heroza commited on
Commit
5eee276
1 Parent(s): 51e207d

End of training

Browse files
README.md CHANGED
@@ -2,6 +2,8 @@
2
  license: other
3
  base_model: nvidia/mit-b0
4
  tags:
 
 
5
  - generated_from_trainer
6
  model-index:
7
  - name: segformer-finetuned-biofilm_MRCNNv1
@@ -13,7 +15,7 @@ should probably proofread and complete it, then remove this comment. -->
13
 
14
  # segformer-finetuned-biofilm_MRCNNv1
15
 
16
- This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
17
  It achieves the following results on the evaluation set:
18
  - Loss: 0.0003
19
  - Mean Iou: 0.0
 
2
  license: other
3
  base_model: nvidia/mit-b0
4
  tags:
5
+ - image-segmentation
6
+ - vision
7
  - generated_from_trainer
8
  model-index:
9
  - name: segformer-finetuned-biofilm_MRCNNv1
 
15
 
16
  # segformer-finetuned-biofilm_MRCNNv1
17
 
18
+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm_MRCNNv1 dataset.
19
  It achieves the following results on the evaluation set:
20
  - Loss: 0.0003
21
  - Mean Iou: 0.0
all_results.json CHANGED
@@ -4,15 +4,15 @@
4
  "eval_accuracy_biofilm": NaN,
5
  "eval_iou_background": 0.0,
6
  "eval_iou_biofilm": 0.0,
7
- "eval_loss": 4.0078608435578644e-05,
8
  "eval_mean_accuracy": NaN,
9
  "eval_mean_iou": 0.0,
10
  "eval_overall_accuracy": NaN,
11
- "eval_runtime": 15.8046,
12
- "eval_samples_per_second": 16.135,
13
- "eval_steps_per_second": 2.025,
14
- "train_loss": 0.004124550483189523,
15
- "train_runtime": 9040.4661,
16
- "train_samples_per_second": 8.849,
17
- "train_steps_per_second": 1.106
18
  }
 
4
  "eval_accuracy_biofilm": NaN,
5
  "eval_iou_background": 0.0,
6
  "eval_iou_biofilm": 0.0,
7
+ "eval_loss": 0.0003163300279993564,
8
  "eval_mean_accuracy": NaN,
9
  "eval_mean_iou": 0.0,
10
  "eval_overall_accuracy": NaN,
11
+ "eval_runtime": 16.3717,
12
+ "eval_samples_per_second": 15.576,
13
+ "eval_steps_per_second": 1.955,
14
+ "train_loss": 0.005610336132813245,
15
+ "train_runtime": 9371.2884,
16
+ "train_samples_per_second": 8.537,
17
+ "train_steps_per_second": 1.067
18
  }
eval_results.json CHANGED
@@ -4,11 +4,11 @@
4
  "eval_accuracy_biofilm": NaN,
5
  "eval_iou_background": 0.0,
6
  "eval_iou_biofilm": 0.0,
7
- "eval_loss": 4.0078608435578644e-05,
8
  "eval_mean_accuracy": NaN,
9
  "eval_mean_iou": 0.0,
10
  "eval_overall_accuracy": NaN,
11
- "eval_runtime": 15.8046,
12
- "eval_samples_per_second": 16.135,
13
- "eval_steps_per_second": 2.025
14
  }
 
4
  "eval_accuracy_biofilm": NaN,
5
  "eval_iou_background": 0.0,
6
  "eval_iou_biofilm": 0.0,
7
+ "eval_loss": 0.0003163300279993564,
8
  "eval_mean_accuracy": NaN,
9
  "eval_mean_iou": 0.0,
10
  "eval_overall_accuracy": NaN,
11
+ "eval_runtime": 16.3717,
12
+ "eval_samples_per_second": 15.576,
13
+ "eval_steps_per_second": 1.955
14
  }
runs/Jul08_14-59-32_gpu-1-102.local/events.out.tfevents.1720456578.gpu-1-102.local.13048.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5abad93dc1cb04ce753fcd50d37ffb0c190acf7e9367bfe140ea99e884a4e617
3
+ size 764
train_results.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "epoch": 78.12,
3
- "train_loss": 0.004124550483189523,
4
- "train_runtime": 9040.4661,
5
- "train_samples_per_second": 8.849,
6
- "train_steps_per_second": 1.106
7
  }
 
