import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from matplotlib import cm
%matplotlib inline
# retina
%config InlineBackend.figure_format = 'retina'
SVM Soft Margin
SVM Soft Margin
from sklearn.datasets import make_blobs
= make_blobs(centers=2, n_samples=100, random_state=0, cluster_std=1.5) X, y
0], X[:, 1], c=y, cmap=cm.autumn)
plt.scatter(X[:, 'equal') plt.gca().set_aspect(
from sklearn import svm
= X
X_train = y
y_train = 'linear'
kernel for fig_num, C in enumerate([0.0001, 0.001, 0.1, 1, 100, 10000][:]):
= svm.SVC(kernel=kernel,C = C )
clf
clf.fit(X, y)
plt.figure(fig_num)
plt.clf()0], X[:, 1], c=y, zorder=10, cmap=plt.cm.autumn,
plt.scatter(X[:, ='k',s=80)
edgecolor
'tight')
plt.axis(= X[:, 0].min()-1
x_min = X[:, 0].max()+1
x_max = X[:, 1].min()-1
y_min = X[:, 1].max()+1
y_max
= np.mgrid[x_min:x_max:200j, y_min:y_max:200j]
XX, YY = clf.decision_function(np.c_[XX.ravel(), YY.ravel()])
Z
# Put the result into a color plot
= Z.reshape(XX.shape)
Z #plt.pcolormesh(XX, YY, Z > 0, cmap=plt.cm.autumn, alpha=0.2)
=['k', 'k', 'k'],
plt.contour(XX, YY, Z, colors=['--', '-', '--'], levels=[-1, 0, 1])
linestyles0],
plt.scatter(clf.support_vectors_[:, 1],
clf.support_vectors_[:, =5, lw=0.001, facecolors='none',zorder=10,c='k', edgecolors='none');
s
"Linear Kernel with C= {}\n Number of support vectors = {}".format(C, len(clf.support_vectors_))) plt.title(
### from scratch implementation in Torch
import torch.nn as nn
import torch
import torch.optim as optim
class OurSVM(nn.Module):
def __init__(self, C = 1.0):
super(OurSVM, self).__init__()
self.C = C
def forward(self, x):
return torch.matmul(x, self.w) + self.b
def hinge_loss(self, y_pred, y_true):
return torch.mean(torch.max(torch.zeros_like(y_pred), 1 - y_true * y_pred)) + (torch.sum(self.w**2)) / (2 * self.C)
def fit(self, X, y, epochs=100, lr=3e-4):
self.w = nn.Parameter(torch.randn(X.shape[1], 1, requires_grad=True))
self.b = nn.Parameter(torch.randn(1, requires_grad=True))
= optim.Adam(self.parameters(), lr=lr)
optimizer for epoch in range(epochs):
optimizer.zero_grad()= self.forward(X)
y_pred = self.hinge_loss(y_pred, y)
loss print(f'Epoch {epoch}, Loss: {loss.item()}')
loss.backward() optimizer.step()
= OurSVM(C=1.0)
our_svm = torch.tensor(X, dtype=torch.float32)
X_train = torch.tensor(y.reshape(-1, 1), dtype=torch.float32)
y_train == 0] = -1
y_train[y_train =4500, lr=3e-3) our_svm.fit(X_train, y_train, epochs
Epoch 0, Loss: 0.5445287227630615
Epoch 1, Loss: 0.5369461178779602
Epoch 2, Loss: 0.5294452905654907
Epoch 3, Loss: 0.522026538848877
Epoch 4, Loss: 0.5146908164024353
Epoch 5, Loss: 0.5074390769004822
Epoch 6, Loss: 0.500271201133728
Epoch 7, Loss: 0.4932182729244232
Epoch 8, Loss: 0.48647040128707886
Epoch 9, Loss: 0.4799497723579407
Epoch 10, Loss: 0.4739691913127899
Epoch 11, Loss: 0.4684266448020935
Epoch 12, Loss: 0.4629947245121002
Epoch 13, Loss: 0.45766204595565796
Epoch 14, Loss: 0.45248934626579285
Epoch 15, Loss: 0.44752809405326843
Epoch 16, Loss: 0.44265472888946533
Epoch 17, Loss: 0.4378686845302582
Epoch 18, Loss: 0.4333285689353943
Epoch 19, Loss: 0.4288690388202667
Epoch 20, Loss: 0.4244857132434845
Epoch 21, Loss: 0.42017486691474915
Epoch 22, Loss: 0.4159332513809204
Epoch 23, Loss: 0.41175782680511475
Epoch 24, Loss: 0.40772339701652527
Epoch 25, Loss: 0.40381550788879395
Epoch 26, Loss: 0.4001219868659973
Epoch 27, Loss: 0.3968224823474884
Epoch 28, Loss: 0.39376193284988403
Epoch 29, Loss: 0.390778124332428
Epoch 30, Loss: 0.3878651261329651
Epoch 31, Loss: 0.3850177824497223
Epoch 32, Loss: 0.38223153352737427
Epoch 33, Loss: 0.3795021176338196
Epoch 34, Loss: 0.3768257200717926
Epoch 35, Loss: 0.3741990625858307
Epoch 36, Loss: 0.3716188669204712
Epoch 37, Loss: 0.36908257007598877
Epoch 38, Loss: 0.3665877878665924
Epoch 39, Loss: 0.36413198709487915
Epoch 40, Loss: 0.3617134690284729
Epoch 41, Loss: 0.35934144258499146
Epoch 42, Loss: 0.3570731580257416
Epoch 43, Loss: 0.354861855506897
Epoch 44, Loss: 0.35279640555381775
Epoch 45, Loss: 0.350769579410553
Epoch 46, Loss: 0.3487788140773773
Epoch 47, Loss: 0.3469214141368866
Epoch 48, Loss: 0.34530478715896606
Epoch 49, Loss: 0.34375762939453125
Epoch 50, Loss: 0.3422442078590393
Epoch 51, Loss: 0.3407752215862274
Epoch 52, Loss: 0.339397132396698
Epoch 53, Loss: 0.33810731768608093
Epoch 54, Loss: 0.33684104681015015
Epoch 55, Loss: 0.3355962038040161
Epoch 56, Loss: 0.3343706429004669
Epoch 57, Loss: 0.333162784576416
Epoch 58, Loss: 0.331971138715744
Epoch 59, Loss: 0.3307945132255554
Epoch 60, Loss: 0.32963183522224426
Epoch 61, Loss: 0.3284817636013031
Epoch 62, Loss: 0.327343612909317
Epoch 63, Loss: 0.32621654868125916
Epoch 64, Loss: 0.325099915266037
Epoch 65, Loss: 0.3239930272102356
Epoch 66, Loss: 0.3228954076766968
Epoch 67, Loss: 0.321806401014328
Epoch 68, Loss: 0.3207257091999054
Epoch 69, Loss: 0.31970730423927307
Epoch 70, Loss: 0.3187556564807892
Epoch 71, Loss: 0.3178614675998688
Epoch 72, Loss: 0.3170294463634491
Epoch 73, Loss: 0.3162238895893097
Epoch 74, Loss: 0.3154330849647522
Epoch 75, Loss: 0.31466856598854065
Epoch 76, Loss: 0.3139547109603882
Epoch 77, Loss: 0.31329113245010376
Epoch 78, Loss: 0.3126664459705353
Epoch 79, Loss: 0.31207412481307983
Epoch 80, Loss: 0.31149277091026306
Epoch 81, Loss: 0.3109213709831238
Epoch 82, Loss: 0.3103591501712799
Epoch 83, Loss: 0.30980539321899414
Epoch 84, Loss: 0.3092697560787201
Epoch 85, Loss: 0.3087584376335144
Epoch 86, Loss: 0.30825164914131165
Epoch 87, Loss: 0.30774903297424316
Epoch 88, Loss: 0.30725041031837463
Epoch 89, Loss: 0.30675557255744934
Epoch 90, Loss: 0.30626413226127625
Epoch 91, Loss: 0.3057836592197418
Epoch 92, Loss: 0.30533647537231445
Epoch 93, Loss: 0.30489417910575867
Epoch 94, Loss: 0.3044564127922058
Epoch 95, Loss: 0.30402252078056335
Epoch 96, Loss: 0.30359259247779846
Epoch 97, Loss: 0.303166002035141
Epoch 98, Loss: 0.3027426600456238
Epoch 99, Loss: 0.30232229828834534
Epoch 100, Loss: 0.30190470814704895
Epoch 101, Loss: 0.3014896512031555
Epoch 102, Loss: 0.30107709765434265
Epoch 103, Loss: 0.30066677927970886
Epoch 104, Loss: 0.3002585172653198
Epoch 105, Loss: 0.2998523414134979
Epoch 106, Loss: 0.29944801330566406
Epoch 107, Loss: 0.29904553294181824
Epoch 108, Loss: 0.2986447513103485
Epoch 109, Loss: 0.2982456684112549
Epoch 110, Loss: 0.297848105430603
Epoch 111, Loss: 0.29745209217071533
Epoch 112, Loss: 0.29705744981765747
Epoch 113, Loss: 0.2966642379760742
Epoch 114, Loss: 0.2962724268436432
Epoch 115, Loss: 0.29588189721107483
Epoch 116, Loss: 0.29549261927604675
Epoch 117, Loss: 0.29510459303855896
Epoch 118, Loss: 0.29471778869628906
Epoch 119, Loss: 0.29433220624923706
Epoch 120, Loss: 0.2939477264881134
Epoch 121, Loss: 0.2935643792152405
Epoch 122, Loss: 0.2932094931602478
Epoch 123, Loss: 0.2928715646266937
Epoch 124, Loss: 0.292537659406662
Epoch 125, Loss: 0.29220718145370483
Epoch 126, Loss: 0.2918799817562103
Epoch 127, Loss: 0.2915557324886322
Epoch 128, Loss: 0.2912343144416809
Epoch 129, Loss: 0.2909153699874878
Epoch 130, Loss: 0.29059872031211853
Epoch 131, Loss: 0.29028424620628357
Epoch 132, Loss: 0.28997179865837097
Epoch 133, Loss: 0.2896611988544464
Epoch 134, Loss: 0.2893523573875427
Epoch 135, Loss: 0.28904515504837036
Epoch 136, Loss: 0.2887394428253174
Epoch 137, Loss: 0.2884352505207062
Epoch 138, Loss: 0.28813236951828003
Epoch 139, Loss: 0.2878306806087494
Epoch 140, Loss: 0.28753024339675903
Epoch 141, Loss: 0.2872309684753418
Epoch 142, Loss: 0.28693267703056335
Epoch 143, Loss: 0.2866355776786804
Epoch 144, Loss: 0.28633934259414673
Epoch 145, Loss: 0.2860441207885742
Epoch 146, Loss: 0.28574976325035095
Epoch 147, Loss: 0.28545626997947693
Epoch 148, Loss: 0.285163551568985
Epoch 149, Loss: 0.28487175703048706
Epoch 150, Loss: 0.28459009528160095
Epoch 151, Loss: 0.28431206941604614
Epoch 152, Loss: 0.28404179215431213
Epoch 153, Loss: 0.28378623723983765
Epoch 154, Loss: 0.2835325300693512
Epoch 155, Loss: 0.28328052163124084
Epoch 156, Loss: 0.2830301523208618
Epoch 157, Loss: 0.28278109431266785
Epoch 158, Loss: 0.28253334760665894
Epoch 159, Loss: 0.2822974920272827
Epoch 160, Loss: 0.28209662437438965
Epoch 161, Loss: 0.2818947434425354
Epoch 162, Loss: 0.28169211745262146
Epoch 163, Loss: 0.28148898482322693
Epoch 164, Loss: 0.28128549456596375
Epoch 165, Loss: 0.28108176589012146
Epoch 166, Loss: 0.28087809681892395
Epoch 167, Loss: 0.2806745171546936
Epoch 168, Loss: 0.2804712653160095
Epoch 169, Loss: 0.28026852011680603
Epoch 170, Loss: 0.2800663411617279
Epoch 171, Loss: 0.2798648774623871
Epoch 172, Loss: 0.2796642482280731
Epoch 173, Loss: 0.27946457266807556
Epoch 174, Loss: 0.27926722168922424
Epoch 175, Loss: 0.2790791988372803
Epoch 176, Loss: 0.2788916528224945
Epoch 177, Loss: 0.278704434633255
Epoch 178, Loss: 0.278517484664917
Epoch 179, Loss: 0.27833402156829834
Epoch 180, Loss: 0.2781514823436737
Epoch 181, Loss: 0.2779638171195984
Epoch 182, Loss: 0.2777714133262634
Epoch 183, Loss: 0.27758973836898804
Epoch 184, Loss: 0.2774166762828827
Epoch 185, Loss: 0.27725502848625183
Epoch 186, Loss: 0.27709096670150757
Epoch 187, Loss: 0.2769249379634857
Epoch 188, Loss: 0.2767632007598877
Epoch 189, Loss: 0.27660679817199707
Epoch 190, Loss: 0.2764519155025482
Epoch 191, Loss: 0.2762983739376068
Epoch 192, Loss: 0.2761460542678833
Epoch 193, Loss: 0.27599477767944336
Epoch 194, Loss: 0.2758445739746094
Epoch 195, Loss: 0.27569520473480225
Epoch 196, Loss: 0.27554675936698914
Epoch 197, Loss: 0.2753990888595581
Epoch 198, Loss: 0.275252103805542
Epoch 199, Loss: 0.2751057744026184
Epoch 200, Loss: 0.2749599814414978
Epoch 201, Loss: 0.2748226523399353
Epoch 202, Loss: 0.2746867537498474
Epoch 203, Loss: 0.2745511829853058
Epoch 204, Loss: 0.27441567182540894
Epoch 205, Loss: 0.27428048849105835
Epoch 206, Loss: 0.2741456925868988
Epoch 207, Loss: 0.27401140332221985
Epoch 208, Loss: 0.2738775610923767
Epoch 209, Loss: 0.27374520897865295
Epoch 210, Loss: 0.27362340688705444
Epoch 211, Loss: 0.273501992225647
Epoch 212, Loss: 0.27338114380836487
Epoch 213, Loss: 0.2732609212398529
Epoch 214, Loss: 0.2731415331363678
Epoch 215, Loss: 0.27302291989326477
Epoch 216, Loss: 0.27291393280029297
Epoch 217, Loss: 0.2728149890899658
Epoch 218, Loss: 0.27271199226379395
Epoch 219, Loss: 0.2726204991340637
Epoch 220, Loss: 0.2725154459476471
Epoch 221, Loss: 0.27240556478500366
Epoch 222, Loss: 0.2722984850406647
Epoch 223, Loss: 0.272208034992218
Epoch 224, Loss: 0.2721158266067505
Epoch 225, Loss: 0.2720220386981964
Epoch 226, Loss: 0.2719269394874573
Epoch 227, Loss: 0.2718387246131897
Epoch 228, Loss: 0.2717510461807251
Epoch 229, Loss: 0.27166229486465454
Epoch 230, Loss: 0.2715725898742676
Epoch 231, Loss: 0.2714819014072418
Epoch 232, Loss: 0.2713940739631653
Epoch 233, Loss: 0.27131757140159607
Epoch 234, Loss: 0.2712397873401642
Epoch 235, Loss: 0.27116310596466064
Epoch 236, Loss: 0.2710861265659332
Epoch 237, Loss: 0.27100899815559387
Epoch 238, Loss: 0.27093154191970825
Epoch 239, Loss: 0.27085381746292114
Epoch 240, Loss: 0.2707763910293579
Epoch 241, Loss: 0.27069947123527527
Epoch 242, Loss: 0.2706226408481598
Epoch 243, Loss: 0.2705455422401428
Epoch 244, Loss: 0.2704699635505676
Epoch 245, Loss: 0.27039241790771484
Epoch 246, Loss: 0.2703161835670471
Epoch 247, Loss: 0.27023959159851074
Epoch 248, Loss: 0.2701627314090729
Epoch 249, Loss: 0.2700885832309723
Epoch 250, Loss: 0.2700103223323822
Epoch 251, Loss: 0.2699359953403473
Epoch 252, Loss: 0.26986148953437805
Epoch 253, Loss: 0.26978644728660583
Epoch 254, Loss: 0.2697109878063202
Epoch 255, Loss: 0.2696352005004883
Epoch 256, Loss: 0.2695590853691101
Epoch 257, Loss: 0.2694825828075409
Epoch 258, Loss: 0.2694151997566223
Epoch 259, Loss: 0.2693588137626648
Epoch 260, Loss: 0.2692992389202118
Epoch 261, Loss: 0.26924222707748413
Epoch 262, Loss: 0.26918697357177734
Epoch 263, Loss: 0.26913267374038696
Epoch 264, Loss: 0.2690791189670563
Epoch 265, Loss: 0.2690261900424957
Epoch 266, Loss: 0.26897382736206055
Epoch 267, Loss: 0.2689231336116791
Epoch 268, Loss: 0.26887282729148865
Epoch 269, Loss: 0.26882070302963257
Epoch 270, Loss: 0.26876965165138245
Epoch 271, Loss: 0.2687196135520935
Epoch 272, Loss: 0.26866987347602844
Epoch 273, Loss: 0.26862025260925293
Epoch 274, Loss: 0.26857614517211914
Epoch 275, Loss: 0.2685270309448242
Epoch 276, Loss: 0.26847538352012634
Epoch 277, Loss: 0.26842811703681946
Epoch 278, Loss: 0.2683810591697693
Epoch 279, Loss: 0.26833394169807434
Epoch 280, Loss: 0.2682870328426361
Epoch 281, Loss: 0.2682413160800934
Epoch 282, Loss: 0.26819348335266113
Epoch 283, Loss: 0.26814594864845276
Epoch 284, Loss: 0.26809898018836975
Epoch 285, Loss: 0.2680518925189972
Epoch 286, Loss: 0.26801103353500366
Epoch 287, Loss: 0.26796412467956543
Epoch 288, Loss: 0.26791414618492126
Epoch 289, Loss: 0.26786908507347107
Epoch 290, Loss: 0.2678239941596985
Epoch 291, Loss: 0.26777878403663635
Epoch 292, Loss: 0.26773345470428467
Epoch 293, Loss: 0.26768797636032104
Epoch 294, Loss: 0.2676423490047455
Epoch 295, Loss: 0.2675968408584595
Epoch 296, Loss: 0.2675510048866272
Epoch 297, Loss: 0.2675052583217621
Epoch 298, Loss: 0.26745933294296265
Epoch 299, Loss: 0.2674180269241333
Epoch 300, Loss: 0.2673722803592682
Epoch 301, Loss: 0.26732730865478516
Epoch 302, Loss: 0.2672819197177887
Epoch 303, Loss: 0.2672363221645355
Epoch 304, Loss: 0.26719221472740173
Epoch 305, Loss: 0.267147958278656
Epoch 306, Loss: 0.2671040892601013
Epoch 307, Loss: 0.26705998182296753
Epoch 308, Loss: 0.2670157551765442
Epoch 309, Loss: 0.266971230506897
Epoch 310, Loss: 0.26692861318588257
Epoch 311, Loss: 0.26688313484191895
Epoch 312, Loss: 0.26683953404426575
Epoch 313, Loss: 0.26679563522338867
Epoch 314, Loss: 0.2667514383792877
Epoch 315, Loss: 0.26670995354652405
Epoch 316, Loss: 0.26666420698165894
Epoch 317, Loss: 0.266620934009552
Epoch 318, Loss: 0.2665773332118988
Epoch 319, Loss: 0.26653358340263367
Epoch 320, Loss: 0.2664945125579834
Epoch 321, Loss: 0.26644858717918396
Epoch 322, Loss: 0.26640719175338745
Epoch 323, Loss: 0.26636621356010437
Epoch 324, Loss: 0.2663249373435974
Epoch 325, Loss: 0.26628395915031433
Epoch 326, Loss: 0.26624563336372375
Epoch 327, Loss: 0.26620498299598694
Epoch 328, Loss: 0.2661649286746979
Epoch 329, Loss: 0.26612526178359985
Epoch 330, Loss: 0.26608505845069885
Epoch 331, Loss: 0.26604607701301575
Epoch 332, Loss: 0.2660079002380371
Epoch 333, Loss: 0.26596909761428833
Epoch 334, Loss: 0.2659297585487366
Epoch 335, Loss: 0.2658909559249878
Epoch 336, Loss: 0.2658534049987793
Epoch 337, Loss: 0.26581481099128723
Epoch 338, Loss: 0.2657768130302429
Epoch 339, Loss: 0.26573896408081055
Epoch 340, Loss: 0.2657001316547394
Epoch 341, Loss: 0.2656632661819458
Epoch 342, Loss: 0.2656254172325134
Epoch 343, Loss: 0.2655894160270691
Epoch 344, Loss: 0.2655583322048187
Epoch 345, Loss: 0.2655336260795593
Epoch 346, Loss: 0.2655073404312134
Epoch 347, Loss: 0.2654823958873749
Epoch 348, Loss: 0.2654588222503662
Epoch 349, Loss: 0.2654360830783844
Epoch 350, Loss: 0.2654118239879608
Epoch 351, Loss: 0.2653883695602417
Epoch 352, Loss: 0.2653670608997345
Epoch 353, Loss: 0.2653454542160034
Epoch 354, Loss: 0.26532217860221863
Epoch 355, Loss: 0.26530128717422485
Epoch 356, Loss: 0.2652801275253296
Epoch 357, Loss: 0.2652590572834015
Epoch 358, Loss: 0.26524001359939575
Epoch 359, Loss: 0.26521867513656616
Epoch 360, Loss: 0.26519912481307983
Epoch 361, Loss: 0.26517999172210693
Epoch 362, Loss: 0.2651609480381012
Epoch 363, Loss: 0.2651415467262268
Epoch 364, Loss: 0.265121728181839
Epoch 365, Loss: 0.2651044726371765
Epoch 366, Loss: 0.2650856375694275
Epoch 367, Loss: 0.26506489515304565
Epoch 368, Loss: 0.2650465965270996
Epoch 369, Loss: 0.26502782106399536
Epoch 370, Loss: 0.26501044631004333
Epoch 371, Loss: 0.26499271392822266
Epoch 372, Loss: 0.2649737000465393
Epoch 373, Loss: 0.2649560868740082
Epoch 374, Loss: 0.2649381160736084
Epoch 375, Loss: 0.2649214267730713
Epoch 376, Loss: 0.26490381360054016
Epoch 377, Loss: 0.26488620042800903
Epoch 378, Loss: 0.2648692727088928
Epoch 379, Loss: 0.26485154032707214
Epoch 380, Loss: 0.2648339867591858
Epoch 381, Loss: 0.2648165225982666
Epoch 382, Loss: 0.2648000717163086
Epoch 383, Loss: 0.26478326320648193
Epoch 384, Loss: 0.2647656500339508
Epoch 385, Loss: 0.26474785804748535
Epoch 386, Loss: 0.2647307515144348
Epoch 387, Loss: 0.26471444964408875
Epoch 388, Loss: 0.26469770073890686
Epoch 389, Loss: 0.2646801471710205
Epoch 390, Loss: 0.2646642029285431
Epoch 391, Loss: 0.26464858651161194
Epoch 392, Loss: 0.26463213562965393
Epoch 393, Loss: 0.2646145522594452
Epoch 394, Loss: 0.2645981013774872
Epoch 395, Loss: 0.2645813524723053
Epoch 396, Loss: 0.26456713676452637
Epoch 397, Loss: 0.26455143094062805
Epoch 398, Loss: 0.2645343840122223
Epoch 399, Loss: 0.26451924443244934
Epoch 400, Loss: 0.26450422406196594
Epoch 401, Loss: 0.2644881010055542
Epoch 402, Loss: 0.2644708752632141
Epoch 403, Loss: 0.26445630192756653
Epoch 404, Loss: 0.264441579580307
Epoch 405, Loss: 0.26442551612854004
Epoch 406, Loss: 0.26440829038619995
Epoch 407, Loss: 0.264393150806427
Epoch 408, Loss: 0.2643786370754242
Epoch 409, Loss: 0.26436328887939453
Epoch 410, Loss: 0.2643454670906067
Epoch 411, Loss: 0.26433131098747253
Epoch 412, Loss: 0.2643158733844757
Epoch 413, Loss: 0.2642998695373535
Epoch 414, Loss: 0.2642846703529358
Epoch 415, Loss: 0.2642705738544464
Epoch 416, Loss: 0.2642557919025421
Epoch 417, Loss: 0.2642408609390259
Epoch 418, Loss: 0.2642250955104828
Epoch 419, Loss: 0.26421138644218445
Epoch 420, Loss: 0.2641964256763458
Epoch 421, Loss: 0.264182448387146
Epoch 422, Loss: 0.2641683518886566
Epoch 423, Loss: 0.26415324211120605
Epoch 424, Loss: 0.26413896679878235
Epoch 425, Loss: 0.2641248106956482
Epoch 426, Loss: 0.26410961151123047
Epoch 427, Loss: 0.26409539580345154
Epoch 428, Loss: 0.2640811800956726
Epoch 429, Loss: 0.264066606760025
Epoch 430, Loss: 0.2640525698661804
Epoch 431, Loss: 0.26403874158859253
Epoch 432, Loss: 0.2640245258808136
Epoch 433, Loss: 0.26401183009147644
Epoch 434, Loss: 0.26399701833724976
Epoch 435, Loss: 0.26398366689682007
Epoch 436, Loss: 0.26396939158439636
Epoch 437, Loss: 0.26395660638809204
Epoch 438, Loss: 0.26394203305244446
Epoch 439, Loss: 0.26392874121665955
Epoch 440, Loss: 0.26391464471817017
Epoch 441, Loss: 0.26390308141708374
Epoch 442, Loss: 0.2638896107673645
Epoch 443, Loss: 0.26387476921081543
Epoch 444, Loss: 0.26386186480522156
Epoch 445, Loss: 0.26384833455085754
Epoch 446, Loss: 0.2638355791568756
Epoch 447, Loss: 0.26382169127464294
Epoch 448, Loss: 0.26380980014801025
Epoch 449, Loss: 0.26379743218421936
Epoch 450, Loss: 0.26378440856933594
Epoch 451, Loss: 0.26377198100090027
Epoch 452, Loss: 0.26375868916511536
Epoch 453, Loss: 0.2637450397014618
Epoch 454, Loss: 0.26373180747032166
Epoch 455, Loss: 0.2637205421924591
Epoch 456, Loss: 0.26370787620544434
Epoch 457, Loss: 0.2636945843696594
Epoch 458, Loss: 0.2636827230453491
Epoch 459, Loss: 0.2636702358722687
Epoch 460, Loss: 0.26365748047828674
Epoch 461, Loss: 0.2636449933052063
Epoch 462, Loss: 0.263632208108902
Epoch 463, Loss: 0.2636202275753021
Epoch 464, Loss: 0.2636083960533142
Epoch 465, Loss: 0.26359665393829346
Epoch 466, Loss: 0.2635844051837921
Epoch 467, Loss: 0.2635717988014221
Epoch 468, Loss: 0.26356005668640137
Epoch 469, Loss: 0.26354798674583435
Epoch 470, Loss: 0.26353660225868225
Epoch 471, Loss: 0.2635248601436615
Epoch 472, Loss: 0.2635127007961273
Epoch 473, Loss: 0.26350080966949463
Epoch 474, Loss: 0.26348912715911865
Epoch 475, Loss: 0.2634775638580322
Epoch 476, Loss: 0.2634657621383667
Epoch 477, Loss: 0.263454794883728
Epoch 478, Loss: 0.26344361901283264
Epoch 479, Loss: 0.2634322941303253
Epoch 480, Loss: 0.26342108845710754
Epoch 481, Loss: 0.263409823179245
Epoch 482, Loss: 0.26339825987815857
Epoch 483, Loss: 0.2633868157863617
Epoch 484, Loss: 0.2633758783340454
Epoch 485, Loss: 0.2633647918701172
Epoch 486, Loss: 0.2633536756038666
Epoch 487, Loss: 0.26334357261657715
Epoch 488, Loss: 0.2633356750011444
Epoch 489, Loss: 0.26332730054855347
Epoch 490, Loss: 0.26331618428230286
Epoch 491, Loss: 0.26330748200416565
Epoch 492, Loss: 0.2633008062839508
Epoch 493, Loss: 0.26329293847084045
Epoch 494, Loss: 0.2632836401462555
Epoch 495, Loss: 0.2632758617401123
Epoch 496, Loss: 0.26326820254325867
Epoch 497, Loss: 0.2632605731487274
Epoch 498, Loss: 0.26325303316116333
Epoch 499, Loss: 0.26324552297592163
Epoch 500, Loss: 0.2632380723953247
Epoch 501, Loss: 0.26323071122169495
Epoch 502, Loss: 0.2632233798503876
Epoch 503, Loss: 0.263216108083725
Epoch 504, Loss: 0.26320889592170715
Epoch 505, Loss: 0.26320168375968933
Epoch 506, Loss: 0.2631945013999939
Epoch 507, Loss: 0.26318734884262085
Epoch 508, Loss: 0.2631801962852478
Epoch 509, Loss: 0.2631731629371643
Epoch 510, Loss: 0.2631661295890808
Epoch 511, Loss: 0.2631600797176361
Epoch 512, Loss: 0.2631523311138153
Epoch 513, Loss: 0.26314547657966614
Epoch 514, Loss: 0.26313862204551697
Epoch 515, Loss: 0.26313188672065735
Epoch 516, Loss: 0.26312509179115295
Epoch 517, Loss: 0.2631183862686157
Epoch 518, Loss: 0.26311159133911133
Epoch 519, Loss: 0.2631049156188965
