(feat)Origin: add trained model for orgin script

This commit is contained in:
fly6516 2025-06-25 01:29:56 +08:00
parent d1664e426e
commit b1818286f0
8 changed files with 1130 additions and 87 deletions

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204,205,0.735375,0.7328629032258065,0.7799063935279846,0.7991185880476429
205,206,0.735625,0.7328629032258065,0.7788317461013794,0.7982734326393374
206,207,0.73675,0.7328629032258065,0.7776642847061157,0.7969743147973092
207,208,0.737625,0.7323588709677419,0.7765768604278565,0.7959660945400115
208,209,0.7375,0.7313508064516129,0.775437484741211,0.794958314587993
209,210,0.737625,0.7323588709677419,0.7743848571777344,0.7939850649526042
210,211,0.738375,0.7328629032258065,0.7733203401565552,0.7931901274188873
211,212,0.73875,0.7318548387096774,0.77222971534729,0.7920630228134894
212,213,0.738625,0.7328629032258065,0.7711912302970886,0.7911963597420724
213,214,0.74,0.734375,0.7701335759162903,0.7900297411026493
214,215,0.7395,0.734375,0.7690884947776795,0.789120328041815
215,216,0.74,0.7328629032258065,0.7680315356254578,0.7884071142442765
216,217,0.739875,0.734375,0.7670822057723999,0.787215413585786
217,218,0.741375,0.734375,0.7660561628341674,0.7863538630547062
218,219,0.739875,0.7338709677419355,0.7650622687339783,0.7853157597203408
219,220,0.7405,0.7338709677419355,0.7640882239341736,0.7845323585694836
220,221,0.741,0.7338709677419355,0.7631041893959045,0.783524219066866
221,222,0.741625,0.7338709677419355,0.7621177754402161,0.7825724751718582
222,223,0.742,0.7338709677419355,0.7611206374168396,0.781769250669787
223,224,0.742125,0.735383064516129,0.7601916842460632,0.7808935142332508
224,225,0.7425,0.7348790322580645,0.7592702236175537,0.7797552962456981
225,226,0.7415,0.735383064516129,0.758340413570404,0.7790422708757462
226,227,0.743125,0.7338709677419355,0.7573542785644531,0.7780992119543014
227,228,0.742875,0.734375,0.756467987537384,0.7772617916907033
228,229,0.743375,0.735383064516129,0.7555893008708954,0.7764830300884862
229,230,0.7435,0.7348790322580645,0.7546184959411621,0.7757339092992968
230,231,0.744125,0.7363911290322581,0.7537438640594483,0.7748754659006672
231,232,0.74325,0.7348790322580645,0.7528905463218689,0.7739905791897927
232,233,0.744,0.735383064516129,0.7520076298713684,0.7730996204960731
233,234,0.7455,0.735383064516129,0.7511844482421876,0.7723772602696573
234,235,0.7455,0.735383064516129,0.7503108098506928,0.7715122699737549
235,236,0.745375,0.7358870967741935,0.7494524221420288,0.7707069535409251
236,237,0.745375,0.7373991935483871,0.7486724677085876,0.769820669004994
237,238,0.745875,0.735383064516129,0.7477441163063049,0.7689901378846937
238,239,0.74575,0.735383064516129,0.7469108057022095,0.7685602807229565
239,240,0.745875,0.7363911290322581,0.7460332636833191,0.7676089905923412
240,241,0.7465,0.7368951612903226,0.7452150490283966,0.7668537574429666
241,242,0.745875,0.7368951612903226,0.7444411768913269,0.7659409353809972
242,243,0.74675,0.7379032258064516,0.7436941003799439,0.7655481388491969
243,244,0.747125,0.7368951612903226,0.7428609127998352,0.7645784847197994
244,245,0.746875,0.7379032258064516,0.7420032663345337,0.7639352160115396
245,246,0.747625,0.7379032258064516,0.7412451453208924,0.7631569350919416
246,247,0.748,0.7389112903225806,0.7404242753982544,0.7624720758007418
247,248,0.7475,0.7379032258064516,0.7397358064651489,0.7614271679232197
248,249,0.748,0.7384072580645161,0.7389043641090393,0.7610603301755844
249,250,0.7475,0.7389112903225806,0.7381476035118103,0.760231529512713
250,251,0.7475,0.7384072580645161,0.7373912672996521,0.7595450185960338
251,252,0.748125,0.7389112903225806,0.7366639249324799,0.7592048991111017
252,253,0.749375,0.7404233870967742,0.7359932067394257,0.7580788116301259
253,254,0.74775,0.7394153225806451,0.7351864547729492,0.7576438419280513
254,255,0.749,0.7394153225806451,0.7344647989273071,0.756951678183771
255,256,0.749875,0.7394153225806451,0.7337301959991455,0.7563108821069041
256,257,0.748875,0.7399193548387096,0.7329926800727844,0.7556509414026814
257,258,0.74875,0.7414314516129032,0.7323501160144806,0.7548402643972828
258,259,0.74925,0.7399193548387096,0.7316656439304352,0.754198835742089
259,260,0.75,0.7389112903225806,0.7310652976036072,0.7536404805798684
260,261,0.75,0.7394153225806451,0.7302796702384948,0.7531381980065377
261,262,0.750375,0.7399193548387096,0.7296396362781524,0.7521648580028165
262,263,0.75025,0.7394153225806451,0.7289477491378784,0.7518135386128579
263,264,0.75025,0.7384072580645161,0.7282079343795776,0.751277498660549
264,265,0.7495,0.7394153225806451,0.727592547416687,0.7506339569245616
265,266,0.75025,0.7399193548387096,0.7268743171691895,0.7501569140341974
266,267,0.75,0.7394153225806451,0.7263215503692627,0.7496459984010265
267,268,0.751125,0.7399193548387096,0.7255908694267273,0.7489312560327591
268,269,0.751375,0.7404233870967742,0.7249787287712097,0.7483792170401542
269,270,0.75075,0.7394153225806451,0.7243029139041901,0.7475259265592021
270,271,0.751,0.7419354838709677,0.723652792930603,0.7469304242441731
271,272,0.75175,0.7399193548387096,0.7230001683235169,0.7465099557753532
272,273,0.751375,0.7394153225806451,0.7223572924137115,0.7459768864416307
273,274,0.751625,0.7389112903225806,0.7217355368137359,0.7453816744589037
274,275,0.752875,0.7404233870967742,0.7210872592926025,0.7446858113811862
275,276,0.752625,0.7399193548387096,0.7204992232322693,0.7442414452952724
276,277,0.753,0.7404233870967742,0.719817687511444,0.7435104404726336
277,278,0.753125,0.7404233870967742,0.719239993095398,0.7427670013520026
278,279,0.7525,0.7394153225806451,0.7186021838188171,0.7422592639923096
279,280,0.752875,0.7399193548387096,0.7179663760662078,0.7416315386372228
280,281,0.752875,0.7394153225806451,0.7174092168807984,0.7411551879298303
281,282,0.753,0.7389112903225806,0.7167852976322174,0.7405883112261372
282,283,0.753375,0.7394153225806451,0.7162450563907623,0.7399600725020131
283,284,0.753125,0.7373991935483871,0.7156987121105194,0.7396003546253327
284,285,0.753125,0.7379032258064516,0.7151253464221954,0.7388217160778661
285,286,0.753375,0.7379032258064516,0.7145227146148682,0.7383713741456309
286,287,0.7535,0.7399193548387096,0.7139216799736023,0.7377044308570123
287,288,0.753875,0.7389112903225806,0.7133497350215912,0.7373167910883504
288,289,0.753875,0.7373991935483871,0.7127799789905548,0.737467973462997
289,290,0.754125,0.7384072580645161,0.7122500095367431,0.7365029511913177
290,291,0.7545,0.7389112903225806,0.7117168555259704,0.7358229179536143
291,292,0.754,0.7389112903225806,0.711137720823288,0.7356426254395516
292,293,0.753875,0.7384072580645161,0.7106122016906739,0.7349022626876831
293,294,0.7545,0.7379032258064516,0.710138204574585,0.7344314052212623
294,295,0.754875,0.7384072580645161,0.709480946302414,0.7338714753427813
295,296,0.75475,0.7389112903225806,0.7089586582183838,0.7332724967310505
296,297,0.754875,0.7389112903225806,0.7085150907039642,0.7330732922400197
297,298,0.753875,0.7384072580645161,0.7079392712116241,0.7323439351973995
298,299,0.755125,0.7394153225806451,0.7074184110164642,0.7320530837582003
299,300,0.754375,0.7389112903225806,0.7068327670097351,0.7314940729448872
