sam1120 commited on
Commit
b4af822
·
1 Parent(s): 1ca5c73

Model save

Browse files
checkpoint-200/config.json DELETED
@@ -1,80 +0,0 @@
1
- {
2
- "_name_or_path": "nvidia/mit-b0",
3
- "architectures": [
4
- "SegformerForSemanticSegmentation"
5
- ],
6
- "attention_probs_dropout_prob": 0.0,
7
- "classifier_dropout_prob": 0.1,
8
- "decoder_hidden_size": 256,
9
- "depths": [
10
- 2,
11
- 2,
12
- 2,
13
- 2
14
- ],
15
- "downsampling_rates": [
16
- 1,
17
- 4,
18
- 8,
19
- 16
20
- ],
21
- "drop_path_rate": 0.1,
22
- "hidden_act": "gelu",
23
- "hidden_dropout_prob": 0.0,
24
- "hidden_sizes": [
25
- 32,
26
- 64,
27
- 160,
28
- 256
29
- ],
30
- "id2label": {
31
- "0": "unlabeled",
32
- "1": "dropoff",
33
- "2": "undropoff"
34
- },
35
- "image_size": 224,
36
- "initializer_range": 0.02,
37
- "label2id": {
38
- "dropoff": 1,
39
- "undropoff": 2,
40
- "unlabeled": 0
41
- },
42
- "layer_norm_eps": 1e-06,
43
- "mlp_ratios": [
44
- 4,
45
- 4,
46
- 4,
47
- 4
48
- ],
49
- "model_type": "segformer",
50
- "num_attention_heads": [
51
- 1,
52
- 2,
53
- 5,
54
- 8
55
- ],
56
- "num_channels": 3,
57
- "num_encoder_blocks": 4,
58
- "patch_sizes": [
59
- 7,
60
- 3,
61
- 3,
62
- 3
63
- ],
64
- "reshape_last_stage": true,
65
- "semantic_loss_ignore_index": 255,
66
- "sr_ratios": [
67
- 8,
68
- 4,
69
- 2,
70
- 1
71
- ],
72
- "strides": [
73
- 4,
74
- 2,
75
- 2,
76
- 2
77
- ],
78
- "torch_dtype": "float32",
79
- "transformers_version": "4.30.2"
80
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
checkpoint-200/optimizer.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:3c720b609b24ee6d9a2a6f67e56a5e4a3596ee191c1dfe6721265661892f9bec
3
- size 29838853
 
 
 
 
checkpoint-200/pytorch_model.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:bbe801298fa26f26f0e4013d79d975465dc6f2b902714fcee89c3fb2310dd551
3
- size 14932813
 
 
 
 
checkpoint-200/rng_state.pth DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:83edd066879d3b986e6c1ca5f686b4fce3a2aa6be7381480c9ed4b3261dc5eff
3
- size 14575
 
 
 
 
checkpoint-200/scheduler.pt DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:cd6bc0bbc99db2e2cd90ecf0c4e452c98095c2231c658ed82f407947b742c146
3
- size 627
 
 
 
 
checkpoint-200/trainer_state.json DELETED
@@ -1,1556 +0,0 @@
1
- {
2
- "best_metric": 0.334386944770813,
3
- "best_model_checkpoint": "/robodata/smodak/Projects/nspl/scripts/terrainseg/training/models/dropoff-utcustom-train-SF-RGB-b0_4/checkpoint-200",
4
- "epoch": 66.66666666666667,
5
- "global_step": 200,
6
- "is_hyper_param_search": false,
7
- "is_local_process_zero": true,
8
- "is_world_process_zero": true,
9
- "log_history": [
10
- {
11
- "epoch": 0.33,
12
- "learning_rate": 1.6666666666666667e-06,
13
- "loss": 1.0527,
14
- "step": 1
15
- },
16
- {
17
- "epoch": 0.67,
18
- "learning_rate": 3.3333333333333333e-06,
19
- "loss": 1.0524,
20
- "step": 2
21
- },
22
- {
23
- "epoch": 1.0,
24
- "learning_rate": 4.9999999999999996e-06,
25
- "loss": 1.053,
26
- "step": 3
27
- },
28
- {
29
- "epoch": 1.33,
30
- "learning_rate": 6.666666666666667e-06,
31
- "loss": 1.0522,
32
- "step": 4
33
- },
34
- {
35
- "epoch": 1.67,
36
- "learning_rate": 8.333333333333334e-06,
37
- "loss": 1.0468,
38
- "step": 5
39
- },
40
- {
41
- "epoch": 2.0,
42
- "learning_rate": 9.999999999999999e-06,
43
- "loss": 1.0367,
44
- "step": 6
45
- },
46
- {
47
- "epoch": 2.33,
48
- "learning_rate": 1.1666666666666668e-05,
49
- "loss": 1.0402,
50
- "step": 7
51
- },
52
- {
53
- "epoch": 2.67,
54
- "learning_rate": 1.3333333333333333e-05,
55
- "loss": 1.0385,
56
- "step": 8
57
- },
58
- {
59
- "epoch": 3.0,
60
- "learning_rate": 1.5e-05,
61
- "loss": 1.0295,
62
- "step": 9
63
- },
64
- {
65
- "epoch": 3.33,
66
- "learning_rate": 1.6666666666666667e-05,
67
- "loss": 1.0311,
68
- "step": 10
69
- },
70
- {
71
- "epoch": 3.33,
72
- "eval_accuracy_dropoff": 0.7339410021366048,
73
- "eval_accuracy_undropoff": 0.5405925729606722,
74
- "eval_accuracy_unlabeled": NaN,
75
- "eval_iou_dropoff": 0.08484423147532755,
76
- "eval_iou_undropoff": 0.5341557863119186,
77
- "eval_iou_unlabeled": 0.0,
78
- "eval_loss": 1.074203372001648,
79
- "eval_mean_accuracy": 0.6372667875486385,
80
- "eval_mean_iou": 0.20633333926241537,
81
- "eval_overall_accuracy": 0.5491536458333334,
82
- "eval_runtime": 1.7963,
83
- "eval_samples_per_second": 8.35,
84
- "eval_steps_per_second": 0.557,
85
- "step": 10
86
- },
87
- {
88
- "epoch": 3.67,
89
- "learning_rate": 1.8333333333333336e-05,
90
- "loss": 1.0291,
91
- "step": 11
92
- },
93
- {
94
- "epoch": 4.0,
95
- "learning_rate": 1.9999999999999998e-05,
96
- "loss": 1.0157,
97
- "step": 12
98
- },
99
- {
100
- "epoch": 4.33,
101
- "learning_rate": 2.1666666666666667e-05,
102
- "loss": 1.0193,
103
- "step": 13
104
- },
105
- {
106
- "epoch": 4.67,
107
- "learning_rate": 2.3333333333333336e-05,
108
- "loss": 1.0081,
109
- "step": 14
110
- },
111
- {
112
- "epoch": 5.0,
113
- "learning_rate": 2.5e-05,
114
- "loss": 0.9918,
115
- "step": 15
116
- },
117
- {
118
- "epoch": 5.33,
119
- "learning_rate": 2.6666666666666667e-05,
120
- "loss": 0.9962,
121
- "step": 16
122
- },
123
- {
124
- "epoch": 5.67,
125
