ziauldin commited on
Commit
101f0a9
1 Parent(s): 77d436e

End of training

Browse files
Files changed (3) hide show
  1. all_results.json +8 -0
  2. train_results.json +8 -0
  3. trainer_state.json +583 -0
all_results.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.99,
3
+ "total_flos": 3.4814053163331994e+17,
4
+ "train_loss": 0.9909424836232782,
5
+ "train_runtime": 2175.3524,
6
+ "train_samples_per_second": 6.456,
7
+ "train_steps_per_second": 0.201
8
+ }
train_results.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.99,
3
+ "total_flos": 3.4814053163331994e+17,
4
+ "train_loss": 0.9909424836232782,
5
+ "train_runtime": 2175.3524,
6
+ "train_samples_per_second": 6.456,
7
+ "train_steps_per_second": 0.201
8
+ }
trainer_state.json ADDED
@@ -0,0 +1,583 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": 0.8061420345489443,
3
+ "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-vit/checkpoint-438",
4
+ "epoch": 2.9897610921501707,
5
+ "eval_steps": 500,
6
+ "global_step": 438,
7
+ "is_hyper_param_search": false,
8
+ "is_local_process_zero": true,
9
+ "is_world_process_zero": true,
10
+ "log_history": [
11
+ {
12
+ "epoch": 0.07,
13
+ "learning_rate": 1.1363636363636365e-05,
14
+ "loss": 2.5478,
15
+ "step": 10
16
+ },
17
+ {
18
+ "epoch": 0.14,
19
+ "learning_rate": 2.272727272727273e-05,
20
+ "loss": 2.4287,
21
+ "step": 20
22
+ },
23
+ {
24
+ "epoch": 0.2,
25
+ "learning_rate": 3.409090909090909e-05,
26
+ "loss": 2.1754,
27
+ "step": 30
28
+ },
29
+ {
30
+ "epoch": 0.27,
31
+ "learning_rate": 4.545454545454546e-05,
32
+ "loss": 1.9338,
33
+ "step": 40
34
+ },
35
+ {
36
+ "epoch": 0.34,
37
+ "learning_rate": 4.9238578680203045e-05,
38
+ "loss": 1.6813,
39
+ "step": 50
40
+ },
41
+ {
42
+ "epoch": 0.41,
43
+ "learning_rate": 4.7969543147208126e-05,
44
+ "loss": 1.3537,
45
+ "step": 60
46
+ },
47
+ {
48
+ "epoch": 0.48,
49
+ "learning_rate": 4.67005076142132e-05,
50
+ "loss": 1.2678,
51
+ "step": 70
52
+ },
53
+ {
54
+ "epoch": 0.55,
55
+ "learning_rate": 4.543147208121827e-05,
56
+ "loss": 1.2601,
57
+ "step": 80
58
+ },
59
+ {
60
+ "epoch": 0.61,
61
+ "learning_rate": 4.416243654822335e-05,
62
+ "loss": 1.175,
63
+ "step": 90
64
+ },
65
+ {
66
+ "epoch": 0.68,
67
+ "learning_rate": 4.289340101522843e-05,
68
+ "loss": 1.1013,
69
+ "step": 100
70
+ },
71
+ {
72
+ "epoch": 0.75,
73
+ "learning_rate": 4.162436548223351e-05,
74
+ "loss": 1.1809,
75
+ "step": 110
76
+ },
77
+ {
78
+ "epoch": 0.82,
79
+ "learning_rate": 4.035532994923858e-05,
80
+ "loss": 1.1587,
81
+ "step": 120
82
+ },
83
+ {
84
+ "epoch": 0.89,
85
+ "learning_rate": 3.9086294416243655e-05,
86
+ "loss": 0.9462,
87
+ "step": 130
88
+ },
89
+ {
90
+ "epoch": 0.96,
91
+ "learning_rate": 3.7817258883248735e-05,
92
+ "loss": 0.9193,
93
+ "step": 140
94
+ },
95
+ {
96
+ "epoch": 1.0,
97
+ "eval_Crack": {
98
+ "f1-score": 0.6578947368421052,
99
+ "precision": 0.5681818181818182,
100
+ "recall": 0.78125,
101
+ "support": 32
102
+ },
103
+ "eval_Environment - Ground": {
104