1
  {
2
  "epoch": 78.12,
3
+ "train_loss": 0.005610336132813245,
4
+ "train_runtime": 9371.2884,
5
+ "train_samples_per_second": 8.537,
6
+ "train_steps_per_second": 1.067
7
  }
trainer_state.json CHANGED
@@ -11,7 +11,7 @@
11
  {
12
  "epoch": 0.78,
13
  "learning_rate": 5.9401e-05,
14
- "loss": 0.2329,
15
  "step": 100
16
  },
17
  {
@@ -20,19 +20,19 @@
20
  "eval_accuracy_biofilm": NaN,
21
  "eval_iou_background": 0.0,
22
  "eval_iou_biofilm": 0.0,
23
- "eval_loss": 0.0528561994433403,
24
  "eval_mean_accuracy": NaN,
25
  "eval_mean_iou": 0.0,
26
  "eval_overall_accuracy": NaN,
27
- "eval_runtime": 16.6883,
28
- "eval_samples_per_second": 15.28,
29
- "eval_steps_per_second": 1.918,
30
  "step": 128
31
  },
32
  {
33
  "epoch": 1.56,
34
  "learning_rate": 5.8802000000000004e-05,
35
- "loss": 0.0651,
36
  "step": 200
37
  },
38
  {
@@ -41,19 +41,19 @@
41
  "eval_accuracy_biofilm": NaN,
42
  "eval_iou_background": 0.0,
43
  "eval_iou_biofilm": 0.0,
44
- "eval_loss": 0.02882392145693302,
45
  "eval_mean_accuracy": NaN,
46
  "eval_mean_iou": 0.0,
47
  "eval_overall_accuracy": NaN,
48
- "eval_runtime": 15.9519,
49
- "eval_samples_per_second": 15.986,
50
- "eval_steps_per_second": 2.006,
51
  "step": 256
52
  },
53
  {
54
  "epoch": 2.34,
55
  "learning_rate": 5.8203e-05,
56
- "loss": 0.0306,
57
  "step": 300
58
  },
59
  {
@@ -62,25 +62,25 @@
62
  "eval_accuracy_biofilm": NaN,
63
  "eval_iou_background": 0.0,
64
  "eval_iou_biofilm": 0.0,
65
- "eval_loss": 0.01490762922912836,
66
  "eval_mean_accuracy": NaN,
67
  "eval_mean_iou": 0.0,
68
  "eval_overall_accuracy": NaN,
69
- "eval_runtime": 15.8504,
70
- "eval_samples_per_second": 16.088,
71
- "eval_steps_per_second": 2.019,
72
  "step": 384
73
  },
74
  {
75
  "epoch": 3.12,
76
  "learning_rate": 5.7604e-05,
77
- "loss": 0.0174,
78
  "step": 400
79
  },
80
  {
81
  "epoch": 3.91,
82
  "learning_rate": 5.7005e-05,
83
- "loss": 0.0115,
84
  "step": 500
85
  },
86
  {
@@ -89,19 +89,19 @@
89
  "eval_accuracy_biofilm": NaN,
90
  "eval_iou_background": 0.0,
91
  "eval_iou_biofilm": 0.0,
92
- "eval_loss": 0.01077316328883171,
93
  "eval_mean_accuracy": NaN,
94
  "eval_mean_iou": 0.0,
95
  "eval_overall_accuracy": NaN,
96
- "eval_runtime": 15.3674,
97
- "eval_samples_per_second": 16.594,
98
- "eval_steps_per_second": 2.082,
99
  "step": 512
100
  },
101
  {
102
  "epoch": 4.69,
103
  "learning_rate": 5.6406e-05,
104
- "loss": 0.0079,
105
  "step": 600
106
  },
107
  {
@@ -110,19 +110,19 @@
110
  "eval_accuracy_biofilm": NaN,
111
  "eval_iou_background": 0.0,
112
  "eval_iou_biofilm": 0.0,
113
- "eval_loss": 0.006785113364458084,
114
  "eval_mean_accuracy": NaN,
115
  "eval_mean_iou": 0.0,
116
  "eval_overall_accuracy": NaN,
117
- "eval_runtime": 15.5288,
118
- "eval_samples_per_second": 16.421,
119
- "eval_steps_per_second": 2.061,
120
  "step": 640
121
  },
122
  {
123
  "epoch": 5.47,
124
  "learning_rate": 5.5806999999999996e-05,
125
- "loss": 0.0056,
126
  "step": 700
127
  },
128
  {
@@ -131,19 +131,19 @@
131
  "eval_accuracy_biofilm": NaN,
132
  "eval_iou_background": 0.0,
133
  "eval_iou_biofilm": 0.0,
134
- "eval_loss": 0.0061755613423883915,
135
  "eval_mean_accuracy": NaN,
136
  "eval_mean_iou": 0.0,
137
  "eval_overall_accuracy": NaN,
138
- "eval_runtime": 15.6879,
139
- "eval_samples_per_second": 16.255,
140
- "eval_steps_per_second": 2.04,
141
  "step": 768
142
  },
143
  {
144
  "epoch": 6.25,
145
  "learning_rate": 5.5208000000000004e-05,
146
- "loss": 0.005,
147
  "step": 800
148
  },
149
  {
@@ -152,25 +152,25 @@
152
  "eval_accuracy_biofilm": NaN,
153
  "eval_iou_background": 0.0,
154
  "eval_iou_biofilm": 0.0,
155
- "eval_loss": 0.0034418634604662657,
156
  "eval_mean_accuracy": NaN,
157
  "eval_mean_iou": 0.0,
158
  "eval_overall_accuracy": NaN,
159
- "eval_runtime": 15.6808,
160
- "eval_samples_per_second": 16.262,
161
- "eval_steps_per_second": 2.041,
162
  "step": 896
163
  },
164
  {
165
  "epoch": 7.03,
166
  "learning_rate": 5.4609000000000005e-05,
167
- "loss": 0.0041,
168
  "step": 900
169
  },
170
  {
171
  "epoch": 7.81,
172
  "learning_rate": 5.401e-05,
173
- "loss": 0.003,
174
  "step": 1000
175
  },
176
  {
@@ -179,19 +179,19 @@
179
  "eval_accuracy_biofilm": NaN,
180
  "eval_iou_background": 0.0,
181
  "eval_iou_biofilm": 0.0,
182
- "eval_loss": 0.002597653539851308,
183
  "eval_mean_accuracy": NaN,
184
  "eval_mean_iou": 0.0,
185
  "eval_overall_accuracy": NaN,
186
- "eval_runtime": 15.7653,
187
- "eval_samples_per_second": 16.175,
188
- "eval_steps_per_second": 2.03,
189
  "step": 1024
190
  },
191
  {
192
  "epoch": 8.59,
193
  "learning_rate": 5.3411e-05,
194
- "loss": 0.0025,
195
  "step": 1100
196
  },
197
  {
@@ -200,19 +200,19 @@
200
  "eval_accuracy_biofilm": NaN,
201
  "eval_iou_background": 0.0,
202
  "eval_iou_biofilm": 0.0,
203
- "eval_loss": 0.001956240041181445,
204
  "eval_mean_accuracy": NaN,
205
  "eval_mean_iou": 0.0,
206
  "eval_overall_accuracy": NaN,
207
- "eval_runtime": 15.5657,
208
- "eval_samples_per_second": 16.382,
209
- "eval_steps_per_second": 2.056,
210
  "step": 1152
211
  },
212
  {
213
  "epoch": 9.38,
214
  "learning_rate": 5.2812e-05,
215
- "loss": 0.0025,
216
  "step": 1200
217
  },
218
  {
@@ -221,25 +221,25 @@
221
  "eval_accuracy_biofilm": NaN,
222
  "eval_iou_background": 0.0,
223
  "eval_iou_biofilm": 0.0,
224
- "eval_loss": 0.002279220148921013,
225
  "eval_mean_accuracy": NaN,
226
  "eval_mean_iou": 0.0,
227
  "eval_overall_accuracy": NaN,
228
- "eval_runtime": 15.4351,
229
- "eval_samples_per_second": 16.521,
230
- "eval_steps_per_second": 2.073,
231
  "step": 1280
232
  },
233
  {
234
  "epoch": 10.16,
235
  "learning_rate": 5.2213e-05,
236
- "loss": 0.002,
237
  "step": 1300
238
  },
239
  {
240
  "epoch": 10.94,
241
  "learning_rate": 5.1614000000000004e-05,
242
- "loss": 0.0015,
243
  "step": 1400
244
  },
245
  {
@@ -248,19 +248,19 @@
248
  "eval_accuracy_biofilm": NaN,
249
  "eval_iou_background": 0.0,
250
  "eval_iou_biofilm": 0.0,
251
- "eval_loss": 0.002130752895027399,
252
  "eval_mean_accuracy": NaN,
253
  "eval_mean_iou": 0.0,
254
  "eval_overall_accuracy": NaN,
255
- "eval_runtime": 15.5221,
256
- "eval_samples_per_second": 16.428,
257
- "eval_steps_per_second": 2.062,
258
  "step": 1408
259
  },
260
  {
261
  "epoch": 11.72,
262
  "learning_rate": 5.1015e-05,
263
- "loss": 0.0015,
264
  "step": 1500
265
  },
266
  {
@@ -269,19 +269,19 @@
269
  "eval_accuracy_biofilm": NaN,
270
  "eval_iou_background": 0.0,
271
  "eval_iou_biofilm": 0.0,
272
- "eval_loss": 0.002488663187250495,
273
  "eval_mean_accuracy": NaN,
274
  "eval_mean_iou": 0.0,
275
  "eval_overall_accuracy": NaN,
276
- "eval_runtime": 15.6143,
277
- "eval_samples_per_second": 16.331,
278
- "eval_steps_per_second": 2.049,
279
  "step": 1536
280
  },
281
  {
282
  "epoch": 12.5,
283
  "learning_rate": 5.0416e-05,
284
- "loss": 0.0015,
285
  "step": 1600
286
  },
287
  {
@@ -290,19 +290,19 @@
290
  "eval_accuracy_biofilm": NaN,
291
  "eval_iou_background": 0.0,
292
  "eval_iou_biofilm": 0.0,
293
- "eval_loss": 0.0014171882066875696,
294
  "eval_mean_accuracy": NaN,
295
  "eval_mean_iou": 0.0,
296
  "eval_overall_accuracy": NaN,
297
- "eval_runtime": 15.6097,
298
- "eval_samples_per_second": 16.336,
299
- "eval_steps_per_second": 2.05,
300
  "step": 1664
301
  },
302
  {
303
  "epoch": 13.28,
304
  "learning_rate": 4.9817e-05,
305
- "loss": 0.0012,
306
  "step": 1700
307
  },
308
  {
@@ -311,25 +311,25 @@
311
  "eval_accuracy_biofilm": NaN,
312
  "eval_iou_background": 0.0,
313
  "eval_iou_biofilm": 0.0,
314
- "eval_loss": 0.001169572933577001,
315
  "eval_mean_accuracy": NaN,
316
  "eval_mean_iou": 0.0,
317
  "eval_overall_accuracy": NaN,
318
- "eval_runtime": 15.5716,
319
- "eval_samples_per_second": 16.376,
320
- "eval_steps_per_second": 2.055,
321
  "step": 1792
322
  },
323
  {
324
  "epoch": 14.06,
325
  "learning_rate": 4.9218e-05,
326
- "loss": 0.001,
327
  "step": 1800
328
  },
329
  {
330
  "epoch": 14.84,
331
  "learning_rate": 4.8619e-05,
332
- "loss": 0.0009,
333
  "step": 1900
334
  },
335
  {
@@ -338,13 +338,13 @@
338
  "eval_accuracy_biofilm": NaN,
339
  "eval_iou_background": 0.0,
340
  "eval_iou_biofilm": 0.0,
341
- "eval_loss": 0.0011493798810988665,
342
  "eval_mean_accuracy": NaN,
343
  "eval_mean_iou": 0.0,
344
  "eval_overall_accuracy": NaN,
345
- "eval_runtime": 15.487,
346
- "eval_samples_per_second": 16.465,
347
- "eval_steps_per_second": 2.066,
348
  "step": 1920
349
  },
350
  {
@@ -359,19 +359,19 @@
359
  "eval_accuracy_biofilm": NaN,
360
  "eval_iou_background": 0.0,
361
  "eval_iou_biofilm": 0.0,
362
- "eval_loss": 0.0008447351865470409,
363
  "eval_mean_accuracy": NaN,
364
  "eval_mean_iou": 0.0,
365
  "eval_overall_accuracy": NaN,
366
- "eval_runtime": 15.6089,
367
- "eval_samples_per_second": 16.337,
368
- "eval_steps_per_second": 2.05,
369
  "step": 2048
370
  },
371
  {
372
  "epoch": 16.41,
373
  "learning_rate": 4.7421000000000006e-05,
374
- "loss": 0.0008,
375
  "step": 2100
376
  },
377
  {
@@ -380,25 +380,25 @@
380
  "eval_accuracy_biofilm": NaN,
381
  "eval_iou_background": 0.0,
382
  "eval_iou_biofilm": 0.0,
383
- "eval_loss": 0.0006239903159439564,
384
  "eval_mean_accuracy": NaN,
385
  "eval_mean_iou": 0.0,
386
  "eval_overall_accuracy": NaN,
387
- "eval_runtime": 15.798,
388
- "eval_samples_per_second": 16.141,
389
- "eval_steps_per_second": 2.026,
390
  "step": 2176
391
  },
392
  {
393
  "epoch": 17.19,
394
  "learning_rate": 4.6822e-05,
395
- "loss": 0.0006,
396
  "step": 2200
397
  },
398
  {
399
  "epoch": 17.97,
400
  "learning_rate": 4.6223e-05,
401
- "loss": 0.0005,
402
  "step": 2300
403
  },
404
  {
@@ -407,19 +407,19 @@
407
  "eval_accuracy_biofilm": NaN,
408
  "eval_iou_background": 0.0,
409
  "eval_iou_biofilm": 0.0,
410
- "eval_loss": 0.0005643239128403366,
411
  "eval_mean_accuracy": NaN,
412
  "eval_mean_iou": 0.0,
413
  "eval_overall_accuracy": NaN,
414
- "eval_runtime": 15.4423,
415
- "eval_samples_per_second": 16.513,
416
- "eval_steps_per_second": 2.072,
417
  "step": 2304
418
  },
419
  {
420
  "epoch": 18.75,
421
  "learning_rate": 4.5624e-05,
422
- "loss": 0.0006,
423
  "step": 2400
424
  },
425
  {
@@ -428,19 +428,19 @@
428
  "eval_accuracy_biofilm": NaN,
429
  "eval_iou_background": 0.0,
430
  "eval_iou_biofilm": 0.0,
431
- "eval_loss": 0.0006542173796333373,
432
  "eval_mean_accuracy": NaN,
433
  "eval_mean_iou": 0.0,
434
  "eval_overall_accuracy": NaN,
435
- "eval_runtime": 15.404,
436
- "eval_samples_per_second": 16.554,
437
- "eval_steps_per_second": 2.077,
438
  "step": 2432
439
  },
440
  {
441
  "epoch": 19.53,
442
  "learning_rate": 4.5025000000000003e-05,
443
- "loss": 0.0005,
444
  "step": 2500
445
  },
446
  {
@@ -449,19 +449,19 @@
449
  "eval_accuracy_biofilm": NaN,
450
  "eval_iou_background": 0.0,
451
  "eval_iou_biofilm": 0.0,
452
- "eval_loss": 0.0004890257841907442,
453
  "eval_mean_accuracy": NaN,
454
  "eval_mean_iou": 0.0,
455
  "eval_overall_accuracy": NaN,
456
- "eval_runtime": 15.3906,
457
- "eval_samples_per_second": 16.569,
458
- "eval_steps_per_second": 2.079,
459
  "step": 2560
460
  },
461
  {
462
  "epoch": 20.31,
463
  "learning_rate": 4.4426000000000005e-05,
464
- "loss": 0.0005,
465
  "step": 2600
466
  },
467
  {
@@ -470,25 +470,25 @@
470
  "eval_accuracy_biofilm": NaN,
471
  "eval_iou_background": 0.0,
472
  "eval_iou_biofilm": 0.0,
473
- "eval_loss": 0.0005097484099678695,
474
  "eval_mean_accuracy": NaN,
475
  "eval_mean_iou": 0.0,
476
  "eval_overall_accuracy": NaN,
477
- "eval_runtime": 15.6851,
478
- "eval_samples_per_second": 16.257,
479
- "eval_steps_per_second": 2.04,
480
  "step": 2688
481
  },
482
  {
483
  "epoch": 21.09,
484
  "learning_rate": 4.3827e-05,
485
- "loss": 0.0004,
486
  "step": 2700
487
  },
488
  {
489
  "epoch": 21.88,
490
  "learning_rate": 4.3228e-05,
491
- "loss": 0.001,
492
  "step": 2800
493
  },
494
  {
@@ -497,19 +497,19 @@
497
  "eval_accuracy_biofilm": NaN,
498
  "eval_iou_background": 0.0,
499
  "eval_iou_biofilm": 0.0,
500
- "eval_loss": 0.0008445932762697339,
501
  "eval_mean_accuracy": NaN,
502
  "eval_mean_iou": 0.0,
503
  "eval_overall_accuracy": NaN,
504
- "eval_runtime": 15.6875,
505
- "eval_samples_per_second": 16.255,
506
- "eval_steps_per_second": 2.04,
507
  "step": 2816
508
  },
509
  {
510
  "epoch": 22.66,
511
  "learning_rate": 4.2629e-05,
512
- "loss": 0.0005,
513
  "step": 2900
514
  },
515
  {
@@ -518,13 +518,13 @@
518
  "eval_accuracy_biofilm": NaN,
519
  "eval_iou_background": 0.0,
520
  "eval_iou_biofilm": 0.0,
521
- "eval_loss": 0.00031009415397420526,
522
  "eval_mean_accuracy": NaN,
523
  "eval_mean_iou": 0.0,
524
  "eval_overall_accuracy": NaN,
525
- "eval_runtime": 15.5229,
526
- "eval_samples_per_second": 16.427,
527
- "eval_steps_per_second": 2.061,
528
  "step": 2944
529
  },
530
  {
@@ -539,13 +539,13 @@
539
  "eval_accuracy_biofilm": NaN,
540
  "eval_iou_background": 0.0,
541
  "eval_iou_biofilm": 0.0,
542
- "eval_loss": 0.0003902653406839818,
543
  "eval_mean_accuracy": NaN,
544
  "eval_mean_iou": 0.0,
545
  "eval_overall_accuracy": NaN,
546
