
epoch: 9011 loss: 0.0764
epoch: 9012 loss: 0.0764
epoch: 9013 loss: 0.0764
epoch: 9014 loss: 0.0764
epoch: 9015 loss: 0.0764
epoch: 9016 loss: 0.0764
epoch: 9017 loss: 0.0764
epoch: 9018 loss: 0.0764
epoch: 9019 loss: 0.0764
epoch: 9020 loss: 0.0764
epoch: 9021 loss: 0.0764
epoch: 9022 loss: 0.0763
epoch: 9023 loss: 0.0763
epoch: 9024 loss: 0.0763
epoch: 9025 loss: 0.0763
epoch: 9026 loss: 0.0763
epoch: 9027 loss: 0.0763
epoch: 9028 loss: 0.0763
epoch: 9029 loss: 0.0763
epoch: 9030 loss: 0.0763
epoch: 9031 loss: 0.0763
epoch: 9032 loss: 0.0763
epoch: 9033 loss: 0.0763
epoch: 9034 loss: 0.0763
epoch: 9035 loss: 0.0763
epoch: 9036 loss: 0.0762
epoch: 9037 loss: 0.0762
epoch: 9038 loss: 0.0762
epoch: 9039 loss: 0.0762
epoch: 9040 loss: 0.0762
epoch: 9041 loss: 0.0762
epoch: 9042 loss: 0.0762
epoch: 9043 loss: 0.0762
epoch: 9044 loss: 0.0762
epoch: 9045 loss: 0.0762
epoch: 9046 loss: 0.0762
epoch: 9047 loss: 0.0762
epoch: 9048 loss: 0.0762
epoch: 9049 loss: 0.0762
epoch: 9050 loss: 0.0761
epoch: 9051 loss: 0.0761
epoch: 9052 loss: 0.0761
epoch: 9053 loss: 0.0761
epoch: 9054 loss: 0.0761
epoch: 9055 loss: 0.0761
epoch: 9056 loss: 0.0761
epoch: 9057 loss: 0.0761
epoch: 9058 loss: 0.0761
epoch: 9059 loss: 0.0761
epoch: 9060 loss: 0.0761
epoch: 9061 loss: 0.0761
epoch: 9062 loss: 0.0761
epoch: 9063 loss: 0.0761
epoch: 9064 loss: 0.0761
epoch: 9065 loss: 0.0760
epoch: 9066 loss: 0.0760
epoch: 9067 loss: 0.0760
epoch: 9068 loss: 0.0760
epoch: 9069 loss: 0.0760
epoch: 9070 loss: 0.0760
epoch: 9071 loss: 0.0760
epoch: 9072 loss: 0.0760
epoch: 9073 loss: 0.0760
epoch: 9074 loss: 0.0760
epoch: 9075 loss: 0.0760
epoch: 9076 loss: 0.0760
epoch: 9077 loss: 0.0760
epoch: 9078 loss: 0.0760
epoch: 9079 loss: 0.0759
epoch: 9080 loss: 0.0759
epoch: 9081 loss: 0.0759
epoch: 9082 loss: 0.0759
epoch: 9083 loss: 0.0759
epoch: 9084 loss: 0.0759
epoch: 9085 loss: 0.0759
epoch: 9086 loss: 0.0759
epoch: 9087 loss: 0.0759
epoch: 9088 loss: 0.0759
epoch: 9089 loss: 0.0759
epoch: 9090 loss: 0.0759
epoch: 9091 loss: 0.0759
epoch: 9092 loss: 0.0759
epoch: 9093 loss: 0.0758
epoch: 9094 loss: 0.0758
epoch: 9095 loss: 0.0758
epoch: 9096 loss: 0.0758
epoch: 9097 loss: 0.0758
epoch: 9098 loss: 0.0758
epoch: 9099 loss: 0.0758
epoch: 9100 loss: 0.0758
epoch: 9101 loss: 0.0758
epoch: 9102 loss: 0.0758
epoch: 9103 loss: 0.0758
epoch: 9104 loss: 0.0758
epoch: 9105 loss: 0.0758
epoch: 9106 loss: 0.0758
epoch: 9107 loss: 0.0758
epoch: 9108 loss: 0.0757
epoch: 9109 loss: 0.0757
epoch: 9110 loss: 0.0757
epoch: 9111 loss: 0.0757
epoch: 9112 loss: 0.0757
epoch: 9113 loss: 0.0757
epoch: 9114 loss: 0.0757
epoch: 9115 loss: 0.0757
epoch: 9116 loss: 0.0757
epoch: 9117 loss: 0.0757
epoch: 9118 loss: 0.0757
epoch: 9119 loss: 0.0757
epoch: 9120 loss: 0.0757
epoch: 9121 loss: 0.0757
epoch: 9122 loss: 0.0756
epoch: 9123 loss: 0.0756
epoch: 9124 loss: 0.0756
epoch: 9125 loss: 0.0756
epoch: 9126 loss: 0.0756
epoch: 9127 loss: 0.0756
epoch: 9128 loss: 0.0756
epoch: 9129 loss: 0.0756
epoch: 9130 loss: 0.0756
epoch: 9131 loss: 0.0756
epoch: 9132 loss: 0.0756
epoch: 9133 loss: 0.0756
epoch: 9134 loss: 0.0756
epoch: 9135 loss: 0.0756
epoch: 9136 loss: 0.0756
epoch: 9137 loss: 0.0755
epoch: 9138 loss: 0.0755
epoch: 9139 loss: 0.0755
epoch: 9140 loss: 0.0755
epoch: 9141 loss: 0.0755
epoch: 9142 loss: 0.0755
epoch: 9143 loss: 0.0755
epoch: 9144 loss: 0.0755
epoch: 9145 loss: 0.0755
epoch: 9146 loss: 0.0755
epoch: 9147 loss: 0.0755
epoch: 9148 loss: 0.0755
epoch: 9149 loss: 0.0755
epoch: 9150 loss: 0.0755
epoch: 9151 loss: 0.0754
epoch: 9152 loss: 0.0754
epoch: 9153 loss: 0.0754
epoch: 9154 loss: 0.0754
epoch: 9155 loss: 0.0754
epoch: 9156 loss: 0.0754
epoch: 9157 loss: 0.0754
epoch: 9158 loss: 0.0754
epoch: 9159 loss: 0.0754
epoch: 9160 loss: 0.0754
epoch: 9161 loss: 0.0754
epoch: 9162 loss: 0.0754
epoch: 9163 loss: 0.0754
epoch: 9164 loss: 0.0754
epoch: 9165 loss: 0.0754
epoch: 9166 loss: 0.0753
epoch: 9167 loss: 0.0753
epoch: 9168 loss: 0.0753
epoch: 9169 loss: 0.0753
epoch: 9170 loss: 0.0753
epoch: 9171 loss: 0.0753
epoch: 9172 loss: 0.0753
epoch: 9173 loss: 0.0753
epoch: 9174 loss: 0.0753
epoch: 9175 loss: 0.0753
epoch: 9176 loss: 0.0753
epoch: 9177 loss: 0.0753
epoch: 9178 loss: 0.0753
epoch: 9179 loss: 0.0753
epoch: 9180 loss: 0.0752
epoch: 9181 loss: 0.0752
epoch: 9182 loss: 0.0752
epoch: 9183 loss: 0.0752
epoch: 9184 loss: 0.0752
