ardor924 commited on
Commit
d8407d5
·
verified ·
1 Parent(s): 134386a

📦 Upload EEGNetV4 model with config, weights, and training history

Browse files
best_model_epoch_1.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:218e67584a9931137434dec7c5ec4ac0283371569ab157ff0c38484efc7d77a3
3
  size 20266
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ffed0156122f2b796468be6825d9e345f8c5e7590194953ff5513c3bef196bd8
3
  size 20266
best_model_epoch_18.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d1f968d8c7001f4c0fb47866df6af3c434a90024e69da4eea351064d304e8bef
3
+ size 20291
best_model_epoch_21.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:29426953d860849f4c9f9d22b9e3745c8541fe06af84700e4f5c3d708b6b83a8
3
  size 20291
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e46475987bc95809f26387a972fe0dea67468cd26a60a438c18ac098334813b8
3
  size 20291
best_model_epoch_25.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:456b989e5407838ff61fe9c574cb3bb5e13f30aae2ec44aadce1eda4e354bb62
3
+ size 20291
best_model_epoch_3.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5ed00b76174007dad6b33e0436ecbeeb1c77271c4be4f6b1fcdb2b435931a74b
3
  size 20266
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bf2014d2ea562510d940e546600cf149485d0139eaaf41bde1bbf8da84989ffd
3
  size 20266
best_model_epoch_36.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:85db60a9a2b2ec9e9a48fb92ebc83605a4323c9380db36d7e15436fd8e2d0d5f
3
+ size 20291
pytorch_model.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b8706049e92b020449cf9ee11ee4c4fe26d47aee430a2afc50f83d8ece3d4b37
3
  size 20141
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:422714414419d9f73136c17125df8ba311d3659fdce9b7ba65767120f26951b5
3
  size 20141
training_history.json CHANGED
@@ -1,776 +1,350 @@
1
  {
2
  "train_loss": [
3
- 0.8934362518320955,
4
- 0.7978023007939422,
5
- 0.7325236680656309,
6
- 0.7030356508035991,
7
- 0.6787582991168319,
8
- 0.6541450912841975,
9
- 0.6472720019246841,
10
- 0.6234112632727216,
11
- 0.6051525009656968,
12
- 0.5878880956399098,
13
- 0.5752424273039147,
14
- 0.5525590177890553,
15
- 0.5548796112198565,
16
- 0.5402291504248612,
17
- 0.5212260289542644,
18
- 0.5133709812827273,
19
- 0.4942690232870513,
20
- 0.492780096129121,
21
- 0.49297027706643176,
22
- 0.47061510655878036,
23
- 0.478965758439986,
24
- 0.45901287945598784,
25
- 0.4537618830376187,
26
- 0.4391453830253008,
27
- 0.44174132882185435,
28
- 0.43642423240257916,
29
- 0.4340231108441248,
30
- 0.4200690837444418,
31
- 0.41671118220842274,
32
- 0.4116261356019204,
33
- 0.4039379006687889,
34
- 0.4094407597938841,
35
- 0.39917658028059494,
36
- 0.40544623768344845,
37
- 0.3909339958486775,
38
- 0.39515656567776947,
39
- 0.3847577809443198,
40
- 0.3880053785022205,
41
- 0.3818839626847611,
42
- 0.38317109478844535,
43
- 0.3791711270708829,
44
- 0.3645653760483023,
45
- 0.37074729899011755,
46
- 0.36733361602203224,
47
- 0.3704360862057425,
48
- 0.36495996029150274,
49
- 0.3692586091625473,
50
- 0.3593578967402569,
51
- 0.363003317018869,
52
- 0.3517613260009058,
53
- 0.3655018285790567,
54
- 0.34766303995380027,
55
- 0.34990078959608417,
56
- 0.3407448865801985,
57
- 0.35191708113221803,
58
- 0.34575539213082634,
59
- 0.3464335372926023,
60
- 0.34249530502012293,
61
- 0.3343829190360466,
62
- 0.34256695774074053,
63
- 0.33997684774443926,
64
- 0.3289539715640431,
65
- 0.32904109467782444,
66
- 0.33422408350444377,
67
- 0.32552895167729834,
68
- 0.33232266921366216,
69
- 0.3215455645888881,
70
- 0.3226430553094748,
71
- 0.32180471325410615,
72
- 0.31561581863975546,
73
- 0.31492119640004657,
74
- 0.3171646417702835,
75
- 0.3084671899207472,
76
- 0.31528945497560346,
77
- 0.30547984456346106,
78
- 0.30753568943010784,
79
- 0.31631020166850954,
80
- 0.31830025241721815,
81
- 0.3103290252222301,
82
- 0.30568134464720575,
83