1 epoch train_acc valid_acc train_loss valid_loss
2 0 1 0.1215 0.13911290322580644 2.2994362659454346 2.2962988422762964
3 1 2 0.1315 0.13961693548387097 2.2954690437316896 2.292419025974889
4 2 3 0.131125 0.14415322580645162 2.291143556594849 2.287966820501512
5 3 4 0.146375 0.17389112903225806 2.286184164047241 2.282764765524095
6 4 5 0.1875 0.21673387096774194 2.2804467220306397 2.2767466883505545
7 5 6 0.219 0.23840725806451613 2.2737843685150145 2.2697596165441696
8 6 7 0.24575 0.2545362903225806 2.2662400951385497 2.2620493750418387
9 7 8 0.259875 0.26713709677419356 2.258097940444946 2.253772558704499
10 8 9 0.273375 0.2777217741935484 2.2492536945343016 2.2445271015167236
11 9 10 0.280375 0.2852822580645161 2.2395467834472655 2.23451074477165
12 10 11 0.285625 0.2928427419354839 2.229051923751831 2.2236733052038375
13 11 12 0.289375 0.3009072580645161 2.217642681121826 2.211806551102669
14 12 13 0.2925 0.3059475806451613 2.2051695384979246 2.1988632525167158
15 13 14 0.3005 0.31401209677419356 2.191632984161377 2.184916696240825
16 14 15 0.307625 0.3190524193548387 2.177080352783203 2.1699939927747174
17 15 16 0.31475 0.32661290322580644 2.1617035732269287 2.154274594399237
18 16 17 0.324375 0.33669354838709675 2.1454536323547364 2.137657903855847
19 17 18 0.33425 0.3492943548387097 2.1283075218200684 2.1201615025920253
20 18 19 0.346 0.3543346774193548 2.1103073444366456 2.101869137056412
21 19 20 0.355625 0.36139112903225806 2.0914604625701902 2.082827591126965
22 20 21 0.36425 0.3744959677419355 2.07192400932312 2.0630929239334597
23 21 22 0.375875 0.3845766129032258 2.0517363929748536 2.0428036105248237
24 22 23 0.391625 0.38860887096774194 2.0306142234802245 2.0211011786614694
25 23 24 0.400125 0.39818548387096775 2.0082922859191896 1.9985833783303537
26 24 25 0.408 0.4112903225806452 1.9854329137802125 1.9757458048482095
27 25 26 0.42625 0.4223790322580645 1.9622337512969972 1.9526337731269099
28 26 27 0.439375 0.4344758064516129 1.9389575738906861 1.9296249574230564
29 27 28 0.453625 0.45161290322580644 1.915809326171875 1.9069248053335375
30 28 29 0.4645 0.4647177419354839 1.8931884660720826 1.8852111024241294
31 29 30 0.48225 0.4793346774193548 1.8715446243286133 1.864318436191928
32 30 31 0.49625 0.4964717741935484 1.8502387409210206 1.8436050107402187
33 31 32 0.5065 0.5055443548387096 1.8292001953125 1.8231484774620301
34 32 33 0.517125 0.5176411290322581 1.8084338426589965 1.803041677321157
35 33 34 0.52325 0.5277217741935484 1.7879485759735108 1.783097255614496
36 34 35 0.53 0.5378024193548387 1.7677984762191772 1.7635626869816934
37 35 36 0.535 0.5453629032258065 1.7479567470550537 1.744220237578115
38 36 37 0.541625 0.5549395161290323 1.7283806810379028 1.7252193420164046
39 37 38 0.544125 0.5559475806451613 1.7091094169616698 1.7063850664323377
40 38 39 0.549125 0.5599798387096774 1.6901618919372559 1.6879066613412672
41 39 40 0.551375 0.5599798387096774 1.671484694480896 1.6696713701371224
42 40 41 0.5555 0.563508064516129 1.6531043968200683 1.6517307912149737
43 41 42 0.558625 0.5625 1.6350322847366332 1.63402340104503
44 42 43 0.56225 0.5650201612903226 1.6171993026733398 1.6166569571341238
45 43 44 0.56475 0.5705645161290323 1.5996744918823242 1.599457117819017
46 44 45 0.56725 0.5745967741935484 1.582391369819641 1.5826167329665153
47 45 46 0.56925 0.578125 1.565437801361084 1.5659622684601815
48 46 47 0.5725 0.5821572580645161 1.5488249864578247 1.5496453277526363
49 47 48 0.577375 0.5882056451612904 1.5325160312652588 1.5336923753061602
50 48 49 0.580875 0.5887096774193549 1.5165019807815552 1.517949192754684
51 49 50 0.5835 0.592741935483871 1.5008234214782714 1.5026460270727835
52 50 51 0.587625 0.5942540322580645 1.4854653367996216 1.4876295328140259
53 51 52 0.59025 0.5967741935483871 1.4704552068710328 1.4728181054515224
54 52 53 0.59325 0.5987903225806451 1.4557433385849 1.458426821616388
55 53 54 0.59775 0.6018145161290323 1.4412962770462037 1.444208675815213
56 54 55 0.599 0.6043346774193549 1.4271790990829467 1.4302602352634552
57 55 56 0.603375 0.6073588709677419 1.413344744682312 1.4167990799873107
58 56 57 0.60475 0.6088709677419355 1.399751398086548 1.403433249842736
59 57 58 0.605375 0.6078629032258065 1.3865319805145264 1.3904031053666146
60 58 59 0.609 0.6139112903225806 1.3735272750854493 1.377613325272837
61 59 60 0.612625 0.6149193548387096 1.3608940534591676 1.365165122093693
62 60 61 0.6115 0.6159274193548387 1.3484864072799683 1.3528481221968127
63 61 62 0.61675 0.6174395161290323 1.336387601852417 1.3409915893308577
64 62 63 0.61925 0.6224798387096774 1.3245454511642456 1.3292654368185228
65 63 64 0.6195 0.6219758064516129 1.3130418148040772 1.3178323161217473
66 64 65 0.62175 0.625 1.3018244409561157 1.3068867191191642
67 65 66 0.619625 0.6285282258064516 1.2908827781677246 1.2960479144127137
68 66 67 0.624875 0.6320564516129032 1.280132685661316 1.2856402858611076
69 67 68 0.628125 0.6340725806451613 1.269790210723877 1.2754480492684148
70 68 69 0.629625 0.6355846774193549 1.2596829872131348 1.2656278571774882
71 69 70 0.631375 0.6355846774193549 1.2498386840820312 1.2559421447015577
72 70 71 0.634625 0.6381048387096774 1.2401880674362182 1.2465571664994763
73 71 72 0.6375 0.6391129032258065 1.2308154535293578 1.2373968516626666
74 72 73 0.63875 0.641633064516129 1.2216322231292724 1.2282294342594762
75 73 74 0.63925 0.6456653225806451 1.2126117010116577 1.2194932237748177
76 74 75 0.643125 0.6466733870967742 1.203775236606598 1.2108894163562405
77 75 76 0.644375 0.6476814516129032 1.1951829042434692 1.202394124000303
78 76 77 0.6475 0.6491935483870968 1.186753659248352 1.194100179979878
79 77 78 0.6465 0.6522177419354839 1.1784684700965882 1.1859096673227125
80 78 79 0.649 0.6542338709677419 1.1703361749649048 1.1779528202549103
81 79 80 0.651875 0.6542338709677419 1.1624444012641906 1.1701776442989227
82 80 81 0.653125 0.6582661290322581 1.1546931166648864 1.1626224940822971
83 81 82 0.653125 0.6587701612903226 1.1470582790374755 1.1550410889810132
84 82 83 0.654 0.6607862903225806 1.1396855545043945 1.1476824764282472
85 83 84 0.655875 0.6617943548387096 1.1323486375808716 1.1406203989059693
86 84 85 0.658 0.6643145161290323 1.125270540714264 1.1335360580875027
87 85 86 0.659625 0.6628024193548387 1.1182686052322388 1.126621336706223
88 86 87 0.66 0.6648185483870968 1.1114986963272095 1.1200633625830374
89 87 88 0.661 0.6663306451612904 1.1047987685203553 1.1135425183080858
90 88 89 0.6635 0.6688508064516129 1.0982611293792726 1.106997953307244
91 89 90 0.66275 0.6688508064516129 1.091855441093445 1.1006957254102152
92 90 91 0.66325 0.6693548387096774 1.0856131625175476 1.094538063772263
93 91 92 0.665625 0.6703629032258065 1.0794748363494873 1.0886086956147225
94 92 93 0.666625 0.6733870967741935 1.0734693059921265 1.0826746821403503
95 93 94 0.668125 0.6733870967741935 1.0676067352294922 1.0768843043235041
96 94 95 0.669125 0.6738911290322581 1.0618546113967895 1.0711192661716091
97 95 96 0.671125 0.6774193548387096 1.0562082052230835 1.0656764238111434
98 96 97 0.67175 0.6784274193548387 1.0506598744392395 1.0601151220260128