- "eval_runtime": 15.2891,
547
- "eval_samples_per_second": 16.679,
548
- "eval_steps_per_second": 2.093,
549
  "step": 3072
550
  },
551
  {
@@ -557,7 +557,7 @@
557
  {
558
  "epoch": 25.0,
559
  "learning_rate": 4.0832e-05,
560
- "loss": 0.0003,
561
  "step": 3200
562
  },
563
  {
@@ -566,13 +566,13 @@
566
  "eval_accuracy_biofilm": NaN,
567
  "eval_iou_background": 0.0,
568
  "eval_iou_biofilm": 0.0,
569
- "eval_loss": 0.0002823244722094387,
570
  "eval_mean_accuracy": NaN,
571
  "eval_mean_iou": 0.0,
572
  "eval_overall_accuracy": NaN,
573
- "eval_runtime": 15.8784,
574
- "eval_samples_per_second": 16.06,
575
- "eval_steps_per_second": 2.015,
576
  "step": 3200
577
  },
578
  {
@@ -587,13 +587,13 @@
587
  "eval_accuracy_biofilm": NaN,
588
  "eval_iou_background": 0.0,
589
  "eval_iou_biofilm": 0.0,
590
- "eval_loss": 0.0002877365914173424,
591
  "eval_mean_accuracy": NaN,
592
  "eval_mean_iou": 0.0,
593
  "eval_overall_accuracy": NaN,
594
- "eval_runtime": 15.7894,
595
- "eval_samples_per_second": 16.15,
596
- "eval_steps_per_second": 2.027,
597
  "step": 3328
598
  },
599
  {
@@ -608,19 +608,19 @@
608
  "eval_accuracy_biofilm": NaN,
609
  "eval_iou_background": 0.0,
610
  "eval_iou_biofilm": 0.0,
611
- "eval_loss": 0.0002860821259673685,
612
  "eval_mean_accuracy": NaN,
613
  "eval_mean_iou": 0.0,
614
  "eval_overall_accuracy": NaN,
615
- "eval_runtime": 15.4793,
616
- "eval_samples_per_second": 16.474,
617
- "eval_steps_per_second": 2.067,
618
  "step": 3456
619
  },
620
  {
621
  "epoch": 27.34,
622
  "learning_rate": 3.9035e-05,
623
- "loss": 0.0002,
624
  "step": 3500
625
  },
626
  {
@@ -629,13 +629,13 @@
629
  "eval_accuracy_biofilm": NaN,
630
  "eval_iou_background": 0.0,
631
  "eval_iou_biofilm": 0.0,
632
- "eval_loss": 0.0002527022152207792,
633
  "eval_mean_accuracy": NaN,
634
  "eval_mean_iou": 0.0,
635
  "eval_overall_accuracy": NaN,
636
- "eval_runtime": 15.5223,
637
- "eval_samples_per_second": 16.428,
638
- "eval_steps_per_second": 2.062,
639
  "step": 3584
640
  },
641
  {
@@ -647,7 +647,7 @@
647
  {
648
  "epoch": 28.91,
649
  "learning_rate": 3.7837000000000004e-05,
650
- "loss": 0.0002,
651
  "step": 3700
652
  },
653
  {
@@ -656,19 +656,19 @@
656
  "eval_accuracy_biofilm": NaN,
657
  "eval_iou_background": 0.0,
658
  "eval_iou_biofilm": 0.0,
659
- "eval_loss": 0.00018662317597772926,
660
  "eval_mean_accuracy": NaN,
661
  "eval_mean_iou": 0.0,
662
  "eval_overall_accuracy": NaN,
663
- "eval_runtime": 15.6808,
664
- "eval_samples_per_second": 16.262,
665
- "eval_steps_per_second": 2.041,
666
  "step": 3712
667
  },
668
  {
669
  "epoch": 29.69,
670
  "learning_rate": 3.7238000000000005e-05,
671
- "loss": 0.0004,
672
  "step": 3800
673
  },
674
  {
@@ -677,13 +677,13 @@
677
  "eval_accuracy_biofilm": NaN,
678
  "eval_iou_background": 0.0,
679
  "eval_iou_biofilm": 0.0,
680
- "eval_loss": 0.0005385323893278837,
681
  "eval_mean_accuracy": NaN,
682
  "eval_mean_iou": 0.0,
683
  "eval_overall_accuracy": NaN,
684
- "eval_runtime": 15.4551,
685
- "eval_samples_per_second": 16.499,
686
- "eval_steps_per_second": 2.071,
687
  "step": 3840
688
  },
689
  {
@@ -698,13 +698,13 @@
698
  "eval_accuracy_biofilm": NaN,
699
  "eval_iou_background": 0.0,
700
  "eval_iou_biofilm": 0.0,
701
- "eval_loss": 0.00019929361587855965,
702
  "eval_mean_accuracy": NaN,
703
  "eval_mean_iou": 0.0,
704
  "eval_overall_accuracy": NaN,
705
- "eval_runtime": 15.8379,
706
- "eval_samples_per_second": 16.101,
707
- "eval_steps_per_second": 2.02,
708
  "step": 3968
709
  },
710
  {
@@ -719,13 +719,13 @@
719
  "eval_accuracy_biofilm": NaN,
720
  "eval_iou_background": 0.0,
721
  "eval_iou_biofilm": 0.0,
722
- "eval_loss": 0.00018800656835082918,
723
  "eval_mean_accuracy": NaN,
724
  "eval_mean_iou": 0.0,
725
  "eval_overall_accuracy": NaN,
726
- "eval_runtime": 15.7429,
727
- "eval_samples_per_second": 16.198,
728
- "eval_steps_per_second": 2.033,
729
  "step": 4096
730
  },
731
  {
@@ -746,13 +746,13 @@
746
  "eval_accuracy_biofilm": NaN,
747
  "eval_iou_background": 0.0,
748
  "eval_iou_biofilm": 0.0,
749
- "eval_loss": 0.00020510598551481962,
750
  "eval_mean_accuracy": NaN,
751
  "eval_mean_iou": 0.0,
752
  "eval_overall_accuracy": NaN,
753
- "eval_runtime": 15.7531,
754
- "eval_samples_per_second": 16.187,
755
- "eval_steps_per_second": 2.031,
756
  "step": 4224
757
  },
758
  {
@@ -767,13 +767,13 @@
767
  "eval_accuracy_biofilm": NaN,
768
  "eval_iou_background": 0.0,
769
  "eval_iou_biofilm": 0.0,
770
- "eval_loss": 0.00020300057076383382,
771
  "eval_mean_accuracy": NaN,
772
  "eval_mean_iou": 0.0,
773
  "eval_overall_accuracy": NaN,
774
- "eval_runtime": 15.5399,
775
- "eval_samples_per_second": 16.409,
776
- "eval_steps_per_second": 2.059,
777
  "step": 4352
778
  },
779
  {
@@ -788,19 +788,19 @@
788
  "eval_accuracy_biofilm": NaN,
789
  "eval_iou_background": 0.0,
790
  "eval_iou_biofilm": 0.0,
791
- "eval_loss": 0.00022695670486427844,
792
  "eval_mean_accuracy": NaN,
793
  "eval_mean_iou": 0.0,
794
  "eval_overall_accuracy": NaN,
795
- "eval_runtime": 15.447,
796
- "eval_samples_per_second": 16.508,
797
- "eval_steps_per_second": 2.072,
798
  "step": 4480
799
  },
800
  {
801
  "epoch": 35.16,
802
  "learning_rate": 3.3045000000000006e-05,
803
- "loss": 0.0003,
804
  "step": 4500
805
  },
806
  {
@@ -815,13 +815,13 @@
815
  "eval_accuracy_biofilm": NaN,
816
  "eval_iou_background": 0.0,
817
  "eval_iou_biofilm": 0.0,
818
- "eval_loss": 0.00010709081834647804,
819
  "eval_mean_accuracy": NaN,
820
  "eval_mean_iou": 0.0,
821
  "eval_overall_accuracy": NaN,
822
- "eval_runtime": 15.7115,
823
- "eval_samples_per_second": 16.23,
824
- "eval_steps_per_second": 2.037,
825
  "step": 4608
826
  },
827
  {
@@ -836,13 +836,13 @@
836
  "eval_accuracy_biofilm": NaN,
837
  "eval_iou_background": 0.0,
838
  "eval_iou_biofilm": 0.0,
839
- "eval_loss": 0.000124095706269145,
840
  "eval_mean_accuracy": NaN,
841
  "eval_mean_iou": 0.0,
842
  "eval_overall_accuracy": NaN,
843
- "eval_runtime": 15.3335,
844
- "eval_samples_per_second": 16.63,
845
- "eval_steps_per_second": 2.087,
846
  "step": 4736
847
  },
848
  {
@@ -857,13 +857,13 @@
857
  "eval_accuracy_biofilm": NaN,
858
  "eval_iou_background": 0.0,
859
  "eval_iou_biofilm": 0.0,
860
- "eval_loss": 0.00012016348773613572,
861
  "eval_mean_accuracy": NaN,
862
  "eval_mean_iou": 0.0,
863
  "eval_overall_accuracy": NaN,
864
- "eval_runtime": 15.9117,
865
- "eval_samples_per_second": 16.026,
866
- "eval_steps_per_second": 2.011,
867
  "step": 4864
868
  },
869
  {
@@ -878,13 +878,13 @@
878
  "eval_accuracy_biofilm": NaN,
879
  "eval_iou_background": 0.0,
880
  "eval_iou_biofilm": 0.0,
881
- "eval_loss": 7.752466626698151e-05,
882
  "eval_mean_accuracy": NaN,
883
  "eval_mean_iou": 0.0,
884
  "eval_overall_accuracy": NaN,
885
- "eval_runtime": 15.3599,
886
- "eval_samples_per_second": 16.602,
887
- "eval_steps_per_second": 2.083,
888
  "step": 4992
889
  },
890
  {
@@ -905,13 +905,13 @@
905
  "eval_accuracy_biofilm": NaN,
906
  "eval_iou_background": 0.0,
907
  "eval_iou_biofilm": 0.0,
908
- "eval_loss": 8.148504275595769e-05,
909
  "eval_mean_accuracy": NaN,
910
  "eval_mean_iou": 0.0,
911
  "eval_overall_accuracy": NaN,
912
- "eval_runtime": 15.8003,
913
- "eval_samples_per_second": 16.139,
914
- "eval_steps_per_second": 2.025,
915
  "step": 5120
916
  },
917
  {
@@ -926,19 +926,19 @@
926
  "eval_accuracy_biofilm": NaN,
927
  "eval_iou_background": 0.0,
928
  "eval_iou_biofilm": 0.0,
929
- "eval_loss": 9.723261609906331e-05,
930
  "eval_mean_accuracy": NaN,
931
  "eval_mean_iou": 0.0,
932
  "eval_overall_accuracy": NaN,
933
- "eval_runtime": 15.4976,
934
- "eval_samples_per_second": 16.454,
935
- "eval_steps_per_second": 2.065,
936
  "step": 5248
937
  },
938
  {
939
  "epoch": 41.41,
940
  "learning_rate": 2.8253e-05,
941
- "loss": 0.0001,
942
  "step": 5300
943
  },
944
  {
@@ -947,13 +947,13 @@
947
  "eval_accuracy_biofilm": NaN,
948
  "eval_iou_background": 0.0,
949
  "eval_iou_biofilm": 0.0,
950
- "eval_loss": 7.539059879491106e-05,
951
  "eval_mean_accuracy": NaN,
952
  "eval_mean_iou": 0.0,
953
  "eval_overall_accuracy": NaN,
954
- "eval_runtime": 15.4175,
955
- "eval_samples_per_second": 16.54,
956
- "eval_steps_per_second": 2.076,
957
  "step": 5376
958
  },
959
  {
@@ -974,13 +974,13 @@
974
  "eval_accuracy_biofilm": NaN,
975
  "eval_iou_background": 0.0,
976
  "eval_iou_biofilm": 0.0,
977
- "eval_loss": 8.125316526275128e-05,
978
  "eval_mean_accuracy": NaN,
979
  "eval_mean_iou": 0.0,
980
  "eval_overall_accuracy": NaN,
981
- "eval_runtime": 15.5482,
982
- "eval_samples_per_second": 16.401,
983
- "eval_steps_per_second": 2.058,
984
  "step": 5504
985
  },
986
  {
@@ -995,13 +995,13 @@
995
  "eval_accuracy_biofilm": NaN,
996
  "eval_iou_background": 0.0,
997
  "eval_iou_biofilm": 0.0,
998
- "eval_loss": 8.589740900788456e-05,
999
  "eval_mean_accuracy": NaN,
1000
  "eval_mean_iou": 0.0,
1001
  "eval_overall_accuracy": NaN,
1002
- "eval_runtime": 15.5333,
1003
- "eval_samples_per_second": 16.416,
1004
- "eval_steps_per_second": 2.06,
1005
  "step": 5632
1006
  },
1007
  {
@@ -1016,13 +1016,13 @@
1016
  "eval_accuracy_biofilm": NaN,
1017
  "eval_iou_background": 0.0,
1018
  "eval_iou_biofilm": 0.0,
1019
- "eval_loss": 8.030021126614884e-05,
1020
  "eval_mean_accuracy": NaN,
1021
  "eval_mean_iou": 0.0,
1022
  "eval_overall_accuracy": NaN,
1023
- "eval_runtime": 15.4696,
1024
- "eval_samples_per_second": 16.484,
1025
- "eval_steps_per_second": 2.069,
1026
  "step": 5760
1027
  },
1028
  {
@@ -1037,13 +1037,13 @@
1037
  "eval_accuracy_biofilm": NaN,
1038
  "eval_iou_background": 0.0,
1039
  "eval_iou_biofilm": 0.0,
1040
- "eval_loss": 5.668031735694967e-05,
1041
  "eval_mean_accuracy": NaN,
1042
  "eval_mean_iou": 0.0,
1043
  "eval_overall_accuracy": NaN,
1044
- "eval_runtime": 15.6512,
1045
- "eval_samples_per_second": 16.293,
1046
- "eval_steps_per_second": 2.045,
1047
  "step": 5888
1048
  },
1049
  {
@@ -1064,13 +1064,13 @@
1064
  "eval_accuracy_biofilm": NaN,
1065
  "eval_iou_background": 0.0,
1066
  "eval_iou_biofilm": 0.0,
1067
- "eval_loss": 6.986470543779433e-05,
1068
  "eval_mean_accuracy": NaN,
1069
  "eval_mean_iou": 0.0,
1070
  "eval_overall_accuracy": NaN,
1071
- "eval_runtime": 15.5897,
1072
- "eval_samples_per_second": 16.357,
1073
- "eval_steps_per_second": 2.053,
1074
  "step": 6016
1075
  },
1076
  {
@@ -1085,13 +1085,13 @@
1085
  "eval_accuracy_biofilm": NaN,
1086
  "eval_iou_background": 0.0,
1087
  "eval_iou_biofilm": 0.0,
1088
- "eval_loss": 6.880006549181417e-05,
1089
  "eval_mean_accuracy": NaN,
1090
  "eval_mean_iou": 0.0,
1091
  "eval_overall_accuracy": NaN,
1092
- "eval_runtime": 15.8996,
1093
- "eval_samples_per_second": 16.038,
1094
- "eval_steps_per_second": 2.013,
1095
  "step": 6144
1096
  },
1097
  {
@@ -1106,13 +1106,13 @@
1106
  "eval_accuracy_biofilm": NaN,
1107
  "eval_iou_background": 0.0,
1108
  "eval_iou_biofilm": 0.0,
1109
- "eval_loss": 7.038022886263207e-05,
1110
  "eval_mean_accuracy": NaN,
1111
  "eval_mean_iou": 0.0,
1112
  "eval_overall_accuracy": NaN,
1113
- "eval_runtime": 15.494,
1114
- "eval_samples_per_second": 16.458,
1115
- "eval_steps_per_second": 2.065,
1116
  "step": 6272
1117
  },
1118
  {
@@ -1133,13 +1133,13 @@
1133
  "eval_accuracy_biofilm": NaN,
1134
  "eval_iou_background": 0.0,
1135
  "eval_iou_biofilm": 0.0,
1136
- "eval_loss": 5.47626732441131e-05,
1137
  "eval_mean_accuracy": NaN,
1138
  "eval_mean_iou": 0.0,
1139
  "eval_overall_accuracy": NaN,
1140
- "eval_runtime": 15.7654,
1141
- "eval_samples_per_second": 16.175,
1142
- "eval_steps_per_second": 2.03,
1143
  "step": 6400
1144
  },
1145
  {
@@ -1154,13 +1154,13 @@
1154
  "eval_accuracy_biofilm": NaN,
1155
  "eval_iou_background": 0.0,
1156
  "eval_iou_biofilm": 0.0,
1157
- "eval_loss": 5.668722224072553e-05,
1158
  "eval_mean_accuracy": NaN,
1159
  "eval_mean_iou": 0.0,
1160
  "eval_overall_accuracy": NaN,
1161
- "eval_runtime": 15.7027,
1162
- "eval_samples_per_second": 16.239,
1163
- "eval_steps_per_second": 2.038,
1164
  "step": 6528
1165
  },
1166
  {
@@ -1175,13 +1175,13 @@
1175
  "eval_accuracy_biofilm": NaN,
1176
  "eval_iou_background": 0.0,
1177
  "eval_iou_biofilm": 0.0,
1178
- "eval_loss": 7.199357060017064e-05,
1179
  "eval_mean_accuracy": NaN,
1180
  "eval_mean_iou": 0.0,
1181
  "eval_overall_accuracy": NaN,
1182
- "eval_runtime": 15.876,
1183
- "eval_samples_per_second": 16.062,
1184
- "eval_steps_per_second": 2.016,
1185
  "step": 6656
1186
  },
1187
  {
@@ -1196,13 +1196,13 @@
1196
  "eval_accuracy_biofilm": NaN,
1197
  "eval_iou_background": 0.0,
1198
  "eval_iou_biofilm": 0.0,
1199
- "eval_loss": 3.467987335170619e-05,
1200
  "eval_mean_accuracy": NaN,
1201
  "eval_mean_iou": 0.0,
1202
  "eval_overall_accuracy": NaN,
1203
- "eval_runtime": 15.5174,
1204
- "eval_samples_per_second": 16.433,
1205
- "eval_steps_per_second": 2.062,
1206
  "step": 6784
1207
  },
1208
  {
@@ -1223,13 +1223,13 @@
1223
  "eval_accuracy_biofilm": NaN,
1224
  "eval_iou_background": 0.0,
1225
  "eval_iou_biofilm": 0.0,
1226
- "eval_loss": 3.9545022445963696e-05,