- 0.30860128664159336,
84
- 0.29255064797362673,
85
- 0.2918605054316171,
86
- 0.30594231977299313,
87
- 0.30170645679671715,
88
- 0.2901963280161596,
89
- 0.30378177067751283,
90
- 0.28849393388081906,
91
- 0.2938991548729444,
92
- 0.27978107161040533,
93
- 0.29562050250851846,
94
- 0.28383960056793506,
95
- 0.29175289705937213,
96
- 0.283590541026892,
97
- 0.27755588195499165,
98
- 0.28491483630047404,
99
- 0.2751088329217485,
100
- 0.28264082807510776,
101
- 0.28313369302817176,
102
- 0.2733859139779304,
103
- 0.27380597864665956,
104
- 0.2742959935411432,
105
- 0.27125103735960443,
106
- 0.27369233527298964,
107
- 0.27639270966582136,
108
- 0.28257361275005405,
109
- 0.2737090071153104,
110
- 0.26769484024813656,
111
- 0.2617943584875724,
112
- 0.27037482708865557,
113
- 0.2616437704727429,
114
- 0.26301912719535864,
115
- 0.2674154620368929,
116
- 0.2647711148003931,
117
- 0.2705608543000348,
118
- 0.2717853658542281,
119
- 0.26708835939677017,
120
- 0.2604970091059207,
121
- 0.2631247124023641,
122
- 0.2623069927703624,
123
- 0.25825559435096335,
124
- 0.261104562108205,
125
- 0.25403535533400134,
126
- 0.2593228860964665,
127
- 0.25867208288125043,
128
- 0.26480647717066985,
129
- 0.2515324886624861
130
  ],
131
  "train_accuracy": [
132
- 0.5919540229885057,
133
- 0.6379890862649483,
134
- 0.6730523627075351,
135
- 0.6941251596424011,
136
- 0.7031231858818066,
137
- 0.7139208173690932,
138
- 0.7213514454893766,
139
- 0.7329037501451294,
140
- 0.7424242424242424,
141
- 0.7508417508417509,
142
- 0.7569952397538604,
143
- 0.7693602693602694,
144
- 0.7664576802507836,
145
- 0.7755718100545687,
146
- 0.7849181469871125,
147
- 0.7889817717403924,
148
- 0.7968187623360037,
149
- 0.7950772088703123,
150
- 0.7962962962962963,
151
- 0.8066875653082549,
152
- 0.8029141994659236,
153
- 0.8146987112504354,
154
- 0.8151631255079531,
155
- 0.8191686984790433,
156
- 0.8209683037269244,
157
- 0.8245675142226866,
158
- 0.8207360965981656,
159
- 0.8261349123418089,
160
- 0.8294438639266225,
161
- 0.8326947637292464,
162
- 0.8362939742250087,
163
- 0.8367003367003367,
164
- 0.8398351329385813,
165
- 0.8375711134331824,
166
- 0.8445953790781378,
167
- 0.8404156507604783,
168
- 0.842505514919308,
169
- 0.8434343434343434,
170
- 0.8440729130384302,
171
- 0.8452920004644142,
172
- 0.8470335539301057,
173
- 0.85626378729827,
174
- 0.851619644723093,
175
- 0.8539417160106815,
176
- 0.8504005572971091,
177
- 0.8562057355160804,
178
- 0.855044699872286,
179
- 0.8575409265064438,
180
- 0.85626378729827,
181
- 0.8583536514570997,
182
- 0.8521421107628004,
183
- 0.8615464994775339,
184
- 0.8581794961105306,
185
- 0.8628236386857077,
186
- 0.8606176709624985,
187
- 0.8597468942296529,
188
- 0.8630558458144665,
189
- 0.8627655869035179,
190
- 0.8674677812608848,
191
- 0.8648554510623476,
192
- 0.8676419366074538,
193
- 0.8672936259143156,
194
- 0.8719958202716823,
195
- 0.8699059561128527,
196
- 0.8726924416579589,
197
- 0.8687449204690584,
198
- 0.8712991988854057,
199
- 0.8722280274004411,
200
- 0.8722280274004411,
201
- 0.8715894577963543,
202
- 0.8756530825496343,
203
- 0.8733310112620457,
204
- 0.877336584233136,
205
- 0.875711134331824,
206
- 0.881168001857657,
207
- 0.8808196911645187,
208
- 0.8750725647277371,
209
- 0.8728665970045281,
210
- 0.8776268431440846,
211
- 0.8791942412632068,
212
- 0.8769882735399976,
213
- 0.8858121444328341,
214
- 0.8838964356205735,
215
- 0.8814002089864159,
216
- 0.882793451758969,
217
- 0.8869151282944386,
218
- 0.8835481249274353,
219
- 0.8856379890862649,
220
- 0.887843956809474,
221
- 0.8930686172065483,
222
- 0.8858701962150238,
223
- 0.8891210960176478,
224
- 0.8862765586903518,
225
- 0.8897596656217346,
226
- 0.8927783582955997,
227
- 0.8898177174039243,
228
- 0.8957389991872751,
229
- 0.8881922675026124,
230
- 0.8916173226518054,
231
- 0.8913851155230466,
232
- 0.8937071868106351,