epoch: 9185 loss: 0.0752
epoch: 9186 loss: 0.0752
epoch: 9187 loss: 0.0752
epoch: 9188 loss: 0.0752
epoch: 9189 loss: 0.0752
epoch: 9190 loss: 0.0752
epoch: 9191 loss: 0.0752
epoch: 9192 loss: 0.0752
epoch: 9193 loss: 0.0752
epoch: 9194 loss: 0.0752
epoch: 9195 loss: 0.0751
epoch: 9196 loss: 0.0751
epoch: 9197 loss: 0.0751
epoch: 9198 loss: 0.0751
epoch: 9199 loss: 0.0751
epoch: 9200 loss: 0.0751
epoch: 9201 loss: 0.0751
epoch: 9202 loss: 0.0751
epoch: 9203 loss: 0.0751
epoch: 9204 loss: 0.0751
epoch: 9205 loss: 0.0751
epoch: 9206 loss: 0.0751
epoch: 9207 loss: 0.0751
epoch: 9208 loss: 0.0751
epoch: 9209 loss: 0.0750
epoch: 9210 loss: 0.0750
epoch: 9211 loss: 0.0750
epoch: 9212 loss: 0.0750
epoch: 9213 loss: 0.0750
epoch: 9214 loss: 0.0750
epoch: 9215 loss: 0.0750
epoch: 9216 loss: 0.0750
epoch: 9217 loss: 0.0750
epoch: 9218 loss: 0.0750
epoch: 9219 loss: 0.0750
epoch: 9220 loss: 0.0750
epoch: 9221 loss: 0.0750
epoch: 9222 loss: 0.0750
epoch: 9223 loss: 0.0750
epoch: 9224 loss: 0.0749
epoch: 9225 loss: 0.0749
epoch: 9226 loss: 0.0749
epoch: 9227 loss: 0.0749
epoch: 9228 loss: 0.0749
epoch: 9229 loss: 0.0749
epoch: 9230 loss: 0.0749
epoch: 9231 loss: 0.0749
epoch: 9232 loss: 0.0749
epoch: 9233 loss: 0.0749
epoch: 9234 loss: 0.0749
epoch: 9235 loss: 0.0749
epoch: 9236 loss: 0.0749
epoch: 9237 loss: 0.0749
epoch: 9238 loss: 0.0749
epoch: 9239 loss: 0.0748
epoch: 9240 loss: 0.0748
epoch: 9241 loss: 0.0748
epoch: 9242 loss: 0.0748
epoch: 9243 loss: 0.0748
epoch: 9244 loss: 0.0748
epoch: 9245 loss: 0.0748
epoch: 9246 loss: 0.0748
epoch: 9247 loss: 0.0748
epoch: 9248 loss: 0.0748
epoch: 9249 loss: 0.0748
epoch: 9250 loss: 0.0748
epoch: 9251 loss: 0.0748
epoch: 9252 loss: 0.0748
epoch: 9253 loss: 0.0747
epoch: 9254 loss: 0.0747
epoch: 9255 loss: 0.0747
epoch: 9256 loss: 0.0747
epoch: 9257 loss: 0.0747
epoch: 9258 loss: 0.0747
epoch: 9259 loss: 0.0747
epoch: 9260 loss: 0.0747
epoch: 9261 loss: 0.0747
epoch: 9262 loss: 0.0747
epoch: 9263 loss: 0.0747
epoch: 9264 loss: 0.0747
epoch: 9265 loss: 0.0747
epoch: 9266 loss: 0.0747
epoch: 9267 loss: 0.0747
epoch: 9268 loss: 0.0746
epoch: 9269 loss: 0.0746
epoch: 9270 loss: 0.0746
epoch: 9271 loss: 0.0746
epoch: 9272 loss: 0.0746
epoch: 9273 loss: 0.0746
epoch: 9274 loss: 0.0746
epoch: 9275 loss: 0.0746
epoch: 9276 loss: 0.0746
epoch: 9277 loss: 0.0746
epoch: 9278 loss: 0.0746
epoch: 9279 loss: 0.0746
epoch: 9280 loss: 0.0746
epoch: 9281 loss: 0.0746
epoch: 9282 loss: 0.0746
epoch: 9283 loss: 0.0745
epoch: 9284 loss: 0.0745
epoch: 9285 loss: 0.0745
epoch: 9286 loss: 0.0745
epoch: 9287 loss: 0.0745
epoch: 9288 loss: 0.0745
epoch: 9289 loss: 0.0745
epoch: 9290 loss: 0.0745
epoch: 9291 loss: 0.0745
epoch: 9292 loss: 0.0745
epoch: 9293 loss: 0.0745
epoch: 9294 loss: 0.0745
epoch: 9295 loss: 0.0745
epoch: 9296 loss: 0.0745
epoch: 9297 loss: 0.0744
epoch: 9298 loss: 0.0744
epoch: 9299 loss: 0.0744
epoch: 9300 loss: 0.0744
epoch: 9301 loss: 0.0744
epoch: 9302 loss: 0.0744
epoch: 9303 loss: 0.0744
epoch: 9304 loss: 0.0744
epoch: 9305 loss: 0.0744
epoch: 9306 loss: 0.0744
epoch: 9307 loss: 0.0744
epoch: 9308 loss: 0.0744
epoch: 9309 loss: 0.0744
epoch: 9310 loss: 0.0744
epoch: 9311 loss: 0.0744
epoch: 9312 loss: 0.0743
epoch: 9313 loss: 0.0743
epoch: 9314 loss: 0.0743
epoch: 9315 loss: 0.0743
epoch: 9316 loss: 0.0743
epoch: 9317 loss: 0.0743
epoch: 9318 loss: 0.0743
epoch: 9319 loss: 0.0743
epoch: 9320 loss: 0.0743
epoch: 9321 loss: 0.0743
epoch: 9322 loss: 0.0743
epoch: 9323 loss: 0.0743
epoch: 9324 loss: 0.0743
epoch: 9325 loss: 0.0743
epoch: 9326 loss: 0.0743
epoch: 9327 loss: 0.0742
epoch: 9328 loss: 0.0742
epoch: 9329 loss: 0.0742
epoch: 9330 loss: 0.0742
epoch: 9331 loss: 0.0742
epoch: 9332 loss: 0.0742
epoch: 9333 loss: 0.0742
epoch: 9334 loss: 0.0742
epoch: 9335 loss: 0.0742
epoch: 9336 loss: 0.0742
epoch: 9337 loss: 0.0742
epoch: 9338 loss: 0.0742
epoch: 9339 loss: 0.0742
epoch: 9340 loss: 0.0742
epoch: 9341 loss: 0.0742
epoch: 9342 loss: 0.0741
epoch: 9343 loss: 0.0741
epoch: 9344 loss: 0.0741
epoch: 9345 loss: 0.0741
epoch: 9346 loss: 0.0741
epoch: 9347 loss: 0.0741
epoch: 9348 loss: 0.0741
epoch: 9349 loss: 0.0741
epoch: 9350 loss: 0.0741
epoch: 9351 loss: 0.0741
epoch: 9352 loss: 0.0741
epoch: 9353 loss: 0.0741
epoch: 9354 loss: 0.0741
epoch: 9355 loss: 0.0741
epoch: 9356 loss: 0.0741
epoch: 9357 loss: 0.0740
epoch: 9358 loss: 0.0740