- "learning_rate": 2.8333333333333332e-05,
126
- "loss": 0.9937,
127
- "step": 17
128
- },
129
- {
130
- "epoch": 6.0,
131
- "learning_rate": 3e-05,
132
- "loss": 1.0007,
133
- "step": 18
134
- },
135
- {
136
- "epoch": 6.33,
137
- "learning_rate": 2.9912280701754386e-05,
138
- "loss": 0.9793,
139
- "step": 19
140
- },
141
- {
142
- "epoch": 6.67,
143
- "learning_rate": 2.9824561403508772e-05,
144
- "loss": 0.9741,
145
- "step": 20
146
- },
147
- {
148
- "epoch": 6.67,
149
- "eval_accuracy_dropoff": 0.8484963356077837,
150
- "eval_accuracy_undropoff": 0.764903998135204,
151
- "eval_accuracy_unlabeled": NaN,
152
- "eval_iou_dropoff": 0.16193457724694776,
153
- "eval_iou_undropoff": 0.7596421642971362,
154
- "eval_iou_unlabeled": 0.0,
155
- "eval_loss": 1.0150549411773682,
156
- "eval_mean_accuracy": 0.8067001668714939,
157
- "eval_mean_iou": 0.3071922471813613,
158
- "eval_overall_accuracy": 0.7686052958170573,
159
- "eval_runtime": 1.6216,
160
- "eval_samples_per_second": 9.25,
161
- "eval_steps_per_second": 0.617,
162
- "step": 20
163
- },
164
- {
165
- "epoch": 7.0,
166
- "learning_rate": 2.9736842105263157e-05,
167
- "loss": 0.984,
168
- "step": 21
169
- },
170
- {
171
- "epoch": 7.33,
172
- "learning_rate": 2.9649122807017546e-05,
173
- "loss": 0.9588,
174
- "step": 22
175
- },
176
- {
177
- "epoch": 7.67,
178
- "learning_rate": 2.956140350877193e-05,
179
- "loss": 0.9558,
180
- "step": 23
181
- },
182
- {
183
- "epoch": 8.0,
184
- "learning_rate": 2.9473684210526314e-05,
185
- "loss": 0.9555,
186
- "step": 24
187
- },
188
- {
189
- "epoch": 8.33,
190
- "learning_rate": 2.9385964912280703e-05,
191
- "loss": 0.9459,
192
- "step": 25
193
- },
194
- {
195
- "epoch": 8.67,
196
- "learning_rate": 2.9298245614035088e-05,
197
- "loss": 0.9283,
198
- "step": 26
199
- },
200
- {
201
- "epoch": 9.0,
202
- "learning_rate": 2.9210526315789474e-05,
203
- "loss": 0.9239,
204
- "step": 27
205
- },
206
- {
207
- "epoch": 9.33,
208
- "learning_rate": 2.912280701754386e-05,
209
- "loss": 0.9181,
210
- "step": 28
211
- },
212
- {
213
- "epoch": 9.67,
214
- "learning_rate": 2.9035087719298245e-05,
215
- "loss": 0.9035,
216
- "step": 29
217
- },
218
- {
219
- "epoch": 10.0,
220
- "learning_rate": 2.8947368421052634e-05,
221
- "loss": 0.9441,
222
- "step": 30
223
- },
224
- {
225
- "epoch": 10.0,
226
- "eval_accuracy_dropoff": 0.8238564569118019,
227
- "eval_accuracy_undropoff": 0.8416192750925213,
228
- "eval_accuracy_unlabeled": NaN,
229
- "eval_iou_dropoff": 0.19466701409245868,
230
- "eval_iou_undropoff": 0.8348358280182485,
231
- "eval_iou_unlabeled": 0.0,
232
- "eval_loss": 0.9345189332962036,
233
- "eval_mean_accuracy": 0.8327378660021616,
234
- "eval_mean_iou": 0.34316761403690244,
235
- "eval_overall_accuracy": 0.840832773844401,
236
- "eval_runtime": 1.6748,
237
- "eval_samples_per_second": 8.956,
238
- "eval_steps_per_second": 0.597,
239
- "step": 30
240
- },
241
- {
242
- "epoch": 10.33,
243
- "learning_rate": 2.885964912280702e-05,
244
- "loss": 0.8938,
245
- "step": 31
246
- },
247
- {
248
- "epoch": 10.67,
249
- "learning_rate": 2.87719298245614e-05,
250
- "loss": 0.8923,
251
- "step": 32
252
- },
253
- {
254
- "epoch": 11.0,
255
- "learning_rate": 2.868421052631579e-05,
256
- "loss": 0.8689,
257
- "step": 33
258
- },
259
- {
260
- "epoch": 11.33,
261
- "learning_rate": 2.8596491228070175e-05,
262
- "loss": 0.8835,
263
- "step": 34
264
- },
265
- {
266
- "epoch": 11.67,
267
- "learning_rate": 2.8508771929824564e-05,
268
- "loss": 0.8549,
269
- "step": 35
270
- },
271
- {
272
- "epoch": 12.0,
273
- "learning_rate": 2.8421052631578946e-05,
274
- "loss": 0.8456,
275
- "step": 36
276
- },
277
- {
278
- "epoch": 12.33,
279
- "learning_rate": 2.8333333333333332e-05,
280
- "loss": 0.8499,
281
- "step": 37
282
- },
283
- {
284
- "epoch": 12.67,
285
- "learning_rate": 2.824561403508772e-05,
286
- "loss": 0.8392,
287
- "step": 38
288
- },
289
- {
290
- "epoch": 13.0,
291
- "learning_rate": 2.8157894736842106e-05,
292
- "loss": 0.8954,
293
- "step": 39
294
- },
295
- {
296
- "epoch": 13.33,
297
- "learning_rate": 2.8070175438596492e-05,
298
- "loss": 0.8222,
299
- "step": 40
300
- },
301
- {
302
- "epoch": 13.33,
303
- "eval_accuracy_dropoff": 0.7646403381808992,
304
- "eval_accuracy_undropoff": 0.8825362182322118,
305
- "eval_accuracy_unlabeled": NaN,
306
- "eval_iou_dropoff": 0.21989838392113853,
307
- "eval_iou_undropoff": 0.8730597710934619,
308
- "eval_iou_unlabeled": 0.0,
309
- "eval_loss": 0.835809588432312,
310
- "eval_mean_accuracy": 0.8235882782065556,
311
- "eval_mean_iou": 0.36431938500486677,
312
- "eval_overall_accuracy": 0.8773160298665365,
313
- "eval_runtime": 1.8143,
314
- "eval_samples_per_second": 8.268,
315
- "eval_steps_per_second": 0.551,
316
- "step": 40
317
- },
318
- {
319
- "epoch": 13.67,
320
- "learning_rate": 2.7982456140350877e-05,
321
- "loss": 0.822,
322
- "step": 41
323
- },
324
- {
325
- "epoch": 14.0,
326
- "learning_rate": 2.7894736842105263e-05,
327
- "loss": 0.837,
328
- "step": 42
329
- },
330
- {
331
- "epoch": 14.33,
332
- "learning_rate": 2.7807017543859652e-05,
333
- "loss": 0.8122,
334
- "step": 43
335
- },