99 97 98 0.672625 0.6794354838709677 1.0452682275772094 1.0548813016183916
100 98 99 0.674 0.6799395161290323 1.0399493350982667 1.0497964024543762
101 99 100 0.67325 0.6794354838709677 1.0347766313552857 1.0446532407114584
102 100 101 0.67475 0.6819556451612904 1.0296481556892394 1.0396164578776206
103 101 102 0.674375 0.6839717741935484 1.0246238408088684 1.0346691762247393
104 102 103 0.67525 0.6829637096774194 1.0197482237815856 1.029731248655627
105 103 104 0.6745 0.6829637096774194 1.0149168734550476 1.0252621692995871
106 104 105 0.678125 0.6834677419354839 1.0101945099830627 1.020597752063505
107 105 106 0.67975 0.6839717741935484 1.0055854954719543 1.0160219111750204
108 106 107 0.6795 0.6854838709677419 1.0010400891304017 1.0116111886116765
109 107 108 0.681375 0.686491935483871 0.9965713710784913 1.0071950151074318
110 108 109 0.68125 0.6869959677419355 0.9922126636505127 1.0028121971314954
111 109 110 0.681375 0.6880040322580645 0.9879434671401978 0.9986830353736877
112 110 111 0.68175 0.6869959677419355 0.9837961916923523 0.9946581202168618
113 111 112 0.684375 0.6875 0.9796138510704041 0.990628880839194
114 112 113 0.685125 0.688508064516129 0.9756045699119568 0.9866079245844195
115 113 114 0.685375 0.6910282258064516 0.9716196494102478 0.9828000722392913
116 114 115 0.686625 0.6895161290322581 0.9677372722625732 0.9789725195976996
117 115 116 0.687375 0.6905241935483871 0.9639245367050171 0.975317164774864
118 116 117 0.68925 0.6915322580645161 0.9601790170669555 0.9715883827978565
119 117 118 0.689 0.6930443548387096 0.956425968170166 0.9680932298783334
120 118 119 0.690125 0.6935483870967742 0.952827691078186 0.9643264874335258
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@ -0,0 +1,301 @@
,epoch,train_acc,valid_acc,train_loss,valid_loss
0,1,0.12575,0.21421370967741934,2.2937231807708742,2.2676862593620055
1,2,0.248,0.3240927419354839,2.2377592124938963,2.1976155081102924
2,3,0.354375,0.3815524193548387,2.129876153945923,2.044375258107339
3,4,0.42625,0.4324596774193548,1.9269471073150635,1.815262294584705
4,5,0.482125,0.5282258064516129,1.6988583679199218,1.6081839684517152
5,6,0.528375,0.5151209677419355,1.5167635107040405,1.4654438649454424
6,7,0.5465,0.5574596774193549,1.3927514476776124,1.3655932180343135
7,8,0.5705,0.5403225806451613,1.3035813112258912,1.2985444838000881
8,9,0.586875,0.5902217741935484,1.2359741706848144,1.2315824993195073
9,10,0.5985,0.5967741935483871,1.1828507437705993,1.1789349471369097
10,11,0.61075,0.6013104838709677,1.1400936079025268,1.146019495302631
11,12,0.61425,0.6098790322580645,1.105873393535614,1.1111935800121677
12,13,0.623,0.6234879032258065,1.076672074317932,1.089227545645929
13,14,0.63475,0.6159274193548387,1.0523606872558593,1.0597389667264876
14,15,0.63575,0.5866935483870968,1.0302134299278258,1.0517296521894393
15,16,0.638625,0.625,1.0127733755111694,1.030857661078053
16,17,0.644125,0.623991935483871,0.9972539176940918,1.0212982143125227
17,18,0.647125,0.6491935483870968,0.9847306752204895,1.0031032081573241
18,19,0.651625,0.6295362903225806,0.9718224520683288,0.9922776433729357
19,20,0.653375,0.655241935483871,0.9614444556236267,1.004007081831655
20,21,0.65475,0.639616935483871,0.9525526990890503,0.9718767077692093
21,22,0.657125,0.6491935483870968,0.944016770362854,0.9612755986952013
22,23,0.660125,0.6512096774193549,0.9386747822761535,0.9546890701017072
23,24,0.660125,0.6607862903225806,0.9306546316146851,0.9596057341944787
24,25,0.665625,0.6466733870967742,0.9239095873832702,0.9440147549875321
25,26,0.664,0.6537298387096774,0.9177467222213745,0.9464947581291199
26,27,0.66675,0.6582661290322581,0.912406234741211,0.9296330482729019
27,28,0.66625,0.6607862903225806,0.9084503087997436,0.9246035218238831
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30,31,0.669625,0.6658266129032258,0.8963782095909119,0.9107550824842146
31,32,0.6715,0.6607862903225806,0.8907575702667236,0.9062397806875168
32,33,0.672875,0.6592741935483871,0.8865971283912659,0.9067775895518642
33,34,0.6755,0.6643145161290323,0.8831153435707092,0.8996775977073177
34,35,0.6745,0.6643145161290323,0.8799522204399108,0.9008925057226612
35,36,0.67625,0.6738911290322581,0.8765962233543396,0.8957007392760246
36,37,0.67775,0.6602822580645161,0.8732238512039184,0.8957233851955783
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242,243,0.768,0.7444556451612904,0.6332927324771881,0.671097691020658
243,244,0.76475,0.7520161290322581,0.6348397693634034,0.6558002243118901
244,245,0.76675,0.7474798387096774,0.632552001953125,0.6722479366487072
245,246,0.768,0.748991935483871,0.6314238250255585,0.6594607532024384
246,247,0.764875,0.7444556451612904,0.6325469689369202,0.6605463912410121
247,248,0.7655,0.7525201612903226,0.6310685338973999,0.6538672639477637
248,249,0.766,0.7570564516129032,0.6316399626731872,0.6516222578863944
249,250,0.766125,0.7515120967741935,0.6315728986263275,0.6539699367938503
250,251,0.764625,0.7479838709677419,0.6300767264366149,0.6660763275238776
251,252,0.768375,0.7525201612903226,0.6311213612556458,0.6618637481043416
252,253,0.764375,0.75,0.6319745321273804,0.6553429893908962
253,254,0.765125,0.7484879032258065,0.6321416351795196,0.6639243306652192
254,255,0.765125,0.7424395161290323,0.6311585788726807,0.6792801503212221
255,256,0.766125,0.7575604838709677,0.6310848982334137,0.6525870225121898
256,257,0.767625,0.7520161290322581,0.6288257777690888,0.6681103860178301
257,258,0.7655,0.7550403225806451,0.6306543848514556,0.659768590042668
258,259,0.764,0.7555443548387096,0.6302573113441468,0.6550669179808709
259,260,0.769125,0.7580645161290323,0.6280254762172699,0.6525000554900016
260,261,0.76875,0.7540322580645161,0.6282578265666962,0.6584180526195034
261,262,0.76775,0.7560483870967742,0.6287466604709625,0.6528177463239239
262,263,0.770375,0.7409274193548387,0.6289410617351532,0.6700733111750695
263,264,0.76825,0.7515120967741935,0.628407103061676,0.6540230772187633
264,265,0.7675,0.7520161290322581,0.630276577949524,0.6641475250644069
265,266,0.767875,0.7530241935483871,0.6273887372016906,0.6583489189224858
266,267,0.76625,0.7535282258064516,0.6282406325340271,0.6604514862260511
267,268,0.76925,0.7535282258064516,0.6271086316108704,0.6536620384262454
268,269,0.76825,0.7469758064516129,0.6269893596172332,0.6587162335072795
269,270,0.767125,0.7479838709677419,0.6261151025295257,0.6642194390296936
270,271,0.768,0.7545362903225806,0.62709636926651,0.659077537636603
271,272,0.767875,0.7575604838709677,0.626769639968872,0.6581989363316567
272,273,0.768625,0.7570564516129032,0.6237564489841462,0.6504895312170829
273,274,0.767875,0.7540322580645161,0.6259858434200287,0.6550556219393208
274,275,0.76925,0.7565524193548387,0.6264045915603638,0.6529571308243659
275,276,0.768375,0.7605846774193549,0.6264821493625641,0.6480650353816247
276,277,0.767375,0.7585685483870968,0.6253943295478821,0.6529869091126227
277,278,0.768,0.7585685483870968,0.6250380325317383,0.6509808676858102
278,279,0.77225,0.7560483870967742,0.6249497833251954,0.652328065326137
279,280,0.768375,0.7610887096774194,0.6253566663265229,0.6481388095886477
280,281,0.769,0.7631048387096774,0.6269658114910126,0.6511666505567489