233
- 0.8938232903750145,
234
- 0.8927783582955997,
235
- 0.8921397886915128,
236
- 0.8956228956228957,
237
- 0.8902240798792523,
238
- 0.8928364100777894,
239
- 0.897364449088587,
240
- 0.8990479507720887,
241
- 0.8957970509694647,
242
- 0.899802623940555,
243
- 0.8988737954255196,
244
- 0.8956228956228957,
245
- 0.8982352258214327,
246
- 0.8966097759201207,
247
- 0.8971902937420179,
248
- 0.8959712063160339,
249
- 0.9027052130500406,
250
- 0.8996284685939858,
251
- 0.9007895042377801,
252
- 0.8988737954255196,
253
- 0.8982352258214327,
254
- 0.8996284685939858,
255
- 0.9004992453268316,
256
- 0.8995123650296064,
257
- 0.9003250899802624,
258
- 0.901428073841867
259
  ],
260
  "val_accuracy": [
261
- 0.6049698095680446,
262
- 0.5510915002322341,
263
- 0.4580817464003716,
264
- 0.6171620993961914,
265
- 0.40199721319089643,
266
- 0.4231305155596842,
267
- 0.541453785415699,
268
- 0.6178588016720855,
269
- 0.5827914537854157,
270
- 0.5169530887134232,
271
- 0.36495587552252673,
272
- 0.4536692986530423,
273
- 0.43114259173246633,
274
- 0.5305387830933581,
275
- 0.5276358569437993,
276
- 0.3994426381792847,
277
- 0.5810496980956804,
278
- 0.5789595912679981,
279
- 0.7365304226660474,
280
- 0.7454714352066883,
281
- 0.7526706920575941,
282
- 0.6679052484904784,
283
- 0.646888063167673,
284
- 0.5003483511379471,
285
- 0.6026474686483976,
286
- 0.7025081281932187,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
287
  0.7320018578727358,
288
- 0.7166744078030655,
289
- 0.48699489084997677,
290
- 0.7450069670227589,
291
- 0.6689503019043196,
292
- 0.4967487227124942,
293
- 0.839177891314445,
294
- 0.7386205294937297,
295
- 0.7281699953553181,
296
- 0.5935903390617743,
297
- 0.7923827217835578,
298
- 0.7808871342313052,
299
- 0.8462610311193683,
300
- 0.8406874129122155,
301
- 0.8020204366000929,
302
- 0.5130051091500232,
303
- 0.8304691128657687,
304
- 0.7712494194147701,
305
- 0.7369948908499768,
306
- 0.8197863446353925,
307
- 0.8640269391546679,
308
- 0.7633534602879702,
309
- 0.7527868091035764,
310
- 0.6177426846261032,
311
- 0.7823966558290757,
312
- 0.5443567115652578,
313
- 0.715513237343242,
314
- 0.48269856014862983,
315
- 0.533790060380864,
316
- 0.7527868091035764,
317
- 0.6157686948444031,
318
- 0.8664653971202972,
319
- 0.5625870877844867,
320
- 0.7947050627032048,
321
- 0.9047840222944729,
322
- 0.8353460287970274,
323
- 0.7555736182071529,
324
- 0.6579191825359962,
325
- 0.780190431955411,
326
- 0.8433581049698096,
327
- 0.8091035764050163,
328
- 0.8122387366465397,
329
- 0.8396423594983744,
330
- 0.8181607059916396,
331
- 0.607756618671621,
332
- 0.8149094287041337,
333
- 0.8593822573153739,
334
- 0.8749419414770089,
335
- 0.7539479795633999,
336
- 0.8567115652577798,
337
- 0.7674175568973526,
338
- 0.9125638643752902,
339
- 0.6728982814677195,
340
- 0.62401300510915,
341
- 0.7464003715745472,
342
- 0.7929633070134696,
343
- 0.8970041802136554,
344
- 0.7678820250812819,
345
- 0.7480260102183001,
346
- 0.7793776126335346,
347
- 0.924059451927543,
348
- 0.7487227124941942,
349
- 0.7087784486762657,
350
- 0.756967022758941,
351
- 0.5885973060845332,
352
- 0.5594519275429634,
353
- 0.8194379934974454,
354
- 0.681374825824431,
355
- 0.92835578262889,
356
- 0.776823037621923,
357
- 0.841500232234092,
358
- 0.8668137482582443,
359
- 0.8644914073385973,
360
- 0.77914537854157,
361
- 0.820599163957269,
362
- 0.8094519275429634,
363
- 0.8795866233163029,
364
- 0.8500928936367859,
365
- 0.7913376683697166,
366
- 0.6641895030190432,
367
- 0.9689967487227125,
368
- 0.5637482582443103,
369
- 0.7698560148629819,
370
- 0.9413608917789131,
371
- 0.9491407338597306,
372
- 0.7785647933116582,
373
- 0.7439619136089178,
374
- 0.7929633070134696,
375
- 0.7222480260102183,
376
- 0.6681374825824431,
377
- 0.9086158848118904,
378
- 0.8848118903855086,
379
- 0.8398745935903391,
380
- 0.7021597770552717,