336
- {
337
- "epoch": 14.67,
338
- "learning_rate": 2.7719298245614034e-05,
339
- "loss": 0.8062,
340
- "step": 44
341
- },
342
- {
343
- "epoch": 15.0,
344
- "learning_rate": 2.7631578947368423e-05,
345
- "loss": 0.714,
346
- "step": 45
347
- },
348
- {
349
- "epoch": 15.33,
350
- "learning_rate": 2.7543859649122808e-05,
351
- "loss": 0.7915,
352
- "step": 46
353
- },
354
- {
355
- "epoch": 15.67,
356
- "learning_rate": 2.7456140350877194e-05,
357
- "loss": 0.7554,
358
- "step": 47
359
- },
360
- {
361
- "epoch": 16.0,
362
- "learning_rate": 2.736842105263158e-05,
363
- "loss": 0.7608,
364
- "step": 48
365
- },
366
- {
367
- "epoch": 16.33,
368
- "learning_rate": 2.7280701754385965e-05,
369
- "loss": 0.7725,
370
- "step": 49
371
- },
372
- {
373
- "epoch": 16.67,
374
- "learning_rate": 2.719298245614035e-05,
375
- "loss": 0.7243,
376
- "step": 50
377
- },
378
- {
379
- "epoch": 16.67,
380
- "eval_accuracy_dropoff": 0.6350483607875571,
381
- "eval_accuracy_undropoff": 0.9325230199049933,
382
- "eval_accuracy_unlabeled": NaN,
383
- "eval_iou_dropoff": 0.26033160982868553,
384
- "eval_iou_undropoff": 0.9170181126038278,
385
- "eval_iou_unlabeled": 0.0,
386
- "eval_loss": 0.7134865522384644,
387
- "eval_mean_accuracy": 0.7837856903462752,
388
- "eval_mean_iou": 0.39244990747750447,
389
- "eval_overall_accuracy": 0.9193514506022136,
390
- "eval_runtime": 1.7431,
391
- "eval_samples_per_second": 8.605,
392
- "eval_steps_per_second": 0.574,
393
- "step": 50
394
- },
395
- {
396
- "epoch": 17.0,
397
- "learning_rate": 2.710526315789474e-05,
398
- "loss": 0.6836,
399
- "step": 51
400
- },
401
- {
402
- "epoch": 17.33,
403
- "learning_rate": 2.701754385964912e-05,
404
- "loss": 0.7182,
405
- "step": 52
406
- },
407
- {
408
- "epoch": 17.67,
409
- "learning_rate": 2.692982456140351e-05,
410
- "loss": 0.714,
411
- "step": 53
412
- },
413
- {
414
- "epoch": 18.0,
415
- "learning_rate": 2.6842105263157896e-05,
416
- "loss": 0.6458,
417
- "step": 54
418
- },
419
- {
420
- "epoch": 18.33,
421
- "learning_rate": 2.675438596491228e-05,
422
- "loss": 0.6859,
423
- "step": 55
424
- },
425
- {
426
- "epoch": 18.67,
427
- "learning_rate": 2.6666666666666667e-05,
428
- "loss": 0.7042,
429
- "step": 56
430
- },
431
- {
432
- "epoch": 19.0,
433
- "learning_rate": 2.6578947368421052e-05,
434
- "loss": 0.7803,
435
- "step": 57
436
- },
437
- {
438
- "epoch": 19.33,
439
- "learning_rate": 2.649122807017544e-05,
440
- "loss": 0.6362,
441
- "step": 58
442
- },
443
- {
444
- "epoch": 19.67,
445
- "learning_rate": 2.6403508771929826e-05,
446
- "loss": 0.6804,
447
- "step": 59
448
- },
449
- {
450
- "epoch": 20.0,
451
- "learning_rate": 2.631578947368421e-05,
452
- "loss": 0.7213,
453
- "step": 60
454
- },
455
- {
456
- "epoch": 20.0,
457
- "eval_accuracy_dropoff": 0.5501642658579732,
458
- "eval_accuracy_undropoff": 0.9553712934254236,
459
- "eval_accuracy_unlabeled": NaN,
460
- "eval_iou_dropoff": 0.28045006455844074,
461
- "eval_iou_undropoff": 0.9358672725168466,
462
- "eval_iou_unlabeled": 0.0,
463
- "eval_loss": 0.6357952952384949,
464
- "eval_mean_accuracy": 0.7527677796416984,
465
- "eval_mean_iou": 0.4054391123584291,
466
- "eval_overall_accuracy": 0.9374295552571614,
467
- "eval_runtime": 1.7684,
468
- "eval_samples_per_second": 8.482,
469
- "eval_steps_per_second": 0.565,
470
- "step": 60
471
- },
472
- {
473
- "epoch": 20.33,
474
- "learning_rate": 2.6228070175438597e-05,
475
- "loss": 0.6312,
476
- "step": 61
477
- },
478
- {
479
- "epoch": 20.67,
480
- "learning_rate": 2.6140350877192983e-05,
481
- "loss": 0.6252,
482
- "step": 62
483
- },
484
- {
485
- "epoch": 21.0,
486
- "learning_rate": 2.605263157894737e-05,
487
- "loss": 0.79,
488
- "step": 63
489
- },
490
- {
491
- "epoch": 21.33,
492
- "learning_rate": 2.5964912280701754e-05,
493
- "loss": 0.6478,
494
- "step": 64
495
- },
496
- {
497
- "epoch": 21.67,
498
- "learning_rate": 2.587719298245614e-05,
499
- "loss": 0.6611,
500
- "step": 65
501
- },
502
- {
503
- "epoch": 22.0,
504
- "learning_rate": 2.578947368421053e-05,
505
- "loss": 0.6872,
506
- "step": 66
507
- },
508
- {
509
- "epoch": 22.33,
510
- "learning_rate": 2.5701754385964914e-05,
511
- "loss": 0.6497,
512
- "step": 67
513
- },
514
- {
515
- "epoch": 22.67,
516
- "learning_rate": 2.5614035087719296e-05,
517
- "loss": 0.5948,
518
- "step": 68
519
- },
520
- {
521
- "epoch": 23.0,
522
- "learning_rate": 2.5526315789473685e-05,
523
- "loss": 0.6868,
524
- "step": 69
525
- },
526
- {
527
- "epoch": 23.33,
528
- "learning_rate": 2.543859649122807e-05,
529
- "loss": 0.5836,
530
- "step": 70
531
- },
532
- {
533
- "epoch": 23.33,
534
- "eval_accuracy_dropoff": 0.51151009718106,
535
- "eval_accuracy_undropoff": 0.9707992332197638,
536
- "eval_accuracy_unlabeled": NaN,
537
- "eval_iou_dropoff": 0.31392385430729697,
538
- "eval_iou_undropoff": 0.9493149023887474,
539
- "eval_iou_unlabeled": 0.0,
540
- "eval_loss": 0.5603863000869751,
541
- "eval_mean_accuracy": 0.741154665200412,
542
- "eval_mean_iou": 0.42107958556534814,
543
- "eval_overall_accuracy": 0.9504628499348958,
544
- "eval_runtime": 1.7569,
545
- "eval_samples_per_second": 8.538,