+ "f1-score": 0.9577464788732395,
105
+ "precision": 0.9444444444444444,
106
+ "recall": 0.9714285714285714,
107
+ "support": 35
108
+ },
109
+ "eval_Environment - Other": {
110
+ "f1-score": 0.8679245283018868,
111
+ "precision": 0.8846153846153846,
112
+ "recall": 0.8518518518518519,
113
+ "support": 27
114
+ },
115
+ "eval_Environment - Sky": {
116
+ "f1-score": 0.9024390243902439,
117
+ "precision": 0.9736842105263158,
118
+ "recall": 0.8409090909090909,
119
+ "support": 44
120
+ },
121
+ "eval_Environment - Vegetation": {
122
+ "f1-score": 1.0,
123
+ "precision": 1.0,
124
+ "recall": 1.0,
125
+ "support": 48
126
+ },
127
+ "eval_Joint Defect": {
128
+ "f1-score": 0.7419354838709677,
129
+ "precision": 0.7419354838709677,
130
+ "recall": 0.7419354838709677,
131
+ "support": 31
132
+ },
133
+ "eval_Loss of Section": {
134
+ "f1-score": 0.0,
135
+ "precision": 0.0,
136
+ "recall": 0.0,
137
+ "support": 2
138
+ },
139
+ "eval_Spalling": {
140
+ "f1-score": 0.4054054054054054,
141
+ "precision": 0.5769230769230769,
142
+ "recall": 0.3125,
143
+ "support": 48
144
+ },
145
+ "eval_Vegetation": {
146
+ "f1-score": 0.821917808219178,
147
+ "precision": 0.75,
148
+ "recall": 0.9090909090909091,
149
+ "support": 66
150
+ },
151
+ "eval_Wall - Grafitti": {
152
+ "f1-score": 0.6315789473684209,
153
+ "precision": 0.5142857142857142,
154
+ "recall": 0.8181818181818182,
155
+ "support": 22
156
+ },
157
+ "eval_Wall - Normal": {
158
+ "f1-score": 0.5970149253731344,
159
+ "precision": 0.7692307692307693,
160
+ "recall": 0.4878048780487805,
161
+ "support": 41
162
+ },
163
+ "eval_Wall - Other": {
164
+ "f1-score": 0.7131782945736433,
165
+ "precision": 0.7540983606557377,
166
+ "recall": 0.6764705882352942,
167
+ "support": 68
168
+ },
169
+ "eval_Wall - Stain": {
170
+ "f1-score": 0.7086614173228346,
171
+ "precision": 0.6428571428571429,
172
+ "recall": 0.7894736842105263,
173
+ "support": 57
174
+ },
175
+ "eval_accuracy": 0.7562380038387716,
176
+ "eval_loss": 0.7596328854560852,
177
+ "eval_macro avg": {
178
+ "f1-score": 0.692745926964697,
179
+ "precision": 0.7015581850454902,
180
+ "recall": 0.7062228366021391,
181
+ "support": 521
182
+ },
183
+ "eval_runtime": 188.7023,
184
+ "eval_samples_per_second": 2.761,
185
+ "eval_steps_per_second": 0.35,
186
+ "eval_weighted avg": {
187
+ "f1-score": 0.7479524876767193,
188
+ "precision": 0.7618631381912654,
189
+ "recall": 0.7562380038387716,
190
+ "support": 521
191
+ },
192
+ "step": 146
193
+ },
194
+ {
195
+ "epoch": 1.02,
196
+ "learning_rate": 3.654822335025381e-05,
197
+ "loss": 0.9814,
198
+ "step": 150
199
+ },
200
+ {
201
+ "epoch": 1.09,
202
+ "learning_rate": 3.527918781725888e-05,
203
+ "loss": 0.8413,
204
+ "step": 160
205
+ },
206
+ {
207
+ "epoch": 1.16,
208
+ "learning_rate": 3.401015228426396e-05,
209
+ "loss": 0.8878,
210
+ "step": 170
211
+ },
212
+ {
213
+ "epoch": 1.23,
214
+ "learning_rate": 3.2741116751269036e-05,
215
+ "loss": 0.9662,
216
+ "step": 180
217
+ },
218
+ {
219
+ "epoch": 1.3,
220
