File size: 23,327 Bytes
6ed6311
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
{
  "best_metric": null,
  "best_model_checkpoint": null,
  "epoch": 11.902654867256636,
  "eval_steps": 500,
  "global_step": 1345,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.88,
      "learning_rate": 5.554646840148699e-05,
      "loss": 1.1413,
      "step": 100
    },
    {
      "epoch": 1.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.0,
      "eval_accuracy_harbor": 0.8373914884607241,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.001045110590788958,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.06105944197331177,
      "eval_accuracy_small-vehicle": 0.017904333433919475,
      "eval_accuracy_soccer-ball-field": 0.0,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.007865168539325843,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.0,
      "eval_iou_harbor": 0.4318628521511247,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.0010450633318427782,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.059177974819967664,
      "eval_iou_small-vehicle": 0.017787225538022693,
      "eval_iou_soccer-ball-field": 0.0,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.007865168539325843,
      "eval_loss": 0.5054225921630859,
      "eval_mean_accuracy": 0.08411504936346093,
      "eval_mean_iou": 0.0431448570316903,
      "eval_overall_accuracy": 0.044511811896927794,
      "eval_runtime": 26.5214,
      "eval_samples_per_second": 0.641,
      "eval_steps_per_second": 0.113,
      "step": 113
    },
    {
      "epoch": 1.77,
      "learning_rate": 5.109293680297398e-05,
      "loss": 0.326,
      "step": 200
    },
    {
      "epoch": 2.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.0,
      "eval_accuracy_harbor": 0.8062142705907263,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.2926359899910563,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.04326728669632026,
      "eval_accuracy_small-vehicle": 0.16895728746605218,
      "eval_accuracy_soccer-ball-field": 0.0,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.0,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.0,
      "eval_iou_harbor": 0.41287611818921116,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.29039624645362666,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.0430280486578868,
      "eval_iou_small-vehicle": 0.1613641325706301,
      "eval_iou_soccer-ball-field": 0.0,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.0,
      "eval_loss": 0.32400479912757874,
      "eval_mean_accuracy": 0.11918862134037772,
      "eval_mean_iou": 0.07563871215594624,
      "eval_overall_accuracy": 0.2144372250360457,
      "eval_runtime": 26.1142,
      "eval_samples_per_second": 0.651,
      "eval_steps_per_second": 0.115,
      "step": 226
    },
    {
      "epoch": 2.65,
      "learning_rate": 4.6639405204460966e-05,
      "loss": 0.1849,
      "step": 300
    },
    {
      "epoch": 3.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.3563407441016334,
      "eval_accuracy_harbor": 0.6252381960618251,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.2834711740410608,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.35200161746866154,
      "eval_accuracy_small-vehicle": 0.3124662807816458,
      "eval_accuracy_soccer-ball-field": 0.45093346098611775,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.0,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.32654227950730214,
      "eval_iou_harbor": 0.39540722391457167,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.2807220942325012,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.32357587584796954,
      "eval_iou_small-vehicle": 0.28940080457336437,
      "eval_iou_soccer-ball-field": 0.4505684535854888,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": 0.0,
      "eval_iou_tennis-court": 0.0,
      "eval_loss": 0.2806827425956726,
      "eval_mean_accuracy": 0.21640467940372218,
      "eval_mean_iou": 0.1589397485893229,
      "eval_overall_accuracy": 0.3238081814484824,
      "eval_runtime": 25.8741,
      "eval_samples_per_second": 0.657,
      "eval_steps_per_second": 0.116,
      "step": 339
    },
    {
      "epoch": 3.54,
      "learning_rate": 4.2185873605947955e-05,
      "loss": 0.1341,
      "step": 400
    },
    {
      "epoch": 4.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.48661524500907444,