epoch: 9359 loss: 0.0740
epoch: 9360 loss: 0.0740
epoch: 9361 loss: 0.0740
epoch: 9362 loss: 0.0740
epoch: 9363 loss: 0.0740
epoch: 9364 loss: 0.0740
epoch: 9365 loss: 0.0740
epoch: 9366 loss: 0.0740
epoch: 9367 loss: 0.0740
epoch: 9368 loss: 0.0740
epoch: 9369 loss: 0.0740
epoch: 9370 loss: 0.0740
epoch: 9371 loss: 0.0740
epoch: 9372 loss: 0.0739
epoch: 9373 loss: 0.0739
epoch: 9374 loss: 0.0739
epoch: 9375 loss: 0.0739
epoch: 9376 loss: 0.0739
epoch: 9377 loss: 0.0739
epoch: 9378 loss: 0.0739
epoch: 9379 loss: 0.0739
epoch: 9380 loss: 0.0739
epoch: 9381 loss: 0.0739
epoch: 9382 loss: 0.0739
epoch: 9383 loss: 0.0739
epoch: 9384 loss: 0.0739
epoch: 9385 loss: 0.0739
epoch: 9386 loss: 0.0739
epoch: 9387 loss: 0.0738
epoch: 9388 loss: 0.0738
epoch: 9389 loss: 0.0738
epoch: 9390 loss: 0.0738
epoch: 9391 loss: 0.0738
epoch: 9392 loss: 0.0738
epoch: 9393 loss: 0.0738
epoch: 9394 loss: 0.0738
epoch: 9395 loss: 0.0738
epoch: 9396 loss: 0.0738
epoch: 9397 loss: 0.0738
epoch: 9398 loss: 0.0738
epoch: 9399 loss: 0.0738
epoch: 9400 loss: 0.0738
epoch: 9401 loss: 0.0737
epoch: 9402 loss: 0.0737
epoch: 9403 loss: 0.0737
epoch: 9404 loss: 0.0737
epoch: 9405 loss: 0.0737
epoch: 9406 loss: 0.0737
epoch: 9407 loss: 0.0737
epoch: 9408 loss: 0.0737
epoch: 9409 loss: 0.0737
epoch: 9410 loss: 0.0737
epoch: 9411 loss: 0.0737
epoch: 9412 loss: 0.0737
epoch: 9413 loss: 0.0737
epoch: 9414 loss: 0.0737
epoch: 9415 loss: 0.0737
epoch: 9416 loss: 0.0736
epoch: 9417 loss: 0.0736
epoch: 9418 loss: 0.0736
epoch: 9419 loss: 0.0736
epoch: 9420 loss: 0.0736
epoch: 9421 loss: 0.0736
epoch: 9422 loss: 0.0736
epoch: 9423 loss: 0.0736
epoch: 9424 loss: 0.0736
epoch: 9425 loss: 0.0736
epoch: 9426 loss: 0.0736
epoch: 9427 loss: 0.0736
epoch: 9428 loss: 0.0736
epoch: 9429 loss: 0.0736
epoch: 9430 loss: 0.0736
epoch: 9431 loss: 0.0735
epoch: 9432 loss: 0.0735
epoch: 9433 loss: 0.0735
epoch: 9434 loss: 0.0735
epoch: 9435 loss: 0.0735
epoch: 9436 loss: 0.0735
epoch: 9437 loss: 0.0735
epoch: 9438 loss: 0.0735
epoch: 9439 loss: 0.0735
epoch: 9440 loss: 0.0735
epoch: 9441 loss: 0.0735
epoch: 9442 loss: 0.0735
epoch: 9443 loss: 0.0735
epoch: 9444 loss: 0.0735
epoch: 9445 loss: 0.0735
epoch: 9446 loss: 0.0735
epoch: 9447 loss: 0.0734
epoch: 9448 loss: 0.0734
epoch: 9449 loss: 0.0734
epoch: 9450 loss: 0.0734
epoch: 9451 loss: 0.0734
epoch: 9452 loss: 0.0734
epoch: 9453 loss: 0.0734
epoch: 9454 loss: 0.0734
epoch: 9455 loss: 0.0734
epoch: 9456 loss: 0.0734
epoch: 9457 loss: 0.0734
epoch: 9458 loss: 0.0734
epoch: 9459 loss: 0.0734
epoch: 9460 loss: 0.0734
epoch: 9461 loss: 0.0734
epoch: 9462 loss: 0.0733
epoch: 9463 loss: 0.0733
epoch: 9464 loss: 0.0733
epoch: 9465 loss: 0.0733
epoch: 9466 loss: 0.0733
epoch: 9467 loss: 0.0733
epoch: 9468 loss: 0.0733
epoch: 9469 loss: 0.0733
epoch: 9470 loss: 0.0733
epoch: 9471 loss: 0.0733
epoch: 9472 loss: 0.0733
epoch: 9473 loss: 0.0733
epoch: 9474 loss: 0.0733
epoch: 9475 loss: 0.0733
epoch: 9476 loss: 0.0733
epoch: 9477 loss: 0.0732
epoch: 9478 loss: 0.0732
epoch: 9479 loss: 0.0732
epoch: 9480 loss: 0.0732
epoch: 9481 loss: 0.0732
epoch: 9482 loss: 0.0732
epoch: 9483 loss: 0.0732
epoch: 9484 loss: 0.0732
epoch: 9485 loss: 0.0732
epoch: 9486 loss: 0.0732
epoch: 9487 loss: 0.0732
epoch: 9488 loss: 0.0732
epoch: 9489 loss: 0.0732
epoch: 9490 loss: 0.0732
epoch: 9491 loss: 0.0732
epoch: 9492 loss: 0.0731
epoch: 9493 loss: 0.0731
epoch: 9494 loss: 0.0731
epoch: 9495 loss: 0.0731
epoch: 9496 loss: 0.0731
epoch: 9497 loss: 0.0731
epoch: 9498 loss: 0.0731
epoch: 9499 loss: 0.0731
epoch: 9500 loss: 0.0731
epoch: 9501 loss: 0.0731
epoch: 9502 loss: 0.0731
epoch: 9503 loss: 0.0731
epoch: 9504 loss: 0.0731
epoch: 9505 loss: 0.0731
epoch: 9506 loss: 0.0731
epoch: 9507 loss: 0.0730
epoch: 9508 loss: 0.0730
epoch: 9509 loss: 0.0730
epoch: 9510 loss: 0.0730
epoch: 9511 loss: 0.0730
epoch: 9512 loss: 0.0730
epoch: 9513 loss: 0.0730
epoch: 9514 loss: 0.0730
epoch: 9515 loss: 0.0730
epoch: 9516 loss: 0.0730
epoch: 9517 loss: 0.0730
epoch: 9518 loss: 0.0730
epoch: 9519 loss: 0.0730
epoch: 9520 loss: 0.0730
epoch: 9521 loss: 0.0730
epoch: 9522 loss: 0.0729
epoch: 9523 loss: 0.0729
epoch: 9524 loss: 0.0729
epoch: 9525 loss: 0.0729
epoch: 9526 loss: 0.0729
epoch: 9527 loss: 0.0729
epoch: 9528 loss: 0.0729
epoch: 9529 loss: 0.0729
epoch: 9530 loss: 0.0729
epoch: 9531 loss: 0.0729
epoch: 9532 loss: 0.0729
epoch: 9533 loss: 0.0729