281,282,0.77225,0.7615927419354839,0.6219663026332856,0.6503843261349586
282,283,0.768375,0.7530241935483871,0.6239040396213531,0.6559025366460124
283,284,0.773125,0.7565524193548387,0.6230207705497741,0.6521498032154576
284,285,0.77225,0.7575604838709677,0.6224600894451141,0.6498911640336437
285,286,0.772375,0.7535282258064516,0.6230463716983795,0.6594464038648913
286,287,0.772125,0.7454637096774194,0.623299633026123,0.6596774737681111
287,288,0.7705,0.7575604838709677,0.6226675305366516,0.6503997896948168
288,289,0.771875,0.7615927419354839,0.6228007516860962,0.6582970378860351
289,290,0.769,0.7610887096774194,0.6228819963932037,0.6468615512694081
290,291,0.77075,0.7560483870967742,0.6219233012199402,0.6543603664444338
291,292,0.770125,0.7570564516129032,0.6231648538112641,0.6516289316838787
292,293,0.772625,0.7555443548387096,0.6210650091171265,0.6526086061231552
293,294,0.7735,0.7580645161290323,0.6205819368362426,0.650269466061746
294,295,0.76975,0.7600806451612904,0.6209871962070465,0.6479213949172727
295,296,0.770125,0.7565524193548387,0.6204864876270294,0.6524337001385228
296,297,0.76875,0.7464717741935484,0.622816385269165,0.6591307309366041
297,298,0.771375,0.7585685483870968,0.620723108291626,0.647264729584417
298,299,0.768625,0.7580645161290323,0.621616400718689,0.6502204921937758
299,300,0.7725,0.7555443548387096,0.6198663051128388,0.6479197202190277
1 epoch train_acc valid_acc train_loss valid_loss
2 0 1 0.12575 0.21421370967741934 2.2937231807708742 2.2676862593620055
3 1 2 0.248 0.3240927419354839 2.2377592124938963 2.1976155081102924
4 2 3 0.354375 0.3815524193548387 2.129876153945923 2.044375258107339
5 3 4 0.42625 0.4324596774193548 1.9269471073150635 1.815262294584705
6 4 5 0.482125 0.5282258064516129 1.6988583679199218 1.6081839684517152
7 5 6 0.528375 0.5151209677419355 1.5167635107040405 1.4654438649454424
8 6 7 0.5465 0.5574596774193549 1.3927514476776124 1.3655932180343135
9 7 8 0.5705 0.5403225806451613 1.3035813112258912 1.2985444838000881
10 8 9 0.586875 0.5902217741935484 1.2359741706848144 1.2315824993195073
11 9 10 0.5985 0.5967741935483871 1.1828507437705993 1.1789349471369097
12 10 11 0.61075 0.6013104838709677 1.1400936079025268 1.146019495302631
13 11 12 0.61425 0.6098790322580645 1.105873393535614 1.1111935800121677
14 12 13 0.623 0.6234879032258065 1.076672074317932 1.089227545645929
15 13 14 0.63475 0.6159274193548387 1.0523606872558593 1.0597389667264876
16 14 15 0.63575 0.5866935483870968 1.0302134299278258 1.0517296521894393
17 15 16 0.638625 0.625 1.0127733755111694 1.030857661078053
18 16 17 0.644125 0.623991935483871 0.9972539176940918 1.0212982143125227
19 17 18 0.647125 0.6491935483870968 0.9847306752204895 1.0031032081573241
20 18 19 0.651625 0.6295362903225806 0.9718224520683288 0.9922776433729357
21 19 20 0.653375 0.655241935483871 0.9614444556236267 1.004007081831655
22 20 21 0.65475 0.639616935483871 0.9525526990890503 0.9718767077692093
23 21 22 0.657125 0.6491935483870968 0.944016770362854 0.9612755986952013
24 22 23 0.660125 0.6512096774193549 0.9386747822761535 0.9546890701017072
25 23 24 0.660125 0.6607862903225806 0.9306546316146851 0.9596057341944787
26 24 25 0.665625 0.6466733870967742 0.9239095873832702 0.9440147549875321
27 25 26 0.664 0.6537298387096774 0.9177467222213745 0.9464947581291199
28 26 27 0.66675 0.6582661290322581 0.912406234741211 0.9296330482729019
29 27 28 0.66625 0.6607862903225806 0.9084503087997436 0.9246035218238831
30 28 29 0.669375 0.6633064516129032 0.9031522455215454 0.9183507677047483
31 29 30 0.66925 0.6622983870967742 0.8971806693077088 0.9155043325116557
32 30 31 0.669625 0.6658266129032258 0.8963782095909119 0.9107550824842146
33 31 32 0.6715 0.6607862903225806 0.8907575702667236 0.9062397806875168
34 32 33 0.672875 0.6592741935483871 0.8865971283912659 0.9067775895518642
35 33 34 0.6755 0.6643145161290323 0.8831153435707092 0.8996775977073177
36 34 35 0.6745 0.6643145161290323 0.8799522204399108 0.9008925057226612
37 35 36 0.67625 0.6738911290322581 0.8765962233543396 0.8957007392760246
38 36 37 0.67775 0.6602822580645161 0.8732238512039184 0.8957233851955783
39 37 38 0.677 0.6663306451612904 0.8700605201721191 0.8884582346485507
40 38 39 0.677625 0.6779233870967742 0.86691774892807 0.8847945544027513
41 39 40 0.683875 0.6683467741935484 0.8638643326759339 0.8812634848779247
42 40 41 0.6825 0.6703629032258065 0.8619350233078003 0.8736868096936133
43 41 42 0.68525 0.6769153225806451 0.8574845008850097 0.8757798306403621
44 42 43 0.68325 0.6829637096774194 0.8559755001068116 0.8762649028531967
45 43 44 0.681875 0.6794354838709677 0.8526963171958923 0.868664155083318
46 44 45 0.6855 0.670866935483871 0.8508440051078796 0.8656267696811307
47 45 46 0.687375 0.6738911290322581 0.8477729640007019 0.8647398410304901
48 46 47 0.689125 0.6723790322580645 0.844515609741211 0.8638435967506901
49 47 48 0.685 0.6779233870967742 0.8429114985466003 0.8618940441839157
50 48 49 0.689125 0.6794354838709677 0.8397265086174012 0.8545605559502879
51 49 50 0.686625 0.6804435483870968 0.8384793972969056 0.8552838506237153
52 50 51 0.691125 0.6774193548387096 0.8345498304367065 0.848295844370319
53 51 52 0.687875 0.6859879032258065 0.8335188755989075 0.855028792735069
54 52 53 0.691 0.6824596774193549 0.8311837863922119 0.8479280106482967
55 53 54 0.692875 0.6859879032258065 0.8279946088790894 0.8404466413682506
56 54 55 0.6925 0.6804435483870968 0.8260387935638428 0.84263696593623
57 55 56 0.693125 0.6849798387096774 0.8229942922592163 0.8379247784614563
58 56 57 0.694375 0.6844758064516129 0.8220300149917602 0.8415298577277891
59 57 58 0.696375 0.6880040322580645 0.8190384802818298 0.8321282882844249
60 58 59 0.694 0.6875 0.816288417339325 0.8343535277151293
61 59 60 0.694875 0.6839717741935484 0.8151030368804931 0.8336188389408973
62 60 61 0.69425 0.6854838709677419 0.8126006669998169 0.8352141207264315
63 61 62 0.697125 0.6854838709677419 0.8106505064964294 0.8332801768856664
64 62 63 0.69975 0.6905241935483871 0.8080810284614564 0.8234034065277346
65 63 64 0.70075 0.6844758064516129 0.8052171502113342 0.8192608933294973
66 64 65 0.69925 0.6869959677419355 0.8035496191978455 0.815050482749939
67 65 66 0.7005 0.6875 0.8014146156311035 0.8252233305285054
68 66 67 0.698125 0.6905241935483871 0.7996929430961609 0.8083832244719228
69 67 68 0.69975 0.6895161290322581 0.7969387445449829 0.8108954429626465
70 68 69 0.702125 0.6869959677419355 0.7955113248825073 0.8145994409438102
71 69 70 0.7 0.6935483870967742 0.792340503692627 0.807374858087109
72 70 71 0.702625 0.6950604838709677 0.7911754889488221 0.8086352617509903
73 71 72 0.703625 0.6985887096774194 0.7885409245491027 0.8008877135092213
74 72 73 0.70425 0.702116935483871 0.7873198952674866 0.7998276199063947
75 73 74 0.704125 0.6970766129032258 0.7848704538345337 0.7971179581457569
76 74 75 0.70625 0.6970766129032258 0.7822935285568238 0.7927621314602513
77 75 76 0.70475 0.6960685483870968 0.7788817420005798 0.7937883177111226
78 76 77 0.704875 0.6985887096774194 0.7792668890953064 0.7862545732528933
79 77 78 0.703625 0.7006048387096774 0.7767630572319031 0.7841528077279368