381
- 0.8019043195541106,
382
- 0.6493265211333024,
383
- 0.9292847189967487,
384
- 0.5380863910822109,
385
- 0.8807477937761263,
386
- 0.8217603344170924,
387
- 0.9262656758012077
388
  ],
389
  "val_precision": [
390
- 0.6374965442844368,
391
- 0.5386370004009761,
392
- 0.4832680248661306,
393
- 0.5918859422305411,
394
- 0.6450837850635404,
395
- 0.5810109106955125,
396
- 0.5766644686460917,
397
- 0.6166347696806024,
398
- 0.6073210203199434,
399
- 0.5943546808379399,
400
- 0.6237817014073932,
401
- 0.6401254144641353,
402
- 0.6866158106941976,
403
- 0.6603000168121512,
404
- 0.7052941803477166,
405
- 0.7684324919311206,
406
- 0.6788653746194401,
407
- 0.6195822995345158,
408
- 0.7636613648343252,
409
- 0.7666331840663156,
410
- 0.7096984781674447,
411
- 0.8042076899694482,
412
- 0.7941526020962861,
413
- 0.7513776476781947,
414
- 0.6773557554921776,
415
- 0.7411721963538077,
416
- 0.7569700889857117,
417
- 0.762271648279565,
418
- 0.7635537263351204,
419
- 0.839008540576609,
420
- 0.7396180646871474,
421
- 0.5794668784142515,
422
- 0.8351107772515939,
423
- 0.7271376260946507,
424
- 0.7358617881427497,
425
- 0.7941350456401937,
426
- 0.7813466742751549,
427
- 0.8333039196700711,
428
- 0.8264742564388129,
429
- 0.8361268829683456,
430
- 0.8440041013720988,
431
- 0.8069505764924622,
432
- 0.8279829491200505,
433
- 0.8543840611930618,
434
- 0.8250259462002735,
435
- 0.8808480718375872,
436
- 0.8881399006615914,
437
- 0.8380914597878992,
438
- 0.8028924107554355,
439
- 0.7988284510045217,
440
- 0.7672072881539127,
441
- 0.7793184373940711,
442
- 0.8094885730923812,
443
- 0.7667761446752452,
444
- 0.7948723158433387,
445
- 0.8026565309867122,
446
- 0.8135965838027834,
447
- 0.8999571094607296,
448
- 0.7894824363125049,
449
- 0.8582495692316622,
450
- 0.9031964961544835,
451
- 0.8822198732726473,
452
- 0.8491108995674918,
453
- 0.8225941668585336,
454
- 0.8557255888892579,
455
- 0.897801503636965,
456
- 0.8747734136501507,
457
- 0.8724471219892221,
458
- 0.8746001319812247,
459
- 0.8170096688131024,
460
- 0.8121544912066505,
461
- 0.8804611206188184,
462
- 0.8460656446076141,
463
- 0.911268469885091,
464
- 0.8581090857585753,
465
- 0.8997323807468621,
466
- 0.7203884712009773,
467
- 0.9298186087536452,
468
- 0.8382580083653829,
469
- 0.8177800960278034,
470
- 0.8470406632395497,
471
- 0.8218434673164858,
472
- 0.8935488816781519,
473
- 0.8252512590482183,
474
- 0.814519094160866,
475
- 0.8005656043294729,
476
- 0.9318642103405163,
477
- 0.8431996247016418,
478
- 0.8142748941916925,
479
- 0.7684001769618267,
480
- 0.7987336736466929,
481
- 0.7640397339688739,
482
- 0.8462570413205436,
483
- 0.7722897717697745,
484
- 0.9318247940584844,
485
- 0.8594099303855818,
486
- 0.8956204607671997,
487
- 0.900060620702701,
488
- 0.9010105251749002,
489
- 0.8545165829136243,
490
- 0.8605189080613106,
491
- 0.778309661842286,
492
- 0.911815357149235,
493
- 0.8564205089686033,
494
- 0.840589489424482,
495
- 0.746452058852073,
496
- 0.9731301317787802,
497
- 0.790840056616898,
498
- 0.7972610061733189,
499
- 0.944986342929156,
500
- 0.9549569067987517,
501
- 0.7982438125541669,
502
- 0.8490933673168569,
503
- 0.8350370947478902,
504
- 0.8472351777880709,
505
- 0.8215991967221582,
506
- 0.919121489374818,
507
- 0.9101876409595383,
508
- 0.8991382427707548,
509
- 0.7738774713867879,
510
- 0.7764295061899951,
511
- 0.7907887072514651,
512
- 0.9279380047539338,
513
- 0.7242092859368245,
514
- 0.9138356276607359,
515
- 0.8603655900012862,
516
- 0.9316493223478641
517
  ],
518
  "val_recall": [
519
- 0.6180182439590588,
520
- 0.5666272272815895,
521
- 0.45043267960462496,
522
- 0.5954899051259355,
523
- 0.5238405067074621,
524
- 0.5388249408106217,
525
- 0.6100966130068353,
526
- 0.6431150703179745,
527
- 0.6339991934628881,
528
- 0.5882536018518144,
529
- 0.4916367954057151,
530
- 0.5709850229101986,
531