epoch: 9534 loss: 0.0729
epoch: 9535 loss: 0.0729
epoch: 9536 loss: 0.0729
epoch: 9537 loss: 0.0728
epoch: 9538 loss: 0.0728
epoch: 9539 loss: 0.0728
epoch: 9540 loss: 0.0728
epoch: 9541 loss: 0.0728
epoch: 9542 loss: 0.0728
epoch: 9543 loss: 0.0728
epoch: 9544 loss: 0.0728
epoch: 9545 loss: 0.0728
epoch: 9546 loss: 0.0728
epoch: 9547 loss: 0.0728
epoch: 9548 loss: 0.0728
epoch: 9549 loss: 0.0728
epoch: 9550 loss: 0.0728
epoch: 9551 loss: 0.0728
epoch: 9552 loss: 0.0728
epoch: 9553 loss: 0.0727
epoch: 9554 loss: 0.0727
epoch: 9555 loss: 0.0727
epoch: 9556 loss: 0.0727
epoch: 9557 loss: 0.0727
epoch: 9558 loss: 0.0727
epoch: 9559 loss: 0.0727
epoch: 9560 loss: 0.0727
epoch: 9561 loss: 0.0727
epoch: 9562 loss: 0.0727
epoch: 9563 loss: 0.0727
epoch: 9564 loss: 0.0727
epoch: 9565 loss: 0.0727
epoch: 9566 loss: 0.0727
epoch: 9567 loss: 0.0727
epoch: 9568 loss: 0.0726
epoch: 9569 loss: 0.0726
epoch: 9570 loss: 0.0726
epoch: 9571 loss: 0.0726
epoch: 9572 loss: 0.0726
epoch: 9573 loss: 0.0726
epoch: 9574 loss: 0.0726
epoch: 9575 loss: 0.0726
epoch: 9576 loss: 0.0726
epoch: 9577 loss: 0.0726
epoch: 9578 loss: 0.0726
epoch: 9579 loss: 0.0726
epoch: 9580 loss: 0.0726
epoch: 9581 loss: 0.0726
epoch: 9582 loss: 0.0726
epoch: 9583 loss: 0.0725
epoch: 9584 loss: 0.0725
epoch: 9585 loss: 0.0725
epoch: 9586 loss: 0.0725
epoch: 9587 loss: 0.0725
epoch: 9588 loss: 0.0725
epoch: 9589 loss: 0.0725
epoch: 9590 loss: 0.0725
epoch: 9591 loss: 0.0725
epoch: 9592 loss: 0.0725
epoch: 9593 loss: 0.0725
epoch: 9594 loss: 0.0725
epoch: 9595 loss: 0.0725
epoch: 9596 loss: 0.0725
epoch: 9597 loss: 0.0725
epoch: 9598 loss: 0.0725
epoch: 9599 loss: 0.0724
epoch: 9600 loss: 0.0724
epoch: 9601 loss: 0.0724
epoch: 9602 loss: 0.0724
epoch: 9603 loss: 0.0724
epoch: 9604 loss: 0.0724
epoch: 9605 loss: 0.0724
epoch: 9606 loss: 0.0724
epoch: 9607 loss: 0.0724
epoch: 9608 loss: 0.0724
epoch: 9609 loss: 0.0724
epoch: 9610 loss: 0.0724
epoch: 9611 loss: 0.0724
epoch: 9612 loss: 0.0724
epoch: 9613 loss: 0.0724
epoch: 9614 loss: 0.0723
epoch: 9615 loss: 0.0723
epoch: 9616 loss: 0.0723
epoch: 9617 loss: 0.0723
epoch: 9618 loss: 0.0723
epoch: 9619 loss: 0.0723
epoch: 9620 loss: 0.0723
epoch: 9621 loss: 0.0723
epoch: 9622 loss: 0.0723
epoch: 9623 loss: 0.0723
epoch: 9624 loss: 0.0723
epoch: 9625 loss: 0.0723
epoch: 9626 loss: 0.0723
epoch: 9627 loss: 0.0723
epoch: 9628 loss: 0.0723
epoch: 9629 loss: 0.0722
epoch: 9630 loss: 0.0722
epoch: 9631 loss: 0.0722
epoch: 9632 loss: 0.0722
epoch: 9633 loss: 0.0722
epoch: 9634 loss: 0.0722
epoch: 9635 loss: 0.0722
epoch: 9636 loss: 0.0722
epoch: 9637 loss: 0.0722
epoch: 9638 loss: 0.0722
epoch: 9639 loss: 0.0722
epoch: 9640 loss: 0.0722
epoch: 9641 loss: 0.0722
epoch: 9642 loss: 0.0722
epoch: 9643 loss: 0.0722
epoch: 9644 loss: 0.0722
epoch: 9645 loss: 0.0721
epoch: 9646 loss: 0.0721
epoch: 9647 loss: 0.0721
epoch: 9648 loss: 0.0721
epoch: 9649 loss: 0.0721
epoch: 9650 loss: 0.0721
epoch: 9651 loss: 0.0721
epoch: 9652 loss: 0.0721
epoch: 9653 loss: 0.0721
epoch: 9654 loss: 0.0721
epoch: 9655 loss: 0.0721
epoch: 9656 loss: 0.0721
epoch: 9657 loss: 0.0721
epoch: 9658 loss: 0.0721
epoch: 9659 loss: 0.0721
epoch: 9660 loss: 0.0720
epoch: 9661 loss: 0.0720
epoch: 9662 loss: 0.0720
epoch: 9663 loss: 0.0720
epoch: 9664 loss: 0.0720
epoch: 9665 loss: 0.0720
epoch: 9666 loss: 0.0720
epoch: 9667 loss: 0.0720
epoch: 9668 loss: 0.0720
epoch: 9669 loss: 0.0720
epoch: 9670 loss: 0.0720
epoch: 9671 loss: 0.0720
epoch: 9672 loss: 0.0720
epoch: 9673 loss: 0.0720
epoch: 9674 loss: 0.0720
epoch: 9675 loss: 0.0720
epoch: 9676 loss: 0.0719
epoch: 9677 loss: 0.0719
epoch: 9678 loss: 0.0719
epoch: 9679 loss: 0.0719
epoch: 9680 loss: 0.0719
epoch: 9681 loss: 0.0719
epoch: 9682 loss: 0.0719
epoch: 9683 loss: 0.0719
epoch: 9684 loss: 0.0719
epoch: 9685 loss: 0.0719
epoch: 9686 loss: 0.0719
epoch: 9687 loss: 0.0719
epoch: 9688 loss: 0.0719
epoch: 9689 loss: 0.0719
epoch: 9690 loss: 0.0719
epoch: 9691 loss: 0.0718
epoch: 9692 loss: 0.0718
epoch: 9693 loss: 0.0718
epoch: 9694 loss: 0.0718
epoch: 9695 loss: 0.0718
epoch: 9696 loss: 0.0718
epoch: 9697 loss: 0.0718
epoch: 9698 loss: 0.0718
epoch: 9699 loss: 0.0718
epoch: 9700 loss: 0.0718
epoch: 9701 loss: 0.0718
epoch: 9702 loss: 0.0718
epoch: 9703 loss: 0.0718
epoch: 9704 loss: 0.0718
epoch: 9705 loss: 0.0718
epoch: 9706 loss: 0.0718
epoch: 9707 loss: 0.0717