Epoch 520, Loss: 0.26309826970100403
Epoch 521, Loss: 0.2630915939807892
Epoch 522, Loss: 0.26308485865592957
Epoch 523, Loss: 0.2630782723426819
Epoch 524, Loss: 0.26307159662246704
Epoch 525, Loss: 0.26306501030921936
Epoch 526, Loss: 0.2630583941936493
Epoch 527, Loss: 0.2630518674850464
Epoch 528, Loss: 0.2630453109741211
Epoch 529, Loss: 0.263038694858551
Epoch 530, Loss: 0.26303309202194214
Epoch 531, Loss: 0.2630258798599243
Epoch 532, Loss: 0.2630195617675781
Epoch 533, Loss: 0.26301321387290955
Epoch 534, Loss: 0.26300692558288574
Epoch 535, Loss: 0.26300060749053955
Epoch 536, Loss: 0.26299425959587097
Epoch 537, Loss: 0.2629879117012024
Epoch 538, Loss: 0.262981653213501
Epoch 539, Loss: 0.2629753053188324
Epoch 540, Loss: 0.2629690170288086
Epoch 541, Loss: 0.2629627287387848
Epoch 542, Loss: 0.2629563510417938
Epoch 543, Loss: 0.26295122504234314
Epoch 544, Loss: 0.2629440724849701
Epoch 545, Loss: 0.2629380226135254
Epoch 546, Loss: 0.2629319131374359
Epoch 547, Loss: 0.26292580366134644
Epoch 548, Loss: 0.26291975378990173
Epoch 549, Loss: 0.26291364431381226
Epoch 550, Loss: 0.2629075050354004
Epoch 551, Loss: 0.26290133595466614
Epoch 552, Loss: 0.26289522647857666
Epoch 553, Loss: 0.2628893554210663
Epoch 554, Loss: 0.2628832459449768
Epoch 555, Loss: 0.26287737488746643
Epoch 556, Loss: 0.26287150382995605
Epoch 557, Loss: 0.26286566257476807
Epoch 558, Loss: 0.26285967230796814
Epoch 559, Loss: 0.262853741645813
Epoch 560, Loss: 0.2628476917743683
Epoch 561, Loss: 0.26284176111221313
Epoch 562, Loss: 0.26283571124076843
Epoch 563, Loss: 0.2628302574157715
Epoch 564, Loss: 0.2628239691257477
Epoch 565, Loss: 0.26281821727752686
Epoch 566, Loss: 0.26281246542930603
Epoch 567, Loss: 0.2628067433834076
Epoch 568, Loss: 0.262800931930542
Epoch 569, Loss: 0.2627950608730316
Epoch 570, Loss: 0.26278913021087646
Epoch 571, Loss: 0.2627841830253601
Epoch 572, Loss: 0.262777715921402
Epoch 573, Loss: 0.2627721428871155
Epoch 574, Loss: 0.2627665400505066
Epoch 575, Loss: 0.26276084780693054
Epoch 576, Loss: 0.2627550959587097
Epoch 577, Loss: 0.2627493441104889
Epoch 578, Loss: 0.2627438008785248
Epoch 579, Loss: 0.2627381682395935
Epoch 580, Loss: 0.26273274421691895
Epoch 581, Loss: 0.2627272307872772
Epoch 582, Loss: 0.26272162795066833
Epoch 583, Loss: 0.26271599531173706
Epoch 584, Loss: 0.262710303068161
Epoch 585, Loss: 0.2627045512199402
Epoch 586, Loss: 0.26270028948783875
Epoch 587, Loss: 0.26269370317459106
Epoch 588, Loss: 0.26268866658210754
Epoch 589, Loss: 0.2626836597919464
Epoch 590, Loss: 0.2626785933971405
Epoch 591, Loss: 0.26267340779304504
Epoch 592, Loss: 0.2626681625843048
Epoch 593, Loss: 0.26266276836395264
Epoch 594, Loss: 0.2626573443412781
Epoch 595, Loss: 0.2626517713069916
Epoch 596, Loss: 0.2626461684703827
Epoch 597, Loss: 0.2626405954360962
Epoch 598, Loss: 0.26263484358787537
Epoch 599, Loss: 0.26262912154197693
Epoch 600, Loss: 0.2626242935657501
Epoch 601, Loss: 0.26261889934539795
Epoch 602, Loss: 0.26261329650878906
Epoch 603, Loss: 0.2626084089279175
Epoch 604, Loss: 0.26260340213775635
Epoch 605, Loss: 0.26259827613830566
Epoch 606, Loss: 0.26259300112724304
Epoch 607, Loss: 0.26258769631385803
Epoch 608, Loss: 0.2625822424888611
Epoch 609, Loss: 0.26257675886154175
Epoch 610, Loss: 0.26257193088531494
Epoch 611, Loss: 0.2625662386417389
Epoch 612, Loss: 0.2625616788864136
Epoch 613, Loss: 0.2625569701194763
Epoch 614, Loss: 0.2625522017478943
Epoch 615, Loss: 0.26254725456237793
Epoch 616, Loss: 0.262542188167572
Epoch 617, Loss: 0.26253700256347656
Epoch 618, Loss: 0.26253166794776917
Epoch 619, Loss: 0.2625262439250946
Epoch 620, Loss: 0.26252076029777527
Epoch 621, Loss: 0.2625172734260559
Epoch 622, Loss: 0.26251220703125
Epoch 623, Loss: 0.26250576972961426
Epoch 624, Loss: 0.2625012695789337
Epoch 625, Loss: 0.2624965012073517
Epoch 626, Loss: 0.2624915540218353
Epoch 627, Loss: 0.2624865472316742
Epoch 628, Loss: 0.26248136162757874
Epoch 629, Loss: 0.2624766528606415
Epoch 630, Loss: 0.26247134804725647
Epoch 631, Loss: 0.26246652007102966
Epoch 632, Loss: 0.26246193051338196
Epoch 633, Loss: 0.26245710253715515
Epoch 634, Loss: 0.2624526619911194
Epoch 635, Loss: 0.26244789361953735
Epoch 636, Loss: 0.262446790933609
Epoch 637, Loss: 0.2624450623989105
Epoch 638, Loss: 0.2624428868293762
Epoch 639, Loss: 0.2624402642250061
Epoch 640, Loss: 0.2624373733997345
Epoch 641, Loss: 0.2624342143535614
Epoch 642, Loss: 0.2624308466911316
Epoch 643, Loss: 0.26242730021476746
Epoch 644, Loss: 0.2624265253543854
Epoch 645, Loss: 0.26242515444755554
Epoch 646, Loss: 0.2624232769012451
Epoch 647, Loss: 0.2624208927154541
Epoch 648, Loss: 0.26241815090179443
Epoch 649, Loss: 0.2624148428440094
Epoch 650, Loss: 0.2624121606349945
Epoch 651, Loss: 0.26241087913513184
Epoch 652, Loss: 0.2624092996120453
Epoch 653, Loss: 0.262407511472702
Epoch 654, Loss: 0.26240551471710205
Epoch 655, Loss: 0.26240330934524536
Epoch 656, Loss: 0.26240110397338867
Epoch 657, Loss: 0.26240190863609314
Epoch 658, Loss: 0.26240256428718567
Epoch 659, Loss: 0.26240018010139465
Epoch 660, Loss: 0.2623966634273529
Epoch 661, Loss: 0.2623964548110962
Epoch 662, Loss: 0.262395977973938
Epoch 663, Loss: 0.26239511370658875
Epoch 664, Loss: 0.2623942196369171
Epoch 665, Loss: 0.26239335536956787
Epoch 666, Loss: 0.2623929977416992
Epoch 667, Loss: 0.2623923122882843
Epoch 668, Loss: 0.2623913884162903
Epoch 669, Loss: 0.2623903453350067
Epoch 670, Loss: 0.26238906383514404
Epoch 671, Loss: 0.2623891234397888
Epoch 672, Loss: 0.26238828897476196
Epoch 673, Loss: 0.2623867690563202
Epoch 674, Loss: 0.2623860836029053
Epoch 675, Loss: 0.26238584518432617
Epoch 676, Loss: 0.26238542795181274
Epoch 677, Loss: 0.2623847424983978
Epoch 678, Loss: 0.2623843252658844
Epoch 679, Loss: 0.26238369941711426
Epoch 680, Loss: 0.2623829245567322
Epoch 681, Loss: 0.26238304376602173
Epoch 682, Loss: 0.26238277554512024
Epoch 683, Loss: 0.26238155364990234
Epoch 684, Loss: 0.2623809576034546
Epoch 685, Loss: 0.2623807191848755
Epoch 686, Loss: 0.2623802125453949
Epoch 687, Loss: 0.26237961649894714
Epoch 688, Loss: 0.26238077878952026
Epoch 689, Loss: 0.26237910985946655
Epoch 690, Loss: 0.26237815618515015
Epoch 691, Loss: 0.26237770915031433
Epoch 692, Loss: 0.26237770915031433
Epoch 693, Loss: 0.26237764954566956
Epoch 694, Loss: 0.26237753033638
Epoch 695, Loss: 0.26237723231315613
Epoch 696, Loss: 0.2623768150806427
Epoch 697, Loss: 0.26237618923187256
Epoch 698, Loss: 0.26237618923187256
Epoch 699, Loss: 0.26237553358078003
Epoch 700, Loss: 0.2623749077320099
Epoch 701, Loss: 0.262374609708786
Epoch 702, Loss: 0.2623741030693054
Epoch 703, Loss: 0.26237356662750244
Epoch 704, Loss: 0.26237282156944275
Epoch 705, Loss: 0.2623741030693054
Epoch 706, Loss: 0.262373149394989
Epoch 707, Loss: 0.26237180829048157
Epoch 708, Loss: 0.26237204670906067
Epoch 709, Loss: 0.26237204670906067
Epoch 710, Loss: 0.26237210631370544
Epoch 711, Loss: 0.26237204670906067
Epoch 712, Loss: 0.2623717486858368
Epoch 713, Loss: 0.26237136125564575
Epoch 714, Loss: 0.2623710036277771
Epoch 715, Loss: 0.2623707056045532
Epoch 716, Loss: 0.2623703181743622
Epoch 717, Loss: 0.26236990094184875
Epoch 718, Loss: 0.26236990094184875
Epoch 719, Loss: 0.2623690962791443
Epoch 720, Loss: 0.26236867904663086
Epoch 721, Loss: 0.262369841337204
Epoch 722, Loss: 0.26236867904663086
Epoch 723, Loss: 0.26236850023269653
Epoch 724, Loss: 0.2623687982559204
Epoch 725, Loss: 0.2623688578605652
Epoch 726, Loss: 0.2623687982559204
Epoch 727, Loss: 0.26236867904663086
Epoch 728, Loss: 0.26236891746520996
Epoch 729, Loss: 0.262368381023407
Epoch 730, Loss: 0.26236820220947266
Epoch 731, Loss: 0.26236802339553833
Epoch 732, Loss: 0.26236796379089355
Epoch 733, Loss: 0.26236775517463684
Epoch 734, Loss: 0.26236751675605774
Epoch 735, Loss: 0.2623671591281891
Epoch 736, Loss: 0.26236680150032043
Epoch 737, Loss: 0.26236623525619507
Epoch 738, Loss: 0.2623661756515503
Epoch 739, Loss: 0.26236647367477417
Epoch 740, Loss: 0.2623661160469055
Epoch 741, Loss: 0.2623656392097473
Epoch 742, Loss: 0.2623656988143921
Epoch 743, Loss: 0.26236581802368164
Epoch 744, Loss: 0.2623659372329712
Epoch 745, Loss: 0.26236599683761597
Epoch 746, Loss: 0.26236599683761597
Epoch 747, Loss: 0.26236581802368164
Epoch 748, Loss: 0.2623656392097473
Epoch 749, Loss: 0.26236531138420105
Epoch 750, Loss: 0.26236552000045776
Epoch 751, Loss: 0.26236507296562195
Epoch 752, Loss: 0.2623648941516876
Epoch 753, Loss: 0.2623648941516876
Epoch 754, Loss: 0.2623647153377533
Epoch 755, Loss: 0.26236581802368164
Epoch 756, Loss: 0.26236459612846375
Epoch 757, Loss: 0.26236459612846375
Epoch 758, Loss: 0.2623644769191742
Epoch 759, Loss: 0.26236435770988464
Epoch 760, Loss: 0.2623639702796936
Epoch 761, Loss: 0.2623637318611145
Epoch 762, Loss: 0.2623647153377533
Epoch 763, Loss: 0.26236408948898315
Epoch 764, Loss: 0.26236391067504883
Epoch 765, Loss: 0.26236414909362793
Epoch 766, Loss: 0.26236429810523987
Epoch 767, Loss: 0.26236435770988464
Epoch 768, Loss: 0.26236429810523987
Epoch 769, Loss: 0.26236408948898315
Epoch 770, Loss: 0.26236391067504883
Epoch 771, Loss: 0.26236361265182495
Epoch 772, Loss: 0.2623632550239563
Epoch 773, Loss: 0.2623639702796936
Epoch 774, Loss: 0.2623632550239563
Epoch 775, Loss: 0.2623630166053772
Epoch 776, Loss: 0.262363076210022
Epoch 777, Loss: 0.2623630166053772
Epoch 778, Loss: 0.26236313581466675
Epoch 779, Loss: 0.26236313581466675
Epoch 780, Loss: 0.26236313581466675
Epoch 781, Loss: 0.26236337423324585
Epoch 782, Loss: 0.2623631954193115
Epoch 783, Loss: 0.2623633146286011
Epoch 784, Loss: 0.2623631954193115
Epoch 785, Loss: 0.2623631954193115
Epoch 786, Loss: 0.2623629570007324
Epoch 787, Loss: 0.2623631954193115
Epoch 788, Loss: 0.2623627483844757
Epoch 789, Loss: 0.26236262917518616
Epoch 790, Loss: 0.2623625099658966
Epoch 791, Loss: 0.2623623311519623
Epoch 792, Loss: 0.2623634934425354
Epoch 793, Loss: 0.2623623311519623
Epoch 794, Loss: 0.2623625099658966
Epoch 795, Loss: 0.26236262917518616
Epoch 796, Loss: 0.26236262917518616
Epoch 797, Loss: 0.2623625695705414
Epoch 798, Loss: 0.26236245036125183
Epoch 799, Loss: 0.2623622715473175
Epoch 800, Loss: 0.2623620927333832
Epoch 801, Loss: 0.2623627483844757
Epoch 802, Loss: 0.26236239075660706
Epoch 803, Loss: 0.2623625099658966
Epoch 804, Loss: 0.2623625695705414
Epoch 805, Loss: 0.2623625695705414
Epoch 806, Loss: 0.26236245036125183
Epoch 807, Loss: 0.26236268877983093
Epoch 808, Loss: 0.2623623311519623
Epoch 809, Loss: 0.2623623311519623
Epoch 810, Loss: 0.26236221194267273
Epoch 811, Loss: 0.26236215233802795
Epoch 812, Loss: 0.26236221194267273
Epoch 813, Loss: 0.2623622715473175
Epoch 814, Loss: 0.2623622715473175
Epoch 815, Loss: 0.26236215233802795
Epoch 816, Loss: 0.2623625695705414
Epoch 817, Loss: 0.26236215233802795
Epoch 818, Loss: 0.2623620331287384
Epoch 819, Loss: 0.26236197352409363
Epoch 820, Loss: 0.2623617947101593
Epoch 821, Loss: 0.2623630166053772
Epoch 822, Loss: 0.2623617947101593
Epoch 823, Loss: 0.2623620927333832
Epoch 824, Loss: 0.26236197352409363
Epoch 825, Loss: 0.2623620927333832
Epoch 826, Loss: 0.26236215233802795
Epoch 827, Loss: 0.26236215233802795
Epoch 828, Loss: 0.2623620331287384
Epoch 829, Loss: 0.2623618543148041
Epoch 830, Loss: 0.26236215233802795
Epoch 831, Loss: 0.2623617947101593
Epoch 832, Loss: 0.2623622715473175
Epoch 833, Loss: 0.26236197352409363
Epoch 834, Loss: 0.2623620927333832
Epoch 835, Loss: 0.26236215233802795
Epoch 836, Loss: 0.26236215233802795
Epoch 837, Loss: 0.2623620331287384
Epoch 838, Loss: 0.26236191391944885
Epoch 839, Loss: 0.2623617351055145
Epoch 840, Loss: 0.26236191391944885
Epoch 841, Loss: 0.26236262917518616
Epoch 842, Loss: 0.2623617351055145
Epoch 843, Loss: 0.2623618543148041
Epoch 844, Loss: 0.26236191391944885
Epoch 845, Loss: 0.2623620331287384
Epoch 846, Loss: 0.26236191391944885
Epoch 847, Loss: 0.2623617947101593
Epoch 848, Loss: 0.26236164569854736
Epoch 849, Loss: 0.2623620331287384
Epoch 850, Loss: 0.26236197352409363
Epoch 851, Loss: 0.2623617351055145
Epoch 852, Loss: 0.26236191391944885
Epoch 853, Loss: 0.2623620331287384
Epoch 854, Loss: 0.2623620927333832
Epoch 855, Loss: 0.2623620331287384
Epoch 856, Loss: 0.26236191391944885
Epoch 857, Loss: 0.2623620927333832
Epoch 858, Loss: 0.2623618543148041
Epoch 859, Loss: 0.2623617947101593
Epoch 860, Loss: 0.2623617351055145
Epoch 861, Loss: 0.2623625099658966
Epoch 862, Loss: 0.26236164569854736
Epoch 863, Loss: 0.2623617947101593
Epoch 864, Loss: 0.2623618543148041
Epoch 865, Loss: 0.2623617947101593
Epoch 866, Loss: 0.26236164569854736
Epoch 867, Loss: 0.2623622715473175
Epoch 868, Loss: 0.2623615860939026
Epoch 869, Loss: 0.2623615860939026
Epoch 870, Loss: 0.2623615860939026
Epoch 871, Loss: 0.2623617351055145
Epoch 872, Loss: 0.2623618543148041
Epoch 873, Loss: 0.26236191391944885
Epoch 874, Loss: 0.26236191391944885
Epoch 875, Loss: 0.2623622715473175
Epoch 876, Loss: 0.26236197352409363
Epoch 877, Loss: 0.2623620331287384
Epoch 878, Loss: 0.26236191391944885
Epoch 879, Loss: 0.2623618543148041
Epoch 880, Loss: 0.2623617351055145
Epoch 881, Loss: 0.26236197352409363
Epoch 882, Loss: 0.26236164569854736
Epoch 883, Loss: 0.2623617947101593
Epoch 884, Loss: 0.2623617947101593
Epoch 885, Loss: 0.26236215233802795
Epoch 886, Loss: 0.2623618543148041
Epoch 887, Loss: 0.2623617947101593
Epoch 888, Loss: 0.2623617351055145
Epoch 889, Loss: 0.26236164569854736
Epoch 890, Loss: 0.2623615264892578
Epoch 891, Loss: 0.2623623311519623
Epoch 892, Loss: 0.2623615264892578
Epoch 893, Loss: 0.2623615264892578
Epoch 894, Loss: 0.2623620927333832
Epoch 895, Loss: 0.2623617351055145
Epoch 896, Loss: 0.2623618543148041
Epoch 897, Loss: 0.2623618543148041
Epoch 898, Loss: 0.2623617947101593
Epoch 899, Loss: 0.2623617351055145
Epoch 900, Loss: 0.2623615860939026
Epoch 901, Loss: 0.2623620331287384
Epoch 902, Loss: 0.2623615264892578
Epoch 903, Loss: 0.2623615860939026
Epoch 904, Loss: 0.26236239075660706
Epoch 905, Loss: 0.2623617947101593
Epoch 906, Loss: 0.2623618543148041
Epoch 907, Loss: 0.2623618543148041
Epoch 908, Loss: 0.2623618543148041
Epoch 909, Loss: 0.2623617947101593
Epoch 910, Loss: 0.2623615264892578
Epoch 911, Loss: 0.26236146688461304
Epoch 912, Loss: 0.2623615264892578
Epoch 913, Loss: 0.2623620927333832
Epoch 914, Loss: 0.2623617947101593
Epoch 915, Loss: 0.26236191391944885
Epoch 916, Loss: 0.2623620331287384
Epoch 917, Loss: 0.2623620331287384
Epoch 918, Loss: 0.26236191391944885
Epoch 919, Loss: 0.2623617947101593
Epoch 920, Loss: 0.26236164569854736
Epoch 921, Loss: 0.26236146688461304
Epoch 922, Loss: 0.2623623311519623
Epoch 923, Loss: 0.2623617351055145
Epoch 924, Loss: 0.2623615860939026
Epoch 925, Loss: 0.2623617947101593
Epoch 926, Loss: 0.2623617947101593
Epoch 927, Loss: 0.2623618543148041
Epoch 928, Loss: 0.2623617947101593
Epoch 929, Loss: 0.2623617351055145
Epoch 930, Loss: 0.2623615264892578
Epoch 931, Loss: 0.2623613476753235
Epoch 932, Loss: 0.2623615264892578
Epoch 933, Loss: 0.26236239075660706
Epoch 934, Loss: 0.2623618543148041
Epoch 935, Loss: 0.2623620331287384
Epoch 936, Loss: 0.2623620331287384
Epoch 937, Loss: 0.2623620331287384
Epoch 938, Loss: 0.26236197352409363
Epoch 939, Loss: 0.26236191391944885
Epoch 940, Loss: 0.26236164569854736
Epoch 941, Loss: 0.2623615264892578
Epoch 942, Loss: 0.26236140727996826
Epoch 943, Loss: 0.262363076210022
Epoch 944, Loss: 0.26236146688461304
Epoch 945, Loss: 0.26236164569854736
Epoch 946, Loss: 0.2623617351055145
Epoch 947, Loss: 0.2623617947101593
Epoch 948, Loss: 0.2623617947101593
Epoch 949, Loss: 0.26236164569854736
Epoch 950, Loss: 0.2623615264892578
Epoch 951, Loss: 0.26236146688461304
Epoch 952, Loss: 0.2623615860939026
Epoch 953, Loss: 0.2623622715473175
Epoch 954, Loss: 0.26236191391944885
Epoch 955, Loss: 0.2623620331287384
Epoch 956, Loss: 0.26236215233802795
Epoch 957, Loss: 0.26236215233802795
Epoch 958, Loss: 0.2623620331287384
Epoch 959, Loss: 0.26236197352409363
Epoch 960, Loss: 0.2623617947101593
Epoch 961, Loss: 0.26236164569854736
Epoch 962, Loss: 0.2623617947101593
Epoch 963, Loss: 0.2623617947101593
Epoch 964, Loss: 0.2623615860939026
Epoch 965, Loss: 0.2623617351055145
Epoch 966, Loss: 0.2623618543148041
Epoch 967, Loss: 0.26236197352409363
Epoch 968, Loss: 0.26236191391944885
Epoch 969, Loss: 0.2623617947101593
Epoch 970, Loss: 0.2623617351055145
Epoch 971, Loss: 0.26236146688461304
Epoch 972, Loss: 0.2623612880706787
Epoch 973, Loss: 0.26236337423324585
Epoch 974, Loss: 0.2623613476753235
Epoch 975, Loss: 0.2623615264892578
Epoch 976, Loss: 0.2623617351055145
Epoch 977, Loss: 0.2623617947101593
Epoch 978, Loss: 0.2623617947101593
Epoch 979, Loss: 0.2623617947101593
Epoch 980, Loss: 0.26236164569854736
Epoch 981, Loss: 0.26236146688461304
Epoch 982, Loss: 0.26236164569854736
Epoch 983, Loss: 0.26236239075660706
Epoch 984, Loss: 0.2623615264892578
Epoch 985, Loss: 0.2623617947101593
Epoch 986, Loss: 0.26236191391944885
Epoch 987, Loss: 0.26236197352409363
Epoch 988, Loss: 0.2623620331287384
Epoch 989, Loss: 0.26236197352409363
Epoch 990, Loss: 0.2623617947101593
Epoch 991, Loss: 0.26236164569854736
Epoch 992, Loss: 0.26236146688461304
Epoch 993, Loss: 0.2623617947101593
Epoch 994, Loss: 0.2623615264892578
Epoch 995, Loss: 0.2623617947101593
Epoch 996, Loss: 0.26236197352409363
Epoch 997, Loss: 0.2623620331287384
Epoch 998, Loss: 0.2623620331287384
Epoch 999, Loss: 0.26236197352409363
Epoch 1000, Loss: 0.2623618543148041
Epoch 1001, Loss: 0.2623617947101593
Epoch 1002, Loss: 0.2623615264892578
Epoch 1003, Loss: 0.26236215233802795
Epoch 1004, Loss: 0.26236215233802795
Epoch 1005, Loss: 0.2623615264892578
Epoch 1006, Loss: 0.26236164569854736
Epoch 1007, Loss: 0.2623617947101593
Epoch 1008, Loss: 0.26236191391944885
Epoch 1009, Loss: 0.2623618543148041
Epoch 1010, Loss: 0.2623617947101593
Epoch 1011, Loss: 0.26236164569854736
Epoch 1012, Loss: 0.26236146688461304
Epoch 1013, Loss: 0.26236191391944885
Epoch 1014, Loss: 0.2623625099658966
Epoch 1015, Loss: 0.2623615264892578
Epoch 1016, Loss: 0.2623617351055145
Epoch 1017, Loss: 0.2623618543148041
Epoch 1018, Loss: 0.26236191391944885
Epoch 1019, Loss: 0.26236191391944885
Epoch 1020, Loss: 0.26236191391944885
Epoch 1021, Loss: 0.2623617351055145
Epoch 1022, Loss: 0.2623615264892578
Epoch 1023, Loss: 0.26236164569854736
Epoch 1024, Loss: 0.2623617947101593
Epoch 1025, Loss: 0.26236164569854736
Epoch 1026, Loss: 0.26236191391944885
Epoch 1027, Loss: 0.2623620331287384
Epoch 1028, Loss: 0.2623620331287384
Epoch 1029, Loss: 0.2623620927333832
Epoch 1030, Loss: 0.26236197352409363
Epoch 1031, Loss: 0.2623618543148041
Epoch 1032, Loss: 0.2623617351055145
Epoch 1033, Loss: 0.2623615264892578
Epoch 1034, Loss: 0.26236215233802795
Epoch 1035, Loss: 0.2623625099658966
Epoch 1036, Loss: 0.26236140727996826
Epoch 1037, Loss: 0.26236164569854736
Epoch 1038, Loss: 0.2623617947101593
Epoch 1039, Loss: 0.2623618543148041
Epoch 1040, Loss: 0.2623618543148041
Epoch 1041, Loss: 0.2623617351055145
Epoch 1042, Loss: 0.2623615860939026
Epoch 1043, Loss: 0.2623617351055145
Epoch 1044, Loss: 0.26236140727996826
Epoch 1045, Loss: 0.26236286759376526
Epoch 1046, Loss: 0.26236164569854736
Epoch 1047, Loss: 0.2623617947101593
Epoch 1048, Loss: 0.26236191391944885
Epoch 1049, Loss: 0.26236197352409363
Epoch 1050, Loss: 0.26236197352409363
Epoch 1051, Loss: 0.26236191391944885
Epoch 1052, Loss: 0.2623617947101593
Epoch 1053, Loss: 0.2623615860939026
Epoch 1054, Loss: 0.2623615264892578
Epoch 1055, Loss: 0.2623620331287384
Epoch 1056, Loss: 0.2623615860939026
Epoch 1057, Loss: 0.2623618543148041
Epoch 1058, Loss: 0.26236197352409363
Epoch 1059, Loss: 0.2623620331287384
Epoch 1060, Loss: 0.2623620331287384
Epoch 1061, Loss: 0.26236197352409363
Epoch 1062, Loss: 0.2623617947101593
Epoch 1063, Loss: 0.26236164569854736
Epoch 1064, Loss: 0.2623617947101593
Epoch 1065, Loss: 0.26236140727996826
Epoch 1066, Loss: 0.2623630166053772
Epoch 1067, Loss: 0.2623615860939026
Epoch 1068, Loss: 0.2623617947101593
Epoch 1069, Loss: 0.2623618543148041
Epoch 1070, Loss: 0.2623618543148041
Epoch 1071, Loss: 0.2623618543148041
Epoch 1072, Loss: 0.2623617351055145
Epoch 1073, Loss: 0.2623615264892578
Epoch 1074, Loss: 0.26236146688461304
Epoch 1075, Loss: 0.2623615264892578
Epoch 1076, Loss: 0.2623617351055145
Epoch 1077, Loss: 0.2623620331287384
Epoch 1078, Loss: 0.26236215233802795
Epoch 1079, Loss: 0.26236221194267273
Epoch 1080, Loss: 0.2623622715473175
Epoch 1081, Loss: 0.26236221194267273
Epoch 1082, Loss: 0.2623620331287384
Epoch 1083, Loss: 0.26236191391944885
Epoch 1084, Loss: 0.26236164569854736
Epoch 1085, Loss: 0.26236215233802795
Epoch 1086, Loss: 0.2623612880706787
Epoch 1087, Loss: 0.2623631954193115
Epoch 1088, Loss: 0.26236146688461304
Epoch 1089, Loss: 0.26236164569854736
Epoch 1090, Loss: 0.2623617351055145
Epoch 1091, Loss: 0.2623617351055145
Epoch 1092, Loss: 0.26236164569854736
Epoch 1093, Loss: 0.2623615860939026
Epoch 1094, Loss: 0.26236146688461304
Epoch 1095, Loss: 0.26236140727996826
Epoch 1096, Loss: 0.2623628079891205
Epoch 1097, Loss: 0.26236164569854736
Epoch 1098, Loss: 0.26236197352409363
Epoch 1099, Loss: 0.2623620331287384
Epoch 1100, Loss: 0.2623620927333832