+ "learning_rate": 3.147208121827411e-05,
221
+ "loss": 0.8338,
222
+ "step": 190
223
+ },
224
+ {
225
+ "epoch": 1.37,
226
+ "learning_rate": 3.020304568527919e-05,
227
+ "loss": 0.7401,
228
+ "step": 200
229
+ },
230
+ {
231
+ "epoch": 1.43,
232
+ "learning_rate": 2.8934010152284264e-05,
233
+ "loss": 0.8763,
234
+ "step": 210
235
+ },
236
+ {
237
+ "epoch": 1.5,
238
+ "learning_rate": 2.766497461928934e-05,
239
+ "loss": 0.7014,
240
+ "step": 220
241
+ },
242
+ {
243
+ "epoch": 1.57,
244
+ "learning_rate": 2.6395939086294418e-05,
245
+ "loss": 0.7394,
246
+ "step": 230
247
+ },
248
+ {
249
+ "epoch": 1.64,
250
+ "learning_rate": 2.5126903553299492e-05,
251
+ "loss": 0.83,
252
+ "step": 240
253
+ },
254
+ {
255
+ "epoch": 1.71,
256
+ "learning_rate": 2.385786802030457e-05,
257
+ "loss": 0.843,
258
+ "step": 250
259
+ },
260
+ {
261
+ "epoch": 1.77,
262
+ "learning_rate": 2.2588832487309646e-05,
263
+ "loss": 0.9208,
264
+ "step": 260
265
+ },
266
+ {
267
+ "epoch": 1.84,
268
+ "learning_rate": 2.1319796954314723e-05,
269
+ "loss": 0.776,
270
+ "step": 270
271
+ },
272
+ {
273
+ "epoch": 1.91,
274
+ "learning_rate": 2.0050761421319797e-05,
275
+ "loss": 0.7926,
276
+ "step": 280
277
+ },
278
+ {
279
+ "epoch": 1.98,
280
+ "learning_rate": 1.8781725888324874e-05,
281
+ "loss": 0.7347,
282
+ "step": 290
283
+ },
284
+ {
285
+ "epoch": 2.0,
286
+ "eval_Crack": {
287
+ "f1-score": 0.6,
288
+ "precision": 0.5526315789473685,
289
+ "recall": 0.65625,
290
+ "support": 32
291
+ },
292
+ "eval_Environment - Ground": {
293
+ "f1-score": 0.9855072463768115,
294
+ "precision": 1.0,
295
+ "recall": 0.9714285714285714,
296
+ "support": 35
297
+ },
298
+ "eval_Environment - Other": {
299
+ "f1-score": 0.830188679245283,
300
+ "precision": 0.8461538461538461,
301
+ "recall": 0.8148148148148148,
302
+ "support": 27
303
+ },
304
+ "eval_Environment - Sky": {
305
+ "f1-score": 0.9534883720930233,
306
+ "precision": 0.9761904761904762,
307
+ "recall": 0.9318181818181818,
308
+ "support": 44
309
+ },
310
+ "eval_Environment - Vegetation": {
311
+ "f1-score": 0.9690721649484536,
312
+ "precision": 0.9591836734693877,
313
+ "recall": 0.9791666666666666,
314
+ "support": 48
315
+ },
316
+ "eval_Joint Defect": {
317
+ "f1-score": 0.7777777777777777,
318
+ "precision": 0.9130434782608695,
319
+ "recall": 0.6774193548387096,
320
+ "support": 31
321
+ },
322
+ "eval_Loss of Section": {
323
+ "f1-score": 0.0,
324
+ "precision": 0.0,
325
+ "recall": 0.0,
326
+ "support": 2
327
+ },
328
+ "eval_Spalling": {
329
+ "f1-score": 0.5360824742268041,
330
+ "precision": 0.5306122448979592,
331
+ "recall": 0.5416666666666666,
332
+ "support": 48
333
+ },
334
+ "eval_Vegetation": {
335
+ "f1-score": 0.794701986754967,
336
+ "precision": 0.7058823529411765,
337
+ "recall": 0.9090909090909091,
338
+ "support": 66
339
+ },
340
+ "eval_Wall - Grafitti": {
341
+ "f1-score": 0.7307692307692307,
342
+ "precision": 0.6333333333333333,
343
+ "recall": 0.8636363636363636,
344
+ "support": 22
345