epoch: 9708 loss: 0.0717
epoch: 9709 loss: 0.0717
epoch: 9710 loss: 0.0717
epoch: 9711 loss: 0.0717
epoch: 9712 loss: 0.0717
epoch: 9713 loss: 0.0717
epoch: 9714 loss: 0.0717
epoch: 9715 loss: 0.0717
epoch: 9716 loss: 0.0717
epoch: 9717 loss: 0.0717
epoch: 9718 loss: 0.0717
epoch: 9719 loss: 0.0717
epoch: 9720 loss: 0.0717
epoch: 9721 loss: 0.0717
epoch: 9722 loss: 0.0716
epoch: 9723 loss: 0.0716
epoch: 9724 loss: 0.0716
epoch: 9725 loss: 0.0716
epoch: 9726 loss: 0.0716
epoch: 9727 loss: 0.0716
epoch: 9728 loss: 0.0716
epoch: 9729 loss: 0.0716
epoch: 9730 loss: 0.0716
epoch: 9731 loss: 0.0716
epoch: 9732 loss: 0.0716
epoch: 9733 loss: 0.0716
epoch: 9734 loss: 0.0716
epoch: 9735 loss: 0.0716
epoch: 9736 loss: 0.0716
epoch: 9737 loss: 0.0716
epoch: 9738 loss: 0.0715
epoch: 9739 loss: 0.0715
epoch: 9740 loss: 0.0715
epoch: 9741 loss: 0.0715
epoch: 9742 loss: 0.0715
epoch: 9743 loss: 0.0715
epoch: 9744 loss: 0.0715
epoch: 9745 loss: 0.0715
epoch: 9746 loss: 0.0715
epoch: 9747 loss: 0.0715
epoch: 9748 loss: 0.0715
epoch: 9749 loss: 0.0715
epoch: 9750 loss: 0.0715
epoch: 9751 loss: 0.0715
epoch: 9752 loss: 0.0715
epoch: 9753 loss: 0.0715
epoch: 9754 loss: 0.0714
epoch: 9755 loss: 0.0714
epoch: 9756 loss: 0.0714
epoch: 9757 loss: 0.0714
epoch: 9758 loss: 0.0714
epoch: 9759 loss: 0.0714
epoch: 9760 loss: 0.0714
epoch: 9761 loss: 0.0714
epoch: 9762 loss: 0.0714
epoch: 9763 loss: 0.0714
epoch: 9764 loss: 0.0714
epoch: 9765 loss: 0.0714
epoch: 9766 loss: 0.0714
epoch: 9767 loss: 0.0714
epoch: 9768 loss: 0.0714
epoch: 9769 loss: 0.0713
epoch: 9770 loss: 0.0713
epoch: 9771 loss: 0.0713
epoch: 9772 loss: 0.0713
epoch: 9773 loss: 0.0713
epoch: 9774 loss: 0.0713
epoch: 9775 loss: 0.0713
epoch: 9776 loss: 0.0713
epoch: 9777 loss: 0.0713
epoch: 9778 loss: 0.0713
epoch: 9779 loss: 0.0713
epoch: 9780 loss: 0.0713
epoch: 9781 loss: 0.0713
epoch: 9782 loss: 0.0713
epoch: 9783 loss: 0.0713
epoch: 9784 loss: 0.0713
epoch: 9785 loss: 0.0712
epoch: 9786 loss: 0.0712
epoch: 9787 loss: 0.0712
epoch: 9788 loss: 0.0712
epoch: 9789 loss: 0.0712
epoch: 9790 loss: 0.0712
epoch: 9791 loss: 0.0712
epoch: 9792 loss: 0.0712
epoch: 9793 loss: 0.0712
epoch: 9794 loss: 0.0712
epoch: 9795 loss: 0.0712
epoch: 9796 loss: 0.0712
epoch: 9797 loss: 0.0712
epoch: 9798 loss: 0.0712
epoch: 9799 loss: 0.0712
epoch: 9800 loss: 0.0712
epoch: 9801 loss: 0.0711
epoch: 9802 loss: 0.0711
epoch: 9803 loss: 0.0711
epoch: 9804 loss: 0.0711
epoch: 9805 loss: 0.0711
epoch: 9806 loss: 0.0711
epoch: 9807 loss: 0.0711
epoch: 9808 loss: 0.0711
epoch: 9809 loss: 0.0711
epoch: 9810 loss: 0.0711
epoch: 9811 loss: 0.0711
epoch: 9812 loss: 0.0711
epoch: 9813 loss: 0.0711
epoch: 9814 loss: 0.0711
epoch: 9815 loss: 0.0711
epoch: 9816 loss: 0.0710
epoch: 9817 loss: 0.0710
epoch: 9818 loss: 0.0710
epoch: 9819 loss: 0.0710
epoch: 9820 loss: 0.0710
epoch: 9821 loss: 0.0710
epoch: 9822 loss: 0.0710
epoch: 9823 loss: 0.0710
epoch: 9824 loss: 0.0710
epoch: 9825 loss: 0.0710
epoch: 9826 loss: 0.0710
epoch: 9827 loss: 0.0710
epoch: 9828 loss: 0.0710
epoch: 9829 loss: 0.0710
epoch: 9830 loss: 0.0710
epoch: 9831 loss: 0.0710
epoch: 9832 loss: 0.0709
epoch: 9833 loss: 0.0709
epoch: 9834 loss: 0.0709
epoch: 9835 loss: 0.0709
epoch: 9836 loss: 0.0709
epoch: 9837 loss: 0.0709
epoch: 9838 loss: 0.0709
epoch: 9839 loss: 0.0709
epoch: 9840 loss: 0.0709
epoch: 9841 loss: 0.0709
epoch: 9842 loss: 0.0709
epoch: 9843 loss: 0.0709
epoch: 9844 loss: 0.0709
epoch: 9845 loss: 0.0709
epoch: 9846 loss: 0.0709
epoch: 9847 loss: 0.0709
epoch: 9848 loss: 0.0708
epoch: 9849 loss: 0.0708
epoch: 9850 loss: 0.0708
epoch: 9851 loss: 0.0708
epoch: 9852 loss: 0.0708
epoch: 9853 loss: 0.0708
epoch: 9854 loss: 0.0708
epoch: 9855 loss: 0.0708
epoch: 9856 loss: 0.0708
epoch: 9857 loss: 0.0708
epoch: 9858 loss: 0.0708
epoch: 9859 loss: 0.0708
epoch: 9860 loss: 0.0708
epoch: 9861 loss: 0.0708
epoch: 9862 loss: 0.0708
epoch: 9863 loss: 0.0708
epoch: 9864 loss: 0.0707
epoch: 9865 loss: 0.0707
epoch: 9866 loss: 0.0707
epoch: 9867 loss: 0.0707
epoch: 9868 loss: 0.0707
epoch: 9869 loss: 0.0707
epoch: 9870 loss: 0.0707
epoch: 9871 loss: 0.0707
epoch: 9872 loss: 0.0707
epoch: 9873 loss: 0.0707
epoch: 9874 loss: 0.0707
epoch: 9875 loss: 0.0707
epoch: 9876 loss: 0.0707
epoch: 9877 loss: 0.0707
epoch: 9878 loss: 0.0707
epoch: 9879 loss: 0.0707
epoch: 9880 loss: 0.0706
epoch: 9881 loss: 0.0706