Epoch 1101, Loss: 0.26236215233802795
Epoch 1102, Loss: 0.2623620331287384
Epoch 1103, Loss: 0.26236191391944885
Epoch 1104, Loss: 0.26236164569854736
Epoch 1105, Loss: 0.26236146688461304
Epoch 1106, Loss: 0.2623622715473175
Epoch 1107, Loss: 0.26236239075660706
Epoch 1108, Loss: 0.26236146688461304
Epoch 1109, Loss: 0.26236164569854736
Epoch 1110, Loss: 0.2623618543148041
Epoch 1111, Loss: 0.2623617947101593
Epoch 1112, Loss: 0.2623617947101593
Epoch 1113, Loss: 0.2623617351055145
Epoch 1114, Loss: 0.2623615860939026
Epoch 1115, Loss: 0.26236215233802795
Epoch 1116, Loss: 0.26236140727996826
Epoch 1117, Loss: 0.26236262917518616
Epoch 1118, Loss: 0.26236164569854736
Epoch 1119, Loss: 0.2623617947101593
Epoch 1120, Loss: 0.26236197352409363
Epoch 1121, Loss: 0.2623620331287384
Epoch 1122, Loss: 0.2623620331287384
Epoch 1123, Loss: 0.26236191391944885
Epoch 1124, Loss: 0.2623617947101593
Epoch 1125, Loss: 0.2623615860939026
Epoch 1126, Loss: 0.26236197352409363
Epoch 1127, Loss: 0.2623615860939026
Epoch 1128, Loss: 0.26236164569854736
Epoch 1129, Loss: 0.26236191391944885
Epoch 1130, Loss: 0.2623620331287384
Epoch 1131, Loss: 0.2623620927333832
Epoch 1132, Loss: 0.2623620927333832
Epoch 1133, Loss: 0.2623620331287384
Epoch 1134, Loss: 0.26236191391944885
Epoch 1135, Loss: 0.2623617351055145
Epoch 1136, Loss: 0.26236221194267273
Epoch 1137, Loss: 0.26236140727996826
Epoch 1138, Loss: 0.2623625099658966
Epoch 1139, Loss: 0.2623615264892578
Epoch 1140, Loss: 0.2623618543148041
Epoch 1141, Loss: 0.26236191391944885
Epoch 1142, Loss: 0.26236197352409363
Epoch 1143, Loss: 0.26236191391944885
Epoch 1144, Loss: 0.2623618543148041
Epoch 1145, Loss: 0.26236164569854736
Epoch 1146, Loss: 0.2623617351055145
Epoch 1147, Loss: 0.26236140727996826
Epoch 1148, Loss: 0.26236286759376526
Epoch 1149, Loss: 0.26236164569854736
Epoch 1150, Loss: 0.2623618543148041
Epoch 1151, Loss: 0.26236197352409363
Epoch 1152, Loss: 0.2623620331287384
Epoch 1153, Loss: 0.2623620331287384
Epoch 1154, Loss: 0.26236191391944885
Epoch 1155, Loss: 0.2623617947101593
Epoch 1156, Loss: 0.2623615264892578
Epoch 1157, Loss: 0.2623620331287384
Epoch 1158, Loss: 0.26236197352409363
Epoch 1159, Loss: 0.2623615860939026
Epoch 1160, Loss: 0.2623617947101593
Epoch 1161, Loss: 0.26236197352409363
Epoch 1162, Loss: 0.2623620331287384
Epoch 1163, Loss: 0.2623620331287384
Epoch 1164, Loss: 0.26236191391944885
Epoch 1165, Loss: 0.2623618543148041
Epoch 1166, Loss: 0.26236164569854736
Epoch 1167, Loss: 0.2623615860939026
Epoch 1168, Loss: 0.2623615264892578
Epoch 1169, Loss: 0.26236313581466675
Epoch 1170, Loss: 0.2623617351055145
Epoch 1171, Loss: 0.2623618543148041
Epoch 1172, Loss: 0.2623620331287384
Epoch 1173, Loss: 0.2623620331287384
Epoch 1174, Loss: 0.26236191391944885
Epoch 1175, Loss: 0.2623617947101593
Epoch 1176, Loss: 0.2623615860939026
Epoch 1177, Loss: 0.26236146688461304
Epoch 1178, Loss: 0.2623622715473175
Epoch 1179, Loss: 0.2623615860939026
Epoch 1180, Loss: 0.2623618543148041
Epoch 1181, Loss: 0.2623620331287384
Epoch 1182, Loss: 0.26236215233802795
Epoch 1183, Loss: 0.26236215233802795
Epoch 1184, Loss: 0.2623620927333832
Epoch 1185, Loss: 0.2623620331287384
Epoch 1186, Loss: 0.2623617947101593
Epoch 1187, Loss: 0.2623618543148041
Epoch 1188, Loss: 0.2623617947101593
Epoch 1189, Loss: 0.2623615860939026
Epoch 1190, Loss: 0.26236361265182495
Epoch 1191, Loss: 0.2623617351055145
Epoch 1192, Loss: 0.2623618543148041
Epoch 1193, Loss: 0.26236191391944885
Epoch 1194, Loss: 0.26236191391944885
Epoch 1195, Loss: 0.2623618543148041
Epoch 1196, Loss: 0.2623617351055145
Epoch 1197, Loss: 0.2623615264892578
Epoch 1198, Loss: 0.26236146688461304
Epoch 1199, Loss: 0.2623629570007324
Epoch 1200, Loss: 0.2623615264892578
Epoch 1201, Loss: 0.2623618543148041
Epoch 1202, Loss: 0.26236197352409363
Epoch 1203, Loss: 0.2623620331287384
Epoch 1204, Loss: 0.2623620331287384
Epoch 1205, Loss: 0.26236191391944885
Epoch 1206, Loss: 0.2623618543148041
Epoch 1207, Loss: 0.26236164569854736
Epoch 1208, Loss: 0.2623622715473175
Epoch 1209, Loss: 0.2623613476753235
Epoch 1210, Loss: 0.26236286759376526
Epoch 1211, Loss: 0.2623615264892578
Epoch 1212, Loss: 0.2623617351055145
Epoch 1213, Loss: 0.26236191391944885
Epoch 1214, Loss: 0.26236191391944885
Epoch 1215, Loss: 0.26236191391944885
Epoch 1216, Loss: 0.2623617947101593
Epoch 1217, Loss: 0.26236164569854736
Epoch 1218, Loss: 0.26236197352409363
Epoch 1219, Loss: 0.26236140727996826
Epoch 1220, Loss: 0.2623628079891205
Epoch 1221, Loss: 0.2623615860939026
Epoch 1222, Loss: 0.26236191391944885
Epoch 1223, Loss: 0.2623620331287384
Epoch 1224, Loss: 0.2623620331287384
Epoch 1225, Loss: 0.2623620927333832
Epoch 1226, Loss: 0.26236191391944885
Epoch 1227, Loss: 0.2623617351055145
Epoch 1228, Loss: 0.2623615860939026
Epoch 1229, Loss: 0.2623622715473175
Epoch 1230, Loss: 0.2623618543148041
Epoch 1231, Loss: 0.26236164569854736
Epoch 1232, Loss: 0.2623617947101593
Epoch 1233, Loss: 0.2623620331287384
Epoch 1234, Loss: 0.2623620927333832
Epoch 1235, Loss: 0.2623620927333832
Epoch 1236, Loss: 0.2623620331287384
Epoch 1237, Loss: 0.2623618543148041
Epoch 1238, Loss: 0.2623618543148041
Epoch 1239, Loss: 0.26236164569854736
Epoch 1240, Loss: 0.2623615860939026
Epoch 1241, Loss: 0.262363076210022
Epoch 1242, Loss: 0.2623617947101593
Epoch 1243, Loss: 0.26236191391944885
Epoch 1244, Loss: 0.2623620331287384
Epoch 1245, Loss: 0.2623620331287384
Epoch 1246, Loss: 0.26236197352409363
Epoch 1247, Loss: 0.26236191391944885
Epoch 1248, Loss: 0.26236164569854736
Epoch 1249, Loss: 0.26236140727996826
Epoch 1250, Loss: 0.2623623311519623
Epoch 1251, Loss: 0.262363076210022
Epoch 1252, Loss: 0.26236146688461304
Epoch 1253, Loss: 0.26236164569854736
Epoch 1254, Loss: 0.2623618543148041
Epoch 1255, Loss: 0.26236191391944885
Epoch 1256, Loss: 0.26236191391944885
Epoch 1257, Loss: 0.2623617947101593
Epoch 1258, Loss: 0.26236164569854736
Epoch 1259, Loss: 0.2623622715473175
Epoch 1260, Loss: 0.26236140727996826
Epoch 1261, Loss: 0.26236239075660706
Epoch 1262, Loss: 0.2623617351055145
Epoch 1263, Loss: 0.26236197352409363
Epoch 1264, Loss: 0.2623620927333832
Epoch 1265, Loss: 0.26236215233802795
Epoch 1266, Loss: 0.26236221194267273
Epoch 1267, Loss: 0.2623620331287384
Epoch 1268, Loss: 0.26236191391944885
Epoch 1269, Loss: 0.2623617351055145
Epoch 1270, Loss: 0.26236215233802795
Epoch 1271, Loss: 0.2623613476753235
Epoch 1272, Loss: 0.2623632550239563
Epoch 1273, Loss: 0.2623615860939026
Epoch 1274, Loss: 0.2623617947101593
Epoch 1275, Loss: 0.2623618543148041
Epoch 1276, Loss: 0.26236191391944885
Epoch 1277, Loss: 0.2623618543148041
Epoch 1278, Loss: 0.2623617947101593
Epoch 1279, Loss: 0.2623615264892578
Epoch 1280, Loss: 0.2623620331287384
Epoch 1281, Loss: 0.2623615264892578
Epoch 1282, Loss: 0.2623617351055145
Epoch 1283, Loss: 0.26236197352409363
Epoch 1284, Loss: 0.26236221194267273
Epoch 1285, Loss: 0.2623622715473175
Epoch 1286, Loss: 0.2623622715473175
Epoch 1287, Loss: 0.26236221194267273
Epoch 1288, Loss: 0.2623620927333832
Epoch 1289, Loss: 0.26236191391944885
Epoch 1290, Loss: 0.2623620331287384
Epoch 1291, Loss: 0.2623615860939026
Epoch 1292, Loss: 0.2623615264892578
Epoch 1293, Loss: 0.2623637914657593
Epoch 1294, Loss: 0.2623615860939026
Epoch 1295, Loss: 0.2623617351055145
Epoch 1296, Loss: 0.26236191391944885
Epoch 1297, Loss: 0.2623617947101593
Epoch 1298, Loss: 0.2623617947101593
Epoch 1299, Loss: 0.26236164569854736
Epoch 1300, Loss: 0.26236140727996826
Epoch 1301, Loss: 0.2623620927333832
Epoch 1302, Loss: 0.2623630166053772
Epoch 1303, Loss: 0.2623615264892578
Epoch 1304, Loss: 0.2623617947101593
Epoch 1305, Loss: 0.26236197352409363
Epoch 1306, Loss: 0.2623620331287384
Epoch 1307, Loss: 0.2623620927333832
Epoch 1308, Loss: 0.2623620331287384
Epoch 1309, Loss: 0.2623618543148041
Epoch 1310, Loss: 0.26236164569854736
Epoch 1311, Loss: 0.26236164569854736
Epoch 1312, Loss: 0.2623615860939026
Epoch 1313, Loss: 0.2623632550239563
Epoch 1314, Loss: 0.2623617947101593
Epoch 1315, Loss: 0.2623620331287384
Epoch 1316, Loss: 0.2623620927333832
Epoch 1317, Loss: 0.2623620927333832
Epoch 1318, Loss: 0.2623620331287384
Epoch 1319, Loss: 0.26236191391944885
Epoch 1320, Loss: 0.2623617351055145
Epoch 1321, Loss: 0.26236146688461304
Epoch 1322, Loss: 0.2623623311519623
Epoch 1323, Loss: 0.2623630166053772
Epoch 1324, Loss: 0.26236140727996826
Epoch 1325, Loss: 0.2623617351055145
Epoch 1326, Loss: 0.26236191391944885
Epoch 1327, Loss: 0.26236191391944885
Epoch 1328, Loss: 0.26236197352409363
Epoch 1329, Loss: 0.2623618543148041
Epoch 1330, Loss: 0.26236164569854736
Epoch 1331, Loss: 0.2623622715473175
Epoch 1332, Loss: 0.26236146688461304
Epoch 1333, Loss: 0.2623622715473175
Epoch 1334, Loss: 0.2623617351055145
Epoch 1335, Loss: 0.2623620331287384
Epoch 1336, Loss: 0.26236215233802795
Epoch 1337, Loss: 0.2623622715473175
Epoch 1338, Loss: 0.26236221194267273
Epoch 1339, Loss: 0.2623620927333832
Epoch 1340, Loss: 0.26236197352409363
Epoch 1341, Loss: 0.26236164569854736
Epoch 1342, Loss: 0.26236215233802795
Epoch 1343, Loss: 0.2623612880706787
Epoch 1344, Loss: 0.2623632550239563
Epoch 1345, Loss: 0.2623615860939026
Epoch 1346, Loss: 0.2623617947101593
Epoch 1347, Loss: 0.26236191391944885
Epoch 1348, Loss: 0.26236191391944885
Epoch 1349, Loss: 0.26236191391944885
Epoch 1350, Loss: 0.2623617947101593
Epoch 1351, Loss: 0.2623615860939026
Epoch 1352, Loss: 0.26236215233802795
Epoch 1353, Loss: 0.26236146688461304
Epoch 1354, Loss: 0.2623617351055145
Epoch 1355, Loss: 0.2623620331287384
Epoch 1356, Loss: 0.26236221194267273
Epoch 1357, Loss: 0.2623623311519623
Epoch 1358, Loss: 0.2623623311519623
Epoch 1359, Loss: 0.2623623311519623
Epoch 1360, Loss: 0.26236215233802795
Epoch 1361, Loss: 0.26236191391944885
Epoch 1362, Loss: 0.26236215233802795
Epoch 1363, Loss: 0.26236164569854736
Epoch 1364, Loss: 0.26236146688461304
Epoch 1365, Loss: 0.26236391067504883
Epoch 1366, Loss: 0.2623615264892578
Epoch 1367, Loss: 0.2623617947101593
Epoch 1368, Loss: 0.26236191391944885
Epoch 1369, Loss: 0.26236191391944885
Epoch 1370, Loss: 0.2623617947101593
Epoch 1371, Loss: 0.26236164569854736
Epoch 1372, Loss: 0.26236140727996826
Epoch 1373, Loss: 0.2623622715473175
Epoch 1374, Loss: 0.26236164569854736
Epoch 1375, Loss: 0.26236197352409363
Epoch 1376, Loss: 0.2623622715473175
Epoch 1377, Loss: 0.26236239075660706
Epoch 1378, Loss: 0.26236245036125183
Epoch 1379, Loss: 0.26236239075660706
Epoch 1380, Loss: 0.2623622715473175
Epoch 1381, Loss: 0.26236215233802795
Epoch 1382, Loss: 0.26236221194267273
Epoch 1383, Loss: 0.2623617947101593
Epoch 1384, Loss: 0.26236164569854736
Epoch 1385, Loss: 0.26236221194267273
Epoch 1386, Loss: 0.2623617947101593
Epoch 1387, Loss: 0.2623620331287384
Epoch 1388, Loss: 0.2623620927333832
Epoch 1389, Loss: 0.26236215233802795
Epoch 1390, Loss: 0.2623620927333832
Epoch 1391, Loss: 0.26236191391944885
Epoch 1392, Loss: 0.26236164569854736
Epoch 1393, Loss: 0.2623618543148041
Epoch 1394, Loss: 0.26236140727996826
Epoch 1395, Loss: 0.2623617947101593
Epoch 1396, Loss: 0.2623620927333832
Epoch 1397, Loss: 0.2623623311519623
Epoch 1398, Loss: 0.2623623311519623
Epoch 1399, Loss: 0.26236239075660706
Epoch 1400, Loss: 0.2623622715473175
Epoch 1401, Loss: 0.2623620927333832
Epoch 1402, Loss: 0.26236191391944885
Epoch 1403, Loss: 0.26236239075660706
Epoch 1404, Loss: 0.2623615264892578
Epoch 1405, Loss: 0.2623617947101593
Epoch 1406, Loss: 0.2623617947101593
Epoch 1407, Loss: 0.2623620331287384
Epoch 1408, Loss: 0.26236215233802795
Epoch 1409, Loss: 0.26236221194267273
Epoch 1410, Loss: 0.2623620927333832
Epoch 1411, Loss: 0.2623620331287384
Epoch 1412, Loss: 0.2623617947101593
Epoch 1413, Loss: 0.2623620331287384
Epoch 1414, Loss: 0.2623615264892578
Epoch 1415, Loss: 0.2623622715473175
Epoch 1416, Loss: 0.2623617947101593
Epoch 1417, Loss: 0.2623620331287384
Epoch 1418, Loss: 0.26236215233802795
Epoch 1419, Loss: 0.2623622715473175
Epoch 1420, Loss: 0.26236221194267273
Epoch 1421, Loss: 0.2623620331287384
Epoch 1422, Loss: 0.2623618543148041
Epoch 1423, Loss: 0.26236164569854736
Epoch 1424, Loss: 0.2623615860939026
Epoch 1425, Loss: 0.2623617947101593
Epoch 1426, Loss: 0.26236191391944885
Epoch 1427, Loss: 0.26236215233802795
Epoch 1428, Loss: 0.2623622715473175
Epoch 1429, Loss: 0.26236239075660706
Epoch 1430, Loss: 0.2623623311519623
Epoch 1431, Loss: 0.26236215233802795
Epoch 1432, Loss: 0.26236197352409363
Epoch 1433, Loss: 0.2623617351055145
Epoch 1434, Loss: 0.26236239075660706
Epoch 1435, Loss: 0.26236140727996826
Epoch 1436, Loss: 0.2623631954193115
Epoch 1437, Loss: 0.2623615860939026
Epoch 1438, Loss: 0.2623617947101593
Epoch 1439, Loss: 0.26236191391944885
Epoch 1440, Loss: 0.26236197352409363
Epoch 1441, Loss: 0.26236191391944885
Epoch 1442, Loss: 0.2623617947101593
Epoch 1443, Loss: 0.26236164569854736
Epoch 1444, Loss: 0.2623615860939026
Epoch 1445, Loss: 0.2623618543148041
Epoch 1446, Loss: 0.26236191391944885
Epoch 1447, Loss: 0.2623622715473175
Epoch 1448, Loss: 0.26236245036125183
Epoch 1449, Loss: 0.2623625099658966
Epoch 1450, Loss: 0.26236245036125183
Epoch 1451, Loss: 0.26236239075660706
Epoch 1452, Loss: 0.26236221194267273
Epoch 1453, Loss: 0.2623620331287384
Epoch 1454, Loss: 0.2623618543148041
Epoch 1455, Loss: 0.2623615860939026
Epoch 1456, Loss: 0.2623617947101593
Epoch 1457, Loss: 0.2623617947101593
Epoch 1458, Loss: 0.2623620927333832
Epoch 1459, Loss: 0.26236221194267273
Epoch 1460, Loss: 0.2623622715473175
Epoch 1461, Loss: 0.2623620927333832
Epoch 1462, Loss: 0.2623620331287384
Epoch 1463, Loss: 0.2623618543148041
Epoch 1464, Loss: 0.26236215233802795
Epoch 1465, Loss: 0.2623615264892578
Epoch 1466, Loss: 0.2623622715473175
Epoch 1467, Loss: 0.2623617947101593
Epoch 1468, Loss: 0.2623620331287384
Epoch 1469, Loss: 0.26236221194267273
Epoch 1470, Loss: 0.2623622715473175
Epoch 1471, Loss: 0.26236215233802795
Epoch 1472, Loss: 0.2623620927333832
Epoch 1473, Loss: 0.26236191391944885
Epoch 1474, Loss: 0.26236191391944885
Epoch 1475, Loss: 0.2623615860939026
Epoch 1476, Loss: 0.2623617947101593
Epoch 1477, Loss: 0.26236191391944885
Epoch 1478, Loss: 0.26236215233802795
Epoch 1479, Loss: 0.2623623311519623
Epoch 1480, Loss: 0.2623623311519623
Epoch 1481, Loss: 0.2623623311519623
Epoch 1482, Loss: 0.26236215233802795
Epoch 1483, Loss: 0.2623620927333832
Epoch 1484, Loss: 0.2623617947101593
Epoch 1485, Loss: 0.26236262917518616
Epoch 1486, Loss: 0.2623613476753235
Epoch 1487, Loss: 0.2623632550239563
Epoch 1488, Loss: 0.2623615860939026
Epoch 1489, Loss: 0.2623617947101593
Epoch 1490, Loss: 0.26236191391944885
Epoch 1491, Loss: 0.26236191391944885
Epoch 1492, Loss: 0.26236191391944885
Epoch 1493, Loss: 0.2623617947101593
Epoch 1494, Loss: 0.2623618543148041
Epoch 1495, Loss: 0.2623615860939026
Epoch 1496, Loss: 0.2623617947101593
Epoch 1497, Loss: 0.26236197352409363
Epoch 1498, Loss: 0.2623622715473175
Epoch 1499, Loss: 0.26236245036125183
Epoch 1500, Loss: 0.2623625695705414
Epoch 1501, Loss: 0.2623625099658966
Epoch 1502, Loss: 0.2623625099658966
Epoch 1503, Loss: 0.26236221194267273
Epoch 1504, Loss: 0.2623620331287384
Epoch 1505, Loss: 0.26236191391944885
Epoch 1506, Loss: 0.26236164569854736
Epoch 1507, Loss: 0.2623617947101593
Epoch 1508, Loss: 0.26236191391944885
Epoch 1509, Loss: 0.2623620927333832
Epoch 1510, Loss: 0.2623622715473175
Epoch 1511, Loss: 0.2623622715473175
Epoch 1512, Loss: 0.26236221194267273
Epoch 1513, Loss: 0.2623620331287384
Epoch 1514, Loss: 0.2623618543148041
Epoch 1515, Loss: 0.26236221194267273
Epoch 1516, Loss: 0.2623615264892578
Epoch 1517, Loss: 0.2623622715473175
Epoch 1518, Loss: 0.2623617947101593
Epoch 1519, Loss: 0.2623620927333832
Epoch 1520, Loss: 0.26236221194267273
Epoch 1521, Loss: 0.2623622715473175
Epoch 1522, Loss: 0.2623622715473175
Epoch 1523, Loss: 0.2623620927333832
Epoch 1524, Loss: 0.26236191391944885
Epoch 1525, Loss: 0.26236197352409363
Epoch 1526, Loss: 0.26236164569854736
Epoch 1527, Loss: 0.2623617947101593
Epoch 1528, Loss: 0.26236191391944885
Epoch 1529, Loss: 0.26236215233802795
Epoch 1530, Loss: 0.26236239075660706
Epoch 1531, Loss: 0.26236239075660706
Epoch 1532, Loss: 0.2623623311519623
Epoch 1533, Loss: 0.2623622715473175
Epoch 1534, Loss: 0.2623620331287384
Epoch 1535, Loss: 0.2623617947101593
Epoch 1536, Loss: 0.2623627483844757
Epoch 1537, Loss: 0.26236140727996826
Epoch 1538, Loss: 0.26236337423324585
Epoch 1539, Loss: 0.2623615860939026
Epoch 1540, Loss: 0.2623617947101593
Epoch 1541, Loss: 0.26236197352409363
Epoch 1542, Loss: 0.2623620331287384
Epoch 1543, Loss: 0.26236191391944885
Epoch 1544, Loss: 0.2623617947101593
Epoch 1545, Loss: 0.26236191391944885
Epoch 1546, Loss: 0.2623615264892578
Epoch 1547, Loss: 0.2623618543148041
Epoch 1548, Loss: 0.26236197352409363
Epoch 1549, Loss: 0.2623622715473175
Epoch 1550, Loss: 0.2623625099658966
Epoch 1551, Loss: 0.26236262917518616
Epoch 1552, Loss: 0.2623625695705414
Epoch 1553, Loss: 0.26236245036125183
Epoch 1554, Loss: 0.2623622715473175
Epoch 1555, Loss: 0.2623620331287384
Epoch 1556, Loss: 0.2623620331287384
Epoch 1557, Loss: 0.2623615860939026
Epoch 1558, Loss: 0.2623618543148041
Epoch 1559, Loss: 0.2623618543148041
Epoch 1560, Loss: 0.2623620927333832
Epoch 1561, Loss: 0.2623622715473175
Epoch 1562, Loss: 0.2623622715473175
Epoch 1563, Loss: 0.26236221194267273
Epoch 1564, Loss: 0.2623620927333832
Epoch 1565, Loss: 0.2623618543148041
Epoch 1566, Loss: 0.2623622715473175
Epoch 1567, Loss: 0.2623615264892578
Epoch 1568, Loss: 0.26236239075660706
Epoch 1569, Loss: 0.2623617947101593
Epoch 1570, Loss: 0.2623620331287384
Epoch 1571, Loss: 0.26236221194267273
Epoch 1572, Loss: 0.2623622715473175
Epoch 1573, Loss: 0.26236221194267273
Epoch 1574, Loss: 0.2623620927333832
Epoch 1575, Loss: 0.26236191391944885
Epoch 1576, Loss: 0.2623620331287384
Epoch 1577, Loss: 0.2623615860939026
Epoch 1578, Loss: 0.26236191391944885
Epoch 1579, Loss: 0.26236191391944885
Epoch 1580, Loss: 0.26236221194267273
Epoch 1581, Loss: 0.2623623311519623
Epoch 1582, Loss: 0.26236239075660706
Epoch 1583, Loss: 0.26236239075660706
Epoch 1584, Loss: 0.26236221194267273
Epoch 1585, Loss: 0.2623620331287384
Epoch 1586, Loss: 0.2623618543148041
Epoch 1587, Loss: 0.2623617351055145
Epoch 1588, Loss: 0.2623615264892578
Epoch 1589, Loss: 0.26236385107040405
Epoch 1590, Loss: 0.2623617947101593
Epoch 1591, Loss: 0.26236191391944885
Epoch 1592, Loss: 0.2623620927333832
Epoch 1593, Loss: 0.2623620927333832
Epoch 1594, Loss: 0.26236197352409363
Epoch 1595, Loss: 0.2623618543148041
Epoch 1596, Loss: 0.26236164569854736
Epoch 1597, Loss: 0.2623622715473175
Epoch 1598, Loss: 0.2623620927333832
Epoch 1599, Loss: 0.2623617947101593
Epoch 1600, Loss: 0.26236215233802795
Epoch 1601, Loss: 0.2623623311519623
Epoch 1602, Loss: 0.26236245036125183
Epoch 1603, Loss: 0.26236239075660706
Epoch 1604, Loss: 0.2623623311519623
Epoch 1605, Loss: 0.2623620927333832
Epoch 1606, Loss: 0.26236197352409363
Epoch 1607, Loss: 0.26236191391944885
Epoch 1608, Loss: 0.2623617947101593
Epoch 1609, Loss: 0.2623623311519623
Epoch 1610, Loss: 0.26236197352409363
Epoch 1611, Loss: 0.26236221194267273
Epoch 1612, Loss: 0.26236239075660706
Epoch 1613, Loss: 0.2623623311519623
Epoch 1614, Loss: 0.2623622715473175
Epoch 1615, Loss: 0.26236215233802795
Epoch 1616, Loss: 0.26236191391944885
Epoch 1617, Loss: 0.2623618543148041
Epoch 1618, Loss: 0.2623615264892578
Epoch 1619, Loss: 0.2623628079891205
Epoch 1620, Loss: 0.2623617947101593
Epoch 1621, Loss: 0.2623620331287384
Epoch 1622, Loss: 0.26236221194267273
Epoch 1623, Loss: 0.2623622715473175
Epoch 1624, Loss: 0.26236221194267273
Epoch 1625, Loss: 0.2623620927333832
Epoch 1626, Loss: 0.2623618543148041
Epoch 1627, Loss: 0.26236221194267273
Epoch 1628, Loss: 0.2623615264892578
Epoch 1629, Loss: 0.2623623311519623
Epoch 1630, Loss: 0.26236191391944885
Epoch 1631, Loss: 0.26236215233802795
Epoch 1632, Loss: 0.26236239075660706
Epoch 1633, Loss: 0.26236239075660706
Epoch 1634, Loss: 0.26236239075660706
Epoch 1635, Loss: 0.26236221194267273
Epoch 1636, Loss: 0.26236197352409363
Epoch 1637, Loss: 0.2623620331287384
Epoch 1638, Loss: 0.26236164569854736
Epoch 1639, Loss: 0.2623615264892578
Epoch 1640, Loss: 0.2623642385005951
Epoch 1641, Loss: 0.2623617351055145
Epoch 1642, Loss: 0.26236191391944885
Epoch 1643, Loss: 0.2623620331287384
Epoch 1644, Loss: 0.2623620927333832
Epoch 1645, Loss: 0.26236197352409363
Epoch 1646, Loss: 0.2623618543148041
Epoch 1647, Loss: 0.2623615860939026
Epoch 1648, Loss: 0.26236245036125183
Epoch 1649, Loss: 0.2623622715473175
Epoch 1650, Loss: 0.2623617351055145
Epoch 1651, Loss: 0.2623620927333832
Epoch 1652, Loss: 0.2623623311519623
Epoch 1653, Loss: 0.26236245036125183
Epoch 1654, Loss: 0.26236245036125183
Epoch 1655, Loss: 0.2623623311519623
Epoch 1656, Loss: 0.26236215233802795
Epoch 1657, Loss: 0.2623620927333832
Epoch 1658, Loss: 0.26236191391944885
Epoch 1659, Loss: 0.2623617947101593
Epoch 1660, Loss: 0.26236245036125183
Epoch 1661, Loss: 0.26236197352409363
Epoch 1662, Loss: 0.26236221194267273
Epoch 1663, Loss: 0.26236239075660706
Epoch 1664, Loss: 0.26236239075660706
Epoch 1665, Loss: 0.2623622715473175
Epoch 1666, Loss: 0.26236215233802795
Epoch 1667, Loss: 0.26236191391944885
Epoch 1668, Loss: 0.26236191391944885
