SVM Soft Margin

SVM Soft Margin
Author

Nipun Batra

Published

April 25, 2023

Open In Colab
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'
from sklearn.datasets import make_blobs
X, y = make_blobs(centers=2, n_samples=100, random_state=0, cluster_std=1.5)
plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cm.autumn)
plt.gca().set_aspect('equal')

from sklearn import svm
X_train = X
y_train = y
kernel = 'linear'
for fig_num, C in enumerate([0.0001, 0.001, 0.1, 1, 100, 10000][:]):
    clf = svm.SVC(kernel=kernel,C = C )
    clf.fit(X, y)

    plt.figure(fig_num)
    plt.clf()
    plt.scatter(X[:, 0], X[:, 1], c=y, zorder=10, cmap=plt.cm.autumn,
                edgecolor='k',s=80)


    plt.axis('tight')
    x_min = X[:, 0].min()-1
    x_max = X[:, 0].max()+1
    y_min = X[:, 1].min()-1
    y_max = X[:, 1].max()+1

    XX, YY = np.mgrid[x_min:x_max:200j, y_min:y_max:200j]
    Z = clf.decision_function(np.c_[XX.ravel(), YY.ravel()])
   
    # Put the result into a color plot
    Z = Z.reshape(XX.shape)
    #plt.pcolormesh(XX, YY, Z > 0, cmap=plt.cm.autumn, alpha=0.2)

    plt.contour(XX, YY, Z, colors=['k', 'k', 'k'],
                linestyles=['--', '-', '--'], levels=[-1, 0, 1])
    plt.scatter(clf.support_vectors_[:, 0],
                clf.support_vectors_[:, 1],
                s=5, lw=0.001, facecolors='none',zorder=10,c='k', edgecolors='none');


    plt.title("Linear Kernel with C= {}\n Number of support vectors = {}".format(C, len(clf.support_vectors_)))

### 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))
        optimizer = optim.Adam(self.parameters(), lr=lr)
        for epoch in range(epochs):
            optimizer.zero_grad()
            y_pred = self.forward(X)
            loss = self.hinge_loss(y_pred, y)
            print(f'Epoch {epoch}, Loss: {loss.item()}')
            loss.backward()
            optimizer.step()
our_svm = OurSVM(C=1.0)
X_train = torch.tensor(X, dtype=torch.float32)
y_train = torch.tensor(y.reshape(-1, 1), dtype=torch.float32)
y_train[y_train == 0] = -1
our_svm.fit(X_train, y_train, epochs=4500, lr=3e-3)
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))
sklearn_svm = svm.SVC(kernel='linear', C=1)
sklearn_svm.fit(X, y)
sklearn_svm.coef_, sklearn_svm.intercept_
(array([[ 0.1761835 , -0.95555852]]), array([2.47220356]))