+ },
346
+ "eval_Wall - Normal": {
347
+ "f1-score": 0.6,
348
+ "precision": 0.5510204081632653,
349
+ "recall": 0.6585365853658537,
350
+ "support": 41
351
+ },
352
+ "eval_Wall - Other": {
353
+ "f1-score": 0.7786259541984734,
354
+ "precision": 0.8095238095238095,
355
+ "recall": 0.75,
356
+ "support": 68
357
+ },
358
+ "eval_Wall - Stain": {
359
+ "f1-score": 0.688888888888889,
360
+ "precision": 0.9393939393939394,
361
+ "recall": 0.543859649122807,
362
+ "support": 57
363
+ },
364
+ "eval_accuracy": 0.7677543186180422,
365
+ "eval_loss": 0.6494823694229126,
366
+ "eval_macro avg": {
367
+ "f1-score": 0.7111617519445933,
368
+ "precision": 0.7243822416365717,
369
+ "recall": 0.7152067510345803,
370
+ "support": 521
371
+ },
372
+ "eval_runtime": 3.5324,
373
+ "eval_samples_per_second": 147.491,
374
+ "eval_steps_per_second": 18.684,
375
+ "eval_weighted avg": {
376
+ "f1-score": 0.7672943491004631,
377
+ "precision": 0.7869554245446998,
378
+ "recall": 0.7677543186180422,
379
+ "support": 521
380
+ },
381
+ "step": 293
382
+ },
383
+ {
384
+ "epoch": 2.05,
385
+ "learning_rate": 1.751269035532995e-05,
386
+ "loss": 0.6623,
387
+ "step": 300
388
+ },
389
+ {
390
+ "epoch": 2.12,
391
+ "learning_rate": 1.6243654822335024e-05,
392
+ "loss": 0.7835,
393
+ "step": 310
394
+ },
395
+ {
396
+ "epoch": 2.18,
397
+ "learning_rate": 1.4974619289340103e-05,
398
+ "loss": 0.7217,
399
+ "step": 320
400
+ },
401
+ {
402
+ "epoch": 2.25,
403
+ "learning_rate": 1.3705583756345178e-05,
404
+ "loss": 0.6402,
405
+ "step": 330
406
+ },
407
+ {
408
+ "epoch": 2.32,
409
+ "learning_rate": 1.2436548223350254e-05,
410
+ "loss": 0.5864,
411
+ "step": 340
412
+ },
413
+ {
414
+ "epoch": 2.39,
415
+ "learning_rate": 1.116751269035533e-05,
416
+ "loss": 0.6993,
417
+ "step": 350
418
+ },
419
+ {
420
+ "epoch": 2.46,
421
+ "learning_rate": 9.898477157360408e-06,
422
+ "loss": 0.7108,
423
+ "step": 360
424
+ },
425
+ {
426
+ "epoch": 2.53,
427
+ "learning_rate": 8.629441624365483e-06,
428
+ "loss": 0.7596,
429
+ "step": 370
430
+ },
431
+ {
432
+ "epoch": 2.59,
433
+ "learning_rate": 7.360406091370558e-06,
434
+ "loss": 0.5575,
435
+ "step": 380
436
+ },
437
+ {
438
+ "epoch": 2.66,
439
+ "learning_rate": 6.091370558375635e-06,
440
+ "loss": 0.6103,
441
+ "step": 390
442
+ },
443
+ {
444
+ "epoch": 2.73,
445
+ "learning_rate": 4.822335025380711e-06,
446
+ "loss": 0.5615,
447
+ "step": 400
448
+ },
449
+ {
450
+ "epoch": 2.8,
451
+ "learning_rate": 3.5532994923857873e-06,
452
+ "loss": 0.6367,
453
+ "step": 410
454
+ },
455
+ {
456
+ "epoch": 2.87,
457
+ "learning_rate": 2.284263959390863e-06,
458
+ "loss": 0.5783,
459
+ "step": 420
460
+ },
461
+ {
462
+ "epoch": 2.94,
463
+ "learning_rate": 1.015228426395939e-06,
464
+ "loss": 0.7515,
465
+ "step": 430
466
+ },
467
+ {
468
+ "epoch": 2.99,
469
+ "eval_Crack": {
470
+ "f1-score": 0.6388888888888888,
471
+ "precision": 0.575,
472
+ "recall": 0.71875,
473
+ "support": 32
474
+ },
475
+ "eval_Environment - Ground": {
476