80 78 79 0.710875 0.6980846774193549 0.7729922785758973 0.7877849590393805
81 79 80 0.7085 0.7036290322580645 0.7725881729125976 0.7884936524975684
82 80 81 0.7145 0.6975806451612904 0.7703448913097382 0.7794140846498551
83 81 82 0.707875 0.703125 0.7683381514549256 0.7827766460757102
84 82 83 0.71425 0.704133064516129 0.7661359086036682 0.7740850121744217
85 83 84 0.716 0.7247983870967742 0.7635970077514649 0.7837481344899824
86 84 85 0.714625 0.7046370967741935 0.7620524802207946 0.7760492024883148
87 85 86 0.717875 0.7273185483870968 0.7587687454223633 0.7693652645234139
88 86 87 0.71925 0.7167338709677419 0.7571495487689972 0.7791498034231125
89 87 88 0.723125 0.7061491935483871 0.7559212753772736 0.7657425865050285
90 88 89 0.721125 0.7227822580645161 0.7540467400550842 0.7639261926374128
91 89 90 0.72775 0.7212701612903226 0.7519344382286072 0.7616109309657928
92 90 91 0.72775 0.7283266129032258 0.7487852301597595 0.7575869021877166
93 91 92 0.727875 0.7273185483870968 0.7474929718971253 0.7539062634591134
94 92 93 0.72625 0.7237903225806451 0.744426561832428 0.7515108796858019
95 93 94 0.7285 0.717741935483871 0.7436468710899353 0.7493124450406721
96 94 95 0.72875 0.7227822580645161 0.7407840843200684 0.7509921366168607
97 95 96 0.731875 0.7232862903225806 0.7383509948253631 0.7504203108049208
98 96 97 0.732125 0.7288306451612904 0.7363486151695251 0.7452502135307558
99 97 98 0.732875 0.7283266129032258 0.7337991933822632 0.7476337955844018
100 98 99 0.735625 0.7303427419354839 0.7317234919071197 0.739826298529102
101 99 100 0.733625 0.7283266129032258 0.7287046048641205 0.739542922665996
102 100 101 0.73375 0.7147177419354839 0.7274810273647309 0.7344657682603405
103 101 102 0.7355 0.7338709677419355 0.7247261893749237 0.7346700814462477
104 102 103 0.73225 0.733366935483871 0.7240956840515137 0.7285718571755194
105 103 104 0.737 0.7247983870967742 0.720921181678772 0.7279678198599047
106 104 105 0.73725 0.7162298387096774 0.7193985497951507 0.7334578460262667
107 105 106 0.73975 0.7232862903225806 0.7166938002109527 0.728367522839577
108 106 107 0.737875 0.7363911290322581 0.715068681716919 0.7223057727659902
109 107 108 0.742625 0.7318548387096774 0.7129860005378723 0.7190377539204013
110 108 109 0.74 0.7389112903225806 0.7117807359695435 0.7183994016339702
111 109 110 0.739875 0.7384072580645161 0.7105983903408051 0.7164657365891242
112 110 111 0.742375 0.7328629032258065 0.7074811918735504 0.7246334398946455
113 111 112 0.74 0.7348790322580645 0.7077446887493134 0.7127827925066794
114 112 113 0.740125 0.7348790322580645 0.7058010087013245 0.7185006468526779
115 113 114 0.74125 0.7379032258064516 0.7062028846740722 0.711994872939202
116 114 115 0.741375 0.734375 0.7025900321006775 0.722117660507079
117 115 116 0.741875 0.7404233870967742 0.702047369480133 0.7054055179319074
118 116 117 0.741 0.7368951612903226 0.7008094470500946 0.7059461897419345
119 117 118 0.74 0.7379032258064516 0.7000908722877502 0.7077065225570432
120 118 119 0.74275 0.7389112903225806 0.697608702659607 0.7044590307820228
121 119 120 0.741125 0.735383064516129 0.6974484593868255 0.705822677381577
122 120 121 0.745 0.7363911290322581 0.6940790374279022 0.726842547616651
123 121 122 0.741875 0.7409274193548387 0.6941187741756439 0.6984606769777113
124 122 123 0.7455 0.7363911290322581 0.6942173736095428 0.7010489721452037
125 123 124 0.74125 0.7404233870967742 0.6926323885917663 0.704462626288014
126 124 125 0.743875 0.7409274193548387 0.6916290044784545 0.696697513903341
127 125 126 0.74375 0.7394153225806451 0.6898484938144683 0.6978444207099176
128 126 127 0.743625 0.7399193548387096 0.6888203046321869 0.7016230494745316
129 127 128 0.74525 0.7414314516129032 0.6875256526470185 0.6972026151995505
130 128 129 0.744125 0.7414314516129032 0.686995727300644 0.6930867991139812
131 129 130 0.748 0.7424395161290323 0.6873089451789856 0.6934665374217495
132 130 131 0.744 0.7328629032258065 0.6838541362285614 0.7066772426328352
133 131 132 0.7435 0.7363911290322581 0.6849607121944428 0.6904300124414505
134 132 133 0.746 0.7444556451612904 0.6836790750026703 0.6916862668529633
135 133 134 0.746125 0.7419354838709677 0.6825263681411743 0.6903918568165072
136 134 135 0.747125 0.7454637096774194 0.6808646347522735 0.6892580957181992
137 135 136 0.746625 0.7328629032258065 0.6810887951850891 0.6992948112949249
138 136 137 0.747625 0.7399193548387096 0.6801265494823456 0.6914754644516976
139 137 138 0.744125 0.7449596774193549 0.6794462163448334 0.686861309313005
140 138 139 0.746375 0.7379032258064516 0.6796345655918121 0.6865283789173249
141 139 140 0.74825 0.7363911290322581 0.6776200189590454 0.6895612343665092
142 140 141 0.748375 0.7368951612903226 0.6769659533500672 0.6895686657198014
143 141 142 0.745875 0.7409274193548387 0.6762004556655884 0.684873923178642
144 142 143 0.75 0.7429435483870968 0.6766425142288208 0.6841276749487846
145 143 144 0.7495 0.7429435483870968 0.6757207989692688 0.6857355977258375
146 144 145 0.74775 0.7409274193548387 0.6757489387989044 0.6874895538053205
147 145 146 0.75275 0.7358870967741935 0.6723645563125611 0.6919096823661558
148 146 147 0.75125 0.7399193548387096 0.672961886882782 0.6845684782151253
149 147 148 0.751375 0.7389112903225806 0.672047397851944 0.6911592175883632
150 148 149 0.7485 0.7399193548387096 0.6713605234622956 0.6868368666018209
151 149 150 0.749625 0.7434475806451613 0.6715062477588654 0.6797055390573317
152 150 151 0.752 0.7429435483870968 0.6708727264404297 0.6786900566470239
153 151 152 0.749375 0.7404233870967742 0.6705182585716247 0.6893971793113216
154 152 153 0.756375 0.7409274193548387 0.6681198358535767 0.6818877074026293
155 153 154 0.74875 0.7323588709677419 0.668769829750061 0.6870744218749385
156 154 155 0.751375 0.7404233870967742 0.6693622040748596 0.6791631608240066
157 155 156 0.7495 0.7384072580645161 0.6677224984169007 0.6791054318028111
158 156 157 0.751125 0.7530241935483871 0.6669107344150543 0.6757311301846658
159 157 158 0.750375 0.7454637096774194 0.6689134707450867 0.675748364579293
160 158 159 0.749875 0.7394153225806451 0.665742442369461 0.6785702628474082
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@ -0,0 +1,301 @@
,epoch,train_acc,valid_acc,train_loss,valid_loss
0,1,0.0995,0.10181451612903226,2.3033302383422853,2.3030303062931186
1,2,0.0995,0.10181451612903226,2.303280780792236,2.3030023113373788
2,3,0.0995,0.10181451612903226,2.30323024559021,2.3029847452717442
3,4,0.0995,0.10181451612903226,2.303187427520752,2.302971862977551
4,5,0.0995,0.10181451612903226,2.30314341545105,2.3029510667247157
5,6,0.0995,0.10181451612903226,2.3031010646820067,2.3029229717869915
6,7,0.10075,0.10181451612903226,2.303043140411377,2.302880379461473
7,8,0.0995,0.10181451612903226,2.3029542407989503,2.302804546971475
8,9,0.169625,0.1900201612903226,2.302795280456543,2.302608290026265
9,10,0.181375,0.1502016129032258,2.302428815841675,2.3021061189713015
10,11,0.1415,0.13407258064516128,2.3015930118560792,2.3010473482070433
11,12,0.146375,0.15625,2.300165609359741,2.299487590789795
12,13,0.1695,0.1779233870967742,2.2982847080230715,2.2974084038888254