      "eval_accuracy_harbor": 0.7551873809019691,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.18656731416627306,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.20885564092195713,
      "eval_accuracy_small-vehicle": 0.36284164997851115,
      "eval_accuracy_soccer-ball-field": 0.5206024229480428,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.018764044943820224,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.4267595125590649,
      "eval_iou_harbor": 0.42208810390225143,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.18395616481790664,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.20035882267371383,
      "eval_iou_small-vehicle": 0.33034458070048367,
      "eval_iou_soccer-ball-field": 0.5205065900890951,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": 0.0,
      "eval_iou_tennis-court": 0.018764044943820224,
      "eval_loss": 0.2694321572780609,
      "eval_mean_accuracy": 0.23085760898814983,
      "eval_mean_iou": 0.16175213997587198,
      "eval_overall_accuracy": 0.3055404081481755,
      "eval_runtime": 24.9985,
      "eval_samples_per_second": 0.68,
      "eval_steps_per_second": 0.12,
      "step": 452
    },
    {
      "epoch": 4.42,
      "learning_rate": 3.773234200743495e-05,
      "loss": 0.1282,
      "step": 500
    },
    {
      "epoch": 5.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.6125794010889292,
      "eval_accuracy_harbor": 0.6151810290069871,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.17511129422877872,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.4060857258390619,
      "eval_accuracy_small-vehicle": 0.33466838577529057,
      "eval_accuracy_soccer-ball-field": 0.8252200169385425,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.029213483146067417,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.4767390536723164,
      "eval_iou_harbor": 0.39954620462046203,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.17452027081163368,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.36671535512141684,
      "eval_iou_small-vehicle": 0.31687720240002076,
      "eval_iou_soccer-ball-field": 0.7048546132192675,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.029213483146067417,
      "eval_loss": 0.26310500502586365,
      "eval_mean_accuracy": 0.2725508487294234,
      "eval_mean_iou": 0.2057055152492654,
      "eval_overall_accuracy": 0.33963362786054935,
      "eval_runtime": 25.5432,
      "eval_samples_per_second": 0.666,
      "eval_steps_per_second": 0.117,
      "step": 565
    },
    {
      "epoch": 5.31,
      "learning_rate": 3.327881040892194e-05,
      "loss": 0.1138,
      "step": 600
    },
    {
      "epoch": 6.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.6128062613430127,
      "eval_accuracy_harbor": 0.6627143764556426,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.33653565937434055,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.23620097048119693,
      "eval_accuracy_small-vehicle": 0.37090682979910206,
      "eval_accuracy_soccer-ball-field": 0.5823360459550024,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.012247191011235956,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.4624636192432803,
      "eval_iou_harbor": 0.39213229766975694,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.3301148881430113,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.2249338146811071,
      "eval_iou_small-vehicle": 0.34437029867726215,
      "eval_iou_soccer-ball-field": 0.5725224002172142,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.012247191011235956,
      "eval_loss": 0.24178704619407654,
      "eval_mean_accuracy": 0.25579521221995755,
      "eval_mean_iou": 0.19489870913690566,
      "eval_overall_accuracy": 0.38651151613738033,
      "eval_runtime": 25.56,
      "eval_samples_per_second": 0.665,
      "eval_steps_per_second": 0.117,
      "step": 678
    },
    {
      "epoch": 6.19,
      "learning_rate": 2.882527881040892e-05,
      "loss": 0.1049,
      "step": 700
    },
    {
      "epoch": 7.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.16969147005444646,
      "eval_accuracy_harbor": 0.7809125555790811,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.5117625187165238,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.3185907804286292,
      "eval_accuracy_small-vehicle": 0.40714527382291354,