546
- "eval_steps_per_second": 0.569,
547
- "step": 70
548
- },
549
- {
550
- "epoch": 23.67,
551
- "learning_rate": 2.535087719298246e-05,
552
- "loss": 0.5726,
553
- "step": 71
554
- },
555
- {
556
- "epoch": 24.0,
557
- "learning_rate": 2.526315789473684e-05,
558
- "loss": 0.6458,
559
- "step": 72
560
- },
561
- {
562
- "epoch": 24.33,
563
- "learning_rate": 2.5175438596491227e-05,
564
- "loss": 0.5645,
565
- "step": 73
566
- },
567
- {
568
- "epoch": 24.67,
569
- "learning_rate": 2.5087719298245616e-05,
570
- "loss": 0.5933,
571
- "step": 74
572
- },
573
- {
574
- "epoch": 25.0,
575
- "learning_rate": 2.5e-05,
576
- "loss": 0.7416,
577
- "step": 75
578
- },
579
- {
580
- "epoch": 25.33,
581
- "learning_rate": 2.4912280701754387e-05,
582
- "loss": 0.5434,
583
- "step": 76
584
- },
585
- {
586
- "epoch": 25.67,
587
- "learning_rate": 2.4824561403508772e-05,
588
- "loss": 0.5527,
589
- "step": 77
590
- },
591
- {
592
- "epoch": 26.0,
593
- "learning_rate": 2.4736842105263158e-05,
594
- "loss": 0.7176,
595
- "step": 78
596
- },
597
- {
598
- "epoch": 26.33,
599
- "learning_rate": 2.4649122807017547e-05,
600
- "loss": 0.5848,
601
- "step": 79
602
- },
603
- {
604
- "epoch": 26.67,
605
- "learning_rate": 2.456140350877193e-05,
606
- "loss": 0.5285,
607
- "step": 80
608
- },
609
- {
610
- "epoch": 26.67,
611
- "eval_accuracy_dropoff": 0.5432203000436511,
612
- "eval_accuracy_undropoff": 0.9708221174161507,
613
- "eval_accuracy_unlabeled": NaN,
614
- "eval_iou_dropoff": 0.3334873028074159,
615
- "eval_iou_undropoff": 0.950703803284259,
616
- "eval_iou_unlabeled": 0.0,
617
- "eval_loss": 0.522677481174469,
618
- "eval_mean_accuracy": 0.7570212087299009,
619
- "eval_mean_iou": 0.42806370203055827,
620
- "eval_overall_accuracy": 0.9518887837727864,
621
- "eval_runtime": 1.7307,
622
- "eval_samples_per_second": 8.667,
623
- "eval_steps_per_second": 0.578,
624
- "step": 80
625
- },
626
- {
627
- "epoch": 27.0,
628
- "learning_rate": 2.4473684210526318e-05,
629
- "loss": 0.5804,
630
- "step": 81
631
- },
632
- {
633
- "epoch": 27.33,
634
- "learning_rate": 2.4385964912280703e-05,
635
- "loss": 0.5616,
636
- "step": 82
637
- },
638
- {
639
- "epoch": 27.67,
640
- "learning_rate": 2.429824561403509e-05,
641
- "loss": 0.5547,
642
- "step": 83
643
- },
644
- {
645
- "epoch": 28.0,
646
- "learning_rate": 2.4210526315789474e-05,
647
- "loss": 0.4855,
648
- "step": 84
649
- },
650
- {
651
- "epoch": 28.33,
652
- "learning_rate": 2.412280701754386e-05,
653
- "loss": 0.5301,
654
- "step": 85
655
- },
656
- {
657
- "epoch": 28.67,
658
- "learning_rate": 2.4035087719298245e-05,
659
- "loss": 0.4786,
660
- "step": 86
661
- },
662
- {
663
- "epoch": 29.0,
664
- "learning_rate": 2.3947368421052634e-05,
665
- "loss": 0.6863,
666
- "step": 87
667
- },
668
- {
669
- "epoch": 29.33,
670
- "learning_rate": 2.3859649122807016e-05,
671
- "loss": 0.5233,
672
- "step": 88
673
- },
674
- {
675
- "epoch": 29.67,
676
- "learning_rate": 2.3771929824561405e-05,
677
- "loss": 0.499,
678
- "step": 89
679
- },
680
- {
681
- "epoch": 30.0,
682
- "learning_rate": 2.368421052631579e-05,
683
- "loss": 0.4955,
684
- "step": 90
685
- },
686
- {
687
- "epoch": 30.0,
688
- "eval_accuracy_dropoff": 0.40524846646908813,
689
- "eval_accuracy_undropoff": 0.9836739885451292,
690
- "eval_accuracy_unlabeled": NaN,
691
- "eval_iou_dropoff": 0.2999030884190661,
692
- "eval_iou_undropoff": 0.9572962316426624,
693
- "eval_iou_unlabeled": 0.0,
694
- "eval_loss": 0.44778305292129517,
695
- "eval_mean_accuracy": 0.6944612275071087,
696
- "eval_mean_iou": 0.4190664400205762,
697
- "eval_overall_accuracy": 0.958062489827474,
698
- "eval_runtime": 1.667,
699
- "eval_samples_per_second": 8.998,
700
- "eval_steps_per_second": 0.6,
701
- "step": 90
702
- },
703
- {
704
- "epoch": 30.33,
705
- "learning_rate": 2.3596491228070176e-05,
706
- "loss": 0.486,
707
- "step": 91
708
- },
709
- {
710
- "epoch": 30.67,
711
- "learning_rate": 2.350877192982456e-05,
712
- "loss": 0.5439,
713
- "step": 92
714
- },
715
- {
716
- "epoch": 31.0,
717
- "learning_rate": 2.3421052631578947e-05,
718
- "loss": 0.6391,
719
- "step": 93
720
- },
721
- {
722
- "epoch": 31.33,
723
- "learning_rate": 2.3333333333333336e-05,
724
- "loss": 0.475,
725
- "step": 94
726
- },
727
- {
728
- "epoch": 31.67,
729
- "learning_rate": 2.324561403508772e-05,
730
- "loss": 0.4959,
731
- "step": 95
732
- },
733
- {
734
- "epoch": 32.0,
735
- "learning_rate": 2.3157894736842103e-05,
736
- "loss": 0.4873,
737
- "step": 96
738
- },
739
- {
740
- "epoch": 32.33,
741
- "learning_rate": 2.3070175438596492e-05,
742
- "loss": 0.4893,
743
- "step": 97
744
- },
745
- {
746
- "epoch": 32.67,
747
- "learning_rate": 2.2982456140350878e-05,
748
- "loss": 0.4726,
749
- "step": 98
750
- },
751
- {
752
- "epoch": 33.0,
753
- "learning_rate": 2.2894736842105263e-05,
754
- "loss": 0.6883,
755
- "step": 99
756
- },
757
- {
758
- "epoch": 33.33,
759
- "learning_rate": 2.280701754385965e-05,
760
- "loss": 0.4646,
761
- "step": 100
762
- },
763
- {
764
- "epoch": 33.33,
765
- "eval_accuracy_dropoff": 0.4160865669584396,
766