- 0.4126333682931443,
532
- 0.6300134101924278,
533
- 0.6234987286776991,
534
- 0.35956026151728376,
535
- 0.6571042672274969,
536
- 0.5773054722580508,
537
- 0.6491594253053795,
538
- 0.6910999123090201,
539
- 0.697599447778372,
540
- 0.6136032467575061,
541
- 0.6023350477015098,
542
- 0.47475078643536045,
543
- 0.6553327934902544,
544
- 0.7198602805793847,
545
- 0.7882528821345861,
546
- 0.6960138187059886,
547
- 0.44842294760752166,
548
- 0.6824361949553813,
549
- 0.7447854667402742,
550
- 0.5480446335272687,
551
- 0.8222483517140359,
552
- 0.6853671887776366,
553
- 0.7413063136561875,
554
- 0.5527986070672944,
555
- 0.8254520623746684,
556
- 0.8038137283031354,
557
- 0.879085182305792,
558
- 0.8198302562618665,
559
- 0.7727029123868724,
560
- 0.5124911329823072,
561
- 0.8681631573918533,
562
- 0.7652341835461546,
563
- 0.7071354747933412,
564
- 0.8320270588114026,
565
- 0.8503849158297352,
566
- 0.7488565881013299,
567
- 0.7342529818633418,
568
- 0.5819371001642683,
569
- 0.8084986464850097,
570
- 0.49327758239884106,
571
- 0.7094790176140906,
572
- 0.4274534464001079,
573
- 0.5003151480991083,
574
- 0.8042560658752391,
575
- 0.5835044070366403,
576
- 0.8429985173203898,
577
- 0.546173208347038,
578
- 0.7109648842915055,
579
- 0.9254384370213883,
580
- 0.8531880911131869,
581
- 0.7325596860387343,
582
- 0.6026781321773648,
583
- 0.7245346309030102,
584
- 0.8657152836930274,
585
- 0.765854157354541,
586
- 0.7454054001633431,
587
- 0.8181989417631752,
588
- 0.822875043085236,
589
- 0.5482608492678329,
590
- 0.8435303451132308,
591
- 0.8866457350938924,
592
- 0.8354316831994497,
593
- 0.7137125207443704,
594
- 0.8391050707591763,
595
- 0.7060893975169708,
596
- 0.9133995191131793,
597
- 0.6659722397922705,
598
- 0.5576479228211384,
599
- 0.7055837964798056,
600
- 0.7552713394209062,
601
- 0.9175545514606117,
602
- 0.7916853846211479,
603
- 0.7919184718107202,
604
- 0.8062180839992036,
605
- 0.9399002969806475,
606
- 0.78181632950735,
607
- 0.7675890444108394,
608
- 0.8054234960172663,
609
- 0.5342218799342335,
610
- 0.5514850439063793,
611
- 0.8561420349790264,
612
- 0.6333236697129921,
613
- 0.9459543089651294,
614
- 0.7528882406694377,
615
- 0.8436284621176409,
616
- 0.8214274381144633,
617
- 0.8152408953154153,
618
- 0.7456343554605254,
619
- 0.8612918951836055,
620
- 0.7823965768612147,
621
- 0.8323521046863315,
622
- 0.841175156277919,
623
- 0.8433900541308826,
624
- 0.7454222643613919,
625
- 0.9717343634526264,
626
- 0.5629379217379216,
627
- 0.7515071177418835,
628
- 0.9452709072644566,
629
- 0.9578572113776255,
630
- 0.8332916688885987,
631
- 0.7217337250976543,
632
- 0.8303958730984055,
633
- 0.689570923022573,
634
- 0.6624760344541619,
635
- 0.8844787363742727,
636
- 0.8720789648291563,
637
- 0.870018206082212,
638
- 0.7169864415415447,
639
- 0.7579186120640409,
640
- 0.6743073065882615,
641
- 0.9374072008527102,
642
- 0.5067397709503617,
643
- 0.8575445084462737,
644
- 0.8647086224146849,
645
- 0.9388686335470675
646
  ],
647
  "val_f1": [
648
- 0.5874097331481697,
649
- 0.5194057639884917,
650
- 0.3920721014505502,
651
- 0.5882772074991309,
652
- 0.4102012759313231,
653
- 0.4284125026752914,
654
- 0.5168721265452135,
655
- 0.6031992315473091,
656
- 0.5723870581745042,
657
- 0.5110426824846686,
658
- 0.36699849573980564,
659
- 0.4572650398903559,
660
- 0.3337302618167673,
661
- 0.5272974382880563,
662
- 0.5367894017005098,
663
- 0.236076433162366,
664
- 0.5399351590270237,
665
- 0.5288124622027591,
666
- 0.6516862009886961,
667
- 0.7047178946532071,
668
- 0.7012761704568488,
669
- 0.6174239195351081,
670
- 0.60409293494947,
671
- 0.43180053980187,
672
- 0.5672889746460901,
673
- 0.6845419108736867,
674
- 0.7176400244236326,
675
- 0.6903338154220265,
676
- 0.394079382218524,
677
- 0.6959276852445103,
678
- 0.6642420664905354,
679
- 0.49699372733935826,
680
- 0.8220943231512617,
681