13,14,0.1845,0.18901209677419356,2.2956929054260256,2.294281505769299
14,15,0.19,0.19203629032258066,2.291839344024658,2.2898345993411158
15,16,0.192125,0.1930443548387097,2.2870863304138185,2.2850470542907715
16,17,0.193375,0.1930443548387097,2.282415168762207,2.280608146421371
17,18,0.193625,0.1935483870967742,2.278021848678589,2.276408556968935
18,19,0.194,0.1935483870967742,2.2738016204833986,2.2723076112808718
19,20,0.194375,0.1935483870967742,2.269676498413086,2.268297872235698
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22,23,0.201,0.22227822580645162,2.257629972457886,2.2566005337622856
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25,26,0.2735,0.2782258064516129,2.2461287040710447,2.2453607282330914
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27,28,0.279625,0.2807459677419355,2.238836585998535,2.238202871814851
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29,30,0.282125,0.2867943548387097,2.2317108325958253,2.2312716284105854
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31,32,0.294375,0.29788306451612906,2.224746337890625,2.2245531697427072
32,33,0.302,0.3074596774193548,2.221302886962891,2.221149706071423
33,34,0.314625,0.31502016129032256,2.217811601638794,2.217756471326274
34,35,0.322625,0.31955645161290325,2.214352705001831,2.2143301194713962
35,36,0.331875,0.33014112903225806,2.210871843338013,2.210900091355847
36,37,0.339625,0.3382056451612903,2.207341203689575,2.207591364460607
37,38,0.347375,0.34274193548387094,2.2037849979400637,2.203967909659109
38,39,0.353125,0.3477822580645161,2.2002215805053713,2.200467494226271
39,40,0.357,0.3487903225806452,2.1966008605957033,2.1969395376020864
40,41,0.36025,0.35231854838709675,2.192959394454956,2.1933540528820408
41,42,0.36475,0.35735887096774194,2.189233148574829,2.1897248760346444
42,43,0.37525,0.3795362903225806,2.1854942417144776,2.1860098300441617
43,44,0.3985,0.39264112903225806,2.181738254547119,2.1823976193704913
44,45,0.413625,0.4097782258064516,2.177900360107422,2.1785948507247435
45,46,0.4225,0.4153225806451613,2.1740651988983153,2.1748489795192594
46,47,0.429,0.4223790322580645,2.1701923904418945,2.17103910446167
47,48,0.432,0.4284274193548387,2.1663309383392333,2.1672753672445975
48,49,0.4375,0.4269153225806452,2.162472625732422,2.1636108659928843
49,50,0.4395,0.43044354838709675,2.158574415206909,2.1598097355135026
50,51,0.441875,0.4309475806451613,2.154718957901001,2.15606705604061
51,52,0.444125,0.4334677419354839,2.150855842590332,2.1523475570063435
52,53,0.446,0.4380040322580645,2.1470391368865966,2.148479030978295
53,54,0.448125,0.4440524193548387,2.1432049808502196,2.1447043418884277
54,55,0.44975,0.44506048387096775,2.1394456577301026,2.141103159996771
55,56,0.45075,0.44556451612903225,2.13566650390625,2.137500424538889
56,57,0.453,0.4536290322580645,2.131935413360596,2.1337623673100627
57,58,0.45625,0.45413306451612906,2.128258867263794,2.1302450318490305
58,59,0.46225,0.4576612903225806,2.124609836578369,2.1266657306301977
59,60,0.469125,0.47076612903225806,2.1209666213989258,2.123108317775111
60,61,0.480875,0.47681451612903225,2.1174135150909423,2.1197073536534465
61,62,0.49075,0.48185483870967744,2.1138208408355714,2.1162060460736676
62,63,0.495,0.4899193548387097,2.1103023529052733,2.112825462895055
63,64,0.500125,0.49294354838709675,2.1068694820404055,2.10949279415992
64,65,0.5045,0.4964717741935484,2.103405839920044,2.106172646245649
65,66,0.507375,0.49798387096774194,2.100044828414917,2.10290361988929
66,67,0.5085,0.49848790322580644,2.0966753063201904,2.099669587227606
67,68,0.51,0.4994959677419355,2.0933472385406495,2.0963903627087994
68,69,0.510125,0.501008064516129,2.090071887969971,2.0933285605522896
69,70,0.510875,0.5030241935483871,2.0868466033935547,2.09009317428835
70,71,0.511625,0.5050403225806451,2.0836267976760863,2.087082693653722
71,72,0.512625,0.5045362903225806,2.0804565725326536,2.0838709800474104
72,73,0.5125,0.5070564516129032,2.07728790473938,2.080854792748728
73,74,0.512125,0.5060483870967742,2.0741932706832884,2.0780083825511317
74,75,0.512625,0.5055443548387096,2.071190423965454,2.075061482767905
75,76,0.513375,0.5065524193548387,2.0681148014068604,2.071955261691924
76,77,0.513625,0.5070564516129032,2.06514581489563,2.0689816013459237
77,78,0.514375,0.5080645161290323,2.0621290788650515,2.066269017034961
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282,283,0.734375,0.7268145161290323,1.7890074348449707,1.795646063743099
283,284,0.73425,0.7237903225806451,1.788481442451477,1.7948999212634178
284,285,0.735375,0.7268145161290323,1.787364465713501,1.794190595226903
285,286,0.7355,0.7263104838709677,1.7866179761886596,1.793145106684777
286,287,0.7365,0.7273185483870968,1.7858894300460815,1.7925298406231789
287,288,0.738375,0.7258064516129032,1.7850471267700194,1.7917033510823404
288,289,0.737125,0.7273185483870968,1.7840259895324706,1.7910927649467223
289,290,0.73875,0.7273185483870968,1.7833623142242432,1.790597419584951
290,291,0.739625,0.7298387096774194,1.7827039489746093,1.7896722978161228
291,292,0.74,0.7298387096774194,1.7818437910079956,1.7889057820843113
292,293,0.74125,0.7303427419354839,1.781021198272705,1.7881776171345865
293,294,0.740875,0.7323588709677419,1.7803919897079468,1.787574368138467
294,295,0.741625,0.7273185483870968,1.779467924118042,1.7865679802433136
295,296,0.742625,0.7303427419354839,1.7787973155975343,1.78585700450405
296,297,0.74225,0.7303427419354839,1.7778736333847045,1.7852955402866486
297,298,0.743125,0.7298387096774194,1.7771362056732178,1.7847821212583972
298,299,0.743875,0.7308467741935484,1.776354743003845,1.7838571110079366
299,300,0.743875,0.7323588709677419,1.7756936492919921,1.7830702258694557
1 epoch train_acc valid_acc train_loss valid_loss
2 0 1 0.0995 0.10181451612903226 2.3033302383422853 2.3030303062931186
3 1 2 0.0995 0.10181451612903226 2.303280780792236 2.3030023113373788
4 2 3 0.0995 0.10181451612903226 2.30323024559021 2.3029847452717442
5 3 4 0.0995 0.10181451612903226 2.303187427520752 2.302971862977551
6 4 5 0.0995 0.10181451612903226 2.30314341545105 2.3029510667247157
7 5 6 0.0995 0.10181451612903226 2.3031010646820067 2.3029229717869915
8 6 7 0.10075 0.10181451612903226 2.303043140411377 2.302880379461473
9 7 8 0.0995 0.10181451612903226 2.3029542407989503 2.302804546971475
10 8 9 0.169625 0.1900201612903226 2.302795280456543 2.302608290026265
11 9 10 0.181375 0.1502016129032258 2.302428815841675 2.3021061189713015
12 10 11 0.1415 0.13407258064516128 2.3015930118560792 2.3010473482070433
13 11 12 0.146375 0.15625 2.300165609359741 2.299487590789795
14 12 13 0.1695 0.1779233870967742 2.2982847080230715 2.2974084038888254
15 13 14 0.1845 0.18901209677419356 2.2956929054260256 2.294281505769299
16 14 15 0.19 0.19203629032258066 2.291839344024658 2.2898345993411158
17 15 16 0.192125 0.1930443548387097 2.2870863304138185 2.2850470542907715
18 16 17 0.193375 0.1930443548387097 2.282415168762207 2.280608146421371
19 17 18 0.193625 0.1935483870967742 2.278021848678589 2.276408556968935
20 18 19 0.194 0.1935483870967742 2.2738016204833986 2.2723076112808718
21 19 20 0.194375 0.1935483870967742 2.269676498413086 2.268297872235698