- "eval_accuracy_undropoff": 0.9834874557350457,
767
- "eval_accuracy_unlabeled": NaN,
768
- "eval_iou_dropoff": 0.3069023804379599,
769
- "eval_iou_undropoff": 0.9575826304318763,
770
- "eval_iou_unlabeled": 0.0,
771
- "eval_loss": 0.4536963403224945,
772
- "eval_mean_accuracy": 0.6997870113467426,
773
- "eval_mean_iou": 0.42149500362327874,
774
- "eval_overall_accuracy": 0.9583641052246094,
775
- "eval_runtime": 1.7596,
776
- "eval_samples_per_second": 8.525,
777
- "eval_steps_per_second": 0.568,
778
- "step": 100
779
- },
780
- {
781
- "epoch": 33.67,
782
- "learning_rate": 2.2719298245614034e-05,
783
- "loss": 0.4608,
784
- "step": 101
785
- },
786
- {
787
- "epoch": 34.0,
788
- "learning_rate": 2.2631578947368423e-05,
789
- "loss": 0.629,
790
- "step": 102
791
- },
792
- {
793
- "epoch": 34.33,
794
- "learning_rate": 2.254385964912281e-05,
795
- "loss": 0.4415,
796
- "step": 103
797
- },
798
- {
799
- "epoch": 34.67,
800
- "learning_rate": 2.245614035087719e-05,
801
- "loss": 0.4656,
802
- "step": 104
803
- },
804
- {
805
- "epoch": 35.0,
806
- "learning_rate": 2.236842105263158e-05,
807
- "loss": 0.4103,
808
- "step": 105
809
- },
810
- {
811
- "epoch": 35.33,
812
- "learning_rate": 2.2280701754385965e-05,
813
- "loss": 0.4731,
814
- "step": 106
815
- },
816
- {
817
- "epoch": 35.67,
818
- "learning_rate": 2.2192982456140354e-05,
819
- "loss": 0.4222,
820
- "step": 107
821
- },
822
- {
823
- "epoch": 36.0,
824
- "learning_rate": 2.2105263157894736e-05,
825
- "loss": 0.6312,
826
- "step": 108
827
- },
828
- {
829
- "epoch": 36.33,
830
- "learning_rate": 2.201754385964912e-05,
831
- "loss": 0.4559,
832
- "step": 109
833
- },
834
- {
835
- "epoch": 36.67,
836
- "learning_rate": 2.192982456140351e-05,
837
- "loss": 0.4356,
838
- "step": 110
839
- },
840
- {
841
- "epoch": 36.67,
842
- "eval_accuracy_dropoff": 0.44017506375353227,
843
- "eval_accuracy_undropoff": 0.9807969660877497,
844
- "eval_accuracy_unlabeled": NaN,
845
- "eval_iou_dropoff": 0.3112051392419456,
846
- "eval_iou_undropoff": 0.9560018072779769,
847
- "eval_iou_unlabeled": 0.0,
848
- "eval_loss": 0.4453624486923218,
849
- "eval_mean_accuracy": 0.710486014920641,
850
- "eval_mean_iou": 0.4224023155066408,
851
- "eval_overall_accuracy": 0.9568593343098958,
852
- "eval_runtime": 1.7479,
853
- "eval_samples_per_second": 8.582,
854
- "eval_steps_per_second": 0.572,
855
- "step": 110
856
- },
857
- {
858
- "epoch": 37.0,
859
- "learning_rate": 2.1842105263157896e-05,
860
- "loss": 0.4762,
861
- "step": 111
862
- },
863
- {
864
- "epoch": 37.33,
865
- "learning_rate": 2.175438596491228e-05,
866
- "loss": 0.4522,
867
- "step": 112
868
- },
869
- {
870
- "epoch": 37.67,
871
- "learning_rate": 2.1666666666666667e-05,
872
- "loss": 0.431,
873
- "step": 113
874
- },
875
- {
876
- "epoch": 38.0,
877
- "learning_rate": 2.1578947368421053e-05,
878
- "loss": 0.6138,
879
- "step": 114
880
- },
881
- {
882
- "epoch": 38.33,
883
- "learning_rate": 2.149122807017544e-05,
884
- "loss": 0.4156,
885
- "step": 115
886
- },
887
- {
888
- "epoch": 38.67,
889
- "learning_rate": 2.1403508771929824e-05,
890
- "loss": 0.497,
891
- "step": 116
892
- },
893
- {
894
- "epoch": 39.0,
895
- "learning_rate": 2.1315789473684212e-05,
896
- "loss": 0.5071,
897
- "step": 117
898
- },
899
- {
900
- "epoch": 39.33,
901
- "learning_rate": 2.1228070175438598e-05,
902
- "loss": 0.4059,
903
- "step": 118
904
- },
905
- {
906
- "epoch": 39.67,
907
- "learning_rate": 2.1140350877192983e-05,
908
- "loss": 0.4083,
909
- "step": 119
910
- },
911
- {
912
- "epoch": 40.0,
913
- "learning_rate": 2.105263157894737e-05,
914
- "loss": 0.4829,
915
- "step": 120
916
- },
917
- {
918
- "epoch": 40.0,
919
- "eval_accuracy_dropoff": 0.39471477473751926,
920
- "eval_accuracy_undropoff": 0.9854102604221548,
921
- "eval_accuracy_unlabeled": NaN,
922
- "eval_iou_dropoff": 0.300204000506725,
923
- "eval_iou_undropoff": 0.9585307072433172,
924
- "eval_iou_unlabeled": 0.0,
925
- "eval_loss": 0.40986645221710205,
926
- "eval_mean_accuracy": 0.690062517579837,
927
- "eval_mean_iou": 0.4195782359166807,
928
- "eval_overall_accuracy": 0.9592554728190105,
929
- "eval_runtime": 1.7334,
930
- "eval_samples_per_second": 8.654,
931
- "eval_steps_per_second": 0.577,
932
- "step": 120
933
- },
934
- {
935
- "epoch": 40.33,
936
- "learning_rate": 2.0964912280701754e-05,
937
- "loss": 0.4144,
938
- "step": 121
939
- },
940
- {
941
- "epoch": 40.67,
942
- "learning_rate": 2.087719298245614e-05,
943
- "loss": 0.402,
944
- "step": 122
945
- },
946
- {
947
- "epoch": 41.0,
948
- "learning_rate": 2.078947368421053e-05,
949
- "loss": 0.5807,
950
- "step": 123
951
- },
952
- {
953
- "epoch": 41.33,
954
- "learning_rate": 2.070175438596491e-05,
955
- "loss": 0.3997,
956
- "step": 124
957
- },
958
- {
959
- "epoch": 41.67,
960
- "learning_rate": 2.06140350877193e-05,
961
- "loss": 0.41,
962
- "step": 125
963
- },
964
- {
965
- "epoch": 42.0,
966
- "learning_rate": 2.0526315789473685e-05,
967
- "loss": 0.4006,
968
- "step": 126
969
- },
970
- {
971
- "epoch": 42.33,
972
- "learning_rate": 2.043859649122807e-05,
973
- "loss": 0.3902,
974
- "step": 127
975
- },
976
- {
977
