-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathslurm-5240318.out
1642 lines (1430 loc) · 243 KB
/
slurm-5240318.out
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
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
New https://pypi.org/project/ultralytics/8.1.41 available 😃 Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
[34m[1mengine/trainer: [0mtask=detect, mode=train, model=yolov8x.pt, data=custom.yaml, epochs=50, time=None, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train25, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.08777516703124755, lrf=0.3082509433476815, momentum=0.6010079293726774, weight_decay=0.0007079568675958306, warmup_epochs=1.5514330192249366, warmup_momentum=0.9396332784604206, warmup_bias_lr=0.1, box=0.020064608558060464, cls=1.3835558291283563, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.06962600429260686, hsv_s=0.368540647795345, hsv_v=0.35438750906717337, degrees=26.19478542937751, translate=0.7905333644587522, scale=0.1396248759068334, shear=4.7691235878049785, perspective=0.0007106702193341815, flipud=0.7239258548328599, fliplr=0.6723090306131797, mosaic=0.09866711957918162, mixup=0.25436763123188477, copy_paste=0.18246005581735414, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/detect/train25
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 2320 ultralytics.nn.modules.conv.Conv [3, 80, 3, 2]
1 -1 1 115520 ultralytics.nn.modules.conv.Conv [80, 160, 3, 2]
2 -1 3 436800 ultralytics.nn.modules.block.C2f [160, 160, 3, True]
3 -1 1 461440 ultralytics.nn.modules.conv.Conv [160, 320, 3, 2]
4 -1 6 3281920 ultralytics.nn.modules.block.C2f [320, 320, 6, True]
5 -1 1 1844480 ultralytics.nn.modules.conv.Conv [320, 640, 3, 2]
6 -1 6 13117440 ultralytics.nn.modules.block.C2f [640, 640, 6, True]
7 -1 1 3687680 ultralytics.nn.modules.conv.Conv [640, 640, 3, 2]
8 -1 3 6969600 ultralytics.nn.modules.block.C2f [640, 640, 3, True]
9 -1 1 1025920 ultralytics.nn.modules.block.SPPF [640, 640, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 3 7379200 ultralytics.nn.modules.block.C2f [1280, 640, 3]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 3 1948800 ultralytics.nn.modules.block.C2f [960, 320, 3]
16 -1 1 922240 ultralytics.nn.modules.conv.Conv [320, 320, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 3 7174400 ultralytics.nn.modules.block.C2f [960, 640, 3]
19 -1 1 3687680 ultralytics.nn.modules.conv.Conv [640, 640, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 3 7379200 ultralytics.nn.modules.block.C2f [1280, 640, 3]
22 [15, 18, 21] 1 8718931 ultralytics.nn.modules.head.Detect [1, [320, 640, 640]]
Model summary: 365 layers, 68153571 parameters, 68153555 gradients, 258.1 GFLOPs
Transferred 589/595 items from pretrained weights
wandb: Currently logged in as: fin-jason20. Use `wandb login --relogin` to force relogin
wandb: wandb version 0.16.5 is available! To upgrade, please run:
wandb: $ pip install wandb --upgrade
wandb: Tracking run with wandb version 0.16.3
wandb: Run data is saved locally in /scratch/gilbreth/jpfinley/ultralytics/wandb/run-20240402_013815-a5tq6q73
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train25
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/a5tq6q73
Freezing layer 'model.22.dfl.conv.weight'
[34m[1mAMP: [0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...
[34m[1mAMP: [0mchecks passed ✅
[34m[1mtrain: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/train/labels.cache... 100 images, 0 backgrounds, 0 corrupt: 100%|██████████| 100/100 [00:00<?, ?it/s][34m[1mtrain: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/train/labels.cache... 100 images, 0 backgrounds, 0 corrupt: 100%|██████████| 100/100 [00:00<?, ?it/s]
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s]
Plotting labels to runs/detect/train25/labels.jpg...