epoch: 9882 loss: 0.0706
epoch: 9883 loss: 0.0706
epoch: 9884 loss: 0.0706
epoch: 9885 loss: 0.0706
epoch: 9886 loss: 0.0706
epoch: 9887 loss: 0.0706
epoch: 9888 loss: 0.0706
epoch: 9889 loss: 0.0706
epoch: 9890 loss: 0.0706
epoch: 9891 loss: 0.0706
epoch: 9892 loss: 0.0706
epoch: 9893 loss: 0.0706
epoch: 9894 loss: 0.0706
epoch: 9895 loss: 0.0706
epoch: 9896 loss: 0.0705
epoch: 9897 loss: 0.0705
epoch: 9898 loss: 0.0705
epoch: 9899 loss: 0.0705
epoch: 9900 loss: 0.0705
epoch: 9901 loss: 0.0705
epoch: 9902 loss: 0.0705
epoch: 9903 loss: 0.0705
epoch: 9904 loss: 0.0705
epoch: 9905 loss: 0.0705
epoch: 9906 loss: 0.0705
epoch: 9907 loss: 0.0705
epoch: 9908 loss: 0.0705
epoch: 9909 loss: 0.0705
epoch: 9910 loss: 0.0705
epoch: 9911 loss: 0.0705
epoch: 9912 loss: 0.0704
epoch: 9913 loss: 0.0704
epoch: 9914 loss: 0.0704
epoch: 9915 loss: 0.0704
epoch: 9916 loss: 0.0704
epoch: 9917 loss: 0.0704
epoch: 9918 loss: 0.0704
epoch: 9919 loss: 0.0704
epoch: 9920 loss: 0.0704
epoch: 9921 loss: 0.0704
epoch: 9922 loss: 0.0704
epoch: 9923 loss: 0.0704
epoch: 9924 loss: 0.0704
epoch: 9925 loss: 0.0704
epoch: 9926 loss: 0.0704
epoch: 9927 loss: 0.0704
epoch: 9928 loss: 0.0703
epoch: 9929 loss: 0.0703
epoch: 9930 loss: 0.0703
epoch: 9931 loss: 0.0703
epoch: 9932 loss: 0.0703
epoch: 9933 loss: 0.0703
epoch: 9934 loss: 0.0703
epoch: 9935 loss: 0.0703
epoch: 9936 loss: 0.0703
epoch: 9937 loss: 0.0703
epoch: 9938 loss: 0.0703
epoch: 9939 loss: 0.0703
epoch: 9940 loss: 0.0703
epoch: 9941 loss: 0.0703
epoch: 9942 loss: 0.0703
epoch: 9943 loss: 0.0703
epoch: 9944 loss: 0.0702
epoch: 9945 loss: 0.0702
epoch: 9946 loss: 0.0702
epoch: 9947 loss: 0.0702
epoch: 9948 loss: 0.0702
epoch: 9949 loss: 0.0702
epoch: 9950 loss: 0.0702
epoch: 9951 loss: 0.0702
epoch: 9952 loss: 0.0702
epoch: 9953 loss: 0.0702
epoch: 9954 loss: 0.0702
epoch: 9955 loss: 0.0702
epoch: 9956 loss: 0.0702
epoch: 9957 loss: 0.0702
epoch: 9958 loss: 0.0702
epoch: 9959 loss: 0.0702
epoch: 9960 loss: 0.0701
epoch: 9961 loss: 0.0701
epoch: 9962 loss: 0.0701
epoch: 9963 loss: 0.0701
epoch: 9964 loss: 0.0701
epoch: 9965 loss: 0.0701
epoch: 9966 loss: 0.0701
epoch: 9967 loss: 0.0701
epoch: 9968 loss: 0.0701
epoch: 9969 loss: 0.0701
epoch: 9970 loss: 0.0701
epoch: 9971 loss: 0.0701
epoch: 9972 loss: 0.0701
epoch: 9973 loss: 0.0701
epoch: 9974 loss: 0.0701
epoch: 9975 loss: 0.0701
epoch: 9976 loss: 0.0700
epoch: 9977 loss: 0.0700
epoch: 9978 loss: 0.0700
epoch: 9979 loss: 0.0700
epoch: 9980 loss: 0.0700
epoch: 9981 loss: 0.0700
epoch: 9982 loss: 0.0700
epoch: 9983 loss: 0.0700
epoch: 9984 loss: 0.0700
epoch: 9985 loss: 0.0700
epoch: 9986 loss: 0.0700
epoch: 9987 loss: 0.0700
epoch: 9988 loss: 0.0700
epoch: 9989 loss: 0.0700
epoch: 9990 loss: 0.0700
epoch: 9991 loss: 0.0700
epoch: 9992 loss: 0.0699
epoch: 9993 loss: 0.0699
epoch: 9994 loss: 0.0699
epoch: 9995 loss: 0.0699
epoch: 9996 loss: 0.0699
epoch: 9997 loss: 0.0699
epoch: 9998 loss: 0.0699
epoch: 9999 loss: 0.0699
In [13]:
pred = predict(X=X[:100,:],params=lr)
In [14]:
pred
Out[14]:
array([-0.26267712, 0.28741347, -0.22449469, -0.05273037, -0.27898006,
0.4322239 , -0.16445701, -0.27367997, -0.14995299, -0.15796809,
0.12728885, -0.22342187, -0.075625 , -0.26820486, 0.08232522,
0.33903086, -0.14243474, -0.02361523, -0.18416298, -0.28126949,
-0.08966817, 0.38857146, -0.06887447, -0.36541789, -0.06743128,
-0.0607618 , 0.14186539, -0.05860239, -0.13264656, -0.08149538,
-0.13169208, -0.2123847 , 0.09477783, -0.15853722, -0.10173075,
0.44312473, -0.01739514, 0.15489076, -0.25603743, -0.04461774,
-0.09013906, 0.19333471, 0.03179943, -0.02702913, -0.20599131,
-0.02066112, -0.292163 , -0.0438706 , -0.22860079, 1.11521997,
-0.2579039 , 0.11736883, -0.16983077, -0.17825749, 0.1607796 ,
-0.05683942, -0.11553365, -0.11768413, 0.50406229, -0.11028128,
0.19208374, -0.22767898, -0.02273964, -0.18344133, -0.2067084 ,
0.17462233, -0.04835153, -0.10859874, -0.30486269, 0.15788333,
0.33228821, -0.26393373, 0.17485023, -0.10806767, -0.05706815,
0.20300501, -0.09038381, -0.24721482, -0.20175579, 0.05262402,
-0.12988421, -0.11268906, -0.09729955, -0.22533587, -0.25399354,
0.02927436, 0.03741259, -0.0416057 , -0.15961721, -0.31704614,
-0.08896874, 0.03243099, -0.27177735, -0.1581307 , -0.1581307 ,
0.37511732, -0.16798312, -0.27804849, -0.02235951, 0.10341066])
In [15]:
plt.plot(list(range(999)),lr.cost_arr[1:])
plt.show()