Epoch 1669, Loss: 0.26236146688461304
Epoch 1670, Loss: 0.2623630166053772
Epoch 1671, Loss: 0.2623617947101593
Epoch 1672, Loss: 0.26236215233802795
Epoch 1673, Loss: 0.26236221194267273
Epoch 1674, Loss: 0.2623622715473175
Epoch 1675, Loss: 0.2623622715473175
Epoch 1676, Loss: 0.2623620927333832
Epoch 1677, Loss: 0.26236191391944885
Epoch 1678, Loss: 0.2623622715473175
Epoch 1679, Loss: 0.2623615264892578
Epoch 1680, Loss: 0.26236239075660706
Epoch 1681, Loss: 0.2623618543148041
Epoch 1682, Loss: 0.26236215233802795
Epoch 1683, Loss: 0.2623623311519623
Epoch 1684, Loss: 0.26236239075660706
Epoch 1685, Loss: 0.26236239075660706
Epoch 1686, Loss: 0.26236221194267273
Epoch 1687, Loss: 0.26236197352409363
Epoch 1688, Loss: 0.26236215233802795
Epoch 1689, Loss: 0.26236164569854736
Epoch 1690, Loss: 0.2623615860939026
Epoch 1691, Loss: 0.26236197352409363
Epoch 1692, Loss: 0.2623622715473175
Epoch 1693, Loss: 0.2623625099658966
Epoch 1694, Loss: 0.2623625099658966
Epoch 1695, Loss: 0.2623625099658966
Epoch 1696, Loss: 0.2623623311519623
Epoch 1697, Loss: 0.2623620927333832
Epoch 1698, Loss: 0.26236197352409363
Epoch 1699, Loss: 0.2623617947101593
Epoch 1700, Loss: 0.2623617351055145
Epoch 1701, Loss: 0.2623637318611145
Epoch 1702, Loss: 0.2623617947101593
Epoch 1703, Loss: 0.2623620331287384
Epoch 1704, Loss: 0.26236215233802795
Epoch 1705, Loss: 0.26236215233802795
Epoch 1706, Loss: 0.2623620927333832
Epoch 1707, Loss: 0.2623618543148041
Epoch 1708, Loss: 0.26236164569854736
Epoch 1709, Loss: 0.2623625099658966
Epoch 1710, Loss: 0.26236191391944885
Epoch 1711, Loss: 0.2623617947101593
Epoch 1712, Loss: 0.2623620927333832
Epoch 1713, Loss: 0.26236239075660706
Epoch 1714, Loss: 0.26236239075660706
Epoch 1715, Loss: 0.2623625099658966
Epoch 1716, Loss: 0.26236239075660706
Epoch 1717, Loss: 0.26236221194267273
Epoch 1718, Loss: 0.2623622715473175
Epoch 1719, Loss: 0.26236191391944885
Epoch 1720, Loss: 0.2623617947101593
Epoch 1721, Loss: 0.26236239075660706
Epoch 1722, Loss: 0.2623620331287384
Epoch 1723, Loss: 0.2623622715473175
Epoch 1724, Loss: 0.26236239075660706
Epoch 1725, Loss: 0.26236239075660706
Epoch 1726, Loss: 0.2623623311519623
Epoch 1727, Loss: 0.26236215233802795
Epoch 1728, Loss: 0.26236191391944885
Epoch 1729, Loss: 0.2623620927333832
Epoch 1730, Loss: 0.2623615264892578
Epoch 1731, Loss: 0.2623630166053772
Epoch 1732, Loss: 0.2623617947101593
Epoch 1733, Loss: 0.2623620927333832
Epoch 1734, Loss: 0.2623622715473175
Epoch 1735, Loss: 0.2623622715473175
Epoch 1736, Loss: 0.2623622715473175
Epoch 1737, Loss: 0.26236215233802795
Epoch 1738, Loss: 0.2623618543148041
Epoch 1739, Loss: 0.2623625099658966
Epoch 1740, Loss: 0.2623615264892578
Epoch 1741, Loss: 0.26236245036125183
Epoch 1742, Loss: 0.2623618543148041
Epoch 1743, Loss: 0.26236215233802795
Epoch 1744, Loss: 0.2623623311519623
Epoch 1745, Loss: 0.26236245036125183
Epoch 1746, Loss: 0.26236239075660706
Epoch 1747, Loss: 0.2623622715473175
Epoch 1748, Loss: 0.2623620331287384
Epoch 1749, Loss: 0.2623622715473175
Epoch 1750, Loss: 0.2623617351055145
Epoch 1751, Loss: 0.2623615860939026
Epoch 1752, Loss: 0.26236197352409363
Epoch 1753, Loss: 0.2623623311519623
Epoch 1754, Loss: 0.2623625099658966
Epoch 1755, Loss: 0.2623625695705414
Epoch 1756, Loss: 0.2623625099658966
Epoch 1757, Loss: 0.26236239075660706
Epoch 1758, Loss: 0.26236215233802795
Epoch 1759, Loss: 0.2623620331287384
Epoch 1760, Loss: 0.2623617351055145
Epoch 1761, Loss: 0.26236164569854736
Epoch 1762, Loss: 0.26236391067504883
Epoch 1763, Loss: 0.2623617947101593
Epoch 1764, Loss: 0.2623620331287384
Epoch 1765, Loss: 0.26236215233802795
Epoch 1766, Loss: 0.26236221194267273
Epoch 1767, Loss: 0.26236215233802795
Epoch 1768, Loss: 0.26236191391944885
Epoch 1769, Loss: 0.26236164569854736
Epoch 1770, Loss: 0.26236262917518616
Epoch 1771, Loss: 0.2623620331287384
Epoch 1772, Loss: 0.2623617947101593
Epoch 1773, Loss: 0.26236215233802795
Epoch 1774, Loss: 0.26236239075660706
Epoch 1775, Loss: 0.2623625099658966
Epoch 1776, Loss: 0.2623625099658966
Epoch 1777, Loss: 0.26236239075660706
Epoch 1778, Loss: 0.26236221194267273
Epoch 1779, Loss: 0.2623623311519623
Epoch 1780, Loss: 0.26236191391944885
Epoch 1781, Loss: 0.2623617947101593
Epoch 1782, Loss: 0.2623625695705414
Epoch 1783, Loss: 0.2623620331287384
Epoch 1784, Loss: 0.2623622715473175
Epoch 1785, Loss: 0.26236239075660706
Epoch 1786, Loss: 0.26236239075660706
Epoch 1787, Loss: 0.2623623311519623
Epoch 1788, Loss: 0.26236215233802795
Epoch 1789, Loss: 0.26236197352409363
Epoch 1790, Loss: 0.26236221194267273
Epoch 1791, Loss: 0.2623615264892578
Epoch 1792, Loss: 0.2623632550239563
Epoch 1793, Loss: 0.2623617947101593
Epoch 1794, Loss: 0.2623620331287384
Epoch 1795, Loss: 0.2623622715473175
Epoch 1796, Loss: 0.2623622715473175
Epoch 1797, Loss: 0.2623622715473175
Epoch 1798, Loss: 0.26236215233802795
Epoch 1799, Loss: 0.2623618543148041
Epoch 1800, Loss: 0.2623625695705414
Epoch 1801, Loss: 0.2623615264892578
Epoch 1802, Loss: 0.26236268877983093
Epoch 1803, Loss: 0.2623618543148041
Epoch 1804, Loss: 0.26236215233802795
Epoch 1805, Loss: 0.26236239075660706
Epoch 1806, Loss: 0.26236245036125183
Epoch 1807, Loss: 0.26236239075660706
Epoch 1808, Loss: 0.2623622715473175
Epoch 1809, Loss: 0.26236197352409363
Epoch 1810, Loss: 0.2623623311519623
Epoch 1811, Loss: 0.26236164569854736
Epoch 1812, Loss: 0.2623617947101593
Epoch 1813, Loss: 0.26236197352409363
Epoch 1814, Loss: 0.2623623311519623
Epoch 1815, Loss: 0.26236245036125183
Epoch 1816, Loss: 0.2623625695705414
Epoch 1817, Loss: 0.2623625099658966
Epoch 1818, Loss: 0.2623623311519623
Epoch 1819, Loss: 0.26236215233802795
Epoch 1820, Loss: 0.26236215233802795
Epoch 1821, Loss: 0.2623617947101593
Epoch 1822, Loss: 0.26236164569854736
Epoch 1823, Loss: 0.26236414909362793
Epoch 1824, Loss: 0.2623617947101593
Epoch 1825, Loss: 0.2623620927333832
Epoch 1826, Loss: 0.26236221194267273
Epoch 1827, Loss: 0.26236215233802795
Epoch 1828, Loss: 0.26236215233802795
Epoch 1829, Loss: 0.26236191391944885
Epoch 1830, Loss: 0.26236164569854736
Epoch 1831, Loss: 0.2623627483844757
Epoch 1832, Loss: 0.26236221194267273
Epoch 1833, Loss: 0.2623617947101593
Epoch 1834, Loss: 0.26236215233802795
Epoch 1835, Loss: 0.26236245036125183
Epoch 1836, Loss: 0.2623625099658966
Epoch 1837, Loss: 0.2623625695705414
Epoch 1838, Loss: 0.26236245036125183
Epoch 1839, Loss: 0.26236221194267273
Epoch 1840, Loss: 0.26236245036125183
Epoch 1841, Loss: 0.26236191391944885
Epoch 1842, Loss: 0.2623617947101593
Epoch 1843, Loss: 0.26236268877983093
Epoch 1844, Loss: 0.2623620331287384
Epoch 1845, Loss: 0.2623622715473175
Epoch 1846, Loss: 0.26236239075660706
Epoch 1847, Loss: 0.26236245036125183
Epoch 1848, Loss: 0.26236239075660706
Epoch 1849, Loss: 0.26236215233802795
Epoch 1850, Loss: 0.26236191391944885
Epoch 1851, Loss: 0.2623623311519623
Epoch 1852, Loss: 0.26236146688461304
Epoch 1853, Loss: 0.2623634934425354
Epoch 1854, Loss: 0.2623617947101593
Epoch 1855, Loss: 0.2623620927333832
Epoch 1856, Loss: 0.2623622715473175
Epoch 1857, Loss: 0.2623623311519623
Epoch 1858, Loss: 0.2623622715473175
Epoch 1859, Loss: 0.2623620927333832
Epoch 1860, Loss: 0.26236191391944885
Epoch 1861, Loss: 0.26236268877983093
Epoch 1862, Loss: 0.26236146688461304
Epoch 1863, Loss: 0.26236286759376526
Epoch 1864, Loss: 0.2623618543148041
Epoch 1865, Loss: 0.26236221194267273
Epoch 1866, Loss: 0.26236239075660706
Epoch 1867, Loss: 0.26236245036125183
Epoch 1868, Loss: 0.26236239075660706
Epoch 1869, Loss: 0.2623622715473175
Epoch 1870, Loss: 0.2623620331287384
Epoch 1871, Loss: 0.26236245036125183
Epoch 1872, Loss: 0.26236164569854736
Epoch 1873, Loss: 0.26236197352409363
Epoch 1874, Loss: 0.26236197352409363
Epoch 1875, Loss: 0.2623622715473175
Epoch 1876, Loss: 0.2623625695705414
Epoch 1877, Loss: 0.26236262917518616
Epoch 1878, Loss: 0.2623625695705414
Epoch 1879, Loss: 0.26236239075660706
Epoch 1880, Loss: 0.26236215233802795
Epoch 1881, Loss: 0.2623622715473175
Epoch 1882, Loss: 0.2623617947101593
Epoch 1883, Loss: 0.26236164569854736
Epoch 1884, Loss: 0.2623644173145294
Epoch 1885, Loss: 0.2623618543148041
Epoch 1886, Loss: 0.2623620927333832
Epoch 1887, Loss: 0.26236215233802795
Epoch 1888, Loss: 0.26236221194267273
Epoch 1889, Loss: 0.2623620927333832
Epoch 1890, Loss: 0.26236191391944885
Epoch 1891, Loss: 0.26236164569854736
Epoch 1892, Loss: 0.26236286759376526
Epoch 1893, Loss: 0.26236239075660706
Epoch 1894, Loss: 0.2623617351055145
Epoch 1895, Loss: 0.26236215233802795
Epoch 1896, Loss: 0.26236245036125183
Epoch 1897, Loss: 0.2623625695705414
Epoch 1898, Loss: 0.2623625695705414
Epoch 1899, Loss: 0.26236245036125183
Epoch 1900, Loss: 0.2623622715473175
Epoch 1901, Loss: 0.2623625695705414
Epoch 1902, Loss: 0.26236191391944885
Epoch 1903, Loss: 0.2623617947101593
Epoch 1904, Loss: 0.2623629570007324
Epoch 1905, Loss: 0.2623620927333832
Epoch 1906, Loss: 0.2623622715473175
Epoch 1907, Loss: 0.26236245036125183
Epoch 1908, Loss: 0.26236245036125183
Epoch 1909, Loss: 0.26236239075660706
Epoch 1910, Loss: 0.26236215233802795
Epoch 1911, Loss: 0.26236191391944885
Epoch 1912, Loss: 0.26236239075660706
Epoch 1913, Loss: 0.26236140727996826
Epoch 1914, Loss: 0.2623636722564697
Epoch 1915, Loss: 0.2623617351055145
Epoch 1916, Loss: 0.2623620331287384
Epoch 1917, Loss: 0.2623622715473175
Epoch 1918, Loss: 0.2623623311519623
Epoch 1919, Loss: 0.2623622715473175
Epoch 1920, Loss: 0.2623620927333832
Epoch 1921, Loss: 0.26236191391944885
Epoch 1922, Loss: 0.2623627483844757
Epoch 1923, Loss: 0.2623615264892578
Epoch 1924, Loss: 0.26236313581466675
Epoch 1925, Loss: 0.2623618543148041
Epoch 1926, Loss: 0.26236221194267273
Epoch 1927, Loss: 0.26236245036125183
Epoch 1928, Loss: 0.2623625099658966
Epoch 1929, Loss: 0.26236239075660706
Epoch 1930, Loss: 0.2623622715473175
Epoch 1931, Loss: 0.2623620331287384
Epoch 1932, Loss: 0.2623625099658966
Epoch 1933, Loss: 0.26236164569854736
Epoch 1934, Loss: 0.2623620927333832
Epoch 1935, Loss: 0.2623620331287384
Epoch 1936, Loss: 0.26236239075660706
Epoch 1937, Loss: 0.2623625695705414
Epoch 1938, Loss: 0.26236268877983093
Epoch 1939, Loss: 0.2623625099658966
Epoch 1940, Loss: 0.26236239075660706
Epoch 1941, Loss: 0.2623620927333832
Epoch 1942, Loss: 0.2623623311519623
Epoch 1943, Loss: 0.2623617351055145
Epoch 1944, Loss: 0.2623615860939026
Epoch 1945, Loss: 0.2623646557331085
Epoch 1946, Loss: 0.2623617947101593
Epoch 1947, Loss: 0.2623620927333832
Epoch 1948, Loss: 0.26236215233802795
Epoch 1949, Loss: 0.2623622715473175
Epoch 1950, Loss: 0.2623620927333832
Epoch 1951, Loss: 0.26236191391944885
Epoch 1952, Loss: 0.2623615860939026
Epoch 1953, Loss: 0.2623615264892578
Epoch 1954, Loss: 0.262363076210022
Epoch 1955, Loss: 0.2623620331287384
Epoch 1956, Loss: 0.26236239075660706
Epoch 1957, Loss: 0.26236268877983093
Epoch 1958, Loss: 0.2623627483844757
Epoch 1959, Loss: 0.2623627483844757
Epoch 1960, Loss: 0.26236262917518616
Epoch 1961, Loss: 0.2623623311519623
Epoch 1962, Loss: 0.26236197352409363
Epoch 1963, Loss: 0.26236313581466675
Epoch 1964, Loss: 0.26236146688461304
Epoch 1965, Loss: 0.26236337423324585
Epoch 1966, Loss: 0.2623617351055145
Epoch 1967, Loss: 0.2623620331287384
Epoch 1968, Loss: 0.26236215233802795
Epoch 1969, Loss: 0.2623622715473175
Epoch 1970, Loss: 0.26236221194267273
Epoch 1971, Loss: 0.2623620331287384
Epoch 1972, Loss: 0.26236239075660706
Epoch 1973, Loss: 0.2623617947101593
Epoch 1974, Loss: 0.26236164569854736
Epoch 1975, Loss: 0.26236435770988464
Epoch 1976, Loss: 0.26236191391944885
Epoch 1977, Loss: 0.2623622715473175
Epoch 1978, Loss: 0.26236245036125183
Epoch 1979, Loss: 0.26236245036125183
Epoch 1980, Loss: 0.26236239075660706
Epoch 1981, Loss: 0.26236221194267273
Epoch 1982, Loss: 0.26236191391944885
Epoch 1983, Loss: 0.26236221194267273
Epoch 1984, Loss: 0.26236146688461304
Epoch 1985, Loss: 0.26236361265182495
Epoch 1986, Loss: 0.2623618543148041
Epoch 1987, Loss: 0.26236221194267273
Epoch 1988, Loss: 0.26236239075660706
Epoch 1989, Loss: 0.26236245036125183
Epoch 1990, Loss: 0.26236239075660706
Epoch 1991, Loss: 0.2623622715473175
Epoch 1992, Loss: 0.26236197352409363
Epoch 1993, Loss: 0.26236268877983093
Epoch 1994, Loss: 0.2623615264892578
Epoch 1995, Loss: 0.26236262917518616
Epoch 1996, Loss: 0.26236197352409363
Epoch 1997, Loss: 0.2623622715473175
Epoch 1998, Loss: 0.2623625099658966
Epoch 1999, Loss: 0.2623625695705414
Epoch 2000, Loss: 0.2623625695705414
Epoch 2001, Loss: 0.26236239075660706
Epoch 2002, Loss: 0.26236215233802795
Epoch 2003, Loss: 0.26236262917518616
Epoch 2004, Loss: 0.26236164569854736
Epoch 2005, Loss: 0.2623617351055145
Epoch 2006, Loss: 0.2623620927333832
Epoch 2007, Loss: 0.26236245036125183
Epoch 2008, Loss: 0.26236262917518616
Epoch 2009, Loss: 0.26236268877983093
Epoch 2010, Loss: 0.26236268877983093
Epoch 2011, Loss: 0.26236245036125183
Epoch 2012, Loss: 0.2623622715473175
Epoch 2013, Loss: 0.26236245036125183
Epoch 2014, Loss: 0.2623617947101593
Epoch 2015, Loss: 0.26236164569854736
Epoch 2016, Loss: 0.26236459612846375
Epoch 2017, Loss: 0.2623617947101593
Epoch 2018, Loss: 0.2623620927333832
Epoch 2019, Loss: 0.26236221194267273
Epoch 2020, Loss: 0.26236221194267273
Epoch 2021, Loss: 0.26236215233802795
Epoch 2022, Loss: 0.26236191391944885
Epoch 2023, Loss: 0.2623618543148041
Epoch 2024, Loss: 0.2623615860939026
Epoch 2025, Loss: 0.2623629570007324
Epoch 2026, Loss: 0.2623620331287384
Epoch 2027, Loss: 0.2623625099658966
Epoch 2028, Loss: 0.26236268877983093
Epoch 2029, Loss: 0.2623627483844757
Epoch 2030, Loss: 0.2623627483844757
Epoch 2031, Loss: 0.26236262917518616
Epoch 2032, Loss: 0.26236239075660706
Epoch 2033, Loss: 0.26236197352409363
Epoch 2034, Loss: 0.26236337423324585
Epoch 2035, Loss: 0.26236140727996826
Epoch 2036, Loss: 0.2623634338378906
Epoch 2037, Loss: 0.26236164569854736
Epoch 2038, Loss: 0.2623620331287384
Epoch 2039, Loss: 0.26236221194267273
Epoch 2040, Loss: 0.2623623311519623
Epoch 2041, Loss: 0.26236215233802795
Epoch 2042, Loss: 0.2623620331287384
Epoch 2043, Loss: 0.2623625099658966
Epoch 2044, Loss: 0.2623617351055145
Epoch 2045, Loss: 0.26236164569854736
Epoch 2046, Loss: 0.26236459612846375
Epoch 2047, Loss: 0.26236197352409363
Epoch 2048, Loss: 0.2623622715473175
Epoch 2049, Loss: 0.26236245036125183
Epoch 2050, Loss: 0.26236245036125183
Epoch 2051, Loss: 0.26236239075660706
Epoch 2052, Loss: 0.26236221194267273
Epoch 2053, Loss: 0.26236191391944885
Epoch 2054, Loss: 0.26236239075660706
Epoch 2055, Loss: 0.26236140727996826
Epoch 2056, Loss: 0.2623637914657593
Epoch 2057, Loss: 0.26236191391944885
Epoch 2058, Loss: 0.26236221194267273
Epoch 2059, Loss: 0.26236239075660706
Epoch 2060, Loss: 0.26236245036125183
Epoch 2061, Loss: 0.26236239075660706
Epoch 2062, Loss: 0.2623622715473175
Epoch 2063, Loss: 0.26236197352409363
Epoch 2064, Loss: 0.26236286759376526
Epoch 2065, Loss: 0.2623615264892578
Epoch 2066, Loss: 0.2623628079891205
Epoch 2067, Loss: 0.26236197352409363
Epoch 2068, Loss: 0.2623623311519623
Epoch 2069, Loss: 0.2623625695705414
Epoch 2070, Loss: 0.2623625695705414
Epoch 2071, Loss: 0.2623625099658966
Epoch 2072, Loss: 0.26236245036125183
Epoch 2073, Loss: 0.2623620927333832
Epoch 2074, Loss: 0.2623627483844757
Epoch 2075, Loss: 0.26236164569854736
Epoch 2076, Loss: 0.2623618543148041
Epoch 2077, Loss: 0.2623620331287384
Epoch 2078, Loss: 0.26236245036125183
Epoch 2079, Loss: 0.26236262917518616
Epoch 2080, Loss: 0.2623627483844757
Epoch 2081, Loss: 0.2623627483844757
Epoch 2082, Loss: 0.2623625099658966
Epoch 2083, Loss: 0.26236221194267273
Epoch 2084, Loss: 0.26236262917518616
Epoch 2085, Loss: 0.2623617947101593
Epoch 2086, Loss: 0.2623615860939026
Epoch 2087, Loss: 0.2623648941516876
Epoch 2088, Loss: 0.2623617947101593
Epoch 2089, Loss: 0.2623620927333832
Epoch 2090, Loss: 0.2623622715473175
Epoch 2091, Loss: 0.26236221194267273
Epoch 2092, Loss: 0.26236215233802795
Epoch 2093, Loss: 0.26236191391944885
Epoch 2094, Loss: 0.26236191391944885
Epoch 2095, Loss: 0.2623615860939026
Epoch 2096, Loss: 0.2623632550239563
Epoch 2097, Loss: 0.2623620331287384
Epoch 2098, Loss: 0.2623625099658966
Epoch 2099, Loss: 0.2623627483844757
Epoch 2100, Loss: 0.2623627483844757
Epoch 2101, Loss: 0.2623628079891205
Epoch 2102, Loss: 0.26236262917518616
Epoch 2103, Loss: 0.2623623311519623
Epoch 2104, Loss: 0.2623620331287384
Epoch 2105, Loss: 0.26236197352409363
Epoch 2106, Loss: 0.2623617947101593
Epoch 2107, Loss: 0.26236414909362793
Epoch 2108, Loss: 0.26236197352409363
Epoch 2109, Loss: 0.2623622715473175
Epoch 2110, Loss: 0.26236239075660706
Epoch 2111, Loss: 0.26236245036125183
Epoch 2112, Loss: 0.2623622715473175
Epoch 2113, Loss: 0.2623620927333832
Epoch 2114, Loss: 0.2623617947101593
Epoch 2115, Loss: 0.2623631954193115
Epoch 2116, Loss: 0.2623617351055145
Epoch 2117, Loss: 0.26236191391944885
Epoch 2118, Loss: 0.26236239075660706
Epoch 2119, Loss: 0.26236262917518616
Epoch 2120, Loss: 0.2623628079891205
Epoch 2121, Loss: 0.2623627483844757
Epoch 2122, Loss: 0.26236262917518616
Epoch 2123, Loss: 0.26236239075660706
Epoch 2124, Loss: 0.262363076210022
Epoch 2125, Loss: 0.2623620331287384
Epoch 2126, Loss: 0.26236191391944885
Epoch 2127, Loss: 0.26236268877983093
Epoch 2128, Loss: 0.2623620927333832
Epoch 2129, Loss: 0.26236245036125183
Epoch 2130, Loss: 0.26236262917518616
Epoch 2131, Loss: 0.2623625695705414
Epoch 2132, Loss: 0.2623625099658966
Epoch 2133, Loss: 0.2623622715473175
Epoch 2134, Loss: 0.26236197352409363
Epoch 2135, Loss: 0.262363076210022
Epoch 2136, Loss: 0.26236140727996826
Epoch 2137, Loss: 0.26236391067504883
Epoch 2138, Loss: 0.2623617947101593
Epoch 2139, Loss: 0.26236215233802795
Epoch 2140, Loss: 0.2623623311519623
Epoch 2141, Loss: 0.26236245036125183
Epoch 2142, Loss: 0.26236239075660706
Epoch 2143, Loss: 0.26236215233802795
Epoch 2144, Loss: 0.26236215233802795
Epoch 2145, Loss: 0.26236191391944885
Epoch 2146, Loss: 0.2623617947101593
Epoch 2147, Loss: 0.26236385107040405
Epoch 2148, Loss: 0.26236215233802795
Epoch 2149, Loss: 0.2623625099658966
Epoch 2150, Loss: 0.2623627483844757
Epoch 2151, Loss: 0.2623627483844757
Epoch 2152, Loss: 0.26236262917518616
Epoch 2153, Loss: 0.26236239075660706
Epoch 2154, Loss: 0.2623620927333832
Epoch 2155, Loss: 0.2623623311519623
Epoch 2156, Loss: 0.26236164569854736
Epoch 2157, Loss: 0.26236313581466675
Epoch 2158, Loss: 0.26236197352409363
Epoch 2159, Loss: 0.26236239075660706
Epoch 2160, Loss: 0.2623625695705414
Epoch 2161, Loss: 0.26236262917518616
Epoch 2162, Loss: 0.2623625695705414
Epoch 2163, Loss: 0.2623623311519623
Epoch 2164, Loss: 0.2623620927333832
Epoch 2165, Loss: 0.26236313581466675
Epoch 2166, Loss: 0.2623615860939026
Epoch 2167, Loss: 0.26236245036125183
Epoch 2168, Loss: 0.2623620331287384
Epoch 2169, Loss: 0.26236239075660706
Epoch 2170, Loss: 0.26236262917518616
Epoch 2171, Loss: 0.26236268877983093
Epoch 2172, Loss: 0.26236262917518616
Epoch 2173, Loss: 0.26236245036125183
Epoch 2174, Loss: 0.26236215233802795
Epoch 2175, Loss: 0.26236313581466675
Epoch 2176, Loss: 0.2623617351055145
Epoch 2177, Loss: 0.2623617351055145
Epoch 2178, Loss: 0.26236215233802795
Epoch 2179, Loss: 0.2623625099658966
Epoch 2180, Loss: 0.26236268877983093
Epoch 2181, Loss: 0.2623628079891205
Epoch 2182, Loss: 0.2623627483844757
Epoch 2183, Loss: 0.2623625695705414
Epoch 2184, Loss: 0.26236221194267273
Epoch 2185, Loss: 0.262363076210022
Epoch 2186, Loss: 0.2623617947101593
Epoch 2187, Loss: 0.2623615860939026
Epoch 2188, Loss: 0.2623651325702667
Epoch 2189, Loss: 0.2623617947101593
Epoch 2190, Loss: 0.26236215233802795
Epoch 2191, Loss: 0.2623622715473175
Epoch 2192, Loss: 0.2623622715473175
Epoch 2193, Loss: 0.26236215233802795
Epoch 2194, Loss: 0.2623618543148041
Epoch 2195, Loss: 0.26236221194267273
Epoch 2196, Loss: 0.2623615860939026
Epoch 2197, Loss: 0.2623634338378906
Epoch 2198, Loss: 0.2623620927333832
Epoch 2199, Loss: 0.2623625099658966
Epoch 2200, Loss: 0.2623628079891205
Epoch 2201, Loss: 0.26236286759376526
Epoch 2202, Loss: 0.26236286759376526
Epoch 2203, Loss: 0.26236268877983093
Epoch 2204, Loss: 0.26236239075660706
Epoch 2205, Loss: 0.26236221194267273
Epoch 2206, Loss: 0.26236191391944885
Epoch 2207, Loss: 0.2623617947101593
Epoch 2208, Loss: 0.2623644769191742
Epoch 2209, Loss: 0.26236191391944885
Epoch 2210, Loss: 0.2623623311519623
Epoch 2211, Loss: 0.26236245036125183
Epoch 2212, Loss: 0.26236245036125183
Epoch 2213, Loss: 0.2623623311519623
Epoch 2214, Loss: 0.26236215233802795
Epoch 2215, Loss: 0.2623618543148041
Epoch 2216, Loss: 0.26236164569854736
Epoch 2217, Loss: 0.26236245036125183
Epoch 2218, Loss: 0.26236221194267273
Epoch 2219, Loss: 0.26236268877983093
Epoch 2220, Loss: 0.2623629570007324
Epoch 2221, Loss: 0.262363076210022
Epoch 2222, Loss: 0.262363076210022
Epoch 2223, Loss: 0.26236286759376526
Epoch 2224, Loss: 0.26236245036125183
Epoch 2225, Loss: 0.2623622715473175
Epoch 2226, Loss: 0.2623620331287384
Epoch 2227, Loss: 0.26236191391944885
Epoch 2228, Loss: 0.2623637318611145
Epoch 2229, Loss: 0.2623620331287384
Epoch 2230, Loss: 0.26236239075660706
Epoch 2231, Loss: 0.2623625099658966
Epoch 2232, Loss: 0.2623625099658966
Epoch 2233, Loss: 0.26236239075660706
Epoch 2234, Loss: 0.26236215233802795
Epoch 2235, Loss: 0.2623620927333832