- 0.6989832894393927,
682
- 0.7034925049049515,
683
- 0.5439055385496697,
684
- 0.7768049037994581,
685
- 0.7896137145458756,
686
- 0.837394388767445,
687
- 0.8213770384102365,
688
- 0.7847288812751286,
689
- 0.47628893779665643,
690
- 0.8255750003851866,
691
- 0.7755319252814568,
692
- 0.7206087217735379,
693
- 0.8340148934534964,
694
- 0.8577059173073561,
695
- 0.7578061318906388,
696
- 0.7376612962379551,
697
- 0.5804745741526555,
698
- 0.7677707660438151,
699
- 0.4616160991133204,
700
- 0.7146501655180061,
701
- 0.35860842802274046,
702
- 0.4724038317474905,
703
- 0.7641084768816805,
704
- 0.583342945881845,
705
- 0.8578808730956484,
706
- 0.5311091902887606,
707
- 0.7255547692859899,
708
- 0.9100672575076976,
709
- 0.8494761788750788,
710
- 0.7483928737061385,
711
- 0.6061255314388468,
712
- 0.7429548915873466,
713
- 0.8641537955802668,
714
- 0.786256957243794,
715
- 0.7641736269230791,
716
- 0.8322462147522084,
717
- 0.8116610296921007,
718
- 0.536750271295001,
719
- 0.8373176188049515,
720
- 0.8611113558292139,
721
- 0.8556375133933845,
722
- 0.732331154615013,
723
- 0.854442151724747,
724
- 0.7109530807351222,
725
- 0.9170900116993698,
726
- 0.6747319378658703,
727
- 0.5470338078912561,
728
- 0.7230297801890945,
729
- 0.7683181073176172,
730
- 0.8991372996416342,
731
- 0.7753736846249563,
732
- 0.7599706801593644,
733
- 0.7732627424556148,
734
- 0.9321737847595589,
735
- 0.7701292286294782,
736
- 0.7302421947268419,
737
- 0.7411092203904395,
738
- 0.5201767622438828,
739
- 0.5281032164457402,
740
- 0.8285716658810243,
741
- 0.6409030001891302,
742
- 0.9350454749741072,
743
- 0.7702497983464885,
744
- 0.8526060693014349,
745
- 0.843037661781617,
746
- 0.8369901143536871,
747
- 0.763396016582495,
748
- 0.8378585116331547,
749
- 0.7793237797872976,
750
- 0.8540363826474091,
751
- 0.8396120937499788,
752
- 0.8081066179542153,
753
- 0.6597908724881862,
754
- 0.9720748418813123,
755
- 0.5464918123075265,
756
- 0.7507352257838926,
757
- 0.9441519683156208,
758
- 0.9545728589065505,
759
- 0.7739641159625047,
760
- 0.7376056281000776,
761
- 0.8044294508761928,
762
- 0.7060661346689315,
763
- 0.6679922356865933,
764
- 0.8983075863898492,
765
- 0.8817688075210309,
766
- 0.8650697905946764,
767
- 0.699324101337778,
768
- 0.7627999482230504,
769
- 0.6618649982980386,
770
- 0.9301385045608828,
771
- 0.47632766931347237,
772
- 0.8738124558338861,
773
- 0.8384157016913075,
774
- 0.9319552586581502
775
  ]
776
  }
 
1
  {
2
  "train_loss": [
3
+ 0.927895576782541,
4
+ 0.8492946289259148,
5
+ 0.8129104480578151,
6
+ 0.7636154075332127,
7
+ 0.744498347483154,
8
+ 0.7245282362067408,
9
+ 0.7023118044819883,
10
+ 0.6863857865797218,
11
+ 0.6725765762464186,
12
+ 0.64906244915038,
13
+ 0.6346398310476958,
14
+ 0.627780372633082,
15
+ 0.6012513943351299,
16
+ 0.5999982558959842,
17
+ 0.5816611841305421,
18
+ 0.5845125296466597,
19
+ 0.5749264107298023,
20
+ 0.5586614161297293,
21
+ 0.5588070843626117,
22
+ 0.5540124817853963,
23
+ 0.5434402259650386,
24
+ 0.543744086437243,
25
+ 0.5348304969556071,
26
+ 0.537164088271573,
27
+ 0.5379421241078852,
28
+ 0.532474124630915,
29
+ 0.5301321881664183,
30
+ 0.528844464362242,
31
+ 0.5270804477861835,
32
+ 0.5109784985535322,
33
+ 0.49561981974814284,
34
+ 0.5070669560686825,
35
+ 0.5206328503113652,
36
+ 0.5014143493218967,
37
+ 0.4919300725218395,
38
+ 0.4955488459083741,
39
+ 0.5047669936926069,
40
+ 0.49325189931763874,
41
+ 0.4977381155422503,
42
+ 0.49492034225752857,
43
+ 0.48299030903032625,
44
+ 0.4902225695641271,
45
+ 0.46193387582301265,
46
+ 0.4732496158234904,
47
+ 0.47401442445972913,
48
+ 0.4767925722506574,
49
+ 0.46641053122523546,
50
+ 0.47117580190209246,
51
+ 0.464943169052698,
52
+ 0.46703107501244445,
53
+ 0.46688289599704863,
54
+ 0.4627238518959496,
55
+ 0.4661169524435298,
56
+ 0.4379958555450094,
57
+ 0.4621609546962992,
58
+ 0.4488048115151554