—————————————————————————
ValueError Traceback (most recent call last)
in
—-> 1 plt.plot(list(range(999)),lr.cost_arr[1:])
2 plt.show()

D:\Anaconda\anaconda\lib\site-packages\matplotlib\pyplot.py in plot(scalex, scaley, data, *args, **kwargs)
2809 return gca().plot(
2810 *args, scalex=scalex, scaley=scaley, **({“data”: data} if data
-> 2811 is not None else {}), **kwargs)
2812
2813

D:\Anaconda\anaconda\lib\site-packages\matplotlib\__init__.py in inner(ax, data, *args, **kwargs)
1808 “the Matplotlib list!)” % (label_namer, func.__name__),
1809 RuntimeWarning, stacklevel=2)
-> 1810 return func(ax, *args, **kwargs)
1811
1812 inner.__doc__ = _add_data_doc(inner.__doc__,

D:\Anaconda\anaconda\lib\site-packages\matplotlib\axes\_axes.py in plot(self, scalex, scaley, *args, **kwargs)
1609 kwargs = cbook.normalize_kwargs(kwargs, mlines.Line2D._alias_map)
1610
-> 1611 for line in self._get_lines(*args, **kwargs):
1612 self.add_line(line)
1613 lines.append(line)

D:\Anaconda\anaconda\lib\site-packages\matplotlib\axes\_base.py in _grab_next_args(self, *args, **kwargs)
391 this += args[0],
392 args = args[1:]
–> 393 yield from self._plot_args(this, kwargs)
394
395