Epoch 2236, Loss: 0.2623617947101593
Epoch 2237, Loss: 0.2623620331287384
Epoch 2238, Loss: 0.2623622715473175
Epoch 2239, Loss: 0.26236268877983093
Epoch 2240, Loss: 0.2623629570007324
Epoch 2241, Loss: 0.262363076210022
Epoch 2242, Loss: 0.2623630166053772
Epoch 2243, Loss: 0.2623628079891205
Epoch 2244, Loss: 0.2623625099658966
Epoch 2245, Loss: 0.2623625099658966
Epoch 2246, Loss: 0.2623620331287384
Epoch 2247, Loss: 0.26236191391944885
Epoch 2248, Loss: 0.2623634934425354
Epoch 2249, Loss: 0.2623620927333832
Epoch 2250, Loss: 0.26236239075660706
Epoch 2251, Loss: 0.2623625695705414
Epoch 2252, Loss: 0.2623625099658966
Epoch 2253, Loss: 0.2623625099658966
Epoch 2254, Loss: 0.26236215233802795
Epoch 2255, Loss: 0.26236221194267273
Epoch 2256, Loss: 0.2623617947101593
Epoch 2257, Loss: 0.2623617947101593
Epoch 2258, Loss: 0.2623623311519623
Epoch 2259, Loss: 0.2623627483844757
Epoch 2260, Loss: 0.2623630166053772
Epoch 2261, Loss: 0.26236313581466675
Epoch 2262, Loss: 0.262363076210022
Epoch 2263, Loss: 0.2623628079891205
Epoch 2264, Loss: 0.2623625695705414
Epoch 2265, Loss: 0.26236262917518616
Epoch 2266, Loss: 0.2623620927333832
Epoch 2267, Loss: 0.26236191391944885
Epoch 2268, Loss: 0.2623634338378906
Epoch 2269, Loss: 0.2623620927333832
Epoch 2270, Loss: 0.26236239075660706
Epoch 2271, Loss: 0.2623625695705414
Epoch 2272, Loss: 0.2623625695705414
Epoch 2273, Loss: 0.26236239075660706
Epoch 2274, Loss: 0.26236221194267273
Epoch 2275, Loss: 0.2623623311519623
Epoch 2276, Loss: 0.2623618543148041
Epoch 2277, Loss: 0.2623617351055145
Epoch 2278, Loss: 0.2623622715473175
Epoch 2279, Loss: 0.2623627483844757
Epoch 2280, Loss: 0.262363076210022
Epoch 2281, Loss: 0.26236313581466675
Epoch 2282, Loss: 0.26236313581466675
Epoch 2283, Loss: 0.26236286759376526
Epoch 2284, Loss: 0.2623625695705414
Epoch 2285, Loss: 0.26236268877983093
Epoch 2286, Loss: 0.2623620927333832
Epoch 2287, Loss: 0.26236191391944885
Epoch 2288, Loss: 0.26236337423324585
Epoch 2289, Loss: 0.2623620927333832
Epoch 2290, Loss: 0.26236239075660706
Epoch 2291, Loss: 0.2623625099658966
Epoch 2292, Loss: 0.2623625695705414
Epoch 2293, Loss: 0.26236245036125183
Epoch 2294, Loss: 0.26236215233802795
Epoch 2295, Loss: 0.2623623311519623
Epoch 2296, Loss: 0.2623617947101593
Epoch 2297, Loss: 0.2623617947101593
Epoch 2298, Loss: 0.2623622715473175
Epoch 2299, Loss: 0.2623627483844757
Epoch 2300, Loss: 0.2623630166053772
Epoch 2301, Loss: 0.26236313581466675
Epoch 2302, Loss: 0.262363076210022
Epoch 2303, Loss: 0.26236286759376526
Epoch 2304, Loss: 0.2623625099658966
Epoch 2305, Loss: 0.2623627483844757
Epoch 2306, Loss: 0.2623620927333832
Epoch 2307, Loss: 0.26236191391944885
Epoch 2308, Loss: 0.2623634934425354
Epoch 2309, Loss: 0.2623620927333832
Epoch 2310, Loss: 0.26236245036125183
Epoch 2311, Loss: 0.26236262917518616
Epoch 2312, Loss: 0.2623625695705414
Epoch 2313, Loss: 0.26236245036125183
Epoch 2314, Loss: 0.26236221194267273
Epoch 2315, Loss: 0.2623623311519623
Epoch 2316, Loss: 0.2623617947101593
Epoch 2317, Loss: 0.2623618543148041
Epoch 2318, Loss: 0.2623623311519623
Epoch 2319, Loss: 0.2623627483844757
Epoch 2320, Loss: 0.262363076210022
Epoch 2321, Loss: 0.26236313581466675
Epoch 2322, Loss: 0.26236313581466675
Epoch 2323, Loss: 0.26236286759376526
Epoch 2324, Loss: 0.2623625695705414
Epoch 2325, Loss: 0.2623627483844757
Epoch 2326, Loss: 0.2623620927333832
Epoch 2327, Loss: 0.26236191391944885
Epoch 2328, Loss: 0.2623635530471802
Epoch 2329, Loss: 0.2623620927333832
Epoch 2330, Loss: 0.26236239075660706
Epoch 2331, Loss: 0.2623625695705414
Epoch 2332, Loss: 0.2623625695705414
Epoch 2333, Loss: 0.26236245036125183
Epoch 2334, Loss: 0.26236215233802795
Epoch 2335, Loss: 0.26236239075660706
Epoch 2336, Loss: 0.2623617947101593
Epoch 2337, Loss: 0.26236191391944885
Epoch 2338, Loss: 0.2623623311519623
Epoch 2339, Loss: 0.2623627483844757
Epoch 2340, Loss: 0.262363076210022
Epoch 2341, Loss: 0.26236313581466675
Epoch 2342, Loss: 0.26236313581466675
Epoch 2343, Loss: 0.26236286759376526
Epoch 2344, Loss: 0.2623625695705414
Epoch 2345, Loss: 0.2623627483844757
Epoch 2346, Loss: 0.2623620331287384
Epoch 2347, Loss: 0.2623618543148041
Epoch 2348, Loss: 0.2623636722564697
Epoch 2349, Loss: 0.2623620927333832
Epoch 2350, Loss: 0.26236239075660706
Epoch 2351, Loss: 0.2623625695705414
Epoch 2352, Loss: 0.26236262917518616
Epoch 2353, Loss: 0.26236245036125183
Epoch 2354, Loss: 0.26236215233802795
Epoch 2355, Loss: 0.26236245036125183
Epoch 2356, Loss: 0.2623617947101593
Epoch 2357, Loss: 0.26236197352409363
Epoch 2358, Loss: 0.2623622715473175
Epoch 2359, Loss: 0.2623627483844757
Epoch 2360, Loss: 0.262363076210022
Epoch 2361, Loss: 0.2623631954193115
Epoch 2362, Loss: 0.26236313581466675
Epoch 2363, Loss: 0.26236286759376526
Epoch 2364, Loss: 0.2623625099658966
Epoch 2365, Loss: 0.2623628079891205
Epoch 2366, Loss: 0.2623620331287384
Epoch 2367, Loss: 0.26236191391944885
Epoch 2368, Loss: 0.2623637914657593
Epoch 2369, Loss: 0.2623620331287384
Epoch 2370, Loss: 0.26236245036125183
Epoch 2371, Loss: 0.26236262917518616
Epoch 2372, Loss: 0.2623625695705414
Epoch 2373, Loss: 0.26236245036125183
Epoch 2374, Loss: 0.26236215233802795
Epoch 2375, Loss: 0.2623625099658966
Epoch 2376, Loss: 0.2623617947101593
Epoch 2377, Loss: 0.2623620331287384
Epoch 2378, Loss: 0.2623622715473175
Epoch 2379, Loss: 0.2623627483844757
Epoch 2380, Loss: 0.26236313581466675
Epoch 2381, Loss: 0.2623632550239563
Epoch 2382, Loss: 0.26236313581466675
Epoch 2383, Loss: 0.26236286759376526
Epoch 2384, Loss: 0.26236262917518616
Epoch 2385, Loss: 0.26236286759376526
Epoch 2386, Loss: 0.2623620331287384
Epoch 2387, Loss: 0.2623618543148041
Epoch 2388, Loss: 0.26236385107040405
Epoch 2389, Loss: 0.2623620927333832
Epoch 2390, Loss: 0.26236239075660706
Epoch 2391, Loss: 0.26236262917518616
Epoch 2392, Loss: 0.26236262917518616
Epoch 2393, Loss: 0.26236245036125183
Epoch 2394, Loss: 0.26236215233802795
Epoch 2395, Loss: 0.2623625099658966
Epoch 2396, Loss: 0.2623617947101593
Epoch 2397, Loss: 0.26236215233802795
Epoch 2398, Loss: 0.2623623311519623
Epoch 2399, Loss: 0.2623627483844757
Epoch 2400, Loss: 0.26236313581466675
Epoch 2401, Loss: 0.2623631954193115
Epoch 2402, Loss: 0.2623631954193115
Epoch 2403, Loss: 0.2623629570007324
Epoch 2404, Loss: 0.2623625695705414
Epoch 2405, Loss: 0.2623629570007324
Epoch 2406, Loss: 0.2623620331287384
Epoch 2407, Loss: 0.2623618543148041
Epoch 2408, Loss: 0.2623639702796936
Epoch 2409, Loss: 0.2623620927333832
Epoch 2410, Loss: 0.26236239075660706
Epoch 2411, Loss: 0.2623625695705414
Epoch 2412, Loss: 0.2623625695705414
Epoch 2413, Loss: 0.26236239075660706
Epoch 2414, Loss: 0.26236215233802795
Epoch 2415, Loss: 0.2623625695705414
Epoch 2416, Loss: 0.2623617947101593
Epoch 2417, Loss: 0.26236221194267273
Epoch 2418, Loss: 0.2623622715473175
Epoch 2419, Loss: 0.2623628079891205
Epoch 2420, Loss: 0.26236313581466675
Epoch 2421, Loss: 0.2623632550239563
Epoch 2422, Loss: 0.26236313581466675
Epoch 2423, Loss: 0.2623629570007324
Epoch 2424, Loss: 0.2623625695705414
Epoch 2425, Loss: 0.2623630166053772
Epoch 2426, Loss: 0.2623620331287384
Epoch 2427, Loss: 0.2623618543148041
Epoch 2428, Loss: 0.2623640298843384
Epoch 2429, Loss: 0.2623620331287384
Epoch 2430, Loss: 0.26236245036125183
Epoch 2431, Loss: 0.26236262917518616
Epoch 2432, Loss: 0.2623625695705414
Epoch 2433, Loss: 0.26236239075660706
Epoch 2434, Loss: 0.26236221194267273
Epoch 2435, Loss: 0.26236262917518616
Epoch 2436, Loss: 0.2623617351055145
Epoch 2437, Loss: 0.2623622715473175
Epoch 2438, Loss: 0.2623622715473175
Epoch 2439, Loss: 0.2623627483844757
Epoch 2440, Loss: 0.262363076210022
Epoch 2441, Loss: 0.2623632550239563
Epoch 2442, Loss: 0.26236313581466675
Epoch 2443, Loss: 0.2623629570007324
Epoch 2444, Loss: 0.26236262917518616
Epoch 2445, Loss: 0.2623630166053772
Epoch 2446, Loss: 0.2623620927333832
Epoch 2447, Loss: 0.2623618543148041
Epoch 2448, Loss: 0.26236408948898315
Epoch 2449, Loss: 0.2623620331287384
Epoch 2450, Loss: 0.26236245036125183
Epoch 2451, Loss: 0.2623625695705414
Epoch 2452, Loss: 0.26236262917518616
Epoch 2453, Loss: 0.26236239075660706
Epoch 2454, Loss: 0.26236215233802795
Epoch 2455, Loss: 0.26236262917518616
Epoch 2456, Loss: 0.2623617351055145
Epoch 2457, Loss: 0.26236239075660706
Epoch 2458, Loss: 0.2623623311519623
Epoch 2459, Loss: 0.2623628079891205
Epoch 2460, Loss: 0.26236313581466675
Epoch 2461, Loss: 0.2623632550239563
Epoch 2462, Loss: 0.2623631954193115
Epoch 2463, Loss: 0.26236286759376526
Epoch 2464, Loss: 0.2623625695705414
Epoch 2465, Loss: 0.262363076210022
Epoch 2466, Loss: 0.2623620331287384
Epoch 2467, Loss: 0.2623618543148041
Epoch 2468, Loss: 0.2623642385005951
Epoch 2469, Loss: 0.2623620927333832
Epoch 2470, Loss: 0.26236245036125183
Epoch 2471, Loss: 0.2623625695705414
Epoch 2472, Loss: 0.2623625695705414
Epoch 2473, Loss: 0.26236245036125183
Epoch 2474, Loss: 0.26236215233802795
Epoch 2475, Loss: 0.26236262917518616
Epoch 2476, Loss: 0.2623617947101593
Epoch 2477, Loss: 0.26236245036125183
Epoch 2478, Loss: 0.2623623311519623
Epoch 2479, Loss: 0.26236286759376526
Epoch 2480, Loss: 0.26236313581466675
Epoch 2481, Loss: 0.2623632550239563
Epoch 2482, Loss: 0.26236313581466675
Epoch 2483, Loss: 0.2623629570007324
Epoch 2484, Loss: 0.2623625695705414
Epoch 2485, Loss: 0.26236313581466675
Epoch 2486, Loss: 0.2623620331287384
Epoch 2487, Loss: 0.2623618543148041
Epoch 2488, Loss: 0.26236435770988464
Epoch 2489, Loss: 0.2623620927333832
Epoch 2490, Loss: 0.26236239075660706
Epoch 2491, Loss: 0.26236262917518616
Epoch 2492, Loss: 0.26236262917518616
Epoch 2493, Loss: 0.26236245036125183
Epoch 2494, Loss: 0.26236215233802795
Epoch 2495, Loss: 0.2623627483844757
Epoch 2496, Loss: 0.2623617351055145
Epoch 2497, Loss: 0.26236245036125183
Epoch 2498, Loss: 0.2623623311519623
Epoch 2499, Loss: 0.2623628079891205
Epoch 2500, Loss: 0.26236313581466675
Epoch 2501, Loss: 0.2623632550239563
Epoch 2502, Loss: 0.26236313581466675
Epoch 2503, Loss: 0.2623629570007324
Epoch 2504, Loss: 0.26236262917518616
Epoch 2505, Loss: 0.26236313581466675
Epoch 2506, Loss: 0.2623620331287384
Epoch 2507, Loss: 0.2623617947101593
Epoch 2508, Loss: 0.2623644769191742
Epoch 2509, Loss: 0.2623620331287384
Epoch 2510, Loss: 0.26236245036125183
Epoch 2511, Loss: 0.26236262917518616
Epoch 2512, Loss: 0.26236262917518616
Epoch 2513, Loss: 0.26236245036125183
Epoch 2514, Loss: 0.26236215233802795
Epoch 2515, Loss: 0.2623627483844757
Epoch 2516, Loss: 0.2623617351055145
Epoch 2517, Loss: 0.2623625695705414
Epoch 2518, Loss: 0.2623622715473175
Epoch 2519, Loss: 0.26236286759376526
Epoch 2520, Loss: 0.2623631954193115
Epoch 2521, Loss: 0.2623632550239563
Epoch 2522, Loss: 0.2623631954193115
Epoch 2523, Loss: 0.2623629570007324
Epoch 2524, Loss: 0.2623625695705414
Epoch 2525, Loss: 0.2623631954193115
Epoch 2526, Loss: 0.2623620331287384
Epoch 2527, Loss: 0.2623617947101593
Epoch 2528, Loss: 0.26236453652381897
Epoch 2529, Loss: 0.2623620331287384
Epoch 2530, Loss: 0.26236239075660706
Epoch 2531, Loss: 0.2623625695705414
Epoch 2532, Loss: 0.26236262917518616
Epoch 2533, Loss: 0.26236245036125183
Epoch 2534, Loss: 0.26236215233802795
Epoch 2535, Loss: 0.2623628079891205
Epoch 2536, Loss: 0.26236164569854736
Epoch 2537, Loss: 0.26236268877983093
Epoch 2538, Loss: 0.2623622715473175
Epoch 2539, Loss: 0.2623628079891205
Epoch 2540, Loss: 0.26236313581466675
Epoch 2541, Loss: 0.2623632550239563
Epoch 2542, Loss: 0.2623631954193115
Epoch 2543, Loss: 0.2623629570007324
Epoch 2544, Loss: 0.2623625695705414
Epoch 2545, Loss: 0.2623632550239563
Epoch 2546, Loss: 0.2623620331287384
Epoch 2547, Loss: 0.2623617947101593
Epoch 2548, Loss: 0.2623647153377533
Epoch 2549, Loss: 0.2623620331287384
Epoch 2550, Loss: 0.26236245036125183
Epoch 2551, Loss: 0.26236262917518616
Epoch 2552, Loss: 0.26236262917518616
Epoch 2553, Loss: 0.26236245036125183
Epoch 2554, Loss: 0.26236215233802795
Epoch 2555, Loss: 0.26236286759376526
Epoch 2556, Loss: 0.2623617351055145
Epoch 2557, Loss: 0.2623627483844757
Epoch 2558, Loss: 0.2623622715473175
Epoch 2559, Loss: 0.2623628079891205
Epoch 2560, Loss: 0.2623631954193115
Epoch 2561, Loss: 0.2623632550239563
Epoch 2562, Loss: 0.2623631954193115
Epoch 2563, Loss: 0.2623630166053772
Epoch 2564, Loss: 0.26236262917518616
Epoch 2565, Loss: 0.2623632550239563
Epoch 2566, Loss: 0.2623620331287384
Epoch 2567, Loss: 0.2623617947101593
Epoch 2568, Loss: 0.26236477494239807
Epoch 2569, Loss: 0.2623620927333832
Epoch 2570, Loss: 0.26236239075660706
Epoch 2571, Loss: 0.2623625695705414
Epoch 2572, Loss: 0.26236262917518616
Epoch 2573, Loss: 0.2623625099658966
Epoch 2574, Loss: 0.26236215233802795
Epoch 2575, Loss: 0.26236286759376526
Epoch 2576, Loss: 0.26236164569854736
Epoch 2577, Loss: 0.2623628079891205
Epoch 2578, Loss: 0.2623623311519623
Epoch 2579, Loss: 0.26236286759376526
Epoch 2580, Loss: 0.26236313581466675
Epoch 2581, Loss: 0.2623633146286011
Epoch 2582, Loss: 0.2623632550239563
Epoch 2583, Loss: 0.2623630166053772
Epoch 2584, Loss: 0.2623625695705414
Epoch 2585, Loss: 0.2623633146286011
Epoch 2586, Loss: 0.2623620331287384
Epoch 2587, Loss: 0.2623618543148041
Epoch 2588, Loss: 0.2623648941516876
Epoch 2589, Loss: 0.2623620331287384
Epoch 2590, Loss: 0.26236245036125183
Epoch 2591, Loss: 0.2623625695705414
Epoch 2592, Loss: 0.26236262917518616
Epoch 2593, Loss: 0.26236245036125183
Epoch 2594, Loss: 0.26236215233802795
Epoch 2595, Loss: 0.2623629570007324
Epoch 2596, Loss: 0.2623617351055145
Epoch 2597, Loss: 0.2623629570007324
Epoch 2598, Loss: 0.2623622715473175
Epoch 2599, Loss: 0.2623628079891205
Epoch 2600, Loss: 0.2623632550239563
Epoch 2601, Loss: 0.2623633146286011
Epoch 2602, Loss: 0.2623632550239563
Epoch 2603, Loss: 0.2623630166053772
Epoch 2604, Loss: 0.26236262917518616
Epoch 2605, Loss: 0.26236337423324585
Epoch 2606, Loss: 0.2623620331287384
Epoch 2607, Loss: 0.2623617947101593
Epoch 2608, Loss: 0.2623649537563324
Epoch 2609, Loss: 0.2623620927333832
Epoch 2610, Loss: 0.26236245036125183
Epoch 2611, Loss: 0.26236262917518616
Epoch 2612, Loss: 0.26236262917518616
Epoch 2613, Loss: 0.26236245036125183
Epoch 2614, Loss: 0.26236215233802795
Epoch 2615, Loss: 0.2623629570007324
Epoch 2616, Loss: 0.2623617351055145
Epoch 2617, Loss: 0.262363076210022
Epoch 2618, Loss: 0.2623623311519623
Epoch 2619, Loss: 0.26236286759376526
Epoch 2620, Loss: 0.2623631954193115
Epoch 2621, Loss: 0.26236337423324585
Epoch 2622, Loss: 0.2623632550239563
Epoch 2623, Loss: 0.2623630166053772
Epoch 2624, Loss: 0.26236262917518616
Epoch 2625, Loss: 0.26236337423324585
Epoch 2626, Loss: 0.26236197352409363
Epoch 2627, Loss: 0.2623617947101593
Epoch 2628, Loss: 0.2623650133609772
Epoch 2629, Loss: 0.2623620331287384
Epoch 2630, Loss: 0.26236239075660706
Epoch 2631, Loss: 0.26236262917518616
Epoch 2632, Loss: 0.2623625695705414
Epoch 2633, Loss: 0.26236245036125183
Epoch 2634, Loss: 0.26236215233802795
Epoch 2635, Loss: 0.262363076210022
Epoch 2636, Loss: 0.26236164569854736
Epoch 2637, Loss: 0.26236313581466675
Epoch 2638, Loss: 0.2623623311519623
Epoch 2639, Loss: 0.2623628079891205
Epoch 2640, Loss: 0.2623632550239563
Epoch 2641, Loss: 0.2623633146286011
Epoch 2642, Loss: 0.2623632550239563
Epoch 2643, Loss: 0.2623630166053772
Epoch 2644, Loss: 0.2623625695705414
Epoch 2645, Loss: 0.2623634338378906
Epoch 2646, Loss: 0.26236197352409363
Epoch 2647, Loss: 0.2623617947101593
Epoch 2648, Loss: 0.2623651325702667
Epoch 2649, Loss: 0.2623620927333832
Epoch 2650, Loss: 0.26236245036125183
Epoch 2651, Loss: 0.26236262917518616
Epoch 2652, Loss: 0.26236262917518616
Epoch 2653, Loss: 0.26236245036125183
Epoch 2654, Loss: 0.26236215233802795
Epoch 2655, Loss: 0.26236313581466675
Epoch 2656, Loss: 0.26236164569854736
Epoch 2657, Loss: 0.26236313581466675
Epoch 2658, Loss: 0.2623622715473175
Epoch 2659, Loss: 0.26236286759376526
Epoch 2660, Loss: 0.2623631954193115
Epoch 2661, Loss: 0.2623633146286011
Epoch 2662, Loss: 0.2623632550239563
Epoch 2663, Loss: 0.2623630166053772
Epoch 2664, Loss: 0.26236262917518616
Epoch 2665, Loss: 0.2623634934425354
Epoch 2666, Loss: 0.26236197352409363
Epoch 2667, Loss: 0.2623617947101593
Epoch 2668, Loss: 0.26236531138420105
Epoch 2669, Loss: 0.26236197352409363
Epoch 2670, Loss: 0.26236245036125183
Epoch 2671, Loss: 0.26236262917518616
Epoch 2672, Loss: 0.26236262917518616
Epoch 2673, Loss: 0.26236245036125183
Epoch 2674, Loss: 0.2623620927333832
Epoch 2675, Loss: 0.26236313581466675
Epoch 2676, Loss: 0.26236164569854736
Epoch 2677, Loss: 0.2623632550239563
Epoch 2678, Loss: 0.2623622715473175
Epoch 2679, Loss: 0.26236286759376526
Epoch 2680, Loss: 0.2623631954193115
Epoch 2681, Loss: 0.2623633146286011
Epoch 2682, Loss: 0.2623633146286011
Epoch 2683, Loss: 0.2623630166053772
Epoch 2684, Loss: 0.26236262917518616
Epoch 2685, Loss: 0.2623635530471802
Epoch 2686, Loss: 0.2623620331287384
Epoch 2687, Loss: 0.2623617947101593
Epoch 2688, Loss: 0.2623653709888458
Epoch 2689, Loss: 0.2623620331287384
Epoch 2690, Loss: 0.26236239075660706
Epoch 2691, Loss: 0.26236262917518616
Epoch 2692, Loss: 0.26236262917518616
Epoch 2693, Loss: 0.26236245036125183
Epoch 2694, Loss: 0.26236215233802795
Epoch 2695, Loss: 0.26236313581466675
Epoch 2696, Loss: 0.26236164569854736
Epoch 2697, Loss: 0.2623633146286011
Epoch 2698, Loss: 0.2623622715473175
Epoch 2699, Loss: 0.2623628079891205
Epoch 2700, Loss: 0.2623631954193115
Epoch 2701, Loss: 0.26236337423324585
Epoch 2702, Loss: 0.2623632550239563
Epoch 2703, Loss: 0.2623630166053772
Epoch 2704, Loss: 0.26236262917518616
Epoch 2705, Loss: 0.2623635530471802
Epoch 2706, Loss: 0.2623620331287384
Epoch 2707, Loss: 0.2623617947101593
Epoch 2708, Loss: 0.26236552000045776
Epoch 2709, Loss: 0.2623620331287384
Epoch 2710, Loss: 0.26236245036125183
Epoch 2711, Loss: 0.26236262917518616
Epoch 2712, Loss: 0.26236262917518616
Epoch 2713, Loss: 0.26236239075660706
Epoch 2714, Loss: 0.26236215233802795
Epoch 2715, Loss: 0.2623631954193115
Epoch 2716, Loss: 0.26236164569854736
Epoch 2717, Loss: 0.2623634338378906
Epoch 2718, Loss: 0.2623622715473175
Epoch 2719, Loss: 0.2623629570007324
Epoch 2720, Loss: 0.2623632550239563
Epoch 2721, Loss: 0.26236337423324585
Epoch 2722, Loss: 0.2623633146286011
Epoch 2723, Loss: 0.2623630166053772
Epoch 2724, Loss: 0.26236262917518616
Epoch 2725, Loss: 0.2623636722564697
Epoch 2726, Loss: 0.2623620331287384
Epoch 2727, Loss: 0.2623617947101593
Epoch 2728, Loss: 0.26236557960510254
Epoch 2729, Loss: 0.2623620331287384
Epoch 2730, Loss: 0.26236239075660706
Epoch 2731, Loss: 0.26236262917518616
Epoch 2732, Loss: 0.2623625695705414
Epoch 2733, Loss: 0.26236245036125183
Epoch 2734, Loss: 0.26236215233802795
Epoch 2735, Loss: 0.2623632550239563
Epoch 2736, Loss: 0.26236164569854736
Epoch 2737, Loss: 0.2623634934425354
Epoch 2738, Loss: 0.2623622715473175
Epoch 2739, Loss: 0.2623629570007324
Epoch 2740, Loss: 0.2623632550239563
Epoch 2741, Loss: 0.2623634338378906
Epoch 2742, Loss: 0.2623633146286011
Epoch 2743, Loss: 0.2623630166053772
Epoch 2744, Loss: 0.26236262917518616
Epoch 2745, Loss: 0.2623636722564697
Epoch 2746, Loss: 0.2623620331287384
Epoch 2747, Loss: 0.2623617351055145
Epoch 2748, Loss: 0.2623656988143921
Epoch 2749, Loss: 0.2623620331287384
Epoch 2750, Loss: 0.26236245036125183
Epoch 2751, Loss: 0.26236268877983093
Epoch 2752, Loss: 0.26236262917518616
Epoch 2753, Loss: 0.26236245036125183
Epoch 2754, Loss: 0.2623620927333832
Epoch 2755, Loss: 0.2623632550239563
Epoch 2756, Loss: 0.26236164569854736
Epoch 2757, Loss: 0.26236361265182495
Epoch 2758, Loss: 0.2623623311519623
Epoch 2759, Loss: 0.26236286759376526
Epoch 2760, Loss: 0.2623632550239563
Epoch 2761, Loss: 0.2623634338378906
Epoch 2762, Loss: 0.2623633146286011
Epoch 2763, Loss: 0.262363076210022
Epoch 2764, Loss: 0.26236262917518616
Epoch 2765, Loss: 0.2623637318611145
Epoch 2766, Loss: 0.26236197352409363
Epoch 2767, Loss: 0.2623617351055145
Epoch 2768, Loss: 0.26236581802368164
Epoch 2769, Loss: 0.26236197352409363
Epoch 2770, Loss: 0.26236239075660706
Epoch 2771, Loss: 0.26236262917518616
Epoch 2772, Loss: 0.26236268877983093
Epoch 2773, Loss: 0.26236245036125183
Epoch 2774, Loss: 0.26236215233802795
Epoch 2775, Loss: 0.26236337423324585
Epoch 2776, Loss: 0.2623615860939026
Epoch 2777, Loss: 0.2623637318611145
Epoch 2778, Loss: 0.2623622715473175
Epoch 2779, Loss: 0.26236286759376526
Epoch 2780, Loss: 0.2623632550239563
Epoch 2781, Loss: 0.2623634338378906
Epoch 2782, Loss: 0.2623633146286011
Epoch 2783, Loss: 0.262363076210022
Epoch 2784, Loss: 0.26236262917518616
Epoch 2785, Loss: 0.2623637914657593
Epoch 2786, Loss: 0.26236197352409363
Epoch 2787, Loss: 0.2623617947101593
Epoch 2788, Loss: 0.2623659372329712
Epoch 2789, Loss: 0.26236197352409363
Epoch 2790, Loss: 0.26236239075660706
Epoch 2791, Loss: 0.26236262917518616
Epoch 2792, Loss: 0.26236268877983093
Epoch 2793, Loss: 0.26236245036125183
Epoch 2794, Loss: 0.2623620927333832
Epoch 2795, Loss: 0.26236337423324585
Epoch 2796, Loss: 0.26236164569854736
Epoch 2797, Loss: 0.2623637318611145
Epoch 2798, Loss: 0.2623622715473175
Epoch 2799, Loss: 0.2623629570007324
Epoch 2800, Loss: 0.2623632550239563
Epoch 2801, Loss: 0.26236337423324585
Epoch 2802, Loss: 0.26236337423324585
Epoch 2803, Loss: 0.262363076210022