1227
  "eval_mean_accuracy": NaN,
1228
  "eval_mean_iou": 0.0,
1229
  "eval_overall_accuracy": NaN,
1230
- "eval_runtime": 15.681,
1231
- "eval_samples_per_second": 16.262,
1232
- "eval_steps_per_second": 2.041,
1233
  "step": 6912
1234
  },
1235
  {
@@ -1244,13 +1244,13 @@
1244
  "eval_accuracy_biofilm": NaN,
1245
  "eval_iou_background": 0.0,
1246
  "eval_iou_biofilm": 0.0,
1247
- "eval_loss": 6.405930616892874e-05,
1248
  "eval_mean_accuracy": NaN,
1249
  "eval_mean_iou": 0.0,
1250
  "eval_overall_accuracy": NaN,
1251
- "eval_runtime": 15.5667,
1252
- "eval_samples_per_second": 16.381,
1253
- "eval_steps_per_second": 2.056,
1254
  "step": 7040
1255
  },
1256
  {
@@ -1265,13 +1265,13 @@
1265
  "eval_accuracy_biofilm": NaN,
1266
  "eval_iou_background": 0.0,
1267
  "eval_iou_biofilm": 0.0,
1268
- "eval_loss": 5.2907435019733384e-05,
1269
  "eval_mean_accuracy": NaN,
1270
  "eval_mean_iou": 0.0,
1271
  "eval_overall_accuracy": NaN,
1272
- "eval_runtime": 16.0299,
1273
- "eval_samples_per_second": 15.908,
1274
- "eval_steps_per_second": 1.996,
1275
  "step": 7168
1276
  },
1277
  {
@@ -1286,13 +1286,13 @@
1286
  "eval_accuracy_biofilm": NaN,
1287
  "eval_iou_background": 0.0,
1288
  "eval_iou_biofilm": 0.0,
1289
- "eval_loss": 3.6249275581212714e-05,
1290
  "eval_mean_accuracy": NaN,
1291
  "eval_mean_iou": 0.0,
1292
  "eval_overall_accuracy": NaN,
1293
- "eval_runtime": 15.7206,
1294
- "eval_samples_per_second": 16.221,
1295
- "eval_steps_per_second": 2.036,
1296
  "step": 7296
1297
  },
1298
  {
@@ -1313,13 +1313,13 @@
1313
  "eval_accuracy_biofilm": NaN,
1314
  "eval_iou_background": 0.0,
1315
  "eval_iou_biofilm": 0.0,
1316
- "eval_loss": 4.584740599966608e-05,
1317
  "eval_mean_accuracy": NaN,
1318
  "eval_mean_iou": 0.0,
1319
  "eval_overall_accuracy": NaN,
1320
- "eval_runtime": 15.5425,
1321
- "eval_samples_per_second": 16.407,
1322
- "eval_steps_per_second": 2.059,
1323
  "step": 7424
1324
  },
1325
  {
@@ -1334,13 +1334,13 @@
1334
  "eval_accuracy_biofilm": NaN,
1335
  "eval_iou_background": 0.0,
1336
  "eval_iou_biofilm": 0.0,
1337
- "eval_loss": 3.638815178419463e-05,
1338
  "eval_mean_accuracy": NaN,
1339
  "eval_mean_iou": 0.0,
1340
  "eval_overall_accuracy": NaN,
1341
- "eval_runtime": 15.8393,
1342
- "eval_samples_per_second": 16.099,
1343
- "eval_steps_per_second": 2.02,
1344
  "step": 7552
1345
  },
1346
  {
@@ -1355,13 +1355,13 @@
1355
  "eval_accuracy_biofilm": NaN,
1356
  "eval_iou_background": 0.0,
1357
  "eval_iou_biofilm": 0.0,
1358
- "eval_loss": 4.194827488390729e-05,
1359
  "eval_mean_accuracy": NaN,
1360
  "eval_mean_iou": 0.0,
1361
  "eval_overall_accuracy": NaN,
1362
- "eval_runtime": 16.0475,
1363
- "eval_samples_per_second": 15.89,
1364
- "eval_steps_per_second": 1.994,
1365
  "step": 7680
1366
  },
1367
  {
@@ -1382,13 +1382,13 @@
1382
  "eval_accuracy_biofilm": NaN,
1383
  "eval_iou_background": 0.0,
1384
  "eval_iou_biofilm": 0.0,
1385
- "eval_loss": 3.605060192057863e-05,
1386
  "eval_mean_accuracy": NaN,
1387
  "eval_mean_iou": 0.0,
1388
  "eval_overall_accuracy": NaN,
1389
- "eval_runtime": 15.8095,
1390
- "eval_samples_per_second": 16.13,
1391
- "eval_steps_per_second": 2.024,
1392
  "step": 7808
1393
  },
1394
  {
@@ -1403,19 +1403,19 @@
1403
  "eval_accuracy_biofilm": NaN,
1404
  "eval_iou_background": 0.0,
1405
  "eval_iou_biofilm": 0.0,
1406
- "eval_loss": 0.019810769706964493,
1407
  "eval_mean_accuracy": NaN,
1408
  "eval_mean_iou": 0.0,
1409
  "eval_overall_accuracy": NaN,
1410
- "eval_runtime": 15.486,
1411
- "eval_samples_per_second": 16.466,
1412
- "eval_steps_per_second": 2.066,
1413
  "step": 7936
1414
  },
1415
  {
1416
  "epoch": 62.5,
1417
  "learning_rate": 1.2079999999999998e-05,
1418
- "loss": 0.0002,
1419
  "step": 8000
1420
  },
1421
  {
@@ -1424,19 +1424,19 @@
1424
  "eval_accuracy_biofilm": NaN,
1425
  "eval_iou_background": 0.0,
1426
  "eval_iou_biofilm": 0.0,
1427
- "eval_loss": 5.320871059666388e-05,
1428
  "eval_mean_accuracy": NaN,
1429
  "eval_mean_iou": 0.0,
1430
  "eval_overall_accuracy": NaN,
1431
- "eval_runtime": 15.7305,
1432
- "eval_samples_per_second": 16.211,
1433
- "eval_steps_per_second": 2.034,
1434
  "step": 8064
1435
  },
1436
  {
1437
  "epoch": 63.28,
1438
  "learning_rate": 1.1480999999999997e-05,
1439
- "loss": 0.0,
1440
  "step": 8100
1441
  },
1442
  {
@@ -1445,19 +1445,19 @@
1445
  "eval_accuracy_biofilm": NaN,
1446
  "eval_iou_background": 0.0,
1447
  "eval_iou_biofilm": 0.0,
1448
- "eval_loss": 4.282058944227174e-05,
1449
  "eval_mean_accuracy": NaN,
1450
  "eval_mean_iou": 0.0,
1451
  "eval_overall_accuracy": NaN,
1452
- "eval_runtime": 15.6317,
1453
- "eval_samples_per_second": 16.313,
1454
- "eval_steps_per_second": 2.047,
1455
  "step": 8192
1456
  },
1457
  {
1458
  "epoch": 64.06,
1459
  "learning_rate": 1.0882000000000004e-05,
1460
- "loss": 0.0,
1461
  "step": 8200
1462
  },
1463
  {
@@ -1472,19 +1472,19 @@
1472
  "eval_accuracy_biofilm": NaN,
1473
  "eval_iou_background": 0.0,
1474
  "eval_iou_biofilm": 0.0,
1475
- "eval_loss": 2.844626214937307e-05,
1476
  "eval_mean_accuracy": NaN,
1477
  "eval_mean_iou": 0.0,
1478
  "eval_overall_accuracy": NaN,
1479
- "eval_runtime": 15.7159,
1480
- "eval_samples_per_second": 16.226,
1481
- "eval_steps_per_second": 2.036,
1482
  "step": 8320
1483
  },
1484
  {
1485
  "epoch": 65.62,
1486
  "learning_rate": 9.684000000000002e-06,
1487
- "loss": 0.0,
1488
  "step": 8400
1489
  },
1490
  {
@@ -1493,19 +1493,19 @@
1493
  "eval_accuracy_biofilm": NaN,
1494
  "eval_iou_background": 0.0,
1495
  "eval_iou_biofilm": 0.0,
1496
- "eval_loss": 3.8646950997645035e-05,
1497
  "eval_mean_accuracy": NaN,
1498
  "eval_mean_iou": 0.0,
1499
  "eval_overall_accuracy": NaN,
1500
- "eval_runtime": 15.7021,
1501
- "eval_samples_per_second": 16.24,
1502
- "eval_steps_per_second": 2.038,
1503
  "step": 8448
1504
  },
1505
  {
1506
  "epoch": 66.41,
1507
  "learning_rate": 9.085000000000002e-06,
1508
- "loss": 0.0,
1509
  "step": 8500
1510
  },
1511
  {
@@ -1514,25 +1514,25 @@
1514
  "eval_accuracy_biofilm": NaN,
1515
  "eval_iou_background": 0.0,
1516
  "eval_iou_biofilm": 0.0,
1517
- "eval_loss": 3.693372491397895e-05,
1518
  "eval_mean_accuracy": NaN,
1519
  "eval_mean_iou": 0.0,
1520
  "eval_overall_accuracy": NaN,
1521
- "eval_runtime": 15.5122,
1522
- "eval_samples_per_second": 16.439,
1523
- "eval_steps_per_second": 2.063,
1524
  "step": 8576
1525
  },
1526
  {
1527
  "epoch": 67.19,
1528
  "learning_rate": 8.486000000000001e-06,
1529
- "loss": 0.0,
1530
  "step": 8600
1531
  },
1532
  {
1533
  "epoch": 67.97,
1534
  "learning_rate": 7.887000000000001e-06,
1535
- "loss": 0.0,
1536
  "step": 8700
1537
  },
1538
  {
@@ -1541,19 +1541,19 @@
1541
  "eval_accuracy_biofilm": NaN,
1542
  "eval_iou_background": 0.0,
1543
  "eval_iou_biofilm": 0.0,
1544
- "eval_loss": 3.082506009377539e-05,
1545
  "eval_mean_accuracy": NaN,
1546
  "eval_mean_iou": 0.0,
1547
  "eval_overall_accuracy": NaN,
1548
- "eval_runtime": 15.483,
1549
- "eval_samples_per_second": 16.47,
1550
- "eval_steps_per_second": 2.067,
1551
  "step": 8704
1552
  },
1553
  {
1554
  "epoch": 68.75,
1555
  "learning_rate": 7.2879999999999995e-06,
1556
- "loss": 0.0,
1557
  "step": 8800
1558
  },
1559
  {
@@ -1562,19 +1562,19 @@
1562
  "eval_accuracy_biofilm": NaN,
1563
  "eval_iou_background": 0.0,
1564
  "eval_iou_biofilm": 0.0,
1565
- "eval_loss": 2.6624986276146956e-05,
1566
  "eval_mean_accuracy": NaN,
1567
  "eval_mean_iou": 0.0,
1568
  "eval_overall_accuracy": NaN,
1569
- "eval_runtime": 15.7498,
1570
- "eval_samples_per_second": 16.191,
1571
- "eval_steps_per_second": 2.032,
1572
  "step": 8832
1573
  },
1574
  {
1575
  "epoch": 69.53,
1576
  "learning_rate": 6.688999999999999e-06,
1577
- "loss": 0.0,
1578
  "step": 8900
1579
  },
1580
  {
@@ -1583,13 +1583,13 @@
1583
  "eval_accuracy_biofilm": NaN,
1584
  "eval_iou_background": 0.0,
1585
  "eval_iou_biofilm": 0.0,
1586
- "eval_loss": 2.3251173843163997e-05,
1587
  "eval_mean_accuracy": NaN,
1588
  "eval_mean_iou": 0.0,
1589
  "eval_overall_accuracy": NaN,
1590
- "eval_runtime": 15.5155,
1591
- "eval_samples_per_second": 16.435,
1592
- "eval_steps_per_second": 2.062,
1593
  "step": 8960
1594
  },
1595
  {
@@ -1604,19 +1604,19 @@
1604
  "eval_accuracy_biofilm": NaN,
1605
  "eval_iou_background": 0.0,
1606
  "eval_iou_biofilm": 0.0,
1607
- "eval_loss": 6.222977390279993e-05,
1608
  "eval_mean_accuracy": NaN,
1609
  "eval_mean_iou": 0.0,
1610
  "eval_overall_accuracy": NaN,
1611
- "eval_runtime": 15.6153,
1612
- "eval_samples_per_second": 16.33,
1613
- "eval_steps_per_second": 2.049,
1614
  "step": 9088
1615
  },
1616
  {
1617
  "epoch": 71.09,
1618
  "learning_rate": 5.490999999999998e-06,
1619
- "loss": 0.0,
1620
  "step": 9100
1621
  },
1622
  {
@@ -1631,13 +1631,13 @@
1631
  "eval_accuracy_biofilm": NaN,
1632
  "eval_iou_background": 0.0,
1633
  "eval_iou_biofilm": 0.0,
1634
- "eval_loss": 3.175772508257069e-05,
1635
  "eval_mean_accuracy": NaN,
1636
  "eval_mean_iou": 0.0,
1637
  "eval_overall_accuracy": NaN,
1638
- "eval_runtime": 15.539,
1639
- "eval_samples_per_second": 16.41,
1640
- "eval_steps_per_second": 2.059,
1641
  "step": 9216
1642
  },
1643
  {
@@ -1652,19 +1652,19 @@
1652
  "eval_accuracy_biofilm": NaN,
1653
  "eval_iou_background": 0.0,
1654
  "eval_iou_biofilm": 0.0,
1655
- "eval_loss": 4.843994975090027e-05,
1656
  "eval_mean_accuracy": NaN,
1657
  "eval_mean_iou": 0.0,
1658
  "eval_overall_accuracy": NaN,
1659
- "eval_runtime": 15.5664,
1660
- "eval_samples_per_second": 16.381,
1661
- "eval_steps_per_second": 2.056,
1662
  "step": 9344
1663
  },
1664
  {
1665
  "epoch": 73.44,
1666
  "learning_rate": 3.694000000000003e-06,
1667
- "loss": 0.0,
1668
  "step": 9400
1669
  },
1670
  {
@@ -1673,19 +1673,19 @@
1673
  "eval_accuracy_biofilm": NaN,
1674
  "eval_iou_background": 0.0,
1675
  "eval_iou_biofilm": 0.0,
1676
- "eval_loss": 4.0894981793826446e-05,
1677
  "eval_mean_accuracy": NaN,
1678
  "eval_mean_iou": 0.0,
1679
  "eval_overall_accuracy": NaN,
1680
- "eval_runtime": 15.7633,
1681
- "eval_samples_per_second": 16.177,
1682
- "eval_steps_per_second": 2.03,
1683
  "step": 9472
1684
  },
1685
  {
1686
  "epoch": 74.22,
1687
  "learning_rate": 3.0950000000000026e-06,
1688
- "loss": 0.0,
1689
  "step": 9500
1690
  },
1691
  {
@@ -1700,19 +1700,19 @@
1700
  "eval_accuracy_biofilm": NaN,
1701
  "eval_iou_background": 0.0,
1702
  "eval_iou_biofilm": 0.0,
1703
- "eval_loss": 4.134466507821344e-05,
1704
  "eval_mean_accuracy": NaN,
1705
  "eval_mean_iou": 0.0,
1706
  "eval_overall_accuracy": NaN,
1707
- "eval_runtime": 15.6312,
1708
- "eval_samples_per_second": 16.314,
1709
- "eval_steps_per_second": 2.047,
1710
  "step": 9600
1711
  },
1712
  {
1713
  "epoch": 75.78,
1714
  "learning_rate": 1.8970000000000013e-06,
1715
- "loss": 0.0,
1716
  "step": 9700
1717
  },
1718
  {
@@ -1721,19 +1721,19 @@
1721
  "eval_accuracy_biofilm": NaN,
1722
  "eval_iou_background": 0.0,
1723
  "eval_iou_biofilm": 0.0,
1724
- "eval_loss": 4.718079435406253e-05,
1725
  "eval_mean_accuracy": NaN,
1726
  "eval_mean_iou": 0.0,
1727
  "eval_overall_accuracy": NaN,
1728
- "eval_runtime": 15.8022,
1729
- "eval_samples_per_second": 16.137,
1730
- "eval_steps_per_second": 2.025,
1731
  "step": 9728
1732
  },
1733
  {
1734
  "epoch": 76.56,
1735
  "learning_rate": 1.298000000000001e-06,
1736
- "loss": 0.0,
1737
  "step": 9800
1738
  },
1739
  {
@@ -1742,13 +1742,13 @@
1742
  "eval_accuracy_biofilm": NaN,
1743
  "eval_iou_background": 0.0,
1744
  "eval_iou_biofilm": 0.0,
1745
- "eval_loss": 3.2955991628114134e-05,
1746
  "eval_mean_accuracy": NaN,
1747
  "eval_mean_iou": 0.0,
1748
  "eval_overall_accuracy": NaN,
1749
- "eval_runtime": 15.7453,
1750
- "eval_samples_per_second": 16.195,
1751
- "eval_steps_per_second": 2.032,
1752
  "step": 9856
1753
  },
1754
  {
@@ -1763,19 +1763,19 @@
1763
  "eval_accuracy_biofilm": NaN,
1764
  "eval_iou_background": 0.0,
1765
  "eval_iou_biofilm": 0.0,
1766
- "eval_loss": 4.1635277739260346e-05,
1767
  "eval_mean_accuracy": NaN,
1768
  "eval_mean_iou": 0.0,
1769
  "eval_overall_accuracy": NaN,
1770
- "eval_runtime": 15.3665,
1771
- "eval_samples_per_second": 16.595,
1772
- "eval_steps_per_second": 2.082,
1773
  "step": 9984
1774
  },
1775
  {
1776
  "epoch": 78.12,
1777
  "learning_rate": 1e-07,
1778
- "loss": 0.0,
1779
  "step": 10000
1780
  },
1781
  {
@@ -1784,23 +1784,23 @@
1784
  "eval_accuracy_biofilm": NaN,
1785
  "eval_iou_background": 0.0,
1786
  "eval_iou_biofilm": 0.0,
1787
- "eval_loss": 4.0078608435578644e-05,
1788
  "eval_mean_accuracy": NaN,
1789
  "eval_mean_iou": 0.0,
1790
  "eval_overall_accuracy": NaN,
1791
- "eval_runtime": 15.9069,
1792
- "eval_samples_per_second": 16.031,
1793
- "eval_steps_per_second": 2.012,
1794
  "step": 10000
1795
  },
1796
  {
1797
  "epoch": 78.12,
1798
  "step": 10000,
1799
  "total_flos": 1.3940333585388012e+18,
1800
- "train_loss": 0.004124550483189523,
1801
- "train_runtime": 9040.4661,
1802
- "train_samples_per_second": 8.849,
1803
- "train_steps_per_second": 1.106
1804
  }
1805
  ],
1806
  "logging_steps": 100,
 