+ "f1-score": 0.9714285714285714,
477
+ "precision": 0.9714285714285714,
478
+ "recall": 0.9714285714285714,
479
+ "support": 35
480
+ },
481
+ "eval_Environment - Other": {
482
+ "f1-score": 0.8727272727272727,
483
+ "precision": 0.8571428571428571,
484
+ "recall": 0.8888888888888888,
485
+ "support": 27
486
+ },
487
+ "eval_Environment - Sky": {
488
+ "f1-score": 0.9534883720930233,
489
+ "precision": 0.9761904761904762,
490
+ "recall": 0.9318181818181818,
491
+ "support": 44
492
+ },
493
+ "eval_Environment - Vegetation": {
494
+ "f1-score": 0.9791666666666666,
495
+ "precision": 0.9791666666666666,
496
+ "recall": 0.9791666666666666,
497
+ "support": 48
498
+ },
499
+ "eval_Joint Defect": {
500
+ "f1-score": 0.7999999999999999,
501
+ "precision": 0.9166666666666666,
502
+ "recall": 0.7096774193548387,
503
+ "support": 31
504
+ },
505
+ "eval_Loss of Section": {
506
+ "f1-score": 0.0,
507
+ "precision": 0.0,
508
+ "recall": 0.0,
509
+ "support": 2
510
+ },
511
+ "eval_Spalling": {
512
+ "f1-score": 0.6041666666666666,
513
+ "precision": 0.6041666666666666,
514
+ "recall": 0.6041666666666666,
515
+ "support": 48
516
+ },
517
+ "eval_Vegetation": {
518
+ "f1-score": 0.8613138686131386,
519
+ "precision": 0.8309859154929577,
520
+ "recall": 0.8939393939393939,
521
+ "support": 66
522
+ },
523
+ "eval_Wall - Grafitti": {
524
+ "f1-score": 0.8076923076923077,
525
+ "precision": 0.7,
526
+ "recall": 0.9545454545454546,
527
+ "support": 22
528
+ },
529
+ "eval_Wall - Normal": {
530
+ "f1-score": 0.7142857142857143,
531
+ "precision": 0.6976744186046512,
532
+ "recall": 0.7317073170731707,
533
+ "support": 41
534
+ },
535
+ "eval_Wall - Other": {
536
+ "f1-score": 0.7851851851851852,
537
+ "precision": 0.7910447761194029,
538
+ "recall": 0.7794117647058824,
539
+ "support": 68
540
+ },
541
+ "eval_Wall - Stain": {
542
+ "f1-score": 0.7254901960784313,
543
+ "precision": 0.8222222222222222,
544
+ "recall": 0.6491228070175439,
545
+ "support": 57
546
+ },
547
+ "eval_accuracy": 0.8061420345489443,
548
+ "eval_loss": 0.5516440868377686,
549
+ "eval_macro avg": {
550
+ "f1-score": 0.7472179777173742,
551
+ "precision": 0.7478222490154723,
552
+ "recall": 0.754817164008097,
553
+ "support": 521
554
+ },
555
+ "eval_runtime": 3.8098,
556
+ "eval_samples_per_second": 136.753,
557
+ "eval_steps_per_second": 17.324,
558
+ "eval_weighted avg": {
559
+ "f1-score": 0.8050072232872345,
560
+ "precision": 0.8107856771401473,
561
+ "recall": 0.8061420345489443,
562
+ "support": 521
563
+ },
564
+ "step": 438
565
+ },
566
+ {
567
+ "epoch": 2.99,
568
+ "step": 438,
569
+ "total_flos": 3.4814053163331994e+17,
570
+ "train_loss": 0.9909424836232782,
571
+ "train_runtime": 2175.3524,
572
+ "train_samples_per_second": 6.456,
573
+ "train_steps_per_second": 0.201
574
+ }
575
+ ],
576
+ "logging_steps": 10,
577
+ "max_steps": 438,
578
+ "num_train_epochs": 3,
579
+ "save_steps": 500,
580
+ "total_flos": 3.4814053163331994e+17,
581
+ "trial_name": null,
582
+ "trial_params": null
583
+ }