Epoch 2804, Loss: 0.26236262917518616
Epoch 2805, Loss: 0.26236385107040405
Epoch 2806, Loss: 0.2623620331287384
Epoch 2807, Loss: 0.2623617351055145
Epoch 2808, Loss: 0.26236605644226074
Epoch 2809, Loss: 0.2623620331287384
Epoch 2810, Loss: 0.26236245036125183
Epoch 2811, Loss: 0.26236262917518616
Epoch 2812, Loss: 0.26236268877983093
Epoch 2813, Loss: 0.26236245036125183
Epoch 2814, Loss: 0.26236215233802795
Epoch 2815, Loss: 0.26236337423324585
Epoch 2816, Loss: 0.2623615860939026
Epoch 2817, Loss: 0.26236385107040405
Epoch 2818, Loss: 0.2623622715473175
Epoch 2819, Loss: 0.2623629570007324
Epoch 2820, Loss: 0.2623632550239563
Epoch 2821, Loss: 0.2623634338378906
Epoch 2822, Loss: 0.26236337423324585
Epoch 2823, Loss: 0.262363076210022
Epoch 2824, Loss: 0.26236262917518616
Epoch 2825, Loss: 0.26236385107040405
Epoch 2826, Loss: 0.2623620331287384
Epoch 2827, Loss: 0.2623617351055145
Epoch 2828, Loss: 0.2623661756515503
Epoch 2829, Loss: 0.2623620331287384
Epoch 2830, Loss: 0.26236239075660706
Epoch 2831, Loss: 0.26236262917518616
Epoch 2832, Loss: 0.26236262917518616
Epoch 2833, Loss: 0.2623625099658966
Epoch 2834, Loss: 0.26236215233802795
Epoch 2835, Loss: 0.2623634338378906
Epoch 2836, Loss: 0.26236164569854736
Epoch 2837, Loss: 0.26236391067504883
Epoch 2838, Loss: 0.2623623311519623
Epoch 2839, Loss: 0.26236286759376526
Epoch 2840, Loss: 0.26236337423324585
Epoch 2841, Loss: 0.2623634934425354
Epoch 2842, Loss: 0.2623633146286011
Epoch 2843, Loss: 0.262363076210022
Epoch 2844, Loss: 0.26236262917518616
Epoch 2845, Loss: 0.26236391067504883
Epoch 2846, Loss: 0.2623620331287384
Epoch 2847, Loss: 0.2623617351055145
Epoch 2848, Loss: 0.2623663544654846
Epoch 2849, Loss: 0.26236197352409363
Epoch 2850, Loss: 0.26236245036125183
Epoch 2851, Loss: 0.26236262917518616
Epoch 2852, Loss: 0.26236262917518616
Epoch 2853, Loss: 0.26236245036125183
Epoch 2854, Loss: 0.26236215233802795
Epoch 2855, Loss: 0.2623634934425354
Epoch 2856, Loss: 0.2623615860939026
Epoch 2857, Loss: 0.2623640298843384
Epoch 2858, Loss: 0.2623622715473175
Epoch 2859, Loss: 0.26236286759376526
Epoch 2860, Loss: 0.2623633146286011
Epoch 2861, Loss: 0.2623634338378906
Epoch 2862, Loss: 0.26236337423324585
Epoch 2863, Loss: 0.26236313581466675
Epoch 2864, Loss: 0.26236262917518616
Epoch 2865, Loss: 0.2623639702796936
Epoch 2866, Loss: 0.26236197352409363
Epoch 2867, Loss: 0.2623617351055145
Epoch 2868, Loss: 0.2623664140701294
Epoch 2869, Loss: 0.2623620331287384
Epoch 2870, Loss: 0.26236245036125183
Epoch 2871, Loss: 0.26236262917518616
Epoch 2872, Loss: 0.26236262917518616
Epoch 2873, Loss: 0.26236245036125183
Epoch 2874, Loss: 0.2623620927333832
Epoch 2875, Loss: 0.2623635530471802
Epoch 2876, Loss: 0.2623615860939026
Epoch 2877, Loss: 0.26236408948898315
Epoch 2878, Loss: 0.2623623311519623
Epoch 2879, Loss: 0.2623629570007324
Epoch 2880, Loss: 0.26236337423324585
Epoch 2881, Loss: 0.2623634338378906
Epoch 2882, Loss: 0.26236337423324585
Epoch 2883, Loss: 0.26236313581466675
Epoch 2884, Loss: 0.2623625695705414
Epoch 2885, Loss: 0.2623640298843384
Epoch 2886, Loss: 0.26236197352409363
Epoch 2887, Loss: 0.2623617351055145
Epoch 2888, Loss: 0.26236653327941895
Epoch 2889, Loss: 0.26236197352409363
Epoch 2890, Loss: 0.26236239075660706
Epoch 2891, Loss: 0.26236262917518616
Epoch 2892, Loss: 0.26236268877983093
Epoch 2893, Loss: 0.26236245036125183
Epoch 2894, Loss: 0.2623620927333832
Epoch 2895, Loss: 0.26236361265182495
Epoch 2896, Loss: 0.2623615264892578
Epoch 2897, Loss: 0.2623642385005951
Epoch 2898, Loss: 0.2623622715473175
Epoch 2899, Loss: 0.2623629570007324
Epoch 2900, Loss: 0.26236337423324585
Epoch 2901, Loss: 0.2623634934425354
Epoch 2902, Loss: 0.26236337423324585
Epoch 2903, Loss: 0.262363076210022
Epoch 2904, Loss: 0.26236262917518616
Epoch 2905, Loss: 0.26236408948898315
Epoch 2906, Loss: 0.26236197352409363
Epoch 2907, Loss: 0.2623617351055145
Epoch 2908, Loss: 0.2623666524887085
Epoch 2909, Loss: 0.26236197352409363
Epoch 2910, Loss: 0.26236245036125183
Epoch 2911, Loss: 0.26236262917518616
Epoch 2912, Loss: 0.26236262917518616
Epoch 2913, Loss: 0.2623625099658966
Epoch 2914, Loss: 0.26236215233802795
Epoch 2915, Loss: 0.26236361265182495
Epoch 2916, Loss: 0.2623615860939026
Epoch 2917, Loss: 0.26236429810523987
Epoch 2918, Loss: 0.2623623311519623
Epoch 2919, Loss: 0.2623629570007324
Epoch 2920, Loss: 0.2623633146286011
Epoch 2921, Loss: 0.2623635530471802
Epoch 2922, Loss: 0.2623634338378906
Epoch 2923, Loss: 0.26236313581466675
Epoch 2924, Loss: 0.26236262917518616
Epoch 2925, Loss: 0.26236414909362793
Epoch 2926, Loss: 0.26236197352409363
Epoch 2927, Loss: 0.2623617351055145
Epoch 2928, Loss: 0.2623666524887085
Epoch 2929, Loss: 0.26236197352409363
Epoch 2930, Loss: 0.2623625099658966
Epoch 2931, Loss: 0.26236262917518616
Epoch 2932, Loss: 0.26236268877983093
Epoch 2933, Loss: 0.26236245036125183
Epoch 2934, Loss: 0.26236215233802795
Epoch 2935, Loss: 0.2623636722564697
Epoch 2936, Loss: 0.2623615264892578
Epoch 2937, Loss: 0.2623644173145294
Epoch 2938, Loss: 0.2623622715473175
Epoch 2939, Loss: 0.2623630166053772
Epoch 2940, Loss: 0.2623634338378906
Epoch 2941, Loss: 0.2623634934425354
Epoch 2942, Loss: 0.26236337423324585
Epoch 2943, Loss: 0.26236313581466675
Epoch 2944, Loss: 0.26236268877983093
Epoch 2945, Loss: 0.26236414909362793
Epoch 2946, Loss: 0.26236197352409363
Epoch 2947, Loss: 0.26236164569854736
Epoch 2948, Loss: 0.26236692070961
Epoch 2949, Loss: 0.26236197352409363
Epoch 2950, Loss: 0.26236245036125183
Epoch 2951, Loss: 0.26236268877983093
Epoch 2952, Loss: 0.26236268877983093
Epoch 2953, Loss: 0.2623625099658966
Epoch 2954, Loss: 0.26236215233802795
Epoch 2955, Loss: 0.2623636722564697
Epoch 2956, Loss: 0.2623615860939026
Epoch 2957, Loss: 0.2623644769191742
Epoch 2958, Loss: 0.2623622715473175
Epoch 2959, Loss: 0.2623630166053772
Epoch 2960, Loss: 0.26236337423324585
Epoch 2961, Loss: 0.2623634934425354
Epoch 2962, Loss: 0.2623634934425354
Epoch 2963, Loss: 0.26236313581466675
Epoch 2964, Loss: 0.26236268877983093
Epoch 2965, Loss: 0.2623642385005951
Epoch 2966, Loss: 0.26236191391944885
Epoch 2967, Loss: 0.26236164569854736
Epoch 2968, Loss: 0.26236703991889954
Epoch 2969, Loss: 0.26236197352409363
Epoch 2970, Loss: 0.26236245036125183
Epoch 2971, Loss: 0.26236262917518616
Epoch 2972, Loss: 0.26236268877983093
Epoch 2973, Loss: 0.2623625099658966
Epoch 2974, Loss: 0.26236215233802795
Epoch 2975, Loss: 0.2623637318611145
Epoch 2976, Loss: 0.2623615860939026
Epoch 2977, Loss: 0.2623646557331085
Epoch 2978, Loss: 0.2623622715473175
Epoch 2979, Loss: 0.2623630166053772
Epoch 2980, Loss: 0.26236337423324585
Epoch 2981, Loss: 0.2623635530471802
Epoch 2982, Loss: 0.2623634338378906
Epoch 2983, Loss: 0.26236313581466675
Epoch 2984, Loss: 0.26236268877983093
Epoch 2985, Loss: 0.26236429810523987
Epoch 2986, Loss: 0.26236197352409363
Epoch 2987, Loss: 0.26236164569854736
Epoch 2988, Loss: 0.2623671591281891
Epoch 2989, Loss: 0.2623620331287384
Epoch 2990, Loss: 0.26236245036125183
Epoch 2991, Loss: 0.26236262917518616
Epoch 2992, Loss: 0.26236262917518616
Epoch 2993, Loss: 0.2623625099658966
Epoch 2994, Loss: 0.2623620927333832
Epoch 2995, Loss: 0.2623637914657593
Epoch 2996, Loss: 0.2623615264892578
Epoch 2997, Loss: 0.2623647153377533
Epoch 2998, Loss: 0.2623622715473175
Epoch 2999, Loss: 0.2623630166053772
Epoch 3000, Loss: 0.2623634338378906
Epoch 3001, Loss: 0.2623635530471802
Epoch 3002, Loss: 0.2623634338378906
Epoch 3003, Loss: 0.26236313581466675
Epoch 3004, Loss: 0.26236262917518616
Epoch 3005, Loss: 0.26236429810523987
Epoch 3006, Loss: 0.26236197352409363
Epoch 3007, Loss: 0.26236164569854736
Epoch 3008, Loss: 0.26236727833747864
Epoch 3009, Loss: 0.26236197352409363
Epoch 3010, Loss: 0.26236245036125183
Epoch 3011, Loss: 0.26236268877983093
Epoch 3012, Loss: 0.26236268877983093
Epoch 3013, Loss: 0.2623625099658966
Epoch 3014, Loss: 0.2623620927333832
Epoch 3015, Loss: 0.26236385107040405
Epoch 3016, Loss: 0.2623615264892578
Epoch 3017, Loss: 0.26236483454704285
Epoch 3018, Loss: 0.2623622715473175
Epoch 3019, Loss: 0.2623629570007324
Epoch 3020, Loss: 0.2623634338378906
Epoch 3021, Loss: 0.2623635530471802
Epoch 3022, Loss: 0.2623634338378906
Epoch 3023, Loss: 0.26236313581466675
Epoch 3024, Loss: 0.26236262917518616
Epoch 3025, Loss: 0.2623644173145294
Epoch 3026, Loss: 0.26236191391944885
Epoch 3027, Loss: 0.26236164569854736
Epoch 3028, Loss: 0.2623673975467682
Epoch 3029, Loss: 0.26236191391944885
Epoch 3030, Loss: 0.26236245036125183
Epoch 3031, Loss: 0.26236262917518616
Epoch 3032, Loss: 0.26236268877983093
Epoch 3033, Loss: 0.26236245036125183
Epoch 3034, Loss: 0.2623620927333832
Epoch 3035, Loss: 0.26236391067504883
Epoch 3036, Loss: 0.26236146688461304
Epoch 3037, Loss: 0.2623648941516876
Epoch 3038, Loss: 0.2623623311519623
Epoch 3039, Loss: 0.2623630166053772
Epoch 3040, Loss: 0.26236337423324585
Epoch 3041, Loss: 0.2623635530471802
Epoch 3042, Loss: 0.2623634338378906
Epoch 3043, Loss: 0.2623631954193115
Epoch 3044, Loss: 0.26236268877983093
Epoch 3045, Loss: 0.2623644173145294
Epoch 3046, Loss: 0.26236191391944885
Epoch 3047, Loss: 0.26236164569854736
Epoch 3048, Loss: 0.26236751675605774
Epoch 3049, Loss: 0.26236197352409363
Epoch 3050, Loss: 0.2623625099658966
Epoch 3051, Loss: 0.26236268877983093
Epoch 3052, Loss: 0.26236268877983093
Epoch 3053, Loss: 0.2623625099658966
Epoch 3054, Loss: 0.2623620927333832
Epoch 3055, Loss: 0.26236391067504883
Epoch 3056, Loss: 0.2623615264892578
Epoch 3057, Loss: 0.2623649537563324
Epoch 3058, Loss: 0.2623623311519623
Epoch 3059, Loss: 0.2623630166053772
Epoch 3060, Loss: 0.2623634338378906
Epoch 3061, Loss: 0.26236361265182495
Epoch 3062, Loss: 0.2623634934425354
Epoch 3063, Loss: 0.2623631954193115
Epoch 3064, Loss: 0.26236268877983093
Epoch 3065, Loss: 0.2623644769191742
Epoch 3066, Loss: 0.26236191391944885
Epoch 3067, Loss: 0.26236164569854736
Epoch 3068, Loss: 0.2623625695705414
Epoch 3069, Loss: 0.2623631954193115
Epoch 3070, Loss: 0.2623635530471802
Epoch 3071, Loss: 0.2623637318611145
Epoch 3072, Loss: 0.2623634934425354
Epoch 3073, Loss: 0.26236313581466675
Epoch 3074, Loss: 0.2623631954193115
Epoch 3075, Loss: 0.26236262917518616
Epoch 3076, Loss: 0.2623623311519623
Epoch 3077, Loss: 0.26236286759376526
Epoch 3078, Loss: 0.2623628079891205
Epoch 3079, Loss: 0.26236337423324585
Epoch 3080, Loss: 0.26236361265182495
Epoch 3081, Loss: 0.2623636722564697
Epoch 3082, Loss: 0.26236337423324585
Epoch 3083, Loss: 0.2623629570007324
Epoch 3084, Loss: 0.26236268877983093
Epoch 3085, Loss: 0.2623623311519623
Epoch 3086, Loss: 0.2623620331287384
Epoch 3087, Loss: 0.26236557960510254
Epoch 3088, Loss: 0.26236239075660706
Epoch 3089, Loss: 0.2623629570007324
Epoch 3090, Loss: 0.2623631954193115
Epoch 3091, Loss: 0.2623631954193115
Epoch 3092, Loss: 0.2623630166053772
Epoch 3093, Loss: 0.2623625099658966
Epoch 3094, Loss: 0.2623634934425354
Epoch 3095, Loss: 0.26236197352409363
Epoch 3096, Loss: 0.26236197352409363
Epoch 3097, Loss: 0.26236268877983093
Epoch 3098, Loss: 0.26236337423324585
Epoch 3099, Loss: 0.26236385107040405
Epoch 3100, Loss: 0.2623639702796936
Epoch 3101, Loss: 0.26236385107040405
Epoch 3102, Loss: 0.2623634934425354
Epoch 3103, Loss: 0.2623630166053772
Epoch 3104, Loss: 0.2623651325702667
Epoch 3105, Loss: 0.26236215233802795
Epoch 3106, Loss: 0.2623618543148041
Epoch 3107, Loss: 0.26236575841903687
Epoch 3108, Loss: 0.2623620927333832
Epoch 3109, Loss: 0.2623625695705414
Epoch 3110, Loss: 0.2623628079891205
Epoch 3111, Loss: 0.2623627483844757
Epoch 3112, Loss: 0.2623625695705414
Epoch 3113, Loss: 0.2623625099658966
Epoch 3114, Loss: 0.2623622715473175
Epoch 3115, Loss: 0.26236215233802795
Epoch 3116, Loss: 0.26236477494239807
Epoch 3117, Loss: 0.2623628079891205
Epoch 3118, Loss: 0.2623634934425354
Epoch 3119, Loss: 0.2623637914657593
Epoch 3120, Loss: 0.26236385107040405
Epoch 3121, Loss: 0.2623636722564697
Epoch 3122, Loss: 0.2623633146286011
Epoch 3123, Loss: 0.2623627483844757
Epoch 3124, Loss: 0.2623642385005951
Epoch 3125, Loss: 0.2623618543148041
Epoch 3126, Loss: 0.26236268877983093
Epoch 3127, Loss: 0.26236239075660706
Epoch 3128, Loss: 0.262363076210022
Epoch 3129, Loss: 0.26236337423324585
Epoch 3130, Loss: 0.2623634934425354
Epoch 3131, Loss: 0.2623632550239563
Epoch 3132, Loss: 0.2623629570007324
Epoch 3133, Loss: 0.2623642385005951
Epoch 3134, Loss: 0.2623623311519623
Epoch 3135, Loss: 0.26236215233802795
Epoch 3136, Loss: 0.2623639702796936
Epoch 3137, Loss: 0.26236262917518616
Epoch 3138, Loss: 0.2623631954193115
Epoch 3139, Loss: 0.2623634934425354
Epoch 3140, Loss: 0.2623635530471802
Epoch 3141, Loss: 0.2623632550239563
Epoch 3142, Loss: 0.26236286759376526
Epoch 3143, Loss: 0.26236313581466675
Epoch 3144, Loss: 0.2623622715473175
Epoch 3145, Loss: 0.2623620331287384
Epoch 3146, Loss: 0.26236599683761597
Epoch 3147, Loss: 0.2623623311519623
Epoch 3148, Loss: 0.2623629570007324
Epoch 3149, Loss: 0.2623632550239563
Epoch 3150, Loss: 0.2623632550239563
Epoch 3151, Loss: 0.2623630166053772
Epoch 3152, Loss: 0.26236262917518616
Epoch 3153, Loss: 0.26236337423324585
Epoch 3154, Loss: 0.26236197352409363
Epoch 3155, Loss: 0.26236191391944885
Epoch 3156, Loss: 0.2623627483844757
Epoch 3157, Loss: 0.2623634934425354
Epoch 3158, Loss: 0.26236391067504883
Epoch 3159, Loss: 0.26236408948898315
Epoch 3160, Loss: 0.26236391067504883
Epoch 3161, Loss: 0.26236361265182495
Epoch 3162, Loss: 0.2623630166053772
Epoch 3163, Loss: 0.26236507296562195
Epoch 3164, Loss: 0.26236221194267273
Epoch 3165, Loss: 0.26236191391944885
Epoch 3166, Loss: 0.2623659372329712
Epoch 3167, Loss: 0.2623620927333832
Epoch 3168, Loss: 0.26236262917518616
Epoch 3169, Loss: 0.2623628079891205
Epoch 3170, Loss: 0.2623628079891205
Epoch 3171, Loss: 0.26236262917518616
Epoch 3172, Loss: 0.26236262917518616
Epoch 3173, Loss: 0.2623622715473175
Epoch 3174, Loss: 0.26236215233802795
Epoch 3175, Loss: 0.2623651325702667
Epoch 3176, Loss: 0.2623627483844757
Epoch 3177, Loss: 0.2623634934425354
Epoch 3178, Loss: 0.26236385107040405
Epoch 3179, Loss: 0.26236385107040405
Epoch 3180, Loss: 0.2623636722564697
Epoch 3181, Loss: 0.2623632550239563
Epoch 3182, Loss: 0.26236268877983093
Epoch 3183, Loss: 0.2623644173145294
Epoch 3184, Loss: 0.2623617947101593
Epoch 3185, Loss: 0.2623631954193115
Epoch 3186, Loss: 0.2623623311519623
Epoch 3187, Loss: 0.2623630166053772
Epoch 3188, Loss: 0.26236337423324585
Epoch 3189, Loss: 0.2623634934425354
Epoch 3190, Loss: 0.2623632550239563
Epoch 3191, Loss: 0.26236286759376526
Epoch 3192, Loss: 0.2623644769191742
Epoch 3193, Loss: 0.26236239075660706
Epoch 3194, Loss: 0.26236215233802795
Epoch 3195, Loss: 0.26236435770988464
Epoch 3196, Loss: 0.26236262917518616
Epoch 3197, Loss: 0.2623631954193115
Epoch 3198, Loss: 0.2623634934425354
Epoch 3199, Loss: 0.2623634934425354
Epoch 3200, Loss: 0.2623633146286011
Epoch 3201, Loss: 0.26236286759376526
Epoch 3202, Loss: 0.2623632550239563
Epoch 3203, Loss: 0.26236221194267273
Epoch 3204, Loss: 0.26236197352409363
Epoch 3205, Loss: 0.2623663544654846
Epoch 3206, Loss: 0.26236239075660706
Epoch 3207, Loss: 0.2623630166053772
Epoch 3208, Loss: 0.2623633146286011
Epoch 3209, Loss: 0.2623633146286011
Epoch 3210, Loss: 0.262363076210022
Epoch 3211, Loss: 0.26236262917518616
Epoch 3212, Loss: 0.2623635530471802
Epoch 3213, Loss: 0.2623620331287384
Epoch 3214, Loss: 0.26236215233802795
Epoch 3215, Loss: 0.2623627483844757
Epoch 3216, Loss: 0.2623634934425354
Epoch 3217, Loss: 0.2623639702796936
Epoch 3218, Loss: 0.26236408948898315
Epoch 3219, Loss: 0.2623640298843384
Epoch 3220, Loss: 0.2623636722564697
Epoch 3221, Loss: 0.262363076210022
Epoch 3222, Loss: 0.2623652517795563
Epoch 3223, Loss: 0.26236215233802795
Epoch 3224, Loss: 0.2623617947101593
Epoch 3225, Loss: 0.2623663544654846
Epoch 3226, Loss: 0.2623620927333832
Epoch 3227, Loss: 0.26236262917518616
Epoch 3228, Loss: 0.26236286759376526
Epoch 3229, Loss: 0.2623628079891205
Epoch 3230, Loss: 0.2623625695705414
Epoch 3231, Loss: 0.2623627483844757
Epoch 3232, Loss: 0.2623622715473175
Epoch 3233, Loss: 0.26236215233802795
Epoch 3234, Loss: 0.26236552000045776
Epoch 3235, Loss: 0.26236286759376526
Epoch 3236, Loss: 0.2623635530471802
Epoch 3237, Loss: 0.26236385107040405
Epoch 3238, Loss: 0.26236391067504883
Epoch 3239, Loss: 0.2623637318611145
Epoch 3240, Loss: 0.2623633146286011
Epoch 3241, Loss: 0.2623627483844757
Epoch 3242, Loss: 0.26236453652381897
Epoch 3243, Loss: 0.2623617947101593
Epoch 3244, Loss: 0.2623634338378906
Epoch 3245, Loss: 0.26236239075660706
Epoch 3246, Loss: 0.2623630166053772
Epoch 3247, Loss: 0.2623634338378906
Epoch 3248, Loss: 0.2623634934425354
Epoch 3249, Loss: 0.2623633146286011
Epoch 3250, Loss: 0.26236286759376526
Epoch 3251, Loss: 0.26236459612846375
Epoch 3252, Loss: 0.2623623311519623
Epoch 3253, Loss: 0.26236215233802795
Epoch 3254, Loss: 0.2623646557331085
Epoch 3255, Loss: 0.2623625695705414
Epoch 3256, Loss: 0.2623631954193115
Epoch 3257, Loss: 0.2623635530471802
Epoch 3258, Loss: 0.26236361265182495
Epoch 3259, Loss: 0.2623633146286011
Epoch 3260, Loss: 0.26236286759376526
Epoch 3261, Loss: 0.2623634934425354
Epoch 3262, Loss: 0.2623622715473175
Epoch 3263, Loss: 0.26236197352409363
Epoch 3264, Loss: 0.26236674189567566
Epoch 3265, Loss: 0.26236239075660706
Epoch 3266, Loss: 0.2623630166053772
Epoch 3267, Loss: 0.2623633146286011
Epoch 3268, Loss: 0.2623632550239563
Epoch 3269, Loss: 0.262363076210022
Epoch 3270, Loss: 0.26236262917518616
Epoch 3271, Loss: 0.2623637318611145
Epoch 3272, Loss: 0.26236197352409363
Epoch 3273, Loss: 0.26236239075660706
Epoch 3274, Loss: 0.2623627483844757
Epoch 3275, Loss: 0.2623635530471802
Epoch 3276, Loss: 0.2623640298843384
Epoch 3277, Loss: 0.26236414909362793
Epoch 3278, Loss: 0.2623640298843384
Epoch 3279, Loss: 0.26236361265182495
Epoch 3280, Loss: 0.262363076210022
Epoch 3281, Loss: 0.262365460395813
Epoch 3282, Loss: 0.26236215233802795
Epoch 3283, Loss: 0.2623617947101593
Epoch 3284, Loss: 0.26236674189567566
Epoch 3285, Loss: 0.2623620927333832
Epoch 3286, Loss: 0.2623625695705414
Epoch 3287, Loss: 0.26236286759376526
Epoch 3288, Loss: 0.2623628079891205
Epoch 3289, Loss: 0.26236262917518616
Epoch 3290, Loss: 0.26236286759376526
Epoch 3291, Loss: 0.2623622715473175
Epoch 3292, Loss: 0.2623620927333832
Epoch 3293, Loss: 0.2623658776283264
Epoch 3294, Loss: 0.26236286759376526
Epoch 3295, Loss: 0.2623634934425354
Epoch 3296, Loss: 0.2623639702796936
Epoch 3297, Loss: 0.2623639702796936
Epoch 3298, Loss: 0.2623637318611145
Epoch 3299, Loss: 0.26236337423324585
Epoch 3300, Loss: 0.2623627483844757
Epoch 3301, Loss: 0.26236477494239807
Epoch 3302, Loss: 0.2623617351055145
Epoch 3303, Loss: 0.2623637318611145
Epoch 3304, Loss: 0.2623623311519623
Epoch 3305, Loss: 0.262363076210022
Epoch 3306, Loss: 0.2623634338378906
Epoch 3307, Loss: 0.2623634934425354
Epoch 3308, Loss: 0.2623633146286011
Epoch 3309, Loss: 0.26236286759376526
Epoch 3310, Loss: 0.26236483454704285
Epoch 3311, Loss: 0.26236239075660706
Epoch 3312, Loss: 0.2623620331287384
Epoch 3313, Loss: 0.2623650133609772
Epoch 3314, Loss: 0.2623625695705414
Epoch 3315, Loss: 0.2623632550239563
Epoch 3316, Loss: 0.2623634934425354
Epoch 3317, Loss: 0.26236361265182495
Epoch 3318, Loss: 0.26236337423324585
Epoch 3319, Loss: 0.26236286759376526
Epoch 3320, Loss: 0.2623635530471802
Epoch 3321, Loss: 0.26236221194267273
Epoch 3322, Loss: 0.26236197352409363
Epoch 3323, Loss: 0.2623671591281891
Epoch 3324, Loss: 0.26236239075660706
Epoch 3325, Loss: 0.2623630166053772
Epoch 3326, Loss: 0.2623633146286011
Epoch 3327, Loss: 0.2623633146286011
Epoch 3328, Loss: 0.262363076210022
Epoch 3329, Loss: 0.26236262917518616
Epoch 3330, Loss: 0.26236385107040405
Epoch 3331, Loss: 0.26236197352409363
Epoch 3332, Loss: 0.26236268877983093
Epoch 3333, Loss: 0.2623628079891205
Epoch 3334, Loss: 0.26236361265182495
Epoch 3335, Loss: 0.2623640298843384
Epoch 3336, Loss: 0.2623642385005951
Epoch 3337, Loss: 0.26236408948898315
Epoch 3338, Loss: 0.2623636722564697
Epoch 3339, Loss: 0.262363076210022
Epoch 3340, Loss: 0.26236313581466675
Epoch 3341, Loss: 0.2623627483844757
Epoch 3342, Loss: 0.2623623311519623
Epoch 3343, Loss: 0.2623681426048279
Epoch 3344, Loss: 0.26236245036125183
Epoch 3345, Loss: 0.26236286759376526
Epoch 3346, Loss: 0.2623630166053772
Epoch 3347, Loss: 0.2623629570007324
Epoch 3348, Loss: 0.26236262917518616
Epoch 3349, Loss: 0.2623620927333832
Epoch 3350, Loss: 0.2623647153377533
Epoch 3351, Loss: 0.26236164569854736
Epoch 3352, Loss: 0.2623625695705414
Epoch 3353, Loss: 0.2623634934425354
Epoch 3354, Loss: 0.26236414909362793
Epoch 3355, Loss: 0.2623644173145294
Epoch 3356, Loss: 0.2623644173145294
Epoch 3357, Loss: 0.26236408948898315
Epoch 3358, Loss: 0.2623637318611145
Epoch 3359, Loss: 0.26236361265182495
Epoch 3360, Loss: 0.2623634338378906
Epoch 3361, Loss: 0.2623630166053772
Epoch 3362, Loss: 0.262363076210022
Epoch 3363, Loss: 0.2623631954193115
Epoch 3364, Loss: 0.2623636722564697
Epoch 3365, Loss: 0.26236385107040405
Epoch 3366, Loss: 0.2623637318611145
Epoch 3367, Loss: 0.2623633146286011
Epoch 3368, Loss: 0.26236268877983093
Epoch 3369, Loss: 0.26236414909362793
Epoch 3370, Loss: 0.2623618543148041
Epoch 3371, Loss: 0.26236337423324585