[34m[1moptimizer:[0m 'optimizer=auto' found, ignoring 'lr0=0.08777516703124755' and 'momentum=0.6010079293726774' and determining best 'optimizer', 'lr0' and 'momentum' automatically...
[34m[1moptimizer:[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 97 weight(decay=0.0), 104 weight(decay=0.0007079568675958306), 103 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train25[0m
Starting training for 50 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 1/50 12.8G 0.008651 9.358 3.006 173 640: 0%| | 0/7 [00:07<?, ?it/s] 1/50 12.8G 0.008651 9.358 3.006 173 640: 14%|█▍ | 1/7 [00:07<00:42, 7.14s/it] 1/50 12.8G 0.00878 9.59 3.026 101 640: 14%|█▍ | 1/7 [00:07<00:42, 7.14s/it] 1/50 12.8G 0.00878 9.59 3.026 101 640: 29%|██▊ | 2/7 [00:07<00:15, 3.09s/it] 1/50 12.8G 0.008692 9.423 3.008 142 640: 29%|██▊ | 2/7 [00:07<00:15, 3.09s/it] 1/50 12.8G 0.008692 9.423 3.008 142 640: 43%|████▎ | 3/7 [00:07<00:07, 1.79s/it] 1/50 12.8G 0.008703 9.44 2.979 118 640: 43%|████▎ | 3/7 [00:07<00:07, 1.79s/it] 1/50 12.8G 0.008703 9.44 2.979 118 640: 57%|█████▋ | 4/7 [00:07<00:03, 1.18s/it] 1/50 12.8G 0.008709 9.507 2.945 151 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.18s/it] 1/50 12.8G 0.008709 9.507 2.945 151 640: 71%|███████▏ | 5/7 [00:08<00:01, 1.21it/s] 1/50 12.8G 0.008657 9.543 2.937 111 640: 71%|███████▏ | 5/7 [00:08<00:01, 1.21it/s] 1/50 12.8G 0.008657 9.543 2.937 111 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.61it/s] 1/50 12.8G 0.008695 9.538 2.938 56 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.61it/s] 1/50 12.8G 0.008695 9.538 2.938 56 640: 100%|██████████| 7/7 [00:08<00:00, 1.94it/s] 1/50 12.8G 0.008695 9.538 2.938 56 640: 100%|██████████| 7/7 [00:08<00:00, 1.23s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.26it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.24it/s] all 28 504 0.0149 0.248 0.0121 0.00302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 2/50 12.6G 0.00815 9.859 2.72 101 640: 0%| | 0/7 [00:00<?, ?it/s] 2/50 12.6G 0.00815 9.859 2.72 101 640: 14%|█▍ | 1/7 [00:00<00:02, 2.76it/s] 2/50 12.7G 0.008361 9.638 2.828 143 640: 14%|█▍ | 1/7 [00:00<00:02, 2.76it/s] 2/50 12.7G 0.008361 9.638 2.828 143 640: 29%|██▊ | 2/7 [00:00<00:01, 3.24it/s] 2/50 12.7G 0.008093 19.24 2.815 136 640: 29%|██▊ | 2/7 [00:00<00:01, 3.24it/s] 2/50 12.7G 0.008093 19.24 2.815 136 640: 43%|████▎ | 3/7 [00:00<00:01, 3.75it/s] 2/50 12.7G 0.00795 22.92 2.804 162 640: 43%|████▎ | 3/7 [00:01<00:01, 3.75it/s] 2/50 12.7G 0.00795 22.92 2.804 162 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.04it/s] 2/50 12.7G 0.007851 24.1 2.773 186 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.04it/s] 2/50 12.7G 0.007851 24.1 2.773 186 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.26it/s] 2/50 12.7G 0.007827 26.31 2.775 146 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.26it/s] 2/50 12.7G 0.007827 26.31 2.775 146 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.40it/s] 2/50 12.7G 0.007769 33.53 2.758 20 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.40it/s] 2/50 12.7G 0.007769 33.53 2.758 20 640: 100%|██████████| 7/7 [00:01<00:00, 4.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 3.94it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 3.93it/s] all 28 504 0.00168 0.0278 0.000865 0.000207