11
  {
12
  "epoch": 0.78,
13
  "learning_rate": 5.9401e-05,
14
+ "loss": 0.3228,
15
  "step": 100
16
  },
17
  {
 
20
  "eval_accuracy_biofilm": NaN,
21
  "eval_iou_background": 0.0,
22
  "eval_iou_biofilm": 0.0,
23
+ "eval_loss": 0.09370812028646469,
24
  "eval_mean_accuracy": NaN,
25
  "eval_mean_iou": 0.0,
26
  "eval_overall_accuracy": NaN,
27
+ "eval_runtime": 17.8778,
28
+ "eval_samples_per_second": 14.264,
29
+ "eval_steps_per_second": 1.79,
30
  "step": 128
31
  },
32
  {
33
  "epoch": 1.56,
34
  "learning_rate": 5.8802000000000004e-05,
35
+ "loss": 0.0951,
36
  "step": 200
37
  },
38
  {
 
41
  "eval_accuracy_biofilm": NaN,
42
  "eval_iou_background": 0.0,
43
  "eval_iou_biofilm": 0.0,
44
+ "eval_loss": 0.04195939749479294,
45
  "eval_mean_accuracy": NaN,
46
  "eval_mean_iou": 0.0,
47
  "eval_overall_accuracy": NaN,
48
+ "eval_runtime": 16.1591,
49
+ "eval_samples_per_second": 15.781,
50
+ "eval_steps_per_second": 1.98,
51
  "step": 256
52
  },
53
  {
54
  "epoch": 2.34,
55
  "learning_rate": 5.8203e-05,
56
+ "loss": 0.0409,
57
  "step": 300
58
  },
59
  {
 
62
  "eval_accuracy_biofilm": NaN,
63
  "eval_iou_background": 0.0,
64
  "eval_iou_biofilm": 0.0,
65
+ "eval_loss": 0.016977887600660324,
66
  "eval_mean_accuracy": NaN,
67
  "eval_mean_iou": 0.0,
68
  "eval_overall_accuracy": NaN,
69
+ "eval_runtime": 15.8931,
70
+ "eval_samples_per_second": 16.045,
71
+ "eval_steps_per_second": 2.013,
72
  "step": 384
73
  },
74
  {
75
  "epoch": 3.12,
76
  "learning_rate": 5.7604e-05,
77
+ "loss": 0.0212,
78
  "step": 400
79
  },
80
  {
81
  "epoch": 3.91,
82
  "learning_rate": 5.7005e-05,
83
+ "loss": 0.0147,
84
  "step": 500
85
  },
86
  {
 
89
  "eval_accuracy_biofilm": NaN,
90
  "eval_iou_background": 0.0,
91
  "eval_iou_biofilm": 0.0,
92
+ "eval_loss": 0.01134557742625475,
93
  "eval_mean_accuracy": NaN,
94
  "eval_mean_iou": 0.0,
95
  "eval_overall_accuracy": NaN,
96
+ "eval_runtime": 16.0444,
97
+ "eval_samples_per_second": 15.893,
98
+ "eval_steps_per_second": 1.994,
99
  "step": 512
100
  },
101
  {
102
  "epoch": 4.69,
103
  "learning_rate": 5.6406e-05,
104
+ "loss": 0.0107,
105
  "step": 600
106
  },
107
  {
 
110
  "eval_accuracy_biofilm": NaN,
111
  "eval_iou_background": 0.0,
112
  "eval_iou_biofilm": 0.0,
113
+ "eval_loss": 0.007598749361932278,
114
  "eval_mean_accuracy": NaN,
115
  "eval_mean_iou": 0.0,
116
  "eval_overall_accuracy": NaN,
117
+ "eval_runtime": 15.8108,
118
+ "eval_samples_per_second": 16.128,
119
+ "eval_steps_per_second": 2.024,
120
  "step": 640
121
  },
122
  {
123
  "epoch": 5.47,
124
  "learning_rate": 5.5806999999999996e-05,
125
+ "loss": 0.0073,
126
  "step": 700
127
  },
128
  {
 
131
  "eval_accuracy_biofilm": NaN,
132
  "eval_iou_background": 0.0,
133
  "eval_iou_biofilm": 0.0,
134
+ "eval_loss": 0.006735116243362427,
135
  "eval_mean_accuracy": NaN,
136
  "eval_mean_iou": 0.0,
137
  "eval_overall_accuracy": NaN,
138
+ "eval_runtime": 15.9464,
139
+ "eval_samples_per_second": 15.991,
140
+ "eval_steps_per_second": 2.007,
141
  "step": 768
142
  },
143
  {
144
  "epoch": 6.25,
145
  "learning_rate": 5.5208000000000004e-05,
146
+ "loss": 0.0057,
147
  "step": 800
148
  },
149
  {
 
152
  "eval_accuracy_biofilm": NaN,
153
  "eval_iou_background": 0.0,
154
  "eval_iou_biofilm": 0.0,
155
+ "eval_loss": 0.00310508138500154,
156
  "eval_mean_accuracy": NaN,
157
  "eval_mean_iou": 0.0,
158
  "eval_overall_accuracy": NaN,
159
+ "eval_runtime": 16.1929,
160
+ "eval_samples_per_second": 15.748,
161
+ "eval_steps_per_second": 1.976,
162
  "step": 896
163
  },
164
  {
165
  "epoch": 7.03,
166
  "learning_rate": 5.4609000000000005e-05,
167
+ "loss": 0.0046,
168
  "step": 900
169
  },
170
  {
171
  "epoch": 7.81,
172
  "learning_rate": 5.401e-05,
173
+ "loss": 0.0039,
174
  "step": 1000
175
  },
176
  {
 
179
  "eval_accuracy_biofilm": NaN,
180
  "eval_iou_background": 0.0,
181
  "eval_iou_biofilm": 0.0,
182
+ "eval_loss": 0.002817428670823574,
183
  "eval_mean_accuracy": NaN,
184
  "eval_mean_iou": 0.0,
185
  "eval_overall_accuracy": NaN,
186
+ "eval_runtime": 15.9913,
187
+ "eval_samples_per_second": 15.946,
188
+ "eval_steps_per_second": 2.001,
189
  "step": 1024
190
  },
191
  {
192
  "epoch": 8.59,
193
  "learning_rate": 5.3411e-05,
194
+ "loss": 0.0033,
195
  "step": 1100
196
  },
197
  {
 
200
  "eval_accuracy_biofilm": NaN,
201
  "eval_iou_background": 0.0,
202
  "eval_iou_biofilm": 0.0,
203
+ "eval_loss": 0.0025786487385630608,
204
  "eval_mean_accuracy": NaN,
205
  "eval_mean_iou": 0.0,
206
  "eval_overall_accuracy": NaN,
207
+ "eval_runtime": 15.9576,
208
+ "eval_samples_per_second": 15.98,
209
+ "eval_steps_per_second": 2.005,
210
  "step": 1152
211
  },
212
  {
213
  "epoch": 9.38,
214
  "learning_rate": 5.2812e-05,
215
+ "loss": 0.0026,
216
  "step": 1200
217
  },
218
  {
 
221
  "eval_accuracy_biofilm": NaN,
222
  "eval_iou_background": 0.0,
223
  "eval_iou_biofilm": 0.0,
224
+ "eval_loss": 0.0022622602991759777,
225
  "eval_mean_accuracy": NaN,
226
  "eval_mean_iou": 0.0,
227
  "eval_overall_accuracy": NaN,
228
+ "eval_runtime": 16.0441,
229
+ "eval_samples_per_second": 15.894,
230
+ "eval_steps_per_second": 1.995,
231
  "step": 1280
232
  },
233
  {
234
  "epoch": 10.16,
235
  "learning_rate": 5.2213e-05,
236
+ "loss": 0.0024,
237
  "step": 1300
238
  },
239
  {
240
  "epoch": 10.94,
241
  "learning_rate": 5.1614000000000004e-05,
242
+ "loss": 0.0021,
243
  "step": 1400
244
  },
245
  {
 
248
  "eval_accuracy_biofilm": NaN,
249
  "eval_iou_background": 0.0,
250
  "eval_iou_biofilm": 0.0,
251
+ "eval_loss": 0.0017105013830587268,
252
  "eval_mean_accuracy": NaN,
253
  "eval_mean_iou": 0.0,
254
  "eval_overall_accuracy": NaN,
255
+ "eval_runtime": 16.4185,
256
+ "eval_samples_per_second": 15.531,
257
+ "eval_steps_per_second": 1.949,
258
  "step": 1408
259
  },
260
  {
261
  "epoch": 11.72,
262
  "learning_rate": 5.1015e-05,
263
+ "loss": 0.0019,
264
  "step": 1500
265
  },
266
  {
 
269
  "eval_accuracy_biofilm": NaN,
270
  "eval_iou_background": 0.0,
271
  "eval_iou_biofilm": 0.0,
272
+ "eval_loss": 0.0016610192833468318,
273
  "eval_mean_accuracy": NaN,
274
  "eval_mean_iou": 0.0,
275
  "eval_overall_accuracy": NaN,
276
+ "eval_runtime": 15.9916,
277
+ "eval_samples_per_second": 15.946,
278
+ "eval_steps_per_second": 2.001,
279
  "step": 1536
280
  },
281
  {
282
  "epoch": 12.5,
283
  "learning_rate": 5.0416e-05,
284
+ "loss": 0.0016,
285
  "step": 1600
286
  },
287
  {
 
290
  "eval_accuracy_biofilm": NaN,
291
  "eval_iou_background": 0.0,
292
  "eval_iou_biofilm": 0.0,
293
+ "eval_loss": 0.0014826087281107903,
294
  "eval_mean_accuracy": NaN,
295
  "eval_mean_iou": 0.0,
296
  "eval_overall_accuracy": NaN,
297
+ "eval_runtime": 15.8556,
298
+ "eval_samples_per_second": 16.083,
299
+ "eval_steps_per_second": 2.018,
300
  "step": 1664
301
  },
302
  {
303
  "epoch": 13.28,
304
  "learning_rate": 4.9817e-05,
305
+ "loss": 0.0013,
306
  "step": 1700
307
  },
308
  {
 
311
  "eval_accuracy_biofilm": NaN,
312
  "eval_iou_background": 0.0,
313
  "eval_iou_biofilm": 0.0,
314
+ "eval_loss": 0.0012232970912009478,
315
  "eval_mean_accuracy": NaN,
316
  "eval_mean_iou": 0.0,
317
  "eval_overall_accuracy": NaN,
318
+ "eval_runtime": 15.9996,
319
+ "eval_samples_per_second": 15.938,
320
+ "eval_steps_per_second": 2.0,
321
  "step": 1792
322
  },
323
  {
324
  "epoch": 14.06,
325
  "learning_rate": 4.9218e-05,
326
+ "loss": 0.0012,
327
  "step": 1800
328
  },
329
  {
330
  "epoch": 14.84,
331
  "learning_rate": 4.8619e-05,
332
+ "loss": 0.0011,
333
  "step": 1900
334
  },
335
  {
 