Epoch 3372, Loss: 0.2623625099658966
Epoch 3373, Loss: 0.2623633146286011
Epoch 3374, Loss: 0.2623637318611145
Epoch 3375, Loss: 0.26236385107040405
Epoch 3376, Loss: 0.2623636722564697
Epoch 3377, Loss: 0.2623633146286011
Epoch 3378, Loss: 0.26236459612846375
Epoch 3379, Loss: 0.26236262917518616
Epoch 3380, Loss: 0.26236239075660706
Epoch 3381, Loss: 0.262363076210022
Epoch 3382, Loss: 0.2623629570007324
Epoch 3383, Loss: 0.2623635530471802
Epoch 3384, Loss: 0.26236385107040405
Epoch 3385, Loss: 0.26236391067504883
Epoch 3386, Loss: 0.2623636722564697
Epoch 3387, Loss: 0.26236313581466675
Epoch 3388, Loss: 0.2623639702796936
Epoch 3389, Loss: 0.26236239075660706
Epoch 3390, Loss: 0.2623620927333832
Epoch 3391, Loss: 0.2623658776283264
Epoch 3392, Loss: 0.2623625099658966
Epoch 3393, Loss: 0.26236313581466675
Epoch 3394, Loss: 0.2623634934425354
Epoch 3395, Loss: 0.2623634338378906
Epoch 3396, Loss: 0.2623631954193115
Epoch 3397, Loss: 0.26236268877983093
Epoch 3398, Loss: 0.26236435770988464
Epoch 3399, Loss: 0.2623620331287384
Epoch 3400, Loss: 0.2623620927333832
Epoch 3401, Loss: 0.26236286759376526
Epoch 3402, Loss: 0.2623636722564697
Epoch 3403, Loss: 0.26236414909362793
Epoch 3404, Loss: 0.26236429810523987
Epoch 3405, Loss: 0.26236414909362793
Epoch 3406, Loss: 0.2623637318611145
Epoch 3407, Loss: 0.2623634934425354
Epoch 3408, Loss: 0.2623630166053772
Epoch 3409, Loss: 0.2623627483844757
Epoch 3410, Loss: 0.2623622715473175
Epoch 3411, Loss: 0.2623683214187622
Epoch 3412, Loss: 0.26236239075660706
Epoch 3413, Loss: 0.2623629570007324
Epoch 3414, Loss: 0.26236313581466675
Epoch 3415, Loss: 0.2623629570007324
Epoch 3416, Loss: 0.26236262917518616
Epoch 3417, Loss: 0.2623620927333832
Epoch 3418, Loss: 0.2623648941516876
Epoch 3419, Loss: 0.2623618543148041
Epoch 3420, Loss: 0.2623625695705414
Epoch 3421, Loss: 0.2623635530471802
Epoch 3422, Loss: 0.2623642385005951
Epoch 3423, Loss: 0.26236453652381897
Epoch 3424, Loss: 0.2623644769191742
Epoch 3425, Loss: 0.2623642385005951
Epoch 3426, Loss: 0.26236385107040405
Epoch 3427, Loss: 0.2623637318611145
Epoch 3428, Loss: 0.2623634934425354
Epoch 3429, Loss: 0.2623629570007324
Epoch 3430, Loss: 0.2623634934425354
Epoch 3431, Loss: 0.2623631954193115
Epoch 3432, Loss: 0.2623636722564697
Epoch 3433, Loss: 0.26236385107040405
Epoch 3434, Loss: 0.2623636722564697
Epoch 3435, Loss: 0.26236337423324585
Epoch 3436, Loss: 0.26236268877983093
Epoch 3437, Loss: 0.26236435770988464
Epoch 3438, Loss: 0.2623617947101593
Epoch 3439, Loss: 0.26236391067504883
Epoch 3440, Loss: 0.2623625099658966
Epoch 3441, Loss: 0.2623633146286011
Epoch 3442, Loss: 0.2623637318611145
Epoch 3443, Loss: 0.26236391067504883
Epoch 3444, Loss: 0.2623636722564697
Epoch 3445, Loss: 0.2623632550239563
Epoch 3446, Loss: 0.26236483454704285
Epoch 3447, Loss: 0.2623625695705414
Epoch 3448, Loss: 0.2623623311519623
Epoch 3449, Loss: 0.2623635530471802
Epoch 3450, Loss: 0.26236286759376526
Epoch 3451, Loss: 0.26236361265182495
Epoch 3452, Loss: 0.26236391067504883
Epoch 3453, Loss: 0.26236391067504883
Epoch 3454, Loss: 0.2623636722564697
Epoch 3455, Loss: 0.26236313581466675
Epoch 3456, Loss: 0.26236408948898315
Epoch 3457, Loss: 0.26236239075660706
Epoch 3458, Loss: 0.2623620331287384
Epoch 3459, Loss: 0.2623664140701294
Epoch 3460, Loss: 0.2623625099658966
Epoch 3461, Loss: 0.2623631954193115
Epoch 3462, Loss: 0.2623634934425354
Epoch 3463, Loss: 0.2623634934425354
Epoch 3464, Loss: 0.2623631954193115
Epoch 3465, Loss: 0.26236268877983093
Epoch 3466, Loss: 0.26236459612846375
Epoch 3467, Loss: 0.26236197352409363
Epoch 3468, Loss: 0.26236239075660706
Epoch 3469, Loss: 0.26236286759376526
Epoch 3470, Loss: 0.2623636722564697
Epoch 3471, Loss: 0.2623642385005951
Epoch 3472, Loss: 0.26236435770988464
Epoch 3473, Loss: 0.26236414909362793
Epoch 3474, Loss: 0.2623637318611145
Epoch 3475, Loss: 0.26236361265182495
Epoch 3476, Loss: 0.26236313581466675
Epoch 3477, Loss: 0.2623628079891205
Epoch 3478, Loss: 0.2623622715473175
Epoch 3479, Loss: 0.2623688578605652
Epoch 3480, Loss: 0.26236239075660706
Epoch 3481, Loss: 0.2623628079891205
Epoch 3482, Loss: 0.262363076210022
Epoch 3483, Loss: 0.2623630166053772
Epoch 3484, Loss: 0.26236262917518616
Epoch 3485, Loss: 0.26236215233802795
Epoch 3486, Loss: 0.2623620927333832
Epoch 3487, Loss: 0.262363076210022
Epoch 3488, Loss: 0.2623632550239563
Epoch 3489, Loss: 0.26236408948898315
Epoch 3490, Loss: 0.2623646557331085
Epoch 3491, Loss: 0.2623648941516876
Epoch 3492, Loss: 0.2623647153377533
Epoch 3493, Loss: 0.26236429810523987
Epoch 3494, Loss: 0.2623636722564697
Epoch 3495, Loss: 0.2623652517795563
Epoch 3496, Loss: 0.26236262917518616
Epoch 3497, Loss: 0.26236215233802795
Epoch 3498, Loss: 0.26236483454704285
Epoch 3499, Loss: 0.26236245036125183
Epoch 3500, Loss: 0.262363076210022
Epoch 3501, Loss: 0.2623633146286011
Epoch 3502, Loss: 0.2623633146286011
Epoch 3503, Loss: 0.2623629570007324
Epoch 3504, Loss: 0.26236361265182495
Epoch 3505, Loss: 0.2623625099658966
Epoch 3506, Loss: 0.2623623311519623
Epoch 3507, Loss: 0.26236477494239807
Epoch 3508, Loss: 0.2623630166053772
Epoch 3509, Loss: 0.2623637914657593
Epoch 3510, Loss: 0.2623642385005951
Epoch 3511, Loss: 0.26236429810523987
Epoch 3512, Loss: 0.2623639702796936
Epoch 3513, Loss: 0.2623634934425354
Epoch 3514, Loss: 0.262363076210022
Epoch 3515, Loss: 0.2623627483844757
Epoch 3516, Loss: 0.26236239075660706
Epoch 3517, Loss: 0.26236459612846375
Epoch 3518, Loss: 0.26236286759376526
Epoch 3519, Loss: 0.2623635530471802
Epoch 3520, Loss: 0.26236385107040405
Epoch 3521, Loss: 0.2623637914657593
Epoch 3522, Loss: 0.2623635530471802
Epoch 3523, Loss: 0.2623630166053772
Epoch 3524, Loss: 0.2623647153377533
Epoch 3525, Loss: 0.26236215233802795
Epoch 3526, Loss: 0.2623618543148041
Epoch 3527, Loss: 0.2623678147792816
Epoch 3528, Loss: 0.26236239075660706
Epoch 3529, Loss: 0.2623630166053772
Epoch 3530, Loss: 0.2623633146286011
Epoch 3531, Loss: 0.2623633146286011
Epoch 3532, Loss: 0.26236313581466675
Epoch 3533, Loss: 0.2623625099658966
Epoch 3534, Loss: 0.2623651921749115
Epoch 3535, Loss: 0.2623618543148041
Epoch 3536, Loss: 0.2623630166053772
Epoch 3537, Loss: 0.2623628079891205
Epoch 3538, Loss: 0.2623636722564697
Epoch 3539, Loss: 0.2623642385005951
Epoch 3540, Loss: 0.2623644173145294
Epoch 3541, Loss: 0.26236429810523987
Epoch 3542, Loss: 0.2623637914657593
Epoch 3543, Loss: 0.26236361265182495
Epoch 3544, Loss: 0.26236313581466675
Epoch 3545, Loss: 0.26236286759376526
Epoch 3546, Loss: 0.2623623311519623
Epoch 3547, Loss: 0.2623690962791443
Epoch 3548, Loss: 0.26236245036125183
Epoch 3549, Loss: 0.2623630166053772
Epoch 3550, Loss: 0.26236313581466675
Epoch 3551, Loss: 0.262363076210022
Epoch 3552, Loss: 0.26236262917518616
Epoch 3553, Loss: 0.2623620331287384
Epoch 3554, Loss: 0.2623651921749115
Epoch 3555, Loss: 0.2623622715473175
Epoch 3556, Loss: 0.2623625695705414
Epoch 3557, Loss: 0.26236361265182495
Epoch 3558, Loss: 0.26236435770988464
Epoch 3559, Loss: 0.26236459612846375
Epoch 3560, Loss: 0.26236459612846375
Epoch 3561, Loss: 0.26236429810523987
Epoch 3562, Loss: 0.26236408948898315
Epoch 3563, Loss: 0.2623637318611145
Epoch 3564, Loss: 0.2623634934425354
Epoch 3565, Loss: 0.2623630166053772
Epoch 3566, Loss: 0.26236429810523987
Epoch 3567, Loss: 0.26236313581466675
Epoch 3568, Loss: 0.2623636722564697
Epoch 3569, Loss: 0.26236385107040405
Epoch 3570, Loss: 0.2623637318611145
Epoch 3571, Loss: 0.2623633146286011
Epoch 3572, Loss: 0.26236268877983093
Epoch 3573, Loss: 0.2623648941516876
Epoch 3574, Loss: 0.26236164569854736
Epoch 3575, Loss: 0.2623648941516876
Epoch 3576, Loss: 0.26236245036125183
Epoch 3577, Loss: 0.2623633146286011
Epoch 3578, Loss: 0.2623637318611145
Epoch 3579, Loss: 0.26236385107040405
Epoch 3580, Loss: 0.2623636722564697
Epoch 3581, Loss: 0.2623632550239563
Epoch 3582, Loss: 0.2623652517795563
Epoch 3583, Loss: 0.2623625695705414
Epoch 3584, Loss: 0.2623623311519623
Epoch 3585, Loss: 0.26236435770988464
Epoch 3586, Loss: 0.26236286759376526
Epoch 3587, Loss: 0.26236361265182495
Epoch 3588, Loss: 0.2623639702796936
Epoch 3589, Loss: 0.2623639702796936
Epoch 3590, Loss: 0.2623636722564697
Epoch 3591, Loss: 0.2623631954193115
Epoch 3592, Loss: 0.26236435770988464
Epoch 3593, Loss: 0.2623623311519623
Epoch 3594, Loss: 0.2623620927333832
Epoch 3595, Loss: 0.2623673975467682
Epoch 3596, Loss: 0.2623625099658966
Epoch 3597, Loss: 0.2623631954193115
Epoch 3598, Loss: 0.2623634934425354
Epoch 3599, Loss: 0.2623635530471802
Epoch 3600, Loss: 0.2623632550239563
Epoch 3601, Loss: 0.2623627483844757
Epoch 3602, Loss: 0.2623648941516876
Epoch 3603, Loss: 0.26236197352409363
Epoch 3604, Loss: 0.26236313581466675
Epoch 3605, Loss: 0.2623628079891205
Epoch 3606, Loss: 0.2623637914657593
Epoch 3607, Loss: 0.26236435770988464
Epoch 3608, Loss: 0.2623644769191742
Epoch 3609, Loss: 0.26236429810523987
Epoch 3610, Loss: 0.2623637914657593
Epoch 3611, Loss: 0.2623639702796936
Epoch 3612, Loss: 0.26236313581466675
Epoch 3613, Loss: 0.2623627483844757
Epoch 3614, Loss: 0.26236221194267273
Epoch 3615, Loss: 0.2623700201511383
Epoch 3616, Loss: 0.2623623311519623
Epoch 3617, Loss: 0.26236286759376526
Epoch 3618, Loss: 0.2623630166053772
Epoch 3619, Loss: 0.2623629570007324
Epoch 3620, Loss: 0.2623625695705414
Epoch 3621, Loss: 0.26236245036125183
Epoch 3622, Loss: 0.2623620331287384
Epoch 3623, Loss: 0.26236385107040405
Epoch 3624, Loss: 0.2623631954193115
Epoch 3625, Loss: 0.26236414909362793
Epoch 3626, Loss: 0.26236483454704285
Epoch 3627, Loss: 0.2623650133609772
Epoch 3628, Loss: 0.26236483454704285
Epoch 3629, Loss: 0.2623644173145294
Epoch 3630, Loss: 0.26236361265182495
Epoch 3631, Loss: 0.26236575841903687
Epoch 3632, Loss: 0.2623625695705414
Epoch 3633, Loss: 0.2623620927333832
Epoch 3634, Loss: 0.26236575841903687
Epoch 3635, Loss: 0.26236239075660706
Epoch 3636, Loss: 0.262363076210022
Epoch 3637, Loss: 0.2623633146286011
Epoch 3638, Loss: 0.2623633146286011
Epoch 3639, Loss: 0.2623629570007324
Epoch 3640, Loss: 0.2623639702796936
Epoch 3641, Loss: 0.26236245036125183
Epoch 3642, Loss: 0.2623623311519623
Epoch 3643, Loss: 0.26236557960510254
Epoch 3644, Loss: 0.262363076210022
Epoch 3645, Loss: 0.26236385107040405
Epoch 3646, Loss: 0.26236429810523987
Epoch 3647, Loss: 0.26236435770988464
Epoch 3648, Loss: 0.26236408948898315
Epoch 3649, Loss: 0.26236361265182495
Epoch 3650, Loss: 0.26236337423324585
Epoch 3651, Loss: 0.2623627483844757
Epoch 3652, Loss: 0.26236239075660706
Epoch 3653, Loss: 0.26236552000045776
Epoch 3654, Loss: 0.26236286759376526
Epoch 3655, Loss: 0.2623635530471802
Epoch 3656, Loss: 0.26236391067504883
Epoch 3657, Loss: 0.26236385107040405
Epoch 3658, Loss: 0.2623634934425354
Epoch 3659, Loss: 0.2623629570007324
Epoch 3660, Loss: 0.2623651325702667
Epoch 3661, Loss: 0.26236215233802795
Epoch 3662, Loss: 0.2623617947101593
Epoch 3663, Loss: 0.2623688578605652
Epoch 3664, Loss: 0.2623622715473175
Epoch 3665, Loss: 0.2623629570007324
Epoch 3666, Loss: 0.2623633146286011
Epoch 3667, Loss: 0.26236337423324585
Epoch 3668, Loss: 0.262363076210022
Epoch 3669, Loss: 0.26236268877983093
Epoch 3670, Loss: 0.26236268877983093
Epoch 3671, Loss: 0.2623625695705414
Epoch 3672, Loss: 0.2623647153377533
Epoch 3673, Loss: 0.26236337423324585
Epoch 3674, Loss: 0.2623642385005951
Epoch 3675, Loss: 0.2623647153377533
Epoch 3676, Loss: 0.26236477494239807
Epoch 3677, Loss: 0.2623644769191742
Epoch 3678, Loss: 0.26236385107040405
Epoch 3679, Loss: 0.262363076210022
Epoch 3680, Loss: 0.26236629486083984
Epoch 3681, Loss: 0.26236191391944885
Epoch 3682, Loss: 0.26236429810523987
Epoch 3683, Loss: 0.26236429810523987
Epoch 3684, Loss: 0.26236599683761597
Epoch 3685, Loss: 0.26236727833747864
Epoch 3686, Loss: 0.26236802339553833
Epoch 3687, Loss: 0.2623681426048279
Epoch 3688, Loss: 0.26236769556999207
Epoch 3689, Loss: 0.2623668611049652
Epoch 3690, Loss: 0.2623656392097473
Epoch 3691, Loss: 0.262371301651001
Epoch 3692, Loss: 0.2623646557331085
Epoch 3693, Loss: 0.26236477494239807
Epoch 3694, Loss: 0.2623644769191742
Epoch 3695, Loss: 0.26236391067504883
Epoch 3696, Loss: 0.2623631954193115
Epoch 3697, Loss: 0.2623623311519623
Epoch 3698, Loss: 0.2623661160469055
Epoch 3699, Loss: 0.26236599683761597
Epoch 3700, Loss: 0.2623629570007324
Epoch 3701, Loss: 0.26236477494239807
Epoch 3702, Loss: 0.26236623525619507
Epoch 3703, Loss: 0.2623671591281891
Epoch 3704, Loss: 0.2623675763607025
Epoch 3705, Loss: 0.2623676359653473
Epoch 3706, Loss: 0.2623671591281891
Epoch 3707, Loss: 0.2623663544654846
Epoch 3708, Loss: 0.2623651921749115
Epoch 3709, Loss: 0.2623661756515503
Epoch 3710, Loss: 0.2623644173145294
Epoch 3711, Loss: 0.26236459612846375
Epoch 3712, Loss: 0.2623644173145294
Epoch 3713, Loss: 0.2623639702796936
Epoch 3714, Loss: 0.2623633146286011
Epoch 3715, Loss: 0.26236414909362793
Epoch 3716, Loss: 0.2623623311519623
Epoch 3717, Loss: 0.26236191391944885
Epoch 3718, Loss: 0.2623671591281891
Epoch 3719, Loss: 0.26236239075660706
Epoch 3720, Loss: 0.26236313581466675
Epoch 3721, Loss: 0.2623635530471802
Epoch 3722, Loss: 0.2623636722564697
Epoch 3723, Loss: 0.2623644769191742
Epoch 3724, Loss: 0.26236385107040405
Epoch 3725, Loss: 0.26236385107040405
Epoch 3726, Loss: 0.26236361265182495
Epoch 3727, Loss: 0.26236313581466675
Epoch 3728, Loss: 0.26236605644226074
Epoch 3729, Loss: 0.2623634338378906
Epoch 3730, Loss: 0.2623640298843384
Epoch 3731, Loss: 0.26236435770988464
Epoch 3732, Loss: 0.26236429810523987
Epoch 3733, Loss: 0.26236385107040405
Epoch 3734, Loss: 0.2623632550239563
Epoch 3735, Loss: 0.26236459612846375
Epoch 3736, Loss: 0.26236221194267273
Epoch 3737, Loss: 0.2623618543148041
Epoch 3738, Loss: 0.2623692452907562
Epoch 3739, Loss: 0.2623622715473175
Epoch 3740, Loss: 0.2623630166053772
Epoch 3741, Loss: 0.26236337423324585
Epoch 3742, Loss: 0.26236337423324585
Epoch 3743, Loss: 0.262363076210022
Epoch 3744, Loss: 0.2623630166053772
Epoch 3745, Loss: 0.2623627483844757
Epoch 3746, Loss: 0.2623625695705414
Epoch 3747, Loss: 0.26236483454704285
Epoch 3748, Loss: 0.2623634338378906
Epoch 3749, Loss: 0.26236435770988464
Epoch 3750, Loss: 0.26236477494239807
Epoch 3751, Loss: 0.2623648941516876
Epoch 3752, Loss: 0.26236459612846375
Epoch 3753, Loss: 0.2623640298843384
Epoch 3754, Loss: 0.2623631954193115
Epoch 3755, Loss: 0.2623661160469055
Epoch 3756, Loss: 0.26236197352409363
Epoch 3757, Loss: 0.2623634934425354
Epoch 3758, Loss: 0.26236262917518616
Epoch 3759, Loss: 0.26236337423324585
Epoch 3760, Loss: 0.26236385107040405
Epoch 3761, Loss: 0.26236391067504883
Epoch 3762, Loss: 0.2623636722564697
Epoch 3763, Loss: 0.26236391067504883
Epoch 3764, Loss: 0.2623633146286011
Epoch 3765, Loss: 0.26236313581466675
Epoch 3766, Loss: 0.26236268877983093
Epoch 3767, Loss: 0.26236820220947266
Epoch 3768, Loss: 0.2623630166053772
Epoch 3769, Loss: 0.2623636722564697
Epoch 3770, Loss: 0.2623639702796936
Epoch 3771, Loss: 0.26236385107040405
Epoch 3772, Loss: 0.2623634338378906
Epoch 3773, Loss: 0.2623627483844757
Epoch 3774, Loss: 0.26236453652381897
Epoch 3775, Loss: 0.2623617947101593
Epoch 3776, Loss: 0.2623652517795563
Epoch 3777, Loss: 0.26236268877983093
Epoch 3778, Loss: 0.2623635530471802
Epoch 3779, Loss: 0.26236408948898315
Epoch 3780, Loss: 0.26236429810523987
Epoch 3781, Loss: 0.2623640298843384
Epoch 3782, Loss: 0.2623635530471802
Epoch 3783, Loss: 0.26236557960510254
Epoch 3784, Loss: 0.2623627483844757
Epoch 3785, Loss: 0.26236245036125183
Epoch 3786, Loss: 0.26236408948898315
Epoch 3787, Loss: 0.2623630166053772
Epoch 3788, Loss: 0.2623637914657593
Epoch 3789, Loss: 0.2623642385005951
Epoch 3790, Loss: 0.2623642385005951
Epoch 3791, Loss: 0.26236385107040405
Epoch 3792, Loss: 0.2623632550239563
Epoch 3793, Loss: 0.262365460395813
Epoch 3794, Loss: 0.2623623311519623
Epoch 3795, Loss: 0.26236197352409363
Epoch 3796, Loss: 0.2623681426048279
Epoch 3797, Loss: 0.26236245036125183
Epoch 3798, Loss: 0.2623631954193115
Epoch 3799, Loss: 0.2623634934425354
Epoch 3800, Loss: 0.2623635530471802
Epoch 3801, Loss: 0.2623632550239563
Epoch 3802, Loss: 0.2623630166053772
Epoch 3803, Loss: 0.2623627483844757
Epoch 3804, Loss: 0.2623625695705414
Epoch 3805, Loss: 0.26236483454704285
Epoch 3806, Loss: 0.2623634934425354
Epoch 3807, Loss: 0.26236435770988464
Epoch 3808, Loss: 0.26236477494239807
Epoch 3809, Loss: 0.26236483454704285
Epoch 3810, Loss: 0.2623644769191742
Epoch 3811, Loss: 0.26236385107040405
Epoch 3812, Loss: 0.2623637318611145
Epoch 3813, Loss: 0.26236286759376526
Epoch 3814, Loss: 0.2623625099658966
Epoch 3815, Loss: 0.2623651921749115
Epoch 3816, Loss: 0.2623630166053772
Epoch 3817, Loss: 0.2623636722564697
Epoch 3818, Loss: 0.2623639702796936
Epoch 3819, Loss: 0.26236391067504883
Epoch 3820, Loss: 0.26236361265182495
Epoch 3821, Loss: 0.2623633146286011
Epoch 3822, Loss: 0.2623630166053772
Epoch 3823, Loss: 0.2623628079891205
Epoch 3824, Loss: 0.26236286759376526
Epoch 3825, Loss: 0.26236361265182495
Epoch 3826, Loss: 0.2623644173145294
Epoch 3827, Loss: 0.2623648941516876
Epoch 3828, Loss: 0.2623648941516876
Epoch 3829, Loss: 0.26236459612846375
Epoch 3830, Loss: 0.26236391067504883
Epoch 3831, Loss: 0.26236477494239807
Epoch 3832, Loss: 0.2623629570007324
Epoch 3833, Loss: 0.26236245036125183
Epoch 3834, Loss: 0.26236435770988464
Epoch 3835, Loss: 0.26236286759376526
Epoch 3836, Loss: 0.2623636722564697
Epoch 3837, Loss: 0.2623639702796936
Epoch 3838, Loss: 0.2623639702796936
Epoch 3839, Loss: 0.26236361265182495
Epoch 3840, Loss: 0.2623637318611145
Epoch 3841, Loss: 0.26236313581466675
Epoch 3842, Loss: 0.26236286759376526
Epoch 3843, Loss: 0.26236239075660706
Epoch 3844, Loss: 0.2623703181743622
Epoch 3845, Loss: 0.26236268877983093
Epoch 3846, Loss: 0.2623633146286011
Epoch 3847, Loss: 0.2623635530471802
Epoch 3848, Loss: 0.2623634934425354
Epoch 3849, Loss: 0.26236313581466675
Epoch 3850, Loss: 0.26236245036125183
Epoch 3851, Loss: 0.26236599683761597
Epoch 3852, Loss: 0.2623615264892578
Epoch 3853, Loss: 0.2623663544654846
Epoch 3854, Loss: 0.2623625099658966
Epoch 3855, Loss: 0.2623634338378906
Epoch 3856, Loss: 0.2623640298843384
Epoch 3857, Loss: 0.2623642385005951
Epoch 3858, Loss: 0.26236408948898315
Epoch 3859, Loss: 0.26236361265182495
Epoch 3860, Loss: 0.2623656988143921
Epoch 3861, Loss: 0.26236286759376526
Epoch 3862, Loss: 0.2623625099658966
Epoch 3863, Loss: 0.26236385107040405
Epoch 3864, Loss: 0.2623632550239563
Epoch 3865, Loss: 0.2623640298843384
Epoch 3866, Loss: 0.2623644173145294
Epoch 3867, Loss: 0.2623644769191742
Epoch 3868, Loss: 0.26236408948898315
Epoch 3869, Loss: 0.2623634338378906
Epoch 3870, Loss: 0.2623651325702667
Epoch 3871, Loss: 0.26236239075660706
Epoch 3872, Loss: 0.2623620927333832
Epoch 3873, Loss: 0.26236826181411743
Epoch 3874, Loss: 0.2623625099658966
Epoch 3875, Loss: 0.2623632550239563
Epoch 3876, Loss: 0.2623636722564697
Epoch 3877, Loss: 0.26236361265182495
Epoch 3878, Loss: 0.2623633146286011
Epoch 3879, Loss: 0.262363076210022
Epoch 3880, Loss: 0.2623627483844757
Epoch 3881, Loss: 0.2623625695705414
Epoch 3882, Loss: 0.2623653709888458
Epoch 3883, Loss: 0.2623634338378906
Epoch 3884, Loss: 0.26236435770988464
Epoch 3885, Loss: 0.26236477494239807
Epoch 3886, Loss: 0.26236483454704285
Epoch 3887, Loss: 0.2623644769191742
Epoch 3888, Loss: 0.26236385107040405
Epoch 3889, Loss: 0.26236408948898315
Epoch 3890, Loss: 0.2623627483844757
Epoch 3891, Loss: 0.26236239075660706
Epoch 3892, Loss: 0.2623659372329712
Epoch 3893, Loss: 0.26236286759376526
Epoch 3894, Loss: 0.2623636722564697
Epoch 3895, Loss: 0.2623639702796936
Epoch 3896, Loss: 0.26236391067504883
Epoch 3897, Loss: 0.26236361265182495
Epoch 3898, Loss: 0.2623634934425354
Epoch 3899, Loss: 0.2623630166053772
Epoch 3900, Loss: 0.2623627483844757
Epoch 3901, Loss: 0.26236337423324585
Epoch 3902, Loss: 0.26236361265182495
Epoch 3903, Loss: 0.2623644769191742
Epoch 3904, Loss: 0.2623649537563324
Epoch 3905, Loss: 0.2623649537563324
Epoch 3906, Loss: 0.2623646557331085
Epoch 3907, Loss: 0.2623639702796936
Epoch 3908, Loss: 0.2623649537563324
Epoch 3909, Loss: 0.2623629570007324
Epoch 3910, Loss: 0.26236245036125183
Epoch 3911, Loss: 0.2623648941516876
Epoch 3912, Loss: 0.2623629570007324
Epoch 3913, Loss: 0.2623637318611145
Epoch 3914, Loss: 0.2623640298843384
Epoch 3915, Loss: 0.2623640298843384
Epoch 3916, Loss: 0.2623636722564697
Epoch 3917, Loss: 0.26236385107040405
Epoch 3918, Loss: 0.262363076210022
Epoch 3919, Loss: 0.26236286759376526
Epoch 3920, Loss: 0.2623628079891205
Epoch 3921, Loss: 0.26236361265182495
Epoch 3922, Loss: 0.26236459612846375
Epoch 3923, Loss: 0.2623650133609772
Epoch 3924, Loss: 0.2623650133609772
Epoch 3925, Loss: 0.2623646557331085
Epoch 3926, Loss: 0.2623639702796936
Epoch 3927, Loss: 0.2623648941516876
Epoch 3928, Loss: 0.2623629570007324
Epoch 3929, Loss: 0.2623625099658966
Epoch 3930, Loss: 0.26236483454704285
Epoch 3931, Loss: 0.2623629570007324
Epoch 3932, Loss: 0.2623637318611145
Epoch 3933, Loss: 0.2623640298843384
Epoch 3934, Loss: 0.26236408948898315
Epoch 3935, Loss: 0.2623636722564697
Epoch 3936, Loss: 0.2623637914657593
Epoch 3937, Loss: 0.262363076210022
Epoch 3938, Loss: 0.26236286759376526
Epoch 3939, Loss: 0.26236313581466675