      "eval_accuracy_soccer-ball-field": 0.6140037559376956,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.08269662921348314,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.16786355475763015,
      "eval_iou_harbor": 0.47018516747936384,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.49606467952464445,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.2927406994565975,
      "eval_iou_small-vehicle": 0.38511105729310824,
      "eval_iou_soccer-ball-field": 0.5212002813159334,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.08269662921348314,
      "eval_loss": 0.23447547852993011,
      "eval_mean_accuracy": 0.2622548167047975,
      "eval_mean_iou": 0.20132183908673004,
      "eval_overall_accuracy": 0.47254519575585047,
      "eval_runtime": 26.6052,
      "eval_samples_per_second": 0.639,
      "eval_steps_per_second": 0.113,
      "step": 791
    },
    {
      "epoch": 7.08,
      "learning_rate": 2.4371747211895908e-05,
      "loss": 0.1006,
      "step": 800
    },
    {
      "epoch": 7.96,
      "learning_rate": 1.9918215613382896e-05,
      "loss": 0.0829,
      "step": 900
    },
    {
      "epoch": 8.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.5547300362976406,
      "eval_accuracy_harbor": 0.7049544780859623,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.35798052476610626,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.1689243833400728,
      "eval_accuracy_small-vehicle": 0.4289358900502016,
      "eval_accuracy_soccer-ball-field": 0.7860036086460213,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.09797752808988765,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.5204874414644529,
      "eval_iou_harbor": 0.3967114473801793,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.3490466205490995,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.16185586981790004,
      "eval_iou_small-vehicle": 0.40482252120856455,
      "eval_iou_soccer-ball-field": 0.7022932157662697,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.09797752808988765,
      "eval_loss": 0.23511286079883575,
      "eval_mean_accuracy": 0.2817733135705357,
      "eval_mean_iou": 0.21943288702302946,
      "eval_overall_accuracy": 0.43476191356427224,
      "eval_runtime": 26.4622,
      "eval_samples_per_second": 0.642,
      "eval_steps_per_second": 0.113,
      "step": 904
    },
    {
      "epoch": 8.85,
      "learning_rate": 1.546468401486989e-05,
      "loss": 0.0922,
      "step": 1000
    },
    {
      "epoch": 9.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.5679446460980037,
      "eval_accuracy_harbor": 0.5793986872750371,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.46902854960758106,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.4728568540234533,
      "eval_accuracy_small-vehicle": 0.4725719876736254,
      "eval_accuracy_soccer-ball-field": 0.7942151194903708,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.057191011235955054,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.5293091601035995,
      "eval_iou_harbor": 0.40095238095238095,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.4562682073239877,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.4142680010627934,
      "eval_iou_small-vehicle": 0.4398260440336678,
      "eval_iou_soccer-ball-field": 0.7612635665754875,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.057191011235955054,
      "eval_loss": 0.23495808243751526,
      "eval_mean_accuracy": 0.31029153230945694,
      "eval_mean_iou": 0.2549231976073227,
      "eval_overall_accuracy": 0.5059983733224889,
      "eval_runtime": 26.0069,
      "eval_samples_per_second": 0.654,
      "eval_steps_per_second": 0.115,
      "step": 1017
    },
    {
      "epoch": 9.73,
      "learning_rate": 1.101115241635688e-05,
      "loss": 0.0717,
      "step": 1100
    },
    {
      "epoch": 10.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.5706102540834845,
      "eval_accuracy_harbor": 0.627884818970993,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.30892564641094955,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.45117266477961987,
      "eval_accuracy_small-vehicle": 0.4154756352929343,
      "eval_accuracy_soccer-ball-field": 0.7676289722723423,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.016853932584269662,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.5350741902887837,