338
  "eval_accuracy_biofilm": NaN,
339
  "eval_iou_background": 0.0,
340
  "eval_iou_biofilm": 0.0,
341
+ "eval_loss": 0.0008539848495274782,
342
  "eval_mean_accuracy": NaN,
343
  "eval_mean_iou": 0.0,
344
  "eval_overall_accuracy": NaN,
345
+ "eval_runtime": 15.7935,
346
+ "eval_samples_per_second": 16.146,
347
+ "eval_steps_per_second": 2.026,
348
  "step": 1920
349
  },
350
  {
 
359
  "eval_accuracy_biofilm": NaN,
360
  "eval_iou_background": 0.0,
361
  "eval_iou_biofilm": 0.0,
362
+ "eval_loss": 0.0006804519798606634,
363
  "eval_mean_accuracy": NaN,
364
  "eval_mean_iou": 0.0,
365
  "eval_overall_accuracy": NaN,
366
+ "eval_runtime": 15.77,
367
+ "eval_samples_per_second": 16.17,
368
+ "eval_steps_per_second": 2.029,
369
  "step": 2048
370
  },
371
  {
372
  "epoch": 16.41,
373
  "learning_rate": 4.7421000000000006e-05,
374
+ "loss": 0.001,
375
  "step": 2100
376
  },
377
  {
 
380
  "eval_accuracy_biofilm": NaN,
381
  "eval_iou_background": 0.0,
382
  "eval_iou_biofilm": 0.0,
383
+ "eval_loss": 0.000750455423258245,
384
  "eval_mean_accuracy": NaN,
385
  "eval_mean_iou": 0.0,
386
  "eval_overall_accuracy": NaN,
387
+ "eval_runtime": 16.146,
388
+ "eval_samples_per_second": 15.793,
389
+ "eval_steps_per_second": 1.982,
390
  "step": 2176
391
  },
392
  {
393
  "epoch": 17.19,
394
  "learning_rate": 4.6822e-05,
395
+ "loss": 0.0008,
396
  "step": 2200
397
  },
398
  {
399
  "epoch": 17.97,
400
  "learning_rate": 4.6223e-05,
401
+ "loss": 0.0007,
402
  "step": 2300
403
  },
404
  {
 
407
  "eval_accuracy_biofilm": NaN,
408
  "eval_iou_background": 0.0,
409
  "eval_iou_biofilm": 0.0,
410
+ "eval_loss": 0.0008072906639426947,
411
  "eval_mean_accuracy": NaN,
412
  "eval_mean_iou": 0.0,
413
  "eval_overall_accuracy": NaN,
414
+ "eval_runtime": 15.9426,
415
+ "eval_samples_per_second": 15.995,
416
+ "eval_steps_per_second": 2.007,
417
  "step": 2304
418
  },
419
  {
420
  "epoch": 18.75,
421
  "learning_rate": 4.5624e-05,
422
+ "loss": 0.0007,
423
  "step": 2400
424
  },
425
  {
 
428
  "eval_accuracy_biofilm": NaN,
429
  "eval_iou_background": 0.0,
430
  "eval_iou_biofilm": 0.0,
431
+ "eval_loss": 0.0006824791198596358,
432
  "eval_mean_accuracy": NaN,
433
  "eval_mean_iou": 0.0,
434
  "eval_overall_accuracy": NaN,
435
+ "eval_runtime": 16.0402,
436
+ "eval_samples_per_second": 15.898,
437
+ "eval_steps_per_second": 1.995,
438
  "step": 2432
439
  },
440
  {
441
  "epoch": 19.53,
442
  "learning_rate": 4.5025000000000003e-05,
443
+ "loss": 0.0007,
444
  "step": 2500
445
  },
446
  {
 
449
  "eval_accuracy_biofilm": NaN,
450
  "eval_iou_background": 0.0,
451
  "eval_iou_biofilm": 0.0,
452
+ "eval_loss": 0.000676920113619417,
453
  "eval_mean_accuracy": NaN,
454
  "eval_mean_iou": 0.0,
455
  "eval_overall_accuracy": NaN,
456
+ "eval_runtime": 15.9903,
457
+ "eval_samples_per_second": 15.947,
458
+ "eval_steps_per_second": 2.001,
459
  "step": 2560
460
  },
461
  {
462
  "epoch": 20.31,
463
  "learning_rate": 4.4426000000000005e-05,
464
+ "loss": 0.0007,
465
  "step": 2600
466
  },
467
  {
 
470
  "eval_accuracy_biofilm": NaN,
471
  "eval_iou_background": 0.0,
472
  "eval_iou_biofilm": 0.0,
473
+ "eval_loss": 0.00044316620915196836,
474
  "eval_mean_accuracy": NaN,
475
  "eval_mean_iou": 0.0,
476
  "eval_overall_accuracy": NaN,
477
+ "eval_runtime": 16.0616,
478
+ "eval_samples_per_second": 15.876,
479
+ "eval_steps_per_second": 1.992,
480
  "step": 2688
481
  },
482
  {
483
  "epoch": 21.09,
484
  "learning_rate": 4.3827e-05,
485
+ "loss": 0.0006,
486
  "step": 2700
487
  },
488
  {
489
  "epoch": 21.88,
490
  "learning_rate": 4.3228e-05,
491
+ "loss": 0.0005,
492
  "step": 2800
493
  },
494
  {
 
497
  "eval_accuracy_biofilm": NaN,
498
  "eval_iou_background": 0.0,
499
  "eval_iou_biofilm": 0.0,
500
+ "eval_loss": 0.0005192271783016622,
501
  "eval_mean_accuracy": NaN,
502
  "eval_mean_iou": 0.0,
503
  "eval_overall_accuracy": NaN,
504
+ "eval_runtime": 16.1955,
505
+ "eval_samples_per_second": 15.745,
506
+ "eval_steps_per_second": 1.976,
507
  "step": 2816
508
  },
509
  {
510
  "epoch": 22.66,
511
  "learning_rate": 4.2629e-05,
512
+ "loss": 0.0004,
513
  "step": 2900
514
  },
515
  {
 
518
  "eval_accuracy_biofilm": NaN,
519
  "eval_iou_background": 0.0,
520
  "eval_iou_biofilm": 0.0,
521
+ "eval_loss": 0.00034295162186026573,
522
  "eval_mean_accuracy": NaN,
523
  "eval_mean_iou": 0.0,
524
  "eval_overall_accuracy": NaN,
525
+ "eval_runtime": 15.8938,
526
+ "eval_samples_per_second": 16.044,
527
+ "eval_steps_per_second": 2.013,
528
  "step": 2944
529
  },
530
  {
 
539
  "eval_accuracy_biofilm": NaN,
540
  "eval_iou_background": 0.0,
541
  "eval_iou_biofilm": 0.0,
542
+ "eval_loss": 0.00048744268133305013,
543
  "eval_mean_accuracy": NaN,
544
  "eval_mean_iou": 0.0,
545
  "eval_overall_accuracy": NaN,
546
+ "eval_runtime": 15.788,
547
+ "eval_samples_per_second": 16.152,
548
+ "eval_steps_per_second": 2.027,
549
  "step": 3072
550
  },
551
  {
 
557
  {
558
  "epoch": 25.0,
559
  "learning_rate": 4.0832e-05,
560
+ "loss": 0.0004,
561
  "step": 3200
562
  },
563
  {
 
566
  "eval_accuracy_biofilm": NaN,
567
  "eval_iou_background": 0.0,
568
  "eval_iou_biofilm": 0.0,
569
+ "eval_loss": 0.0003115552244707942,
570
  "eval_mean_accuracy": NaN,
571
  "eval_mean_iou": 0.0,
572
  "eval_overall_accuracy": NaN,
573
+ "eval_runtime": 15.9854,
574
+ "eval_samples_per_second": 15.952,
575
+ "eval_steps_per_second": 2.002,
576
  "step": 3200
577
  },
578
  {
 
587
  "eval_accuracy_biofilm": NaN,
588
  "eval_iou_background": 0.0,
589
  "eval_iou_biofilm": 0.0,
590
+ "eval_loss": 0.0002997153496835381,
591
  "eval_mean_accuracy": NaN,
592
  "eval_mean_iou": 0.0,
593
  "eval_overall_accuracy": NaN,
594
+ "eval_runtime": 15.8645,
595
+ "eval_samples_per_second": 16.074,
596
+ "eval_steps_per_second": 2.017,
597
  "step": 3328
598
  },
599
  {
 
608
  "eval_accuracy_biofilm": NaN,
609
  "eval_iou_background": 0.0,
610
  "eval_iou_biofilm": 0.0,
611
+ "eval_loss": 0.000279649393633008,
612
  "eval_mean_accuracy": NaN,
613
  "eval_mean_iou": 0.0,
614
  "eval_overall_accuracy": NaN,
615
+ "eval_runtime": 15.9985,
616
+ "eval_samples_per_second": 15.939,
617
+ "eval_steps_per_second": 2.0,
618
  "step": 3456
619
  },
620
  {
621
  "epoch": 27.34,
622
  "learning_rate": 3.9035e-05,
623
+ "loss": 0.0003,
624
  "step": 3500
625
  },
626
  {
 
629
  "eval_accuracy_biofilm": NaN,
630
  "eval_iou_background": 0.0,
631
  "eval_iou_biofilm": 0.0,
632
+ "eval_loss": 0.00028080513584427536,
633
  "eval_mean_accuracy": NaN,
634
  "eval_mean_iou": 0.0,
635
  "eval_overall_accuracy": NaN,
636
+ "eval_runtime": 16.1936,
637
+ "eval_samples_per_second": 15.747,
638
+ "eval_steps_per_second": 1.976,
639
  "step": 3584
640
  },
641
  {
 
647
  {
648
  "epoch": 28.91,
649
  "learning_rate": 3.7837000000000004e-05,
650
+ "loss": 0.0003,
651
  "step": 3700
652
  },
653
  {
 
656
  "eval_accuracy_biofilm": NaN,
657
  "eval_iou_background": 0.0,
658
  "eval_iou_biofilm": 0.0,
659
+ "eval_loss": 0.0002403347025392577,
660
  "eval_mean_accuracy": NaN,
661
  "eval_mean_iou": 0.0,
662
  "eval_overall_accuracy": NaN,
663
+ "eval_runtime": 16.3936,
664
+ "eval_samples_per_second": 15.555,
665
+ "eval_steps_per_second": 1.952,
666
  "step": 3712
667
  },
668
  {
669
  "epoch": 29.69,
670
  "learning_rate": 3.7238000000000005e-05,
671
+ "loss": 0.0002,
672
  "step": 3800
673
  },
674
  {
 
677
  "eval_accuracy_biofilm": NaN,
678
  "eval_iou_background": 0.0,
679
  "eval_iou_biofilm": 0.0,
680
+ "eval_loss": 0.00024788224254734814,
681
  "eval_mean_accuracy": NaN,
682
  "eval_mean_iou": 0.0,
683
  "eval_overall_accuracy": NaN,
684
+ "eval_runtime": 15.923,
685
+ "eval_samples_per_second": 16.015,
686
+ "eval_steps_per_second": 2.01,
687
  "step": 3840
688
  },
689
  {
 
698
  "eval_accuracy_biofilm": NaN,
699
  "eval_iou_background": 0.0,
700
  "eval_iou_biofilm": 0.0,
701
+ "eval_loss": 0.00016257326933555305,
702
  "eval_mean_accuracy": NaN,
703
  "eval_mean_iou": 0.0,
704
  "eval_overall_accuracy": NaN,
705
+ "eval_runtime": 16.032,
706
+ "eval_samples_per_second": 15.906,
707
+ "eval_steps_per_second": 1.996,
708
  "step": 3968
709
  },
710
  {
 
719
  "eval_accuracy_biofilm": NaN,
720
  "eval_iou_background": 0.0,
721
  "eval_iou_biofilm": 0.0,
722
+ "eval_loss": 0.0001974134793272242,
723
  "eval_mean_accuracy": NaN,
724
  "eval_mean_iou": 0.0,
725
  "eval_overall_accuracy": NaN,
726
+ "eval_runtime": 16.5291,
727
+ "eval_samples_per_second": 15.427,
728
+ "eval_steps_per_second": 1.936,
729
  "step": 4096
730
  },
731
  {
 
746
  "eval_accuracy_biofilm": NaN,
747
  "eval_iou_background": 0.0,
748
  "eval_iou_biofilm": 0.0,
749
+ "eval_loss": 0.0001685962633928284,
750
  "eval_mean_accuracy": NaN,
751
  "eval_mean_iou": 0.0,
752
  "eval_overall_accuracy": NaN,
753
+ "eval_runtime": 16.455,
754
+ "eval_samples_per_second": 15.497,
755
+ "eval_steps_per_second": 1.945,
756
  "step": 4224
757
  },
758
  {
 
767
  "eval_accuracy_biofilm": NaN,
768
  "eval_iou_background": 0.0,
769
  "eval_iou_biofilm": 0.0,
770
+ "eval_loss": 0.0002563679881859571,
771
  "eval_mean_accuracy": NaN,
772
  "eval_mean_iou": 0.0,
773
  "eval_overall_accuracy": NaN,
774
+ "eval_runtime": 16.2234,
775
+ "eval_samples_per_second": 15.718,
776
+ "eval_steps_per_second": 1.972,
777
  "step": 4352
778
  },
779
  {
 
788
  "eval_accuracy_biofilm": NaN,
789
  "eval_iou_background": 0.0,
790
  "eval_iou_biofilm": 0.0,
791
+ "eval_loss": 0.0002436441573081538,
792
  "eval_mean_accuracy": NaN,
793
  "eval_mean_iou": 0.0,
794
  "eval_overall_accuracy": NaN,
795
+ "eval_runtime": 16.342,
796
+ "eval_samples_per_second": 15.604,
797
+ "eval_steps_per_second": 1.958,
798
  "step": 4480
799
  },
800
  {
801
  "epoch": 35.16,
802
  "learning_rate": 3.3045000000000006e-05,
803
+ "loss": 0.0002,
804
  "step": 4500
805
  },
806
  {
 
815
  "eval_accuracy_biofilm": NaN,
816
  "eval_iou_background": 0.0,
817
  "eval_iou_biofilm": 0.0,
818
+ "eval_loss": 0.00015212464495562017,
819
  "eval_mean_accuracy": NaN,
820
  "eval_mean_iou": 0.0,
821
  "eval_overall_accuracy": NaN,
822
+ "eval_runtime": 16.1695,
823
+ "eval_samples_per_second": 15.77,
824
+ "eval_steps_per_second": 1.979,
825
  "step": 4608
826
  },
827
  {
 