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 3/50 13G 0.008471 24.26 2.862 146 640: 0%| | 0/7 [00:00<?, ?it/s] 3/50 13G 0.008471 24.26 2.862 146 640: 14%|█▍ | 1/7 [00:00<00:01, 3.12it/s] 3/50 13G 0.008022 23.89 2.837 155 640: 14%|█▍ | 1/7 [00:00<00:01, 3.12it/s] 3/50 13G 0.008022 23.89 2.837 155 640: 29%|██▊ | 2/7 [00:00<00:01, 3.87it/s] 3/50 13G 0.008057 20.1 2.893 132 640: 29%|██▊ | 2/7 [00:00<00:01, 3.87it/s] 3/50 13G 0.008057 20.1 2.893 132 640: 43%|████▎ | 3/7 [00:00<00:00, 4.19it/s] 3/50 13G 0.007975 17.46 2.864 166 640: 43%|████▎ | 3/7 [00:00<00:00, 4.19it/s] 3/50 13G 0.007975 17.46 2.864 166 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.53it/s] 3/50 13G 0.007913 16.08 2.818 128 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.53it/s] 3/50 13G 0.007913 16.08 2.818 128 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.55it/s] 3/50 13G 0.007775 14.8 2.792 149 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.55it/s] 3/50 13G 0.007775 14.8 2.792 149 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 3/50 13G 0.007596 13.94 2.746 27 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 3/50 13G 0.007596 13.94 2.746 27 640: 100%|██████████| 7/7 [00:01<00:00, 4.82it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.39it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.38it/s] all 28 504 0.00168 0.0278 0.000865 0.000207
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 4/50 12.9G 0.006694 8.786 2.468 130 640: 0%| | 0/7 [00:00<?, ?it/s] 4/50 12.9G 0.006694 8.786 2.468 130 640: 14%|█▍ | 1/7 [00:00<00:01, 3.33it/s] 4/50 13G 0.00662 8.671 2.473 166 640: 14%|█▍ | 1/7 [00:00<00:01, 3.33it/s] 4/50 13G 0.00662 8.671 2.473 166 640: 29%|██▊ | 2/7 [00:00<00:01, 3.84it/s] 4/50 13G 0.0068 8.207 2.559 148 640: 29%|██▊ | 2/7 [00:00<00:01, 3.84it/s] 4/50 13G 0.0068 8.207 2.559 148 640: 43%|████▎ | 3/7 [00:00<00:00, 4.35it/s] 4/50 13G 0.006949 8.109 2.598 116 640: 43%|████▎ | 3/7 [00:00<00:00, 4.35it/s] 4/50 13G 0.006949 8.109 2.598 116 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.42it/s] 4/50 13G 0.006945 7.927 2.592 133 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.42it/s] 4/50 13G 0.006945 7.927 2.592 133 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.63it/s] 4/50 13G 0.006853 7.824 2.564 135 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.63it/s] 4/50 13G 0.006853 7.824 2.564 135 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.61it/s] 4/50 13G 0.00672 12.6 2.574 13 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.61it/s] 4/50 13G 0.00672 12.6 2.574 13 640: 100%|██████████| 7/7 [00:01<00:00, 4.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.85it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 5/50 13G 0.006722 17.57 2.637 136 640: 0%| | 0/7 [00:00<?, ?it/s] 5/50 13G 0.006722 17.57 2.637 136 640: 14%|█▍ | 1/7 [00:00<00:01, 3.27it/s] 5/50 13G 0.006583 12.27 2.582 123 640: 14%|█▍ | 1/7 [00:00<00:01, 3.27it/s] 5/50 13G 0.006583 12.27 2.582 123 640: 29%|██▊ | 2/7 [00:00<00:01, 4.15it/s] 5/50 13G 0.006549 10.42 2.571 195 640: 29%|██▊ | 2/7 [00:00<00:01, 4.15it/s] 5/50 13G 0.006549 10.42 2.571 195 640: 43%|████▎ | 3/7 [00:00<00:00, 4.32it/s] 5/50 13G 0.006517 9.628 2.556 150 640: 43%|████▎ | 3/7 [00:00<00:00, 4.32it/s] 5/50 13G 0.006517 9.628 2.556 150 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.61it/s] 5/50 13G 0.006422 9.138 2.543 120 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.61it/s] 