      "eval_iou_harbor": 0.42458300522585724,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.30231048741991473,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.39948084496956676,
      "eval_iou_small-vehicle": 0.3949205135113993,
      "eval_iou_soccer-ball-field": 0.7392900205688346,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.016853932584269662,
      "eval_loss": 0.23986193537712097,
      "eval_mean_accuracy": 0.2871410840358721,
      "eval_mean_iou": 0.23437608288071884,
      "eval_overall_accuracy": 0.41501303190506117,
      "eval_runtime": 26.0367,
      "eval_samples_per_second": 0.653,
      "eval_steps_per_second": 0.115,
      "step": 1130
    },
    {
      "epoch": 10.62,
      "learning_rate": 6.557620817843867e-06,
      "loss": 0.0787,
      "step": 1200
    },
    {
      "epoch": 11.0,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.5865471869328494,
      "eval_accuracy_harbor": 0.46839932246453525,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.4086583392790747,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.6678629195309341,
      "eval_accuracy_small-vehicle": 0.43775089384504245,
      "eval_accuracy_soccer-ball-field": 0.7796148322716059,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.06662921348314607,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.545579236125765,
      "eval_iou_harbor": 0.3784858853721129,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.39749185046893404,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.5358939000648929,
      "eval_iou_small-vehicle": 0.4171960922725649,
      "eval_iou_soccer-ball-field": 0.7528491421459685,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.06662921348314607,
      "eval_loss": 0.2228255420923233,
      "eval_mean_accuracy": 0.3104966098006534,
      "eval_mean_iou": 0.2578437766611154,
      "eval_overall_accuracy": 0.4726260675071167,
      "eval_runtime": 25.9393,
      "eval_samples_per_second": 0.655,
      "eval_steps_per_second": 0.116,
      "step": 1243
    },
    {
      "epoch": 11.5,
      "learning_rate": 2.1040892193308547e-06,
      "loss": 0.0787,
      "step": 1300
    },
    {
      "epoch": 11.9,
      "eval_accuracy_background": NaN,
      "eval_accuracy_baseball-diamond": NaN,
      "eval_accuracy_basketball-court": 0.0,
      "eval_accuracy_bridge": 0.0,
      "eval_accuracy_ground-track-field": 0.6010095281306715,
      "eval_accuracy_harbor": 0.45754816853694685,
      "eval_accuracy_helicopter": NaN,
      "eval_accuracy_large-vehicle": 0.35943262553888516,
      "eval_accuracy_plane": NaN,
      "eval_accuracy_roundabout": 0.0,
      "eval_accuracy_ship": 0.6329862515163769,
      "eval_accuracy_small-vehicle": 0.4643513565412998,
      "eval_accuracy_soccer-ball-field": 0.7776448061273337,
      "eval_accuracy_storage-tank": 0.0,
      "eval_accuracy_swimming-pool": NaN,
      "eval_accuracy_tennis-court": 0.02797752808988764,
      "eval_iou_background": 0.0,
      "eval_iou_baseball-diamond": NaN,
      "eval_iou_basketball-court": 0.0,
      "eval_iou_bridge": 0.0,
      "eval_iou_ground-track-field": 0.5492381051103971,
      "eval_iou_harbor": 0.36109950705990473,
      "eval_iou_helicopter": NaN,
      "eval_iou_large-vehicle": 0.3508165367073709,
      "eval_iou_plane": NaN,
      "eval_iou_roundabout": 0.0,
      "eval_iou_ship": 0.5194110327664869,
      "eval_iou_small-vehicle": 0.436754422933026,
      "eval_iou_soccer-ball-field": 0.7591530815824002,
      "eval_iou_storage-tank": 0.0,
      "eval_iou_swimming-pool": NaN,
      "eval_iou_tennis-court": 0.02797752808988764,
      "eval_loss": 0.23183491826057434,
      "eval_mean_accuracy": 0.30190456949830924,
      "eval_mean_iou": 0.2503708511874561,
      "eval_overall_accuracy": 0.4541896188398832,
      "eval_runtime": 26.2489,
      "eval_samples_per_second": 0.648,
      "eval_steps_per_second": 0.114,
      "step": 1345
    },
    {
      "epoch": 11.9,
      "step": 1345,
      "total_flos": 1.38196859914027e+18,
      "train_loss": 0.19855947565411988,
      "train_runtime": 5414.4035,
      "train_samples_per_second": 1.987,
      "train_steps_per_second": 0.248
    }
  ],
  "logging_steps": 100,
  "max_steps": 1345,
  "num_train_epochs": 12,
  "save_steps": 500,
  "total_flos": 1.38196859914027e+18,
  "trial_name": null,
  "trial_params": null
}