D:\Anaconda\anaconda\lib\site-packages\matplotlib\axes\_base.py in _plot_args(self, tup, kwargs)
368 x, y = index_of(tup[-1])
369
–> 370 x, y = self._xy_from_xy(x, y)
371
372 if self.command == ‘plot’:

D:\Anaconda\anaconda\lib\site-packages\matplotlib\axes\_base.py in _xy_from_xy(self, x, y)
229 if x.shape[0] != y.shape[0]:
230 raise ValueError(“x and y must have same first dimension, but ”
–> 231 “have shapes {} and {}”.format(x.shape, y.shape))
232 if x.ndim > 2 or y.ndim > 2:
233 raise ValueError(“x and y can be no greater than 2-D, but have ”

ValueError: x and y must have same first dimension, but have shapes (999,) and (9999,)



1.3¶
In [ ]:
import matplotlib.pyplot as plt
In [ ]:
plt.scatter(x=X[:200,-1],y=y[:200])
In [ ]:
plt.scatter(x=pred,y=y[:100])

1.4 Ridge Regression¶
In [ ]:
class LinearRegressionRidge(object):
def __init__(self,learning_rate,epochs,lamda,is_print_loss=True):
self.lr = learning_rate
self.epochs = epochs
self.lam = lamda
self.theta = None
self.baise = None
self.print_loss = is_print_loss

def cost(self,y,update):
loss = np.dot((y-update).T, y-update)/len(y)+self.lam*np.square(self.theta,self.theta).sum()
return loss.mean()

def gradient(self,x,y,update):
dleta = -(2/x.shape[0])*np.dot((y-update).T,x)
return dleta

def fit(self,X,y):
self.theta = np.ones(shape=(1,X.shape[1]))
self.baise = np.asarray([1])
self.cost_arr = []

for epoch in range(self.epochs):
update = np.dot(X,self.theta.T)+self.baise
loss = self.cost(y,update)
theta_update= self.gradient(X,y,update)
biase_update = -2*np.dot((y-update).T,
np.ones(shape=[X.shape[0],1]))/X.shape[0]

self.theta=self.theta-self.lr*theta_update
self.baise=self.baise-self.lr*biase_update
self.cost_arr.append(loss)

if self.print_loss:
print(‘epoch: {}\tloss: {:.4f}’.format(epoch,loss))

def predict(self,X):
pred = np.dot(X, self.theta[0,:]) + self.baise[0]
return pred

In [ ]:
def linear_regression_Ridge(lr,X,target,iteration,alpha):
lr = LinearRegressionRidge(learning_rate=lr,epochs=iteration,is_print_loss=True,lamda=alpha)
lr.fit(X,target)

return lr
In [ ]:
lr = linear_regression_Ridge(lr=0.001,iteration=1000,X=X[:200,:],target=y[:200],alpha=0.001)
In [ ]:
plt.plot(list(range(999)),lr.cost_arr[1:])
plt.show()
In [ ]:
## different penalty
cost_all = []
alpha_all =[0.1,0.2,0.3,0.4]
for p in alpha_all:
lr = linear_regression_Ridge(lr=0.001,iteration=1000,X=X[:200,:],target=y[:200],alpha=p)
cost_all.append(lr.cost_arr[1:])
In [ ]:
cost_all = np.asarray(cost_all)
In [ ]:

In [ ]:
for idx,p in enumerate(alpha_all):
plt.plot(list(range(999)),cost_all[idx],label=’alpha={}’.format(str(p)))
plt.legend()
In [ ]:

In [ ]:

In [ ]:
plt.scatter(x=X[:200,-1],y=y[:200])
In [ ]:
plt.scatter(x=pred,y=y[:100])

1.5¶
In [ ]:
class LinearRegressionRidgeMomentum(object):
def __init__(self,learning_rate,epochs,lamda,momentum,is_print_loss=True):
self.lr = learning_rate
self.epochs = epochs
self.lam = lamda
self.theta = None
self.baise = None
self.print_loss = is_print_loss
self.momentum = momentum

def cost(self,y,update):
loss = np.dot((y-update).T, y-update)/len(y)+self.lam*np.square(self.theta,self.theta).sum()
return loss.mean()

def gradient(self,x,y,update):
dleta = -(2/x.shape[0])*np.dot((y-update).T,x)
return dleta*self.momentum

def fit(self,X,y):
cost_arr = []
self.theta = np.ones(shape=(1,X.shape[1]))
self.baise = np.asarray([1])
self.cost_arr = []
for epoch in range(self.epochs):
update = np.dot(X,self.theta.T)+self.baise
loss = self.cost(y,update)
theta_update= self.gradient(X,y,update)
biase_update = -2*np.dot((y-update).T,
np.ones(shape=[X.shape[0],1]))/X.shape[0]

self.theta=self.theta-self.lr*theta_update
self.baise=self.baise-self.lr*biase_update
self.cost_arr.append(loss)
if self.print_loss:
print(‘epoch: {}\tloss: {:.4f}’.format(epoch,loss))

#return cost_arr

def predict(self,X):
pred = np.dot(X, self.theta[0,:]) + self.baise[0]
return pred

In [ ]:
def linear_regression_Ridge_momentum(lr,X,target,iteration,alpha,momentum):
lr = LinearRegressionRidgeMomentum(learning_rate=lr,
epochs=iteration,
lamda=alpha,momentum=momentum,
is_print_loss=True)
lr.fit(X,target)

return lr
In [ ]:
lr = linear_regression_Ridge_momentum(lr=0.001,X=X[:200,:],target=y[:200],alpha=0.1,momentum=0.1,iteration=1000)
In [ ]:
plt.plot(list(range(999)),lr.cost_arr[1:])
plt.show()
In [ ]:
### Try different momenta and plot the learning curves with and without momentum for a fixed learning rate
# with momenta

cost_all = []
lr_all =[0.1,0.0001,0.003]
momenta_all = [0.1,0.2,0.3]
for l in lr_all:
tmp = []
for m in momenta_all:
lr = linear_regression_Ridge_momentum(lr=l,iteration=1000,X=X[:200,:],
target=y[:200],alpha=0.1,
momentum=m)
tmp.append(lr.cost_arr[1:])
cost_all.append(tmp)

cost_all = np.asarray(cost_all)
In [ ]:
for l_idx,l in enumerate(lr_all):
for m_idx, m in enumerate(momenta_all):
plt.plot(list(range(999)),cost_all[l_idx][m_idx],label=’lr={} moment = {}’.format(str(l),str(m)))
plt.legend()
In [ ]:
# without momenta

cost_all = []
lr_all =[0.1,0.0001,0.003]
for l in lr_all:
lr = linear_regression_Ridge(lr=l,iteration=1000,X=X[:200,:],
target=y[:200],alpha=0.1)
cost_all.append(lr.cost_arr[1:])

cost_all = np.asarray(cost_all)
In [ ]:
for l_idx,l in enumerate(lr_all):
plt.plot(list(range(999)),cost_all[l_idx],label=’lr={}’.format(str(l)))
plt.legend()
In [ ]:
pred = predict(X=X[:200],params=lr)
In [ ]:
from sklearn.metrics import mean_squared_error
In [ ]:
print(‘mse=’,mean_squared_error(y[:200],pred))