5/50 13G 0.006422 9.138 2.543 120 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.61it/s] 5/50 13G 0.006423 8.71 2.529 169 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.61it/s] 5/50 13G 0.006423 8.71 2.529 169 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 5/50 13G 0.006371 8.376 2.51 35 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 5/50 13G 0.006371 8.376 2.51 35 640: 100%|██████████| 7/7 [00:01<00:00, 5.68it/s] 5/50 13G 0.006371 8.376 2.51 35 640: 100%|██████████| 7/7 [00:01<00:00, 4.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.08it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.07it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 6/50 12.9G 0.006334 6.835 2.563 157 640: 0%| | 0/7 [00:00<?, ?it/s] 6/50 12.9G 0.006334 6.835 2.563 157 640: 14%|█▍ | 1/7 [00:00<00:01, 3.48it/s] 6/50 13G 0.006297 6.711 2.52 160 640: 14%|█▍ | 1/7 [00:00<00:01, 3.48it/s] 6/50 13G 0.006297 6.711 2.52 160 640: 29%|██▊ | 2/7 [00:00<00:01, 4.03it/s] 6/50 13G 0.00611 7.377 2.49 128 640: 29%|██▊ | 2/7 [00:00<00:01, 4.03it/s] 6/50 13G 0.00611 7.377 2.49 128 640: 43%|████▎ | 3/7 [00:00<00:00, 4.47it/s] 6/50 13G 0.006098 7.705 2.481 157 640: 43%|████▎ | 3/7 [00:00<00:00, 4.47it/s] 6/50 13G 0.006098 7.705 2.481 157 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.49it/s] 6/50 13G 0.006134 7.358 2.513 118 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.49it/s] 6/50 13G 0.006134 7.358 2.513 118 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.69it/s] 6/50 13G 0.006149 7.19 2.525 167 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.69it/s] 6/50 13G 0.006149 7.19 2.525 167 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.67it/s] 6/50 13G 0.006125 6.933 2.512 43 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.67it/s] 6/50 13G 0.006125 6.933 2.512 43 640: 100%|██████████| 7/7 [00:01<00:00, 4.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.41it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.39it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 7/50 13G 0.006262 5.953 2.561 192 640: 0%| | 0/7 [00:00<?, ?it/s] 7/50 13G 0.006262 5.953 2.561 192 640: 14%|█▍ | 1/7 [00:00<00:01, 3.27it/s] 7/50 13G 0.006179 6.139 2.628 112 640: 14%|█▍ | 1/7 [00:00<00:01, 3.27it/s] 7/50 13G 0.006179 6.139 2.628 112 640: 29%|██▊ | 2/7 [00:00<00:01, 4.17it/s] 7/50 13G 0.006286 6.177 2.662 158 640: 29%|██▊ | 2/7 [00:00<00:01, 4.17it/s] 7/50 13G 0.006286 6.177 2.662 158 640: 43%|████▎ | 3/7 [00:00<00:00, 4.36it/s] 7/50 13G 0.006208 6.254 2.624 130 640: 43%|████▎ | 3/7 [00:00<00:00, 4.36it/s] 7/50 13G 0.006208 6.254 2.624 130 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.66it/s] 7/50 13G 0.006365 6.336 2.628 152 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.66it/s] 7/50 13G 0.006365 6.336 2.628 152 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.64it/s] 7/50 13G 0.006301 6.351 2.622 107 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.64it/s] 7/50 13G 0.006301 6.351 2.622 107 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 7/50 13G 0.006428 6.425 2.648 46 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 7/50 13G 0.006428 6.425 2.648 46 640: 100%|██████████| 7/7 [00:01<00:00, 4.