- "epoch": 42.67,
978
- "learning_rate": 2.0350877192982456e-05,
979
- "loss": 0.4117,
980
- "step": 128
981
- },
982
- {
983
- "epoch": 43.0,
984
- "learning_rate": 2.0263157894736842e-05,
985
- "loss": 0.5749,
986
- "step": 129
987
- },
988
- {
989
- "epoch": 43.33,
990
- "learning_rate": 2.017543859649123e-05,
991
- "loss": 0.4051,
992
- "step": 130
993
- },
994
- {
995
- "epoch": 43.33,
996
- "eval_accuracy_dropoff": 0.36874238978105545,
997
- "eval_accuracy_undropoff": 0.988090106257178,
998
- "eval_accuracy_unlabeled": NaN,
999
- "eval_iou_dropoff": 0.2933347344950792,
1000
- "eval_iou_undropoff": 0.9600137953892479,
1001
- "eval_iou_unlabeled": NaN,
1002
- "eval_loss": 0.39108747243881226,
1003
- "eval_mean_accuracy": 0.6784162480191167,
1004
- "eval_mean_iou": 0.6266742649421635,
1005
- "eval_overall_accuracy": 0.9606666564941406,
1006
- "eval_runtime": 1.6827,
1007
- "eval_samples_per_second": 8.914,
1008
- "eval_steps_per_second": 0.594,
1009
- "step": 130
1010
- },
1011
- {
1012
- "epoch": 43.67,
1013
- "learning_rate": 2.0087719298245616e-05,
1014
- "loss": 0.3734,
1015
- "step": 131
1016
- },
1017
- {
1018
- "epoch": 44.0,
1019
- "learning_rate": 1.9999999999999998e-05,
1020
- "loss": 0.5556,
1021
- "step": 132
1022
- },
1023
- {
1024
- "epoch": 44.33,
1025
- "learning_rate": 1.9912280701754387e-05,
1026
- "loss": 0.3779,
1027
- "step": 133
1028
- },
1029
- {
1030
- "epoch": 44.67,
1031
- "learning_rate": 1.9824561403508773e-05,
1032
- "loss": 0.4217,
1033
- "step": 134
1034
- },
1035
- {
1036
- "epoch": 45.0,
1037
- "learning_rate": 1.9736842105263158e-05,
1038
- "loss": 0.4264,
1039
- "step": 135
1040
- },
1041
- {
1042
- "epoch": 45.33,
1043
- "learning_rate": 1.9649122807017544e-05,
1044
- "loss": 0.3953,
1045
- "step": 136
1046
- },
1047
- {
1048
- "epoch": 45.67,
1049
- "learning_rate": 1.956140350877193e-05,
1050
- "loss": 0.3816,
1051
- "step": 137
1052
- },
1053
- {
1054
- "epoch": 46.0,
1055
- "learning_rate": 1.9473684210526318e-05,
1056
- "loss": 0.3782,
1057
- "step": 138
1058
- },
1059
- {
1060
- "epoch": 46.33,
1061
- "learning_rate": 1.9385964912280704e-05,
1062
- "loss": 0.3847,
1063
- "step": 139
1064
- },
1065
- {
1066
- "epoch": 46.67,
1067
- "learning_rate": 1.9298245614035086e-05,
1068
- "loss": 0.3916,
1069
- "step": 140
1070
- },
1071
- {
1072
- "epoch": 46.67,
1073
- "eval_accuracy_dropoff": 0.3946401084384405,
1074
- "eval_accuracy_undropoff": 0.9847460865363226,
1075
- "eval_accuracy_unlabeled": NaN,
1076
- "eval_iou_dropoff": 0.2968983605990684,
1077
- "eval_iou_undropoff": 0.9578814272217836,
1078
- "eval_iou_unlabeled": 0.0,
1079
- "eval_loss": 0.3841036558151245,
1080
- "eval_mean_accuracy": 0.6896930974873815,
1081
- "eval_mean_iou": 0.4182599292736173,
1082
- "eval_overall_accuracy": 0.9586174011230468,
1083
- "eval_runtime": 1.7237,
1084
- "eval_samples_per_second": 8.702,
1085
- "eval_steps_per_second": 0.58,
1086
- "step": 140
1087
- },
1088
- {
1089
- "epoch": 47.0,
1090
- "learning_rate": 1.9210526315789474e-05,
1091
- "loss": 0.4951,
1092
- "step": 141
1093
- },
1094
- {
1095
- "epoch": 47.33,
1096
- "learning_rate": 1.912280701754386e-05,
1097
- "loss": 0.3793,
1098
- "step": 142
1099
- },
1100
- {
1101
- "epoch": 47.67,
1102
- "learning_rate": 1.903508771929825e-05,
1103
- "loss": 0.3648,
1104
- "step": 143
1105
- },
1106
- {
1107
- "epoch": 48.0,
1108
- "learning_rate": 1.894736842105263e-05,
1109
- "loss": 0.5335,
1110
- "step": 144
1111
- },
1112
- {
1113
- "epoch": 48.33,
1114
- "learning_rate": 1.8859649122807016e-05,
1115
- "loss": 0.3717,
1116
- "step": 145
1117
- },
1118
- {
1119
- "epoch": 48.67,
1120
- "learning_rate": 1.8771929824561405e-05,
1121
- "loss": 0.3662,
1122
- "step": 146
1123
- },
1124
- {
1125
- "epoch": 49.0,
1126
- "learning_rate": 1.868421052631579e-05,
1127
- "loss": 0.4247,
1128
- "step": 147
1129
- },
1130
- {
1131
- "epoch": 49.33,
1132
- "learning_rate": 1.8596491228070176e-05,
1133
- "loss": 0.3713,
1134
- "step": 148
1135
- },
1136
- {
1137
- "epoch": 49.67,
1138
- "learning_rate": 1.8508771929824562e-05,
1139
- "loss": 0.3755,
1140
- "step": 149
1141
- },
1142
- {
1143
- "epoch": 50.0,
1144
- "learning_rate": 1.8421052631578947e-05,
1145
- "loss": 0.3713,
1146
- "step": 150
1147
- },
1148
- {
1149
- "epoch": 50.0,
1150
- "eval_accuracy_dropoff": 0.4149378546649206,
1151
- "eval_accuracy_undropoff": 0.985304354490039,
1152
- "eval_accuracy_unlabeled": NaN,
1153
- "eval_iou_dropoff": 0.3150330103522558,
1154
- "eval_iou_undropoff": 0.9593019640841925,
1155
- "eval_iou_unlabeled": 0.0,
1156
- "eval_loss": 0.3788051903247833,
1157
- "eval_mean_accuracy": 0.7001211045774798,
1158
- "eval_mean_iou": 0.42477832481214944,
1159
- "eval_overall_accuracy": 0.9600496927897135,
1160
- "eval_runtime": 1.7595,
1161
- "eval_samples_per_second": 8.525,
1162
- "eval_steps_per_second": 0.568,
1163
- "step": 150
1164
- },
1165
- {
1166
- "epoch": 50.33,
1167
- "learning_rate": 1.8333333333333336e-05,
1168
- "loss": 0.3736,
1169
- "step": 151
1170
- },
1171
- {
1172
- "epoch": 50.67,
1173
- "learning_rate": 1.824561403508772e-05,
1174
- "loss": 0.3547,
1175