22 20 21 0.195 0.19506048387096775 2.265618368148804 2.2643322175548923
23 21 22 0.195125 0.19506048387096775 2.2616006031036378 2.26040837072557
24 22 23 0.201 0.22227822580645162 2.257629972457886 2.2566005337622856
25 23 24 0.24025 0.2595766129032258 2.253726215362549 2.2527187562757924
26 24 25 0.266 0.2716733870967742 2.249884832382202 2.248988920642484
27 25 26 0.2735 0.2782258064516129 2.2461287040710447 2.2453607282330914
28 26 27 0.276875 0.28024193548387094 2.2424540672302244 2.2417818730877292
29 27 28 0.279625 0.2807459677419355 2.238836585998535 2.238202871814851
30 28 29 0.27975 0.28225806451612906 2.235247465133667 2.234735042818131
31 29 30 0.282125 0.2867943548387097 2.2317108325958253 2.2312716284105854
32 30 31 0.288625 0.2933467741935484 2.2282184009552 2.227867664829377
33 31 32 0.294375 0.29788306451612906 2.224746337890625 2.2245531697427072
34 32 33 0.302 0.3074596774193548 2.221302886962891 2.221149706071423
35 33 34 0.314625 0.31502016129032256 2.217811601638794 2.217756471326274
36 34 35 0.322625 0.31955645161290325 2.214352705001831 2.2143301194713962
37 35 36 0.331875 0.33014112903225806 2.210871843338013 2.210900091355847
38 36 37 0.339625 0.3382056451612903 2.207341203689575 2.207591364460607
39 37 38 0.347375 0.34274193548387094 2.2037849979400637 2.203967909659109
40 38 39 0.353125 0.3477822580645161 2.2002215805053713 2.200467494226271
41 39 40 0.357 0.3487903225806452 2.1966008605957033 2.1969395376020864
42 40 41 0.36025 0.35231854838709675 2.192959394454956 2.1933540528820408
43 41 42 0.36475 0.35735887096774194 2.189233148574829 2.1897248760346444
44 42 43 0.37525 0.3795362903225806 2.1854942417144776 2.1860098300441617
45 43 44 0.3985 0.39264112903225806 2.181738254547119 2.1823976193704913
46 44 45 0.413625 0.4097782258064516 2.177900360107422 2.1785948507247435
47 45 46 0.4225 0.4153225806451613 2.1740651988983153 2.1748489795192594
48 46 47 0.429 0.4223790322580645 2.1701923904418945 2.17103910446167
49 47 48 0.432 0.4284274193548387 2.1663309383392333 2.1672753672445975
50 48 49 0.4375 0.4269153225806452 2.162472625732422 2.1636108659928843
51 49 50 0.4395 0.43044354838709675 2.158574415206909 2.1598097355135026
52 50 51 0.441875 0.4309475806451613 2.154718957901001 2.15606705604061
53 51 52 0.444125 0.4334677419354839 2.150855842590332 2.1523475570063435
54 52 53 0.446 0.4380040322580645 2.1470391368865966 2.148479030978295
55 53 54 0.448125 0.4440524193548387 2.1432049808502196 2.1447043418884277
56 54 55 0.44975 0.44506048387096775 2.1394456577301026 2.141103159996771
57 55 56 0.45075 0.44556451612903225 2.13566650390625 2.137500424538889
58 56 57 0.453 0.4536290322580645 2.131935413360596 2.1337623673100627
59 57 58 0.45625 0.45413306451612906 2.128258867263794 2.1302450318490305
60 58 59 0.46225 0.4576612903225806 2.124609836578369 2.1266657306301977
61 59 60 0.469125 0.47076612903225806 2.1209666213989258 2.123108317775111
62 60 61 0.480875 0.47681451612903225 2.1174135150909423 2.1197073536534465
63 61 62 0.49075 0.48185483870967744 2.1138208408355714 2.1162060460736676
64 62 63 0.495 0.4899193548387097 2.1103023529052733 2.112825462895055
65 63 64 0.500125 0.49294354838709675 2.1068694820404055 2.10949279415992
66 64 65 0.5045 0.4964717741935484 2.103405839920044 2.106172646245649
67 65 66 0.507375 0.49798387096774194 2.100044828414917 2.10290361988929
68 66 67 0.5085 0.49848790322580644 2.0966753063201904 2.099669587227606
69 67 68 0.51 0.4994959677419355 2.0933472385406495 2.0963903627087994
70 68 69 0.510125 0.501008064516129 2.090071887969971 2.0933285605522896
71 69 70 0.510875 0.5030241935483871 2.0868466033935547 2.09009317428835
72 70 71 0.511625 0.5050403225806451 2.0836267976760863 2.087082693653722
73 71 72 0.512625 0.5045362903225806 2.0804565725326536 2.0838709800474104
74 72 73 0.5125 0.5070564516129032 2.07728790473938 2.080854792748728
75 73 74 0.512125 0.5060483870967742 2.0741932706832884 2.0780083825511317
76 74 75 0.512625 0.5055443548387096 2.071190423965454 2.075061482767905
77 75 76 0.513375 0.5065524193548387 2.0681148014068604 2.071955261691924
78 76 77 0.513625 0.5070564516129032 2.06514581489563 2.0689816013459237
79 77 78 0.514375 0.5080645161290323 2.0621290788650515 2.066269017034961
80 78 79 0.514625 0.5095766129032258 2.059246515274048 2.0633910586757045
81 79 80 0.515 0.5095766129032258 2.056347867012024 2.0606711256888604
82 80 81 0.516125 0.5085685483870968 2.053501456260681 2.057646028457149
83 81 82 0.516 0.5090725806451613 2.050653263092041 2.0549588472612443
84 82 83 0.51675 0.5095766129032258 2.047853454589844 2.0521688999668246
85 83 84 0.517 0.5090725806451613 2.0451527013778685 2.0494664176817863
86 84 85 0.517875 0.5090725806451613 2.0423651418685913 2.046797790834981
87 85 86 0.517875 0.5090725806451613 2.039641347885132 2.044162392616272
88 86 87 0.518 0.5090725806451613 2.0369901733398437 2.0414689164007864
89 87 88 0.519625 0.5095766129032258 2.034280005455017 2.0391380479258876
90 88 89 0.51925 0.5090725806451613 2.0316727113723756 2.036460622664421
91 89 90 0.51925 0.5100806451612904 2.02905343914032 2.033752202987671
92 90 91 0.519 0.5090725806451613 2.0265143442153932 2.0311503525703185
93 91 92 0.519375 0.5100806451612904 2.0239015760421752 2.0286795054712603
94 92 93 0.519 0.5100806451612904 2.0214113388061525 2.0261252503241263
95 93 94 0.5195 0.5110887096774194 2.018907898902893 2.024053062162092
96 94 95 0.5205 0.5095766129032258 2.016513105392456 2.0212502056552517
97 95 96 0.51975 0.5105846774193549 2.0140280809402467 2.0188869622445877
98 96 97 0.5205 0.5131048387096774 2.011565664291382 2.016431727717
99 97 98 0.52 0.5110887096774194 2.0091643352508544 2.0140393703214583
100 98 99 0.5215 0.5120967741935484 2.006804123878479 2.0116508468504875
101 99 100 0.522125 0.5126008064516129 2.0043306999206543 2.009554209247712
102 100 101 0.521125 0.5126008064516129 2.0020920524597168 2.0069557312996156
103 101 102 0.525375 0.5196572580645161 1.9997989044189453 2.0048956371122792
104 102 103 0.53175 0.5287298387096774 1.9973818626403808 2.0020734302459227
105 103 104 0.544125 0.5473790322580645 1.9951538171768188 1.999742042633795
106 104 105 0.553625 0.5544354838709677 1.9928610124588013 1.9974819575586626
107 105 106 0.562 0.561491935483871 1.9905958251953124 1.995424816685338
108 106 107 0.567125 0.5650201612903226 1.988317053794861 1.9930050219258955
109 107 108 0.57075 0.5685483870967742 1.986084261894226 1.9905868230327484
110 108 109 0.571125 0.5715725806451613 1.9839199829101561 1.9884714234259822
111 109 110 0.5745 0.5720766129032258 1.9817498769760131 1.9863249332674089
112 110 111 0.575 0.5756048387096774 1.9796651496887208 1.9840827565039358
113 111 112 0.576 0.577116935483871 1.9774874601364136 1.9819985858855709
114 112 113 0.57675 0.5740927419354839 1.975323769569397 1.9800044528899654
115 113 114 0.57825 0.5806451612903226 1.9733175439834594 1.9776152603087886
116 114 115 0.57975 0.5806451612903226 1.9712209396362306 1.9754448052375548
117 115 116 0.579125 0.5811491935483871 1.969270749092102 1.9732563649454424
118 116 117 0.5815 0.5811491935483871 1.9672248010635376 1.9713083544085104