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.46it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.44it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 8/50 13G 0.006611 6.425 2.737 110 640: 0%| | 0/7 [00:00<?, ?it/s] 8/50 13G 0.006611 6.425 2.737 110 640: 14%|█▍ | 1/7 [00:00<00:01, 3.41it/s] 8/50 13G 0.006422 6.559 2.696 106 640: 14%|█▍ | 1/7 [00:00<00:01, 3.41it/s] 8/50 13G 0.006422 6.559 2.696 106 640: 29%|██▊ | 2/7 [00:00<00:01, 3.99it/s] 8/50 13G 0.006346 6.427 2.645 156 640: 29%|██▊ | 2/7 [00:00<00:01, 3.99it/s] 8/50 13G 0.006346 6.427 2.645 156 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 8/50 13G 0.006252 6.339 2.612 141 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 8/50 13G 0.006252 6.339 2.612 141 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] 8/50 13G 0.006225 6.317 2.611 156 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.69it/s] 8/50 13G 0.006225 6.317 2.611 156 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.62it/s] 8/50 13G 0.006228 6.332 2.593 144 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.62it/s] 8/50 13G 0.006228 6.332 2.593 144 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.77it/s] 8/50 13G 0.006214 6.279 2.592 33 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.77it/s] 8/50 13G 0.006214 6.279 2.592 33 640: 100%|██████████| 7/7 [00:01<00:00, 5.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.29it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.28it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 9/50 13.1G 0.006201 6.365 2.587 119 640: 0%| | 0/7 [00:00<?, ?it/s] 9/50 13.1G 0.006201 6.365 2.587 119 640: 14%|█▍ | 1/7 [00:00<00:02, 2.70it/s] 9/50 13.1G 0.006258 6.478 2.564 130 640: 14%|█▍ | 1/7 [00:00<00:02, 2.70it/s] 9/50 13.1G 0.006258 6.478 2.564 130 640: 29%|██▊ | 2/7 [00:00<00:01, 3.74it/s] 9/50 13.1G 0.006167 6.434 2.551 138 640: 29%|██▊ | 2/7 [00:00<00:01, 3.74it/s] 9/50 13.1G 0.006167 6.434 2.551 138 640: 43%|████▎ | 3/7 [00:00<00:00, 4.24it/s] 9/50 13.1G 0.006201 6.403 2.544 141 640: 43%|████▎ | 3/7 [00:00<00:00, 4.24it/s] 9/50 13.1G 0.006201 6.403 2.544 141 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.38it/s] 9/50 13.1G 0.006175 6.385 2.554 124 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.38it/s] 9/50 13.1G 0.006175 6.385 2.554 124 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.62it/s] 9/50 13.1G 0.006184 6.435 2.553 170 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.62it/s] 9/50 13.1G 0.006184 6.435 2.553 170 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 9/50 13.1G 0.006133 6.324 2.538 39 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 9/50 13.1G 0.006133 6.324 2.538 39 640: 100%|██████████| 7/7 [00:01<00:00, 4.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.36it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 10/50 13G 0.005533 5.659 2.478 132 640: 0%| | 0/7 [00:00<?, ?it/s] 10/50 13G 0.005533 5.659 2.478 132 640: 14%|█▍ | 1/7 [00:00<00:01, 3.49it/s] 10/50 13G 0.005845 5.873 2.53 143 640: 14%|█▍ | 1/7 [00:00<00:01, 3.49it/s] 10/50 13G 0.005845 5.873 2.53 143 640: 29%|██▊ | 2/7 [00:00<00:01, 4.29it/s] 10/50 13G 0.005886 5.826 2.526 145 640: 29%|██▊ | 2/7 [00:00<00:01, 4.29it/s] 10/50 13G 0.005886 5.826 2.526 145 640: 43%|████▎ | 3/7 [00:00<00:00, 4.41it/s] 10/50 13G 0.005973 5.822 2.522 172 640: 43%|████▎ | 3/7 [00:00<00:00, 4.41it/s] 10/50 13G 0.005973 5.822 2.522 172 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.68it/s] 10/50 13G 0.005909 5.816 2.526 138 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.68it/s] 10/50 13G 0.005909 5.816 2.526 138 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.84it/s] 10/50 13G 0.005883 5.98 2.522 99 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.84it/s] 10/50 13G 0.005883 5.98 2.522 99 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.75it/s] 10/50 13G 0.005892 6.045 2.505 34 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.75it/s] 10/50 13G 0.005892 6.045 2.505 34 640: 100%|██████████| 7/7 [00:01<00:00, 5.