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
59
  ],
60
  "train_accuracy": [
61
+ 0.5727388830837107,
62
+ 0.6132590270521305,
63
+ 0.6403111575525369,
64
+ 0.6590038314176245,
65
+ 0.6688726343898758,
66
+ 0.6839660977592013,
67
+ 0.6948798328108673,
68
+ 0.7014977359804946,
69
+ 0.7037037037037037,
70
+ 0.7187971670730291,
71
+ 0.7270405201439685,
72
+ 0.7266922094508301,
73
+ 0.7425983977708116,
74
+ 0.7420178799489144,
75
+ 0.7513061650992685,
76
+ 0.7514222686636479,
77
+ 0.7586206896551724,
78
+ 0.7624521072796935,
79
+ 0.7679089748055266,
80
+ 0.7619876930221757,
81
+ 0.7668640427261116,
82
+ 0.7713920817369093,
83
+ 0.7804481597585046,
84
+ 0.7738302565888773,
85
+ 0.7703471496574945,
86
+ 0.7732497387669801,
87
+ 0.7776616742133984,
88
+ 0.7727853245094625,
89
+ 0.7819575060954371,
90
+ 0.7862533379774759,
91
+ 0.7914779983745501,
92
+ 0.7890398235225822,
93
+ 0.7803320561941252,
94
+ 0.7854406130268199,
95
+ 0.7936839660977592,
96
+ 0.7932195518402415,
97
+ 0.7859050272843376,
98
+ 0.7920585161964472,
99
+ 0.7904330662951352,
100
+ 0.7927551375827238,
101
+ 0.8027400441193545,
102
+ 0.7926390340183443,
103
+ 0.8071519795657727,
104
+ 0.805062115406943,
105
+ 0.8023917334262162,
106
+ 0.803436665505631,
107
+ 0.8090096365958435,
108
+ 0.8040171833275281,
109
+ 0.8033205619412516,
110
+ 0.8059909439219785,
111
+ 0.8077324973876698,
112
+ 0.8040171833275281,
113
+ 0.8093579472889818,
114
+ 0.8172529896667827,
115
+ 0.8110995007546732,
116
+ 0.8158597468942297
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
117
  ],
118
  "val_accuracy": [
119
+ 0.47724105898745933,
120
+ 0.46864839758476545,
121
+ 0.6200650255457502,
122
+ 0.6093822573153739,
123
+ 0.6133302368787737,
124
+ 0.4516953088713423,
125
+ 0.47515095215977704,
126
+ 0.571295866233163,
127
+ 0.5106827682303762,
128
+ 0.4644681839294008,
129
+ 0.4440315838365072,
130
+ 0.6056665118439387,
131
+ 0.6135624709707385,
132
+ 0.5942870413376684,
133
+ 0.6161170459823502,
134
+ 0.5745471435206688,
135
+ 0.5466790524849048,
136
+ 0.6314444960520205,
137
+ 0.3943334881560613,
138
+ 0.49256850905712957,
139
+ 0.7164421737111007,
140
+ 0.5332094751509522,
141
+ 0.7148165350673479,
142
+ 0.5889456572224803,
143
+ 0.7257315373896888,
144
+ 0.6888063167673014,
145
+ 0.5543427775197399,
146
+ 0.5313516024152346,
147
+ 0.5875522526706921,
148
+ 0.5724570366929865,
149
+ 0.6063632141198327,
150
+ 0.6637250348351138,
151
+ 0.5436600092893636,
152
+ 0.5903390617742684,
153
+ 0.6274965164886205,
154
+ 0.7747329307942405,
155
+ 0.6223873664653972,
156
+ 0.5687412912215514,
157
+ 0.575940548072457,
158
+ 0.690664189503019,
159
+ 0.626335346028797,
160
+ 0.692289828146772,
161
+ 0.5190431955411055,
162
+ 0.7106363214119833,
163
+ 0.6832326985601487,
164
+ 0.6885740826753367,
165
+ 0.5843009753831863,
166
+ 0.6660473757547608,
167
+ 0.722480260102183,
168
+ 0.7343241987923828,
169
+ 0.713190896423595,
170
+ 0.679052484904784,
171
+ 0.5376219228982815,
172
  0.7320018578727358,
173
+ 0.7392011147236415,
174
+ 0.5998606595448212
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
175
  ],
176
  "val_precision": [
177
+ 0.4655726902557362,
178
+ 0.49929034449358084,
179
+ 0.623241910175093,
180
+ 0.6090956202963372,
181
+ 0.5798490307362066,
182
+ 0.6207157930692838,
183
+ 0.571680087143819,
184
+ 0.6066401529816164,
185
+ 0.6068772216435807,
186
+ 0.6063723184528554,
187
+ 0.3197354297849792,
188
+ 0.6700727510704086,
189
+ 0.6903873710507854,
190
+ 0.6556249932413682,
191
+ 0.6714507908705958,
192
+ 0.6409465402253912,
193
+ 0.6460507007721709,
194
+ 0.6935312924577318,
195
+ 0.6771912831604768,
196
+ 0.5843132627817491,
197
+ 0.7088028998638062,
198
+ 0.7126268451818251,
199
+ 0.6933425235114029,
200
+ 0.7103233949005893,
201
+ 0.7048861357724906,
202
+ 0.7063913030609889,
203
+ 0.696900636941304,
204
+ 0.6490569745976261,
205