119 117 118 0.58125 0.5816532258064516 1.9652166185379027 1.9692601388500584
120 118 119 0.5815 0.5836693548387096 1.9631930198669434 1.9671795829649894
121 119 120 0.58225 0.5851814516129032 1.9613524894714356 1.9651635962147866
122 120 121 0.582375 0.5846774193548387 1.9594065027236938 1.9632793357295375
123 121 122 0.58375 0.5841733870967742 1.9575050563812255 1.9613002346407982
124 122 123 0.583125 0.5846774193548387 1.9556471700668334 1.9592897584361415
125 123 124 0.5845 0.5826612903225806 1.9538186750411988 1.957585665487474
126 124 125 0.584125 0.5821572580645161 1.9520504426956178 1.9560012778928202
127 125 126 0.584875 0.5826612903225806 1.9502059211730958 1.9540641807740735
128 126 127 0.585875 0.5866935483870968 1.948412964820862 1.9518973635089012
129 127 128 0.586625 0.5841733870967742 1.946673833847046 1.9506212934370963
130 128 129 0.586375 0.5846774193548387 1.9450277948379517 1.948477925792817
131 129 130 0.586875 0.5856854838709677 1.9434326801300048 1.9466045594984485
132 130 131 0.58675 0.5841733870967742 1.941796724319458 1.9452577867815573
133 131 132 0.58775 0.5866935483870968 1.940104609489441 1.9432805430504583
134 132 133 0.588 0.5871975806451613 1.9384564561843871 1.9416990280151367
135 133 134 0.588375 0.5866935483870968 1.9367683172225951 1.9400621729512368
136 134 135 0.588875 0.5887096774193549 1.9352691192626954 1.93852073530997
137 135 136 0.59 0.5902217741935484 1.9336119117736816 1.9367903355629212
138 136 137 0.589375 0.5907258064516129 1.932222834587097 1.9353154205506848
139 137 138 0.5905 0.5871975806451613 1.9305416650772094 1.9342485781638854
140 138 139 0.59125 0.5907258064516129 1.9292116708755493 1.9323259438237836
141 139 140 0.592375 0.5877016129032258 1.9276778402328492 1.9311565968298143
142 140 141 0.592125 0.5907258064516129 1.926256929397583 1.929622438646132
143 141 142 0.59175 0.5897177419354839 1.9249474039077759 1.9279731512069702
144 142 143 0.59325 0.5912298387096774 1.9234285516738892 1.9265048311602684
145 143 144 0.593375 0.59375 1.922134768486023 1.9249141870006439
146 144 145 0.5945 0.5892137096774194 1.9206724672317506 1.9238971971696424
147 145 146 0.594625 0.5902217741935484 1.9193004684448243 1.922424077987671
148 146 147 0.5945 0.5932459677419355 1.9179737548828124 1.920830169031697
149 147 148 0.594875 0.5932459677419355 1.9166489152908326 1.919703968109623
150 148 149 0.595875 0.5902217741935484 1.9153662853240967 1.9187331315009826
151 149 150 0.596 0.5962701612903226 1.914200749397278 1.9169695146622197
152 150 151 0.595375 0.59375 1.9128668813705445 1.9158298353995047
153 151 152 0.596125 0.5967741935483871 1.9116352167129516 1.9143530438023229
154 152 153 0.597375 0.5962701612903226 1.9104081296920776 1.9130943705958705
155 153 154 0.59725 0.5967741935483871 1.9091304111480714 1.9120430561804003
156 154 155 0.59775 0.5967741935483871 1.9080355548858643 1.910660313021752
157 155 156 0.598125 0.5972782258064516 1.9068326015472412 1.9094927772398917
158 156 157 0.598375 0.5962701612903226 1.9056379308700562 1.9084485423180364
159 157 158 0.59925 0.5972782258064516 1.9045483160018921 1.9071723914915515
160 158 159 0.599625 0.5962701612903226 1.903346206665039 1.9061045108302948
161 159 160 0.599125 0.5962701612903226 1.9023772859573365 1.9050039822055447
162 160 161 0.6005 0.5972782258064516 1.9011690616607666 1.9038008451461792
163 161 162 0.601125 0.5972782258064516 1.9000103282928467 1.902634693730262
164 162 163 0.60075 0.5972782258064516 1.8989585247039795 1.9015635674999607
165 163 164 0.601 0.5992943548387096 1.8979086675643921 1.9004490567791847
166 164 165 0.6025 0.5997983870967742 1.8968673639297486 1.8993493433921569
167 165 166 0.602 0.6003024193548387 1.8958314628601074 1.898387405180162
168 166 167 0.602875 0.5992943548387096 1.8947667045593262 1.897259577628105
169 167 168 0.6035 0.6018145161290323 1.893875060081482 1.8962604345813874
170 168 169 0.60375 0.6013104838709677 1.8927252378463746 1.895244659916047
171 169 170 0.604125 0.6023185483870968 1.8918745260238647 1.8942362992994246
172 170 171 0.604875 0.6048387096774194 1.8909183931350708 1.8934392429167224
173 171 172 0.6045 0.6028225806451613 1.8898600158691405 1.892343755691282
174 172 173 0.605625 0.6033266129032258 1.8888738298416137 1.8913332608438307
175 173 174 0.605125 0.6073588709677419 1.8879294624328613 1.8906006120866345
176 174 175 0.60625 0.6058467741935484 1.8870757827758788 1.8895305318217124
177 175 176 0.606875 0.6088709677419355 1.886120719909668 1.8885634291556574
178 176 177 0.607 0.608366935483871 1.8852227725982666 1.8875623672239241
179 177 178 0.608125 0.6078629032258065 1.8843650503158569 1.8865854317142117
180 178 179 0.60775 0.609375 1.8834002637863159 1.8856198287779284
181 179 180 0.60775 0.6078629032258065 1.8825364618301392 1.8848064599498626
182 180 181 0.6085 0.6073588709677419 1.8817217197418212 1.8841241367401615
183 181 182 0.60875 0.608366935483871 1.880713607788086 1.883035171416498
184 182 183 0.608375 0.608366935483871 1.8800666675567628 1.8822347118008522
185 183 184 0.608 0.6078629032258065 1.879156427383423 1.8814329255011775
186 184 185 0.609375 0.610383064516129 1.8783964767456054 1.8803725665615452
187 185 186 0.61 0.6078629032258065 1.877576060295105 1.8797670602798462
188 186 187 0.610375 0.609375 1.876649634361267 1.8793158492734354
189 187 188 0.60975 0.6108870967741935 1.8760175857543946 1.8780508195200274
190 188 189 0.61025 0.610383064516129 1.8750859642028808 1.8773531836848105
191 189 190 0.610125 0.609375 1.8743492736816407 1.8764202748575518
192 190 191 0.610625 0.6113911290322581 1.87358216381073 1.875512711463436
193 191 192 0.612125 0.6098790322580645 1.8727596101760864 1.8750373932623094
194 192 193 0.611125 0.609375 1.8721068649291992 1.8742449129781416
195 193 194 0.61175 0.610383064516129 1.8712367057800292 1.8734211729418846
196 194 195 0.611125 0.6113911290322581 1.870494478225708 1.8725524025578653
197 195 196 0.612 0.6144153225806451 1.869640983581543 1.8716912807956818
198 196 197 0.612625 0.6113911290322581 1.8689612474441528 1.8710285117549281
199 197 198 0.6125 0.6134072580645161 1.8681599922180177 1.8699434111195226
200 198 199 0.611125 0.6108870967741935 1.8673857431411742 1.8697760989589076
201 199 200 0.613 0.6118951612903226 1.8665991344451904 1.869035755434344
202 200 201 0.612875 0.6134072580645161 1.8659396228790284 1.8676928397147887
203 201 202 0.61375 0.6134072580645161 1.8649173679351807 1.8668417930603027
204 202 203 0.6135 0.6123991935483871 1.8642877731323242 1.866308985217925
205 203 204 0.614 0.6123991935483871 1.863395875930786 1.8659008664469565
206 204 205 0.613875 0.6113911290322581 1.8625648155212402 1.8649357249659877
207 205 206 0.614375 0.6129032258064516 1.861862714767456 1.8641864561265515
208 206 207 0.6145 0.6118951612903226 1.8608616819381714 1.8634656052435599
209 207 208 0.614875 0.6118951612903226 1.8600348205566406 1.8625842871204499
210 208 209 0.615125 0.6134072580645161 1.8591780939102174 1.8618626748361895
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212 210 211 0.6155 0.6134072580645161 1.8573597478866577 1.8599734960063812
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