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.08it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.07it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 11/50 13G 0.006287 6.044 2.501 131 640: 0%| | 0/7 [00:00<?, ?it/s] 11/50 13G 0.006287 6.044 2.501 131 640: 14%|█▍ | 1/7 [00:00<00:01, 3.58it/s] 11/50 13.1G 0.006035 5.933 2.505 130 640: 14%|█▍ | 1/7 [00:00<00:01, 3.58it/s] 11/50 13.1G 0.006035 5.933 2.505 130 640: 29%|██▊ | 2/7 [00:00<00:01, 4.10it/s] 11/50 13.1G 0.006042 6.041 2.515 168 640: 29%|██▊ | 2/7 [00:00<00:01, 4.10it/s] 11/50 13.1G 0.006042 6.041 2.515 168 640: 43%|████▎ | 3/7 [00:00<00:00, 4.53it/s] 11/50 13.1G 0.005946 6.02 2.51 128 640: 43%|████▎ | 3/7 [00:00<00:00, 4.53it/s] 11/50 13.1G 0.005946 6.02 2.51 128 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.75it/s] 11/50 13.1G 0.005899 5.988 2.511 117 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.75it/s] 11/50 13.1G 0.005899 5.988 2.511 117 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.70it/s] 11/50 13.1G 0.00588 5.933 2.506 148 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.70it/s] 11/50 13.1G 0.00588 5.933 2.506 148 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.84it/s] 11/50 13.1G 0.005914 5.986 2.528 25 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.84it/s] 11/50 13.1G 0.005914 5.986 2.528 25 640: 100%|██████████| 7/7 [00:01<00:00, 5.11it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.27it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.25it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 12/50 13G 0.006021 5.995 2.49 125 640: 0%| | 0/7 [00:00<?, ?it/s] 12/50 13G 0.006021 5.995 2.49 125 640: 14%|█▍ | 1/7 [00:00<00:01, 3.40it/s] 12/50 13G 0.005945 5.885 2.49 168 640: 14%|█▍ | 1/7 [00:00<00:01, 3.40it/s] 12/50 13G 0.005945 5.885 2.49 168 640: 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] 12/50 13G 0.005971 5.928 2.512 128 640: 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] 12/50 13G 0.005971 5.928 2.512 128 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 12/50 13G 0.006064 5.97 2.548 117 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 12/50 13G 0.006064 5.97 2.548 117 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.61it/s] 12/50 13G 0.00604 5.908 2.543 167 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.61it/s] 12/50 13G 0.00604 5.908 2.543 167 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.80it/s] 12/50 13G 0.006016 6.05 2.52 81 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.80it/s] 12/50 13G 0.006016 6.05 2.52 81 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 12/50 13G 0.005975 6.033 2.52 24 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 12/50 13G 0.005975 6.033 2.52 24 640: 100%|██████████| 7/7 [00:01<00:00, 5.