836
  "eval_accuracy_biofilm": NaN,
837
  "eval_iou_background": 0.0,
838
  "eval_iou_biofilm": 0.0,
839
+ "eval_loss": 0.0001307940692640841,
840
  "eval_mean_accuracy": NaN,
841
  "eval_mean_iou": 0.0,
842
  "eval_overall_accuracy": NaN,
843
+ "eval_runtime": 18.7836,
844
+ "eval_samples_per_second": 13.576,
845
+ "eval_steps_per_second": 1.704,
846
  "step": 4736
847
  },
848
  {
 
857
  "eval_accuracy_biofilm": NaN,
858
  "eval_iou_background": 0.0,
859
  "eval_iou_biofilm": 0.0,
860
+ "eval_loss": 0.0001297226408496499,
861
  "eval_mean_accuracy": NaN,
862
  "eval_mean_iou": 0.0,
863
  "eval_overall_accuracy": NaN,
864
+ "eval_runtime": 16.1166,
865
+ "eval_samples_per_second": 15.822,
866
+ "eval_steps_per_second": 1.986,
867
  "step": 4864
868
  },
869
  {
 
878
  "eval_accuracy_biofilm": NaN,
879
  "eval_iou_background": 0.0,
880
  "eval_iou_biofilm": 0.0,
881
+ "eval_loss": 0.00013660616241395473,
882
  "eval_mean_accuracy": NaN,
883
  "eval_mean_iou": 0.0,
884
  "eval_overall_accuracy": NaN,
885
+ "eval_runtime": 15.9771,
886
+ "eval_samples_per_second": 15.96,
887
+ "eval_steps_per_second": 2.003,
888
  "step": 4992
889
  },
890
  {
 
905
  "eval_accuracy_biofilm": NaN,
906
  "eval_iou_background": 0.0,
907
  "eval_iou_biofilm": 0.0,
908
+ "eval_loss": 0.00010652265336830169,
909
  "eval_mean_accuracy": NaN,
910
  "eval_mean_iou": 0.0,
911
  "eval_overall_accuracy": NaN,
912
+ "eval_runtime": 15.9939,
913
+ "eval_samples_per_second": 15.944,
914
+ "eval_steps_per_second": 2.001,
915
  "step": 5120
916
  },
917
  {
 
926
  "eval_accuracy_biofilm": NaN,
927
  "eval_iou_background": 0.0,
928
  "eval_iou_biofilm": 0.0,
929
+ "eval_loss": 0.0001572607143316418,
930
  "eval_mean_accuracy": NaN,
931
  "eval_mean_iou": 0.0,
932
  "eval_overall_accuracy": NaN,
933
+ "eval_runtime": 15.8718,
934
+ "eval_samples_per_second": 16.066,
935
+ "eval_steps_per_second": 2.016,
936
  "step": 5248
937
  },
938
  {
939
  "epoch": 41.41,
940
  "learning_rate": 2.8253e-05,
941
+ "loss": 0.0002,
942
  "step": 5300
943
  },
944
  {
 
947
  "eval_accuracy_biofilm": NaN,
948
  "eval_iou_background": 0.0,
949
  "eval_iou_biofilm": 0.0,
950
+ "eval_loss": 0.00010445554653415456,
951
  "eval_mean_accuracy": NaN,
952
  "eval_mean_iou": 0.0,
953
  "eval_overall_accuracy": NaN,
954
+ "eval_runtime": 16.1214,
955
+ "eval_samples_per_second": 15.817,
956
+ "eval_steps_per_second": 1.985,
957
  "step": 5376
958
  },
959
  {
 
974
  "eval_accuracy_biofilm": NaN,
975
  "eval_iou_background": 0.0,
976
  "eval_iou_biofilm": 0.0,
977
+ "eval_loss": 0.0001289825013373047,
978
  "eval_mean_accuracy": NaN,
979
  "eval_mean_iou": 0.0,
980
  "eval_overall_accuracy": NaN,
981
+ "eval_runtime": 16.0614,
982
+ "eval_samples_per_second": 15.877,
983
+ "eval_steps_per_second": 1.992,
984
  "step": 5504
985
  },
986
  {
 
995
  "eval_accuracy_biofilm": NaN,
996
  "eval_iou_background": 0.0,
997
  "eval_iou_biofilm": 0.0,
998
+ "eval_loss": 9.828585461946204e-05,
999
  "eval_mean_accuracy": NaN,
1000
  "eval_mean_iou": 0.0,
1001
  "eval_overall_accuracy": NaN,
1002
+ "eval_runtime": 16.0965,
1003
+ "eval_samples_per_second": 15.842,
1004
+ "eval_steps_per_second": 1.988,
1005
  "step": 5632
1006
  },
1007
  {
 
1016
  "eval_accuracy_biofilm": NaN,
1017
  "eval_iou_background": 0.0,
1018
  "eval_iou_biofilm": 0.0,
1019
+ "eval_loss": 9.748037700774148e-05,
1020
  "eval_mean_accuracy": NaN,
1021
  "eval_mean_iou": 0.0,
1022
  "eval_overall_accuracy": NaN,
1023
+ "eval_runtime": 15.9607,
1024
+ "eval_samples_per_second": 15.977,
1025
+ "eval_steps_per_second": 2.005,
1026
  "step": 5760
1027
  },
1028
  {
 
1037
  "eval_accuracy_biofilm": NaN,
1038
  "eval_iou_background": 0.0,
1039
  "eval_iou_biofilm": 0.0,
1040
+ "eval_loss": 0.00012386652815621346,
1041
  "eval_mean_accuracy": NaN,
1042
  "eval_mean_iou": 0.0,
1043
  "eval_overall_accuracy": NaN,
1044
+ "eval_runtime": 15.9801,
1045
+ "eval_samples_per_second": 15.957,
1046
+ "eval_steps_per_second": 2.002,
1047
  "step": 5888
1048
  },
1049
  {
 
1064
  "eval_accuracy_biofilm": NaN,
1065
  "eval_iou_background": 0.0,
1066
  "eval_iou_biofilm": 0.0,
1067
+ "eval_loss": 0.0002265314687974751,
1068
  "eval_mean_accuracy": NaN,
1069
  "eval_mean_iou": 0.0,
1070
  "eval_overall_accuracy": NaN,
1071
+ "eval_runtime": 16.0218,
1072
+ "eval_samples_per_second": 15.916,
1073
+ "eval_steps_per_second": 1.997,
1074
  "step": 6016
1075
  },
1076
  {
 
1085
  "eval_accuracy_biofilm": NaN,
1086
  "eval_iou_background": 0.0,
1087
  "eval_iou_biofilm": 0.0,
1088
+ "eval_loss": 7.322694727918133e-05,
1089
  "eval_mean_accuracy": NaN,
1090
  "eval_mean_iou": 0.0,
1091
  "eval_overall_accuracy": NaN,
1092
+ "eval_runtime": 16.0436,
1093
+ "eval_samples_per_second": 15.894,
1094
+ "eval_steps_per_second": 1.995,
1095
  "step": 6144
1096
  },
1097
  {
 
1106
  "eval_accuracy_biofilm": NaN,
1107
  "eval_iou_background": 0.0,
1108
  "eval_iou_biofilm": 0.0,
1109
+ "eval_loss": 5.025849895901047e-05,
1110
  "eval_mean_accuracy": NaN,
1111
  "eval_mean_iou": 0.0,
1112
  "eval_overall_accuracy": NaN,
1113
+ "eval_runtime": 16.404,
1114
+ "eval_samples_per_second": 15.545,
1115
+ "eval_steps_per_second": 1.951,
1116
  "step": 6272
1117
  },
1118
  {
 
1133
  "eval_accuracy_biofilm": NaN,
1134
  "eval_iou_background": 0.0,
1135
  "eval_iou_biofilm": 0.0,
1136
+ "eval_loss": 3.548805398168042e-05,
1137
  "eval_mean_accuracy": NaN,
1138
  "eval_mean_iou": 0.0,
1139
  "eval_overall_accuracy": NaN,
1140
+ "eval_runtime": 16.1376,
1141
+ "eval_samples_per_second": 15.802,
1142
+ "eval_steps_per_second": 1.983,
1143
  "step": 6400
1144
  },
1145
  {
 
1154
  "eval_accuracy_biofilm": NaN,
1155
  "eval_iou_background": 0.0,
1156
  "eval_iou_biofilm": 0.0,
1157
+ "eval_loss": 4.2479063267819583e-05,
1158
  "eval_mean_accuracy": NaN,
1159
  "eval_mean_iou": 0.0,
1160
  "eval_overall_accuracy": NaN,
1161
+ "eval_runtime": 15.8147,
1162
+ "eval_samples_per_second": 16.124,
1163
+ "eval_steps_per_second": 2.023,
1164
  "step": 6528
1165
  },
1166
  {
 
1175
  "eval_accuracy_biofilm": NaN,
1176
  "eval_iou_background": 0.0,
1177
  "eval_iou_biofilm": 0.0,
1178
+ "eval_loss": 4.7076446207938716e-05,
1179
  "eval_mean_accuracy": NaN,
1180
  "eval_mean_iou": 0.0,
1181
  "eval_overall_accuracy": NaN,
1182
+ "eval_runtime": 15.822,
1183
+ "eval_samples_per_second": 16.117,
1184
+ "eval_steps_per_second": 2.022,
1185
  "step": 6656
1186
  },
1187
  {
 
1196
  "eval_accuracy_biofilm": NaN,
1197
  "eval_iou_background": 0.0,
1198
  "eval_iou_biofilm": 0.0,
1199
+ "eval_loss": 3.908340659108944e-05,
1200
  "eval_mean_accuracy": NaN,
1201
  "eval_mean_iou": 0.0,
1202
  "eval_overall_accuracy": NaN,
1203
+ "eval_runtime": 16.228,
1204
+ "eval_samples_per_second": 15.714,
1205
+ "eval_steps_per_second": 1.972,
1206
  "step": 6784
1207
  },
1208
  {
 
1223
  "eval_accuracy_biofilm": NaN,
1224
  "eval_iou_background": 0.0,
1225
  "eval_iou_biofilm": 0.0,
1226
+ "eval_loss": 4.606060610967688e-05,
1227
  "eval_mean_accuracy": NaN,
1228
  "eval_mean_iou": 0.0,
1229
  "eval_overall_accuracy": NaN,
1230
+ "eval_runtime": 15.9689,
1231
+ "eval_samples_per_second": 15.969,
1232
+ "eval_steps_per_second": 2.004,
1233
  "step": 6912
1234
  },
1235
  {
 
1244
  "eval_accuracy_biofilm": NaN,
1245
  "eval_iou_background": 0.0,
1246
  "eval_iou_biofilm": 0.0,
1247
+ "eval_loss": 5.5501113820355386e-05,
1248
  "eval_mean_accuracy": NaN,
1249
  "eval_mean_iou": 0.0,
1250
  "eval_overall_accuracy": NaN,
1251
+ "eval_runtime": 15.8826,
1252
+ "eval_samples_per_second": 16.055,
1253
+ "eval_steps_per_second": 2.015,
1254
  "step": 7040
1255
  },
1256
  {
 
1265
  "eval_accuracy_biofilm": NaN,
1266
  "eval_iou_background": 0.0,
1267
  "eval_iou_biofilm": 0.0,
1268
+ "eval_loss": 5.016894283471629e-05,
1269
  "eval_mean_accuracy": NaN,
1270
  "eval_mean_iou": 0.0,
1271
  "eval_overall_accuracy": NaN,
1272
+ "eval_runtime": 16.483,
1273
+ "eval_samples_per_second": 15.471,
1274
+ "eval_steps_per_second": 1.941,
1275
  "step": 7168
1276
  },
1277
  {
 
1286
  "eval_accuracy_biofilm": NaN,
1287
  "eval_iou_background": 0.0,
1288
  "eval_iou_biofilm": 0.0,
1289
+ "eval_loss": 3.704185292008333e-05,
1290
  "eval_mean_accuracy": NaN,
1291
  "eval_mean_iou": 0.0,
1292
  "eval_overall_accuracy": NaN,
1293
+ "eval_runtime": 16.0761,
1294
+ "eval_samples_per_second": 15.862,
1295
+ "eval_steps_per_second": 1.991,
1296
  "step": 7296
1297
  },
1298
  {
 
1313
  "eval_accuracy_biofilm": NaN,
1314
  "eval_iou_background": 0.0,
1315
  "eval_iou_biofilm": 0.0,
1316
+ "eval_loss": 0.00012150441762059927,
1317
  "eval_mean_accuracy": NaN,
1318
  "eval_mean_iou": 0.0,
1319
  "eval_overall_accuracy": NaN,
1320
+ "eval_runtime": 16.2346,
1321
+ "eval_samples_per_second": 15.707,
1322
+ "eval_steps_per_second": 1.971,
1323
  "step": 7424
1324
  },
1325
  {
 
1334
  "eval_accuracy_biofilm": NaN,
1335
  "eval_iou_background": 0.0,
1336
  "eval_iou_biofilm": 0.0,
1337
+ "eval_loss": 5.7381228543818e-05,
1338
  "eval_mean_accuracy": NaN,
1339
  "eval_mean_iou": 0.0,
1340
  "eval_overall_accuracy": NaN,
1341
+ "eval_runtime": 15.8593,
1342
+ "eval_samples_per_second": 16.079,
1343
+ "eval_steps_per_second": 2.018,
1344
  "step": 7552
1345
  },
1346
  {
 
1355
  "eval_accuracy_biofilm": NaN,
1356
  "eval_iou_background": 0.0,
1357
  "eval_iou_biofilm": 0.0,
1358
+ "eval_loss": 2.416530878690537e-05,
1359
  "eval_mean_accuracy": NaN,
1360
  "eval_mean_iou": 0.0,
1361
  "eval_overall_accuracy": NaN,
1362
+ "eval_runtime": 16.3564,
1363
+ "eval_samples_per_second": 15.59,
1364
+ "eval_steps_per_second": 1.956,
1365
  "step": 7680
1366
  },
1367
  {
 