- "step": 152
1176
- },
1177
- {
1178
- "epoch": 51.0,
1179
- "learning_rate": 1.8157894736842107e-05,
1180
- "loss": 0.3802,
1181
- "step": 153
1182
- },
1183
- {
1184
- "epoch": 51.33,
1185
- "learning_rate": 1.8070175438596493e-05,
1186
- "loss": 0.3797,
1187
- "step": 154
1188
- },
1189
- {
1190
- "epoch": 51.67,
1191
- "learning_rate": 1.7982456140350878e-05,
1192
- "loss": 0.3422,
1193
- "step": 155
1194
- },
1195
- {
1196
- "epoch": 52.0,
1197
- "learning_rate": 1.7894736842105264e-05,
1198
- "loss": 0.5229,
1199
- "step": 156
1200
- },
1201
- {
1202
- "epoch": 52.33,
1203
- "learning_rate": 1.780701754385965e-05,
1204
- "loss": 0.3524,
1205
- "step": 157
1206
- },
1207
- {
1208
- "epoch": 52.67,
1209
- "learning_rate": 1.7719298245614035e-05,
1210
- "loss": 0.3746,
1211
- "step": 158
1212
- },
1213
- {
1214
- "epoch": 53.0,
1215
- "learning_rate": 1.7631578947368424e-05,
1216
- "loss": 0.358,
1217
- "step": 159
1218
- },
1219
- {
1220
- "epoch": 53.33,
1221
- "learning_rate": 1.7543859649122806e-05,
1222
- "loss": 0.359,
1223
- "step": 160
1224
- },
1225
- {
1226
- "epoch": 53.33,
1227
- "eval_accuracy_dropoff": 0.3639120545868082,
1228
- "eval_accuracy_undropoff": 0.9883447594658084,
1229
- "eval_accuracy_unlabeled": NaN,
1230
- "eval_iou_dropoff": 0.2907635756210161,
1231
- "eval_iou_undropoff": 0.9600524710504549,
1232
- "eval_iou_unlabeled": NaN,
1233
- "eval_loss": 0.37188878655433655,
1234
- "eval_mean_accuracy": 0.6761284070263083,
1235
- "eval_mean_iou": 0.6254080233357355,
1236
- "eval_overall_accuracy": 0.9606961568196615,
1237
- "eval_runtime": 1.6982,
1238
- "eval_samples_per_second": 8.833,
1239
- "eval_steps_per_second": 0.589,
1240
- "step": 160
1241
- },
1242
- {
1243
- "epoch": 53.67,
1244
- "learning_rate": 1.7456140350877195e-05,
1245
- "loss": 0.3485,
1246
- "step": 161
1247
- },
1248
- {
1249
- "epoch": 54.0,
1250
- "learning_rate": 1.736842105263158e-05,
1251
- "loss": 0.5096,
1252
- "step": 162
1253
- },
1254
- {
1255
- "epoch": 54.33,
1256
- "learning_rate": 1.7280701754385966e-05,
1257
- "loss": 0.3459,
1258
- "step": 163
1259
- },
1260
- {
1261
- "epoch": 54.67,
1262
- "learning_rate": 1.719298245614035e-05,
1263
- "loss": 0.3438,
1264
- "step": 164
1265
- },
1266
- {
1267
- "epoch": 55.0,
1268
- "learning_rate": 1.7105263157894737e-05,
1269
- "loss": 0.3643,
1270
- "step": 165
1271
- },
1272
- {
1273
- "epoch": 55.33,
1274
- "learning_rate": 1.7017543859649125e-05,
1275
- "loss": 0.3394,
1276
- "step": 166
1277
- },
1278
- {
1279
- "epoch": 55.67,
1280
- "learning_rate": 1.692982456140351e-05,
1281
- "loss": 0.3391,
1282
- "step": 167
1283
- },
1284
- {
1285
- "epoch": 56.0,
1286
- "learning_rate": 1.6842105263157893e-05,
1287
- "loss": 0.4763,
1288
- "step": 168
1289
- },
1290
- {
1291
- "epoch": 56.33,
1292
- "learning_rate": 1.6754385964912282e-05,
1293
- "loss": 0.3345,
1294
- "step": 169
1295
- },
1296
- {
1297
- "epoch": 56.67,
1298
- "learning_rate": 1.6666666666666667e-05,
1299
- "loss": 0.3459,
1300
- "step": 170
1301
- },
1302
- {
1303
- "epoch": 56.67,
1304
- "eval_accuracy_dropoff": 0.3673352172214947,
1305
- "eval_accuracy_undropoff": 0.9875539242139278,
1306
- "eval_accuracy_unlabeled": NaN,
1307
- "eval_iou_dropoff": 0.2895495764687773,
1308
- "eval_iou_undropoff": 0.9594320775222817,
1309
- "eval_iou_unlabeled": NaN,
1310
- "eval_loss": 0.36101919412612915,
1311
- "eval_mean_accuracy": 0.6774445707177112,
1312
- "eval_mean_iou": 0.6244908269955295,
1313
- "eval_overall_accuracy": 0.9600919087727865,
1314
- "eval_runtime": 1.7029,
1315
- "eval_samples_per_second": 8.809,
1316
- "eval_steps_per_second": 0.587,
1317
- "step": 170
1318
- },
1319
- {
1320
- "epoch": 57.0,
1321
- "learning_rate": 1.6578947368421053e-05,
1322
- "loss": 0.4976,
1323
- "step": 171
1324
- },
1325
- {
1326
- "epoch": 57.33,
1327
- "learning_rate": 1.649122807017544e-05,
1328
- "loss": 0.3417,
1329
- "step": 172
1330
- },
1331
- {
1332
- "epoch": 57.67,
1333
- "learning_rate": 1.6403508771929824e-05,
1334
- "loss": 0.3344,
1335
- "step": 173
1336
- },
1337
- {
1338
- "epoch": 58.0,
1339
- "learning_rate": 1.6315789473684213e-05,
1340
- "loss": 0.5173,
1341
- "step": 174
1342
- },
1343
- {
1344
- "epoch": 58.33,
1345
- "learning_rate": 1.62280701754386e-05,
1346
- "loss": 0.3219,
1347
- "step": 175
1348
- },
1349
- {
1350
- "epoch": 58.67,
1351
- "learning_rate": 1.614035087719298e-05,
1352
- "loss": 0.356,
1353
- "step": 176
1354
- },
1355
- {
1356
- "epoch": 59.0,
1357
- "learning_rate": 1.605263157894737e-05,
1358
- "loss": 0.3378,
1359
- "step": 177
1360
- },
1361
- {
1362
- "epoch": 59.33,
1363
- "learning_rate": 1.5964912280701755e-05,
1364
- "loss": 0.3379,
1365
- "step": 178
1366
- },
1367
- {
1368
- "epoch": 59.67,
1369
- "learning_rate": 1.5877192982456144e-05,
1370
- "loss": 0.3279,
1371
- "step": 179
1372
- },
1373
- {
1374
- "epoch": 60.0,
1375
- "learning_rate": 1.5789473684210526e-05,
1376
- "loss": 0.3099,
1377
- "step": 180
1378
- },
1379
- {
1380
- "epoch": 60.0,
1381
- "eval_accuracy_dropoff": 0.346790497851908,
1382
- "eval_accuracy_undropoff": 0.9905155649788774,
1383