Epoch 3940, Loss: 0.26236361265182495
Epoch 3941, Loss: 0.26236459612846375
Epoch 3942, Loss: 0.2623650133609772
Epoch 3943, Loss: 0.2623650133609772
Epoch 3944, Loss: 0.2623646557331085
Epoch 3945, Loss: 0.2623639702796936
Epoch 3946, Loss: 0.2623648941516876
Epoch 3947, Loss: 0.26236286759376526
Epoch 3948, Loss: 0.26236245036125183
Epoch 3949, Loss: 0.2623651921749115
Epoch 3950, Loss: 0.26236286759376526
Epoch 3951, Loss: 0.2623637318611145
Epoch 3952, Loss: 0.26236408948898315
Epoch 3953, Loss: 0.2623640298843384
Epoch 3954, Loss: 0.2623636722564697
Epoch 3955, Loss: 0.26236385107040405
Epoch 3956, Loss: 0.262363076210022
Epoch 3957, Loss: 0.2623627483844757
Epoch 3958, Loss: 0.26236337423324585
Epoch 3959, Loss: 0.2623636722564697
Epoch 3960, Loss: 0.26236459612846375
Epoch 3961, Loss: 0.2623650133609772
Epoch 3962, Loss: 0.2623650133609772
Epoch 3963, Loss: 0.2623647153377533
Epoch 3964, Loss: 0.2623639702796936
Epoch 3965, Loss: 0.2623649537563324
Epoch 3966, Loss: 0.26236286759376526
Epoch 3967, Loss: 0.26236245036125183
Epoch 3968, Loss: 0.262365460395813
Epoch 3969, Loss: 0.26236286759376526
Epoch 3970, Loss: 0.2623637318611145
Epoch 3971, Loss: 0.26236408948898315
Epoch 3972, Loss: 0.2623640298843384
Epoch 3973, Loss: 0.2623636722564697
Epoch 3974, Loss: 0.26236385107040405
Epoch 3975, Loss: 0.262363076210022
Epoch 3976, Loss: 0.2623628079891205
Epoch 3977, Loss: 0.2623634934425354
Epoch 3978, Loss: 0.26236361265182495
Epoch 3979, Loss: 0.26236453652381897
Epoch 3980, Loss: 0.2623650133609772
Epoch 3981, Loss: 0.26236507296562195
Epoch 3982, Loss: 0.2623647153377533
Epoch 3983, Loss: 0.2623639702796936
Epoch 3984, Loss: 0.26236507296562195
Epoch 3985, Loss: 0.26236286759376526
Epoch 3986, Loss: 0.26236239075660706
Epoch 3987, Loss: 0.262365460395813
Epoch 3988, Loss: 0.26236286759376526
Epoch 3989, Loss: 0.2623636722564697
Epoch 3990, Loss: 0.2623640298843384
Epoch 3991, Loss: 0.2623639702796936
Epoch 3992, Loss: 0.2623636722564697
Epoch 3993, Loss: 0.2623639702796936
Epoch 3994, Loss: 0.262363076210022
Epoch 3995, Loss: 0.2623628079891205
Epoch 3996, Loss: 0.26236361265182495
Epoch 3997, Loss: 0.26236361265182495
Epoch 3998, Loss: 0.26236459612846375
Epoch 3999, Loss: 0.2623650133609772
Epoch 4000, Loss: 0.26236507296562195
Epoch 4001, Loss: 0.2623647153377533
Epoch 4002, Loss: 0.2623639702796936
Epoch 4003, Loss: 0.2623651325702667
Epoch 4004, Loss: 0.26236286759376526
Epoch 4005, Loss: 0.26236239075660706
Epoch 4006, Loss: 0.2623656988143921
Epoch 4007, Loss: 0.2623629570007324
Epoch 4008, Loss: 0.2623637318611145
Epoch 4009, Loss: 0.26236408948898315
Epoch 4010, Loss: 0.2623640298843384
Epoch 4011, Loss: 0.2623636722564697
Epoch 4012, Loss: 0.2623640298843384
Epoch 4013, Loss: 0.26236313581466675
Epoch 4014, Loss: 0.2623627483844757
Epoch 4015, Loss: 0.2623636722564697
Epoch 4016, Loss: 0.26236361265182495
Epoch 4017, Loss: 0.26236459612846375
Epoch 4018, Loss: 0.26236507296562195
Epoch 4019, Loss: 0.26236507296562195
Epoch 4020, Loss: 0.2623647153377533
Epoch 4021, Loss: 0.2623639702796936
Epoch 4022, Loss: 0.2623651921749115
Epoch 4023, Loss: 0.26236286759376526
Epoch 4024, Loss: 0.26236239075660706
Epoch 4025, Loss: 0.26236581802368164
Epoch 4026, Loss: 0.26236286759376526
Epoch 4027, Loss: 0.2623636722564697
Epoch 4028, Loss: 0.26236408948898315
Epoch 4029, Loss: 0.2623640298843384
Epoch 4030, Loss: 0.26236361265182495
Epoch 4031, Loss: 0.2623640298843384
Epoch 4032, Loss: 0.2623630166053772
Epoch 4033, Loss: 0.2623627483844757
Epoch 4034, Loss: 0.2623637914657593
Epoch 4035, Loss: 0.26236361265182495
Epoch 4036, Loss: 0.26236459612846375
Epoch 4037, Loss: 0.26236507296562195
Epoch 4038, Loss: 0.26236507296562195
Epoch 4039, Loss: 0.2623647153377533
Epoch 4040, Loss: 0.2623640298843384
Epoch 4041, Loss: 0.2623651921749115
Epoch 4042, Loss: 0.26236286759376526
Epoch 4043, Loss: 0.26236239075660706
Epoch 4044, Loss: 0.2623659372329712
Epoch 4045, Loss: 0.2623629570007324
Epoch 4046, Loss: 0.2623636722564697
Epoch 4047, Loss: 0.2623640298843384
Epoch 4048, Loss: 0.2623640298843384
Epoch 4049, Loss: 0.26236361265182495
Epoch 4050, Loss: 0.26236408948898315
Epoch 4051, Loss: 0.262363076210022
Epoch 4052, Loss: 0.2623628079891205
Epoch 4053, Loss: 0.2623639702796936
Epoch 4054, Loss: 0.2623636722564697
Epoch 4055, Loss: 0.26236459612846375
Epoch 4056, Loss: 0.26236507296562195
Epoch 4057, Loss: 0.26236507296562195
Epoch 4058, Loss: 0.2623647153377533
Epoch 4059, Loss: 0.2623640298843384
Epoch 4060, Loss: 0.26236531138420105
Epoch 4061, Loss: 0.26236286759376526
Epoch 4062, Loss: 0.26236239075660706
Epoch 4063, Loss: 0.26236605644226074
Epoch 4064, Loss: 0.2623629570007324
Epoch 4065, Loss: 0.2623637318611145
Epoch 4066, Loss: 0.26236408948898315
Epoch 4067, Loss: 0.2623640298843384
Epoch 4068, Loss: 0.26236361265182495
Epoch 4069, Loss: 0.26236408948898315
Epoch 4070, Loss: 0.26236313581466675
Epoch 4071, Loss: 0.2623628079891205
Epoch 4072, Loss: 0.2623639702796936
Epoch 4073, Loss: 0.2623636722564697
Epoch 4074, Loss: 0.26236459612846375
Epoch 4075, Loss: 0.26236507296562195
Epoch 4076, Loss: 0.2623651325702667
Epoch 4077, Loss: 0.26236477494239807
Epoch 4078, Loss: 0.2623639702796936
Epoch 4079, Loss: 0.26236531138420105
Epoch 4080, Loss: 0.2623628079891205
Epoch 4081, Loss: 0.26236239075660706
Epoch 4082, Loss: 0.26236623525619507
Epoch 4083, Loss: 0.26236286759376526
Epoch 4084, Loss: 0.2623636722564697
Epoch 4085, Loss: 0.26236408948898315
Epoch 4086, Loss: 0.2623640298843384
Epoch 4087, Loss: 0.2623636722564697
Epoch 4088, Loss: 0.2623642385005951
Epoch 4089, Loss: 0.262363076210022
Epoch 4090, Loss: 0.2623627483844757
Epoch 4091, Loss: 0.26236414909362793
Epoch 4092, Loss: 0.2623636722564697
Epoch 4093, Loss: 0.26236459612846375
Epoch 4094, Loss: 0.2623651325702667
Epoch 4095, Loss: 0.2623651325702667
Epoch 4096, Loss: 0.26236477494239807
Epoch 4097, Loss: 0.2623640298843384
Epoch 4098, Loss: 0.2623653709888458
Epoch 4099, Loss: 0.2623628079891205
Epoch 4100, Loss: 0.26236239075660706
Epoch 4101, Loss: 0.2623663544654846
Epoch 4102, Loss: 0.26236286759376526
Epoch 4103, Loss: 0.2623637318611145
Epoch 4104, Loss: 0.26236408948898315
Epoch 4105, Loss: 0.2623640298843384
Epoch 4106, Loss: 0.26236361265182495
Epoch 4107, Loss: 0.2623642385005951
Epoch 4108, Loss: 0.2623630166053772
Epoch 4109, Loss: 0.2623627483844757
Epoch 4110, Loss: 0.26236429810523987
Epoch 4111, Loss: 0.26236361265182495
Epoch 4112, Loss: 0.26236459612846375
Epoch 4113, Loss: 0.2623651325702667
Epoch 4114, Loss: 0.2623651325702667
Epoch 4115, Loss: 0.2623647153377533
Epoch 4116, Loss: 0.2623640298843384
Epoch 4117, Loss: 0.26236552000045776
Epoch 4118, Loss: 0.26236286759376526
Epoch 4119, Loss: 0.2623623311519623
Epoch 4120, Loss: 0.26236653327941895
Epoch 4121, Loss: 0.26236286759376526
Epoch 4122, Loss: 0.2623637318611145
Epoch 4123, Loss: 0.26236408948898315
Epoch 4124, Loss: 0.2623640298843384
Epoch 4125, Loss: 0.2623636722564697
Epoch 4126, Loss: 0.26236429810523987
Epoch 4127, Loss: 0.2623630166053772
Epoch 4128, Loss: 0.2623627483844757
Epoch 4129, Loss: 0.2623644173145294
Epoch 4130, Loss: 0.26236361265182495
Epoch 4131, Loss: 0.2623646557331085
Epoch 4132, Loss: 0.26236507296562195
Epoch 4133, Loss: 0.2623651325702667
Epoch 4134, Loss: 0.26236483454704285
Epoch 4135, Loss: 0.2623640298843384
Epoch 4136, Loss: 0.26236557960510254
Epoch 4137, Loss: 0.26236286759376526
Epoch 4138, Loss: 0.26236239075660706
Epoch 4139, Loss: 0.2623666524887085
Epoch 4140, Loss: 0.26236286759376526
Epoch 4141, Loss: 0.2623637318611145
Epoch 4142, Loss: 0.26236408948898315
Epoch 4143, Loss: 0.26236408948898315
Epoch 4144, Loss: 0.2623636722564697
Epoch 4145, Loss: 0.26236435770988464
Epoch 4146, Loss: 0.2623630166053772
Epoch 4147, Loss: 0.2623627483844757
Epoch 4148, Loss: 0.26236453652381897
Epoch 4149, Loss: 0.26236361265182495
Epoch 4150, Loss: 0.2623646557331085
Epoch 4151, Loss: 0.2623651325702667
Epoch 4152, Loss: 0.2623651921749115
Epoch 4153, Loss: 0.26236477494239807
Epoch 4154, Loss: 0.2623640298843384
Epoch 4155, Loss: 0.26236557960510254
Epoch 4156, Loss: 0.26236286759376526
Epoch 4157, Loss: 0.26236239075660706
Epoch 4158, Loss: 0.2623668611049652
Epoch 4159, Loss: 0.26236286759376526
Epoch 4160, Loss: 0.2623636722564697
Epoch 4161, Loss: 0.26236408948898315
Epoch 4162, Loss: 0.2623640298843384
Epoch 4163, Loss: 0.2623636722564697
Epoch 4164, Loss: 0.2623644173145294
Epoch 4165, Loss: 0.2623630166053772
Epoch 4166, Loss: 0.2623627483844757
Epoch 4167, Loss: 0.2623647153377533
Epoch 4168, Loss: 0.26236361265182495
Epoch 4169, Loss: 0.2623646557331085
Epoch 4170, Loss: 0.2623651325702667
Epoch 4171, Loss: 0.2623651325702667
Epoch 4172, Loss: 0.26236477494239807
Epoch 4173, Loss: 0.2623639702796936
Epoch 4174, Loss: 0.2623656988143921
Epoch 4175, Loss: 0.26236286759376526
Epoch 4176, Loss: 0.26236239075660706
Epoch 4177, Loss: 0.26236698031425476
Epoch 4178, Loss: 0.26236286759376526
Epoch 4179, Loss: 0.2623637318611145
Epoch 4180, Loss: 0.26236408948898315
Epoch 4181, Loss: 0.2623640298843384
Epoch 4182, Loss: 0.2623636722564697
Epoch 4183, Loss: 0.2623644769191742
Epoch 4184, Loss: 0.2623630166053772
Epoch 4185, Loss: 0.2623627483844757
Epoch 4186, Loss: 0.26236483454704285
Epoch 4187, Loss: 0.26236361265182495
Epoch 4188, Loss: 0.2623647153377533
Epoch 4189, Loss: 0.2623651921749115
Epoch 4190, Loss: 0.2623651921749115
Epoch 4191, Loss: 0.26236483454704285
Epoch 4192, Loss: 0.2623640298843384
Epoch 4193, Loss: 0.2623656988143921
Epoch 4194, Loss: 0.2623628079891205
Epoch 4195, Loss: 0.2623623311519623
Epoch 4196, Loss: 0.2623671591281891
Epoch 4197, Loss: 0.26236286759376526
Epoch 4198, Loss: 0.2623637318611145
Epoch 4199, Loss: 0.26236408948898315
Epoch 4200, Loss: 0.26236408948898315
Epoch 4201, Loss: 0.2623636722564697
Epoch 4202, Loss: 0.26236453652381897
Epoch 4203, Loss: 0.2623630166053772
Epoch 4204, Loss: 0.2623627483844757
Epoch 4205, Loss: 0.26236483454704285
Epoch 4206, Loss: 0.2623636722564697
Epoch 4207, Loss: 0.2623646557331085
Epoch 4208, Loss: 0.2623651921749115
Epoch 4209, Loss: 0.2623651921749115
Epoch 4210, Loss: 0.26236477494239807
Epoch 4211, Loss: 0.2623640298843384
Epoch 4212, Loss: 0.26236575841903687
Epoch 4213, Loss: 0.26236286759376526
Epoch 4214, Loss: 0.2623623311519623
Epoch 4215, Loss: 0.26236727833747864
Epoch 4216, Loss: 0.26236286759376526
Epoch 4217, Loss: 0.2623637318611145
Epoch 4218, Loss: 0.26236408948898315
Epoch 4219, Loss: 0.26236408948898315
Epoch 4220, Loss: 0.2623636722564697
Epoch 4221, Loss: 0.26236459612846375
Epoch 4222, Loss: 0.2623630166053772
Epoch 4223, Loss: 0.2623627483844757
Epoch 4224, Loss: 0.26236507296562195
Epoch 4225, Loss: 0.26236361265182495
Epoch 4226, Loss: 0.2623647153377533
Epoch 4227, Loss: 0.2623651921749115
Epoch 4228, Loss: 0.2623652517795563
Epoch 4229, Loss: 0.26236483454704285
Epoch 4230, Loss: 0.26236408948898315
Epoch 4231, Loss: 0.2623658776283264
Epoch 4232, Loss: 0.2623628079891205
Epoch 4233, Loss: 0.2623623311519623
Epoch 4234, Loss: 0.2623673975467682
Epoch 4235, Loss: 0.2623628079891205
Epoch 4236, Loss: 0.2623637318611145
Epoch 4237, Loss: 0.26236414909362793
Epoch 4238, Loss: 0.2623640298843384
Epoch 4239, Loss: 0.2623636722564697
Epoch 4240, Loss: 0.26236459612846375
Epoch 4241, Loss: 0.2623630166053772
Epoch 4242, Loss: 0.26236268877983093
Epoch 4243, Loss: 0.2623651325702667
Epoch 4244, Loss: 0.2623636722564697
Epoch 4245, Loss: 0.2623647153377533
Epoch 4246, Loss: 0.2623651921749115
Epoch 4247, Loss: 0.26236531138420105
Epoch 4248, Loss: 0.26236483454704285
Epoch 4249, Loss: 0.26236408948898315
Epoch 4250, Loss: 0.2623658776283264
Epoch 4251, Loss: 0.2623628079891205
Epoch 4252, Loss: 0.2623623311519623
Epoch 4253, Loss: 0.2623675763607025
Epoch 4254, Loss: 0.2623628079891205
Epoch 4255, Loss: 0.2623637318611145
Epoch 4256, Loss: 0.26236408948898315
Epoch 4257, Loss: 0.2623640298843384
Epoch 4258, Loss: 0.2623636722564697
Epoch 4259, Loss: 0.26236459612846375
Epoch 4260, Loss: 0.2623630166053772
Epoch 4261, Loss: 0.2623627483844757
Epoch 4262, Loss: 0.2623652517795563
Epoch 4263, Loss: 0.2623636722564697
Epoch 4264, Loss: 0.2623647153377533
Epoch 4265, Loss: 0.2623651921749115
Epoch 4266, Loss: 0.2623652517795563
Epoch 4267, Loss: 0.26236483454704285
Epoch 4268, Loss: 0.26236408948898315
Epoch 4269, Loss: 0.2623659372329712
Epoch 4270, Loss: 0.2623628079891205
Epoch 4271, Loss: 0.2623622715473175
Epoch 4272, Loss: 0.26236769556999207
Epoch 4273, Loss: 0.26236286759376526
Epoch 4274, Loss: 0.2623637318611145
Epoch 4275, Loss: 0.26236408948898315
Epoch 4276, Loss: 0.2623640298843384
Epoch 4277, Loss: 0.2623636722564697
Epoch 4278, Loss: 0.2623647153377533
Epoch 4279, Loss: 0.2623630166053772
Epoch 4280, Loss: 0.2623627483844757
Epoch 4281, Loss: 0.2623653709888458
Epoch 4282, Loss: 0.2623636722564697
Epoch 4283, Loss: 0.2623647153377533
Epoch 4284, Loss: 0.2623652517795563
Epoch 4285, Loss: 0.2623652517795563
Epoch 4286, Loss: 0.2623648941516876
Epoch 4287, Loss: 0.26236408948898315
Epoch 4288, Loss: 0.26236599683761597
Epoch 4289, Loss: 0.26236286759376526
Epoch 4290, Loss: 0.2623622715473175
Epoch 4291, Loss: 0.2623678743839264
Epoch 4292, Loss: 0.26236286759376526
Epoch 4293, Loss: 0.2623637318611145
Epoch 4294, Loss: 0.26236414909362793
Epoch 4295, Loss: 0.26236408948898315
Epoch 4296, Loss: 0.2623636722564697
Epoch 4297, Loss: 0.26236477494239807
Epoch 4298, Loss: 0.2623630166053772
Epoch 4299, Loss: 0.2623627483844757
Epoch 4300, Loss: 0.26236552000045776
Epoch 4301, Loss: 0.2623636722564697
Epoch 4302, Loss: 0.2623647153377533
Epoch 4303, Loss: 0.2623652517795563
Epoch 4304, Loss: 0.2623651921749115
Epoch 4305, Loss: 0.26236483454704285
Epoch 4306, Loss: 0.26236408948898315
Epoch 4307, Loss: 0.2623661160469055
Epoch 4308, Loss: 0.2623628079891205
Epoch 4309, Loss: 0.2623623311519623
Epoch 4310, Loss: 0.2623680830001831
Epoch 4311, Loss: 0.26236286759376526
Epoch 4312, Loss: 0.2623637318611145
Epoch 4313, Loss: 0.26236414909362793
Epoch 4314, Loss: 0.26236408948898315
Epoch 4315, Loss: 0.2623636722564697
Epoch 4316, Loss: 0.26236477494239807
Epoch 4317, Loss: 0.2623630166053772
Epoch 4318, Loss: 0.26236268877983093
Epoch 4319, Loss: 0.2623656988143921
Epoch 4320, Loss: 0.2623636722564697
Epoch 4321, Loss: 0.26236477494239807
Epoch 4322, Loss: 0.2623652517795563
Epoch 4323, Loss: 0.26236531138420105
Epoch 4324, Loss: 0.2623648941516876
Epoch 4325, Loss: 0.26236408948898315
Epoch 4326, Loss: 0.2623661756515503
Epoch 4327, Loss: 0.2623627483844757
Epoch 4328, Loss: 0.2623622715473175
Epoch 4329, Loss: 0.2623681426048279
Epoch 4330, Loss: 0.2623628079891205
Epoch 4331, Loss: 0.2623637318611145
Epoch 4332, Loss: 0.26236414909362793
Epoch 4333, Loss: 0.26236408948898315
Epoch 4334, Loss: 0.2623636722564697
Epoch 4335, Loss: 0.26236483454704285
Epoch 4336, Loss: 0.2623630166053772
Epoch 4337, Loss: 0.26236268877983093
Epoch 4338, Loss: 0.26236581802368164
Epoch 4339, Loss: 0.2623636722564697
Epoch 4340, Loss: 0.26236477494239807
Epoch 4341, Loss: 0.2623652517795563
Epoch 4342, Loss: 0.26236531138420105
Epoch 4343, Loss: 0.2623648941516876
Epoch 4344, Loss: 0.26236408948898315
Epoch 4345, Loss: 0.26236623525619507
Epoch 4346, Loss: 0.2623627483844757
Epoch 4347, Loss: 0.2623622715473175
Epoch 4348, Loss: 0.2623683214187622
Epoch 4349, Loss: 0.2623627483844757
Epoch 4350, Loss: 0.2623637318611145
Epoch 4351, Loss: 0.26236408948898315
Epoch 4352, Loss: 0.26236408948898315
Epoch 4353, Loss: 0.2623636722564697
Epoch 4354, Loss: 0.26236483454704285
Epoch 4355, Loss: 0.2623630166053772
Epoch 4356, Loss: 0.26236268877983093
Epoch 4357, Loss: 0.2623658776283264
Epoch 4358, Loss: 0.2623636722564697
Epoch 4359, Loss: 0.26236477494239807
Epoch 4360, Loss: 0.26236531138420105
Epoch 4361, Loss: 0.26236531138420105
Epoch 4362, Loss: 0.2623648941516876
Epoch 4363, Loss: 0.26236414909362793
Epoch 4364, Loss: 0.26236629486083984
Epoch 4365, Loss: 0.2623628079891205
Epoch 4366, Loss: 0.26236221194267273
Epoch 4367, Loss: 0.26236850023269653
Epoch 4368, Loss: 0.2623628079891205
Epoch 4369, Loss: 0.2623637318611145
Epoch 4370, Loss: 0.26236414909362793
Epoch 4371, Loss: 0.26236408948898315
Epoch 4372, Loss: 0.2623636722564697
Epoch 4373, Loss: 0.2623649537563324
Epoch 4374, Loss: 0.2623630166053772
Epoch 4375, Loss: 0.26236262917518616
Epoch 4376, Loss: 0.26236599683761597
Epoch 4377, Loss: 0.2623636722564697
Epoch 4378, Loss: 0.2623647153377533
Epoch 4379, Loss: 0.2623653709888458
Epoch 4380, Loss: 0.2623653709888458
Epoch 4381, Loss: 0.2623648941516876
Epoch 4382, Loss: 0.26236408948898315
Epoch 4383, Loss: 0.26236629486083984
Epoch 4384, Loss: 0.2623627483844757
Epoch 4385, Loss: 0.26236221194267273
Epoch 4386, Loss: 0.2623686194419861
Epoch 4387, Loss: 0.2623627483844757
Epoch 4388, Loss: 0.2623636722564697
Epoch 4389, Loss: 0.26236408948898315
Epoch 4390, Loss: 0.26236408948898315
Epoch 4391, Loss: 0.2623636722564697
Epoch 4392, Loss: 0.2623650133609772
Epoch 4393, Loss: 0.2623630166053772
Epoch 4394, Loss: 0.26236268877983093
Epoch 4395, Loss: 0.2623661160469055
Epoch 4396, Loss: 0.2623636722564697
Epoch 4397, Loss: 0.26236477494239807
Epoch 4398, Loss: 0.26236531138420105
Epoch 4399, Loss: 0.2623653709888458
Epoch 4400, Loss: 0.2623649537563324
Epoch 4401, Loss: 0.26236408948898315
Epoch 4402, Loss: 0.2623664140701294
Epoch 4403, Loss: 0.2623628079891205
Epoch 4404, Loss: 0.26236221194267273
Epoch 4405, Loss: 0.2623687982559204
Epoch 4406, Loss: 0.2623628079891205
Epoch 4407, Loss: 0.2623637318611145
Epoch 4408, Loss: 0.26236414909362793
Epoch 4409, Loss: 0.26236408948898315
Epoch 4410, Loss: 0.2623636722564697
Epoch 4411, Loss: 0.26236507296562195
Epoch 4412, Loss: 0.2623630166053772
Epoch 4413, Loss: 0.26236268877983093
Epoch 4414, Loss: 0.26236629486083984
Epoch 4415, Loss: 0.2623636722564697
Epoch 4416, Loss: 0.26236477494239807
Epoch 4417, Loss: 0.2623653709888458
Epoch 4418, Loss: 0.2623653709888458
Epoch 4419, Loss: 0.2623649537563324
Epoch 4420, Loss: 0.26236408948898315
Epoch 4421, Loss: 0.2623664140701294
Epoch 4422, Loss: 0.2623627483844757
Epoch 4423, Loss: 0.2623622715473175
Epoch 4424, Loss: 0.26236891746520996
Epoch 4425, Loss: 0.2623627483844757
Epoch 4426, Loss: 0.2623637318611145
Epoch 4427, Loss: 0.26236414909362793
Epoch 4428, Loss: 0.26236408948898315
Epoch 4429, Loss: 0.2623637318611145
Epoch 4430, Loss: 0.26236507296562195
Epoch 4431, Loss: 0.2623630166053772
Epoch 4432, Loss: 0.26236262917518616
Epoch 4433, Loss: 0.2623663544654846
Epoch 4434, Loss: 0.2623636722564697
Epoch 4435, Loss: 0.26236483454704285
Epoch 4436, Loss: 0.26236531138420105
Epoch 4437, Loss: 0.2623653709888458
Epoch 4438, Loss: 0.2623649537563324
Epoch 4439, Loss: 0.26236408948898315
Epoch 4440, Loss: 0.26236647367477417
Epoch 4441, Loss: 0.2623627483844757
Epoch 4442, Loss: 0.26236221194267273
Epoch 4443, Loss: 0.2623690962791443
Epoch 4444, Loss: 0.2623627483844757
Epoch 4445, Loss: 0.2623636722564697
Epoch 4446, Loss: 0.2623642385005951
Epoch 4447, Loss: 0.26236408948898315
Epoch 4448, Loss: 0.2623637318611145
Epoch 4449, Loss: 0.2623651325702667
Epoch 4450, Loss: 0.2623629570007324
Epoch 4451, Loss: 0.26236262917518616
Epoch 4452, Loss: 0.26236653327941895
Epoch 4453, Loss: 0.2623636722564697
Epoch 4454, Loss: 0.26236483454704285
Epoch 4455, Loss: 0.26236531138420105
Epoch 4456, Loss: 0.262365460395813
Epoch 4457, Loss: 0.2623649537563324
Epoch 4458, Loss: 0.26236414909362793
Epoch 4459, Loss: 0.2623665928840637
Epoch 4460, Loss: 0.2623627483844757
Epoch 4461, Loss: 0.26236221194267273
Epoch 4462, Loss: 0.262369304895401
Epoch 4463, Loss: 0.2623627483844757
Epoch 4464, Loss: 0.2623636722564697
Epoch 4465, Loss: 0.26236414909362793
Epoch 4466, Loss: 0.26236408948898315
Epoch 4467, Loss: 0.2623636722564697
Epoch 4468, Loss: 0.2623651921749115
Epoch 4469, Loss: 0.2623630166053772
Epoch 4470, Loss: 0.2623625695705414
Epoch 4471, Loss: 0.2623666524887085
Epoch 4472, Loss: 0.2623637318611145
Epoch 4473, Loss: 0.26236477494239807
Epoch 4474, Loss: 0.2623653709888458
Epoch 4475, Loss: 0.262365460395813
Epoch 4476, Loss: 0.2623649537563324
Epoch 4477, Loss: 0.26236414909362793
Epoch 4478, Loss: 0.2623666524887085
Epoch 4479, Loss: 0.2623627483844757
Epoch 4480, Loss: 0.26236215233802795
Epoch 4481, Loss: 0.26236942410469055
Epoch 4482, Loss: 0.2623627483844757
Epoch 4483, Loss: 0.2623637318611145
Epoch 4484, Loss: 0.26236414909362793
Epoch 4485, Loss: 0.26236408948898315
Epoch 4486, Loss: 0.2623636722564697
Epoch 4487, Loss: 0.2623652517795563
Epoch 4488, Loss: 0.2623630166053772
Epoch 4489, Loss: 0.26236262917518616
Epoch 4490, Loss: 0.26236680150032043
Epoch 4491, Loss: 0.2623636722564697
Epoch 4492, Loss: 0.26236483454704285
Epoch 4493, Loss: 0.2623653709888458
Epoch 4494, Loss: 0.262365460395813
Epoch 4495, Loss: 0.2623649537563324
Epoch 4496, Loss: 0.26236408948898315
Epoch 4497, Loss: 0.26236674189567566
Epoch 4498, Loss: 0.2623627483844757
Epoch 4499, Loss: 0.26236221194267273
our_svm.w, our_svm.b
(Parameter containing:
tensor([[ 0.1670],
[-0.4376]], requires_grad=True),
Parameter containing:
tensor([0.9858], requires_grad=True))
= svm.SVC(kernel='linear', C=1)
sklearn_svm
sklearn_svm.fit(X, y) sklearn_svm.coef_, sklearn_svm.intercept_
(array([[ 0.1761835 , -0.95555852]]), array([2.47220356]))