1382
  "eval_accuracy_biofilm": NaN,
1383
  "eval_iou_background": 0.0,
1384
  "eval_iou_biofilm": 0.0,
1385
+ "eval_loss": 4.28408820880577e-05,
1386
  "eval_mean_accuracy": NaN,
1387
  "eval_mean_iou": 0.0,
1388
  "eval_overall_accuracy": NaN,
1389
+ "eval_runtime": 16.1428,
1390
+ "eval_samples_per_second": 15.797,
1391
+ "eval_steps_per_second": 1.982,
1392
  "step": 7808
1393
  },
1394
  {
 
1403
  "eval_accuracy_biofilm": NaN,
1404
  "eval_iou_background": 0.0,
1405
  "eval_iou_biofilm": 0.0,
1406
+ "eval_loss": 0.003948688507080078,
1407
  "eval_mean_accuracy": NaN,
1408
  "eval_mean_iou": 0.0,
1409
  "eval_overall_accuracy": NaN,
1410
+ "eval_runtime": 16.6562,
1411
+ "eval_samples_per_second": 15.31,
1412
+ "eval_steps_per_second": 1.921,
1413
  "step": 7936
1414
  },
1415
  {
1416
  "epoch": 62.5,
1417
  "learning_rate": 1.2079999999999998e-05,
1418
+ "loss": 0.0003,
1419
  "step": 8000
1420
  },
1421
  {
 
1424
  "eval_accuracy_biofilm": NaN,
1425
  "eval_iou_background": 0.0,
1426
  "eval_iou_biofilm": 0.0,
1427
+ "eval_loss": 1.7740510884323157e-05,
1428
  "eval_mean_accuracy": NaN,
1429
  "eval_mean_iou": 0.0,
1430
  "eval_overall_accuracy": NaN,
1431
+ "eval_runtime": 16.9255,
1432
+ "eval_samples_per_second": 15.066,
1433
+ "eval_steps_per_second": 1.891,
1434
  "step": 8064
1435
  },
1436
  {
1437
  "epoch": 63.28,
1438
  "learning_rate": 1.1480999999999997e-05,
1439
+ "loss": 0.0001,
1440
  "step": 8100
1441
  },
1442
  {
 
1445
  "eval_accuracy_biofilm": NaN,
1446
  "eval_iou_background": 0.0,
1447
  "eval_iou_biofilm": 0.0,
1448
+ "eval_loss": 4.370777969597839e-05,
1449
  "eval_mean_accuracy": NaN,
1450
  "eval_mean_iou": 0.0,
1451
  "eval_overall_accuracy": NaN,
1452
+ "eval_runtime": 16.1497,
1453
+ "eval_samples_per_second": 15.79,
1454
+ "eval_steps_per_second": 1.981,
1455
  "step": 8192
1456
  },
1457
  {
1458
  "epoch": 64.06,
1459
  "learning_rate": 1.0882000000000004e-05,
1460
+ "loss": 0.0001,
1461
  "step": 8200
1462
  },
1463
  {
 
1472
  "eval_accuracy_biofilm": NaN,
1473
  "eval_iou_background": 0.0,
1474
  "eval_iou_biofilm": 0.0,
1475
+ "eval_loss": 4.968892244505696e-05,
1476
  "eval_mean_accuracy": NaN,
1477
  "eval_mean_iou": 0.0,
1478
  "eval_overall_accuracy": NaN,
1479
+ "eval_runtime": 16.5144,
1480
+ "eval_samples_per_second": 15.441,
1481
+ "eval_steps_per_second": 1.938,
1482
  "step": 8320
1483
  },
1484
  {
1485
  "epoch": 65.62,
1486
  "learning_rate": 9.684000000000002e-06,
1487
+ "loss": 0.0001,
1488
  "step": 8400
1489
  },
1490
  {
 
1493
  "eval_accuracy_biofilm": NaN,
1494
  "eval_iou_background": 0.0,
1495
  "eval_iou_biofilm": 0.0,
1496
+ "eval_loss": 0.00010618730448186398,
1497
  "eval_mean_accuracy": NaN,
1498
  "eval_mean_iou": 0.0,
1499
  "eval_overall_accuracy": NaN,
1500
+ "eval_runtime": 16.1111,
1501
+ "eval_samples_per_second": 15.828,
1502
+ "eval_steps_per_second": 1.986,
1503
  "step": 8448
1504
  },
1505
  {
1506
  "epoch": 66.41,
1507
  "learning_rate": 9.085000000000002e-06,
1508
+ "loss": 0.0001,
1509
  "step": 8500
1510
  },
1511
  {
 
1514
  "eval_accuracy_biofilm": NaN,
1515
  "eval_iou_background": 0.0,
1516
  "eval_iou_biofilm": 0.0,
1517
+ "eval_loss": 0.0001003771394607611,
1518
  "eval_mean_accuracy": NaN,
1519
  "eval_mean_iou": 0.0,
1520
  "eval_overall_accuracy": NaN,
1521
+ "eval_runtime": 16.1723,
1522
+ "eval_samples_per_second": 15.768,
1523
+ "eval_steps_per_second": 1.979,
1524
  "step": 8576
1525
  },
1526
  {
1527
  "epoch": 67.19,
1528
  "learning_rate": 8.486000000000001e-06,
1529
+ "loss": 0.0001,
1530
  "step": 8600
1531
  },
1532
  {
1533
  "epoch": 67.97,
1534
  "learning_rate": 7.887000000000001e-06,
1535
+ "loss": 0.0001,
1536
  "step": 8700
1537
  },
1538
  {
 
1541
  "eval_accuracy_biofilm": NaN,
1542
  "eval_iou_background": 0.0,
1543
  "eval_iou_biofilm": 0.0,
1544
+ "eval_loss": 0.00011970348714385182,
1545
  "eval_mean_accuracy": NaN,
1546
  "eval_mean_iou": 0.0,
1547
  "eval_overall_accuracy": NaN,
1548
+ "eval_runtime": 16.1967,
1549
+ "eval_samples_per_second": 15.744,
1550
+ "eval_steps_per_second": 1.976,
1551
  "step": 8704
1552
  },
1553
  {
1554
  "epoch": 68.75,
1555
  "learning_rate": 7.2879999999999995e-06,
1556
+ "loss": 0.0001,
1557
  "step": 8800
1558
  },
1559
  {
 
1562
  "eval_accuracy_biofilm": NaN,
1563
  "eval_iou_background": 0.0,
1564
  "eval_iou_biofilm": 0.0,
1565
+ "eval_loss": 9.807077731238678e-05,
1566
  "eval_mean_accuracy": NaN,
1567
  "eval_mean_iou": 0.0,
1568
  "eval_overall_accuracy": NaN,
1569
+ "eval_runtime": 16.063,
1570
+ "eval_samples_per_second": 15.875,
1571
+ "eval_steps_per_second": 1.992,
1572
  "step": 8832
1573
  },
1574
  {
1575
  "epoch": 69.53,
1576
  "learning_rate": 6.688999999999999e-06,
1577
+ "loss": 0.0001,
1578
  "step": 8900
1579
  },
1580
  {
 
1583
  "eval_accuracy_biofilm": NaN,
1584
  "eval_iou_background": 0.0,
1585
  "eval_iou_biofilm": 0.0,
1586
+ "eval_loss": 0.00015962646284606308,
1587
  "eval_mean_accuracy": NaN,
1588
  "eval_mean_iou": 0.0,
1589
  "eval_overall_accuracy": NaN,
1590
+ "eval_runtime": 16.1453,
1591
+ "eval_samples_per_second": 15.794,
1592
+ "eval_steps_per_second": 1.982,
1593
  "step": 8960
1594
  },
1595
  {
 
1604
  "eval_accuracy_biofilm": NaN,
1605
  "eval_iou_background": 0.0,
1606
  "eval_iou_biofilm": 0.0,
1607
+ "eval_loss": 0.0001827928062994033,
1608
  "eval_mean_accuracy": NaN,
1609
  "eval_mean_iou": 0.0,
1610
  "eval_overall_accuracy": NaN,
1611
+ "eval_runtime": 16.2892,
1612
+ "eval_samples_per_second": 15.655,
1613
+ "eval_steps_per_second": 1.964,
1614
  "step": 9088
1615
  },
1616
  {
1617
  "epoch": 71.09,
1618
  "learning_rate": 5.490999999999998e-06,
1619
+ "loss": 0.0001,
1620
  "step": 9100
1621
  },
1622
  {
 
1631
  "eval_accuracy_biofilm": NaN,
1632
  "eval_iou_background": 0.0,
1633
  "eval_iou_biofilm": 0.0,
1634
+ "eval_loss": 0.00017933936032932252,
1635
  "eval_mean_accuracy": NaN,
1636
  "eval_mean_iou": 0.0,
1637
  "eval_overall_accuracy": NaN,
1638
+ "eval_runtime": 16.2225,
1639
+ "eval_samples_per_second": 15.719,
1640
+ "eval_steps_per_second": 1.973,
1641
  "step": 9216
1642
  },
1643
  {
 
1652
  "eval_accuracy_biofilm": NaN,
1653
  "eval_iou_background": 0.0,
1654
  "eval_iou_biofilm": 0.0,
1655
+ "eval_loss": 0.00017253414262086153,
1656
  "eval_mean_accuracy": NaN,
1657
  "eval_mean_iou": 0.0,
1658
  "eval_overall_accuracy": NaN,
1659
+ "eval_runtime": 16.3265,
1660
+ "eval_samples_per_second": 15.619,
1661
+ "eval_steps_per_second": 1.96,
1662
  "step": 9344
1663
  },
1664
  {
1665
  "epoch": 73.44,
1666
  "learning_rate": 3.694000000000003e-06,
1667
+ "loss": 0.0001,
1668
  "step": 9400
1669
  },
1670
  {
 
1673
  "eval_accuracy_biofilm": NaN,
1674
  "eval_iou_background": 0.0,
1675
  "eval_iou_biofilm": 0.0,
1676
+ "eval_loss": 0.00018817743693944067,
1677
  "eval_mean_accuracy": NaN,
1678
  "eval_mean_iou": 0.0,
1679
  "eval_overall_accuracy": NaN,
1680
+ "eval_runtime": 16.2573,
1681
+ "eval_samples_per_second": 15.685,
1682
+ "eval_steps_per_second": 1.968,
1683
  "step": 9472
1684
  },
1685
  {
1686
  "epoch": 74.22,
1687
  "learning_rate": 3.0950000000000026e-06,
1688
+ "loss": 0.0001,
1689
  "step": 9500
1690
  },
1691
  {
 
1700
  "eval_accuracy_biofilm": NaN,
1701
  "eval_iou_background": 0.0,
1702
  "eval_iou_biofilm": 0.0,
1703
+ "eval_loss": 0.00023174476518761367,
1704
  "eval_mean_accuracy": NaN,
1705
  "eval_mean_iou": 0.0,
1706
  "eval_overall_accuracy": NaN,
1707
+ "eval_runtime": 16.4787,
1708
+ "eval_samples_per_second": 15.475,
1709
+ "eval_steps_per_second": 1.942,
1710
  "step": 9600
1711
  },
1712
  {
1713
  "epoch": 75.78,
1714
  "learning_rate": 1.8970000000000013e-06,
1715
+ "loss": 0.0001,
1716
  "step": 9700
1717
  },
1718
  {
 
1721
  "eval_accuracy_biofilm": NaN,
1722
  "eval_iou_background": 0.0,
1723
  "eval_iou_biofilm": 0.0,
1724
+ "eval_loss": 0.00028139527421444654,
1725
  "eval_mean_accuracy": NaN,
1726
  "eval_mean_iou": 0.0,
1727
  "eval_overall_accuracy": NaN,
1728
+ "eval_runtime": 16.4151,
1729
+ "eval_samples_per_second": 15.535,
1730
+ "eval_steps_per_second": 1.949,
1731
  "step": 9728
1732
  },
1733
  {
1734
  "epoch": 76.56,
1735
  "learning_rate": 1.298000000000001e-06,
1736
+ "loss": 0.0001,
1737
  "step": 9800
1738
  },
1739
  {
 
1742
  "eval_accuracy_biofilm": NaN,
1743
  "eval_iou_background": 0.0,
1744
  "eval_iou_biofilm": 0.0,
1745
+ "eval_loss": 0.00031611151644028723,
1746
  "eval_mean_accuracy": NaN,
1747
  "eval_mean_iou": 0.0,
1748
  "eval_overall_accuracy": NaN,
1749
+ "eval_runtime": 16.3965,
1750
+ "eval_samples_per_second": 15.552,
1751
+ "eval_steps_per_second": 1.952,
1752
  "step": 9856
1753
  },
1754
  {
 
1763
  "eval_accuracy_biofilm": NaN,
1764
  "eval_iou_background": 0.0,
1765
  "eval_iou_biofilm": 0.0,
1766
+ "eval_loss": 0.00030967622296884656,
1767
  "eval_mean_accuracy": NaN,
1768
  "eval_mean_iou": 0.0,
1769
  "eval_overall_accuracy": NaN,
1770
+ "eval_runtime": 16.3033,
1771
+ "eval_samples_per_second": 15.641,
1772
+ "eval_steps_per_second": 1.963,
1773
  "step": 9984
1774
  },
1775
  {
1776
  "epoch": 78.12,
1777
  "learning_rate": 1e-07,
1778
+ "loss": 0.0001,
1779
  "step": 10000
1780
  },
1781
  {
 
1784
  "eval_accuracy_biofilm": NaN,
1785
  "eval_iou_background": 0.0,
1786
  "eval_iou_biofilm": 0.0,
1787
+ "eval_loss": 0.0003163300279993564,
1788
  "eval_mean_accuracy": NaN,
1789
  "eval_mean_iou": 0.0,
1790
  "eval_overall_accuracy": NaN,
1791
+ "eval_runtime": 16.3155,
1792
+ "eval_samples_per_second": 15.629,
1793
+ "eval_steps_per_second": 1.961,
1794
  "step": 10000
1795
  },
1796
  {
1797
  "epoch": 78.12,
1798
  "step": 10000,
1799
  "total_flos": 1.3940333585388012e+18,
1800
+ "train_loss": 0.005610336132813245,
1801
+ "train_runtime": 9371.2884,
1802
+ "train_samples_per_second": 8.537,
1803
+ "train_steps_per_second": 1.067
1804
  }
1805
  ],
1806
  "logging_steps": 100,