- "eval_accuracy_unlabeled": NaN,
1384
- "eval_iou_dropoff": 0.28786036776940277,
1385
- "eval_iou_undropoff": 0.9614203385986966,
1386
- "eval_iou_unlabeled": NaN,
1387
- "eval_loss": 0.3455052673816681,
1388
- "eval_mean_accuracy": 0.6686530314153927,
1389
- "eval_mean_iou": 0.6246403531840496,
1390
- "eval_overall_accuracy": 0.9620127360026042,
1391
- "eval_runtime": 1.7655,
1392
- "eval_samples_per_second": 8.496,
1393
- "eval_steps_per_second": 0.566,
1394
- "step": 180
1395
- },
1396
- {
1397
- "epoch": 60.33,
1398
- "learning_rate": 1.570175438596491e-05,
1399
- "loss": 0.339,
1400
- "step": 181
1401
- },
1402
- {
1403
- "epoch": 60.67,
1404
- "learning_rate": 1.56140350877193e-05,
1405
- "loss": 0.327,
1406
- "step": 182
1407
- },
1408
- {
1409
- "epoch": 61.0,
1410
- "learning_rate": 1.5526315789473686e-05,
1411
- "loss": 0.3886,
1412
- "step": 183
1413
- },
1414
- {
1415
- "epoch": 61.33,
1416
- "learning_rate": 1.543859649122807e-05,
1417
- "loss": 0.3251,
1418
- "step": 184
1419
- },
1420
- {
1421
- "epoch": 61.67,
1422
- "learning_rate": 1.5350877192982457e-05,
1423
- "loss": 0.3521,
1424
- "step": 185
1425
- },
1426
- {
1427
- "epoch": 62.0,
1428
- "learning_rate": 1.5263157894736842e-05,
1429
- "loss": 0.3063,
1430
- "step": 186
1431
- },
1432
- {
1433
- "epoch": 62.33,
1434
- "learning_rate": 1.517543859649123e-05,
1435
- "loss": 0.3185,
1436
- "step": 187
1437
- },
1438
- {
1439
- "epoch": 62.67,
1440
- "learning_rate": 1.5087719298245613e-05,
1441
- "loss": 0.3333,
1442
- "step": 188
1443
- },
1444
- {
1445
- "epoch": 63.0,
1446
- "learning_rate": 1.5e-05,
1447
- "loss": 0.4778,
1448
- "step": 189
1449
- },
1450
- {
1451
- "epoch": 63.33,
1452
- "learning_rate": 1.4912280701754386e-05,
1453
- "loss": 0.3124,
1454
- "step": 190
1455
- },
1456
- {
1457
- "epoch": 63.33,
1458
- "eval_accuracy_dropoff": 0.3634008776161923,
1459
- "eval_accuracy_undropoff": 0.9891810970151558,
1460
- "eval_accuracy_unlabeled": NaN,
1461
- "eval_iou_dropoff": 0.2946043600942421,
1462
- "eval_iou_undropoff": 0.9608427639045731,
1463
- "eval_iou_unlabeled": NaN,
1464
- "eval_loss": 0.34364980459213257,
1465
- "eval_mean_accuracy": 0.676290987315674,
1466
- "eval_mean_iou": 0.6277235619994076,
1467
- "eval_overall_accuracy": 0.9614728291829427,
1468
- "eval_runtime": 1.772,
1469
- "eval_samples_per_second": 8.465,
1470
- "eval_steps_per_second": 0.564,
1471
- "step": 190
1472
- },
1473
- {
1474
- "epoch": 63.67,
1475
- "learning_rate": 1.4824561403508773e-05,
1476
- "loss": 0.345,
1477
- "step": 191
1478
- },
1479
- {
1480
- "epoch": 64.0,
1481
- "learning_rate": 1.4736842105263157e-05,
1482
- "loss": 0.4656,
1483
- "step": 192
1484
- },
1485
- {
1486
- "epoch": 64.33,
1487
- "learning_rate": 1.4649122807017544e-05,
1488
- "loss": 0.3192,
1489
- "step": 193
1490
- },
1491
- {
1492
- "epoch": 64.67,
1493
- "learning_rate": 1.456140350877193e-05,
1494
- "loss": 0.3167,
1495
- "step": 194
1496
- },
1497
- {
1498
- "epoch": 65.0,
1499
- "learning_rate": 1.4473684210526317e-05,
1500
- "loss": 0.31,
1501
- "step": 195
1502
- },
1503
- {
1504
- "epoch": 65.33,
1505
- "learning_rate": 1.43859649122807e-05,
1506
- "loss": 0.3142,
1507
- "step": 196
1508
- },
1509
- {
1510
- "epoch": 65.67,
1511
- "learning_rate": 1.4298245614035088e-05,
1512
- "loss": 0.3105,
1513
- "step": 197
1514
- },
1515
- {
1516
- "epoch": 66.0,
1517
- "learning_rate": 1.4210526315789473e-05,
1518
- "loss": 0.3048,
1519
- "step": 198
1520
- },
1521
- {
1522
- "epoch": 66.33,
1523
- "learning_rate": 1.412280701754386e-05,
1524
- "loss": 0.2952,
1525
- "step": 199
1526
- },
1527
- {
1528
- "epoch": 66.67,
1529
- "learning_rate": 1.4035087719298246e-05,
1530
- "loss": 0.3283,
1531
- "step": 200
1532
- },
1533
- {
1534
- "epoch": 66.67,
1535
- "eval_accuracy_dropoff": 0.32855469019229444,
1536
- "eval_accuracy_undropoff": 0.9928226112890401,
1537
- "eval_accuracy_unlabeled": NaN,
1538
- "eval_iou_dropoff": 0.2844823727751503,
1539
- "eval_iou_undropoff": 0.9628700300080827,
1540
- "eval_iou_unlabeled": NaN,
1541
- "eval_loss": 0.334386944770813,
1542
- "eval_mean_accuracy": 0.6606886507406673,
1543
- "eval_mean_iou": 0.6236762013916165,
1544
- "eval_overall_accuracy": 0.9634101867675782,
1545
- "eval_runtime": 1.7388,
1546
- "eval_samples_per_second": 8.627,
1547
- "eval_steps_per_second": 0.575,
1548
- "step": 200
1549
- }
1550
- ],
1551
- "max_steps": 360,
1552
- "num_train_epochs": 120,
1553
- "total_flos": 3.989638682247168e+16,
1554
- "trial_name": null,
1555
- "trial_params": null
1556
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
checkpoint-200/training_args.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:805b749ef1e543c50b9f8416572d987b273a9009053bc5106ae1d7cfc17b2e75
3
- size 4155
 
 
 
 
runs/Feb12_06-10-26_robovision.csres.utexas.edu/events.out.tfevents.1707739842.robovision.csres.utexas.edu.2691488.0 CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0bb2025f92fd7d7a3103ce269456eff11aafb346824c30809ae83cf2d7b847ff
3
- size 89295
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f3a692bcc4c8e1854195a01d20787e3b33b6542e80bf5059fe5bc9f6fab14b7f
3
+ size 89649