+ 0.6999763743697902,
206
+ 0.6789724255594664,
207
+ 0.7765307497807691,
208
+ 0.7103396607703921,
209
+ 0.6782917182256035,
210
+ 0.6891198307501235,
211
+ 0.7084020663651227,
212
+ 0.7850172571722208,
213
+ 0.6865021342725962,
214
+ 0.6893083822355203,
215
+ 0.7106856279376017,
216
+ 0.7516653478348184,
217
+ 0.7226991453105539,
218
+ 0.7743566093385414,
219
+ 0.6604914421708314,
220
+ 0.7194956792082636,
221
+ 0.762358162225401,
222
+ 0.7187177087571092,
223
+ 0.6921022731627845,
224
+ 0.7316018743793918,
225
+ 0.7590408113508819,
226
+ 0.7962012603071221,
227
+ 0.7346550441433436,
228
+ 0.7336926665361779,
229
+ 0.6851719996895538,
230
+ 0.7416845403951542,
231
+ 0.785827410392883,
232
+ 0.7030844671365472
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
233
  ],
234
  "val_recall": [
235
+ 0.48257440771835824,
236
+ 0.5083993837150586,
237
+ 0.5831789996067336,
238
+ 0.561088752746713,
239
+ 0.5905055322037939,
240
+ 0.5498031895947567,
241
+ 0.5528863400486236,
242
+ 0.5913484091205087,
243
+ 0.5806659940830583,
244
+ 0.5172919992577631,
245
+ 0.5532749238849054,
246
+ 0.6639599788423128,
247
+ 0.6827261319734054,
248
+ 0.5794202727981937,
249
+ 0.6984152086022498,
250
+ 0.595186597894948,
251
+ 0.5971064148184759,
252
+ 0.6306489510576618,
253
+ 0.5269026499399353,
254
+ 0.4344231307922209,
255
+ 0.7589221914777035,
256
+ 0.5294598265743157,
257
+ 0.7292856601135292,
258
+ 0.6871927234328017,
259
+ 0.7097818545564976,
260
+ 0.7161132051532277,
261
+ 0.6658837175491945,
262
+ 0.55635459066611,
263
+ 0.5460287794047384,
264
+ 0.6590015732098925,
265
+ 0.5289943808638468,
266
+ 0.682016211838791,
267
+ 0.639650225988635,
268
+ 0.6853130747370836,
269
+ 0.7193077530428793,
270
+ 0.7464579564477453,
271
+ 0.6070374942633618,
272
+ 0.5309442487752051,
273
+ 0.6808488800433242,
274
+ 0.64051446498641,
275
+ 0.7222259582847393,
276
+ 0.6958121154853548,
277
+ 0.6136965219304215,
278
+ 0.7745315440823428,
279
+ 0.6827803812173715,
280
+ 0.7660904050705074,
281
+ 0.686385713004861,
282
+ 0.6787145786423671,
283
+ 0.6998995670202254,
284
+ 0.7327610365234873,
285
+ 0.7838930458609136,
286
+ 0.7617839045393399,
287
+ 0.6473795540343706,
288
+ 0.7482521605711586,
289
+ 0.7483763650964912,
290
+ 0.7029099491064876
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
291
  ],
292
  "val_f1": [
293
+ 0.4293217753864784,
294
+ 0.44657897761825244,
295
+ 0.5838567987212295,
296
+ 0.5564590646876243,
297
+ 0.5818146185275553,
298
+ 0.4630877198386358,
299
+ 0.4655990126779494,
300
+ 0.5407762241264038,
301
+ 0.5156887730549352,
302
+ 0.39389198073416515,
303
+ 0.37924205584423687,
304
+ 0.5914989162515272,
305
+ 0.6152724721997469,
306
+ 0.5577760653980166,
307
+ 0.6103711862516742,
308
+ 0.5420231992844385,
309
+ 0.49854838725186285,
310
+ 0.6080018714117854,
311
+ 0.3812222356910134,
312
+ 0.3705149927452441,
313
+ 0.7080336395201291,
314
+ 0.49234126018303065,
315
+ 0.6971804877793834,
316
+ 0.5607428449947301,
317
+ 0.6975364042717288,
318
+ 0.6721574218178654,
319
+ 0.5022617530564814,
320
+ 0.4956600726595008,
321
+ 0.5284009152278045,
322
+ 0.5173784266368885,
323
+ 0.5015101762728137,
324
+ 0.6473168798481574,
325
+ 0.4843916046883044,
326
+ 0.5440433017509766,
327
+ 0.5961253528290426,
328
+ 0.760029908949817,
329
+ 0.5927858058260269,
330
+ 0.5154449212414641,
331
+ 0.5449537195468935,
332
+ 0.6450832667012056,
333
+ 0.5905796929446715,
334
+ 0.6949382340411504,
335
+ 0.4518484289117189,
336
+ 0.7114853781077192,
337
+ 0.6790355388065202,
338
+ 0.6731127092510639,
339
+ 0.5528123730798891,
340
+ 0.6568350863747551,
341
+ 0.7008425503453308,
342
+ 0.7338413732291613,
343
+ 0.7054880062807397,
344
+ 0.6553734364806728,
345
+ 0.5112286809440261,
346
+ 0.7274196654268635,
347
+ 0.7395767521104005,
348
+ 0.5553675085996228
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
349
  ]
350
  }