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.44it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 13/50 13G 0.005955 5.986 2.501 146 640: 0%| | 0/7 [00:00<?, ?it/s] 13/50 13G 0.005955 5.986 2.501 146 640: 14%|█▍ | 1/7 [00:00<00:01, 3.43it/s] 13/50 13G 0.00591 5.928 2.51 157 640: 14%|█▍ | 1/7 [00:00<00:01, 3.43it/s] 13/50 13G 0.00591 5.928 2.51 157 640: 29%|██▊ | 2/7 [00:00<00:01, 4.13it/s] 13/50 13G 0.005918 5.983 2.488 161 640: 29%|██▊ | 2/7 [00:00<00:01, 4.13it/s] 13/50 13G 0.005918 5.983 2.488 161 640: 43%|████▎ | 3/7 [00:00<00:00, 4.51it/s] 13/50 13G 0.005818 5.918 2.459 157 640: 43%|████▎ | 3/7 [00:00<00:00, 4.51it/s] 13/50 13G 0.005818 5.918 2.459 157 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.50it/s] 13/50 13G 0.005787 5.941 2.467 179 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.50it/s] 13/50 13G 0.005787 5.941 2.467 179 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 13/50 13G 0.005768 5.92 2.458 196 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 13/50 13G 0.005768 5.92 2.458 196 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 13/50 13.1G 0.005796 5.938 2.49 25 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 13/50 13.1G 0.005796 5.938 2.49 25 640: 100%|██████████| 7/7 [00:01<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.44it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.42it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 14/50 13G 0.005859 6.094 2.47 106 640: 0%| | 0/7 [00:00<?, ?it/s] 14/50 13G 0.005859 6.094 2.47 106 640: 14%|█▍ | 1/7 [00:00<00:01, 3.33it/s] 14/50 13G 0.005952 6.048 2.496 112 640: 14%|█▍ | 1/7 [00:00<00:01, 3.33it/s] 14/50 13G 0.005952 6.048 2.496 112 640: 29%|██▊ | 2/7 [00:00<00:01, 4.19it/s] 14/50 13G 0.005957 5.956 2.504 138 640: 29%|██▊ | 2/7 [00:00<00:01, 4.19it/s] 14/50 13G 0.005957 5.956 2.504 138 640: 43%|████▎ | 3/7 [00:00<00:00, 4.52it/s] 14/50 13G 0.005983 5.908 2.519 175 640: 43%|████▎ | 3/7 [00:00<00:00, 4.52it/s] 14/50 13G 0.005983 5.908 2.519 175 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.72it/s] 14/50 13G 0.005977 6.046 2.515 98 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.72it/s] 14/50 13G 0.005977 6.046 2.515 98 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.68it/s] 14/50 13G 0.00601 5.999 2.541 135 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.68it/s] 14/50 13G 0.00601 5.999 2.541 135 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.82it/s] 14/50 13.1G 0.005959 5.916 2.533 53 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.82it/s] 14/50 13.1G 0.005959 5.916 2.533 53 640: 100%|██████████| 7/7 [00:01<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.32it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.31it/s] all 28 504 0.0064 0.0694 0.00354 0.00127
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 15/50 13G 0.005708 5.844 2.48 100 640: 0%| | 0/7 [00:00<?, ?it/s] 15/50 13G 0.005708 5.844 2.48 100 640: 14%|█▍ | 1/7 [00:00<00:01, 3.88it/s] 15/50 13G 0.005928 5.756 2.53 124 640: 14%|█▍ | 1/7 [00:00<00:01, 3.88it/s] 15/50 13G 0.005928 5.756 2.53 124 640: 29%|██▊ | 2/7 [00:00<00:01, 4.28it/s] 15/50 13G 0.006045 5.878 2.575 110 640: 29%|██▊ | 2/7 [00:00<00:01, 4.28it/s] 15/50 13G 0.006045 5.878 2.575 110 640: 43%|████▎ | 3/7 [00:00<00:00, 4.66it/s] 15/50 13G 0.00601 5.847 2.567 120 640: 43%|████▎ | 3/7 [00:00<00:00, 4.66it/s] 15/50 13G 0.00601 5.847 2.567 120 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.82it/s] 15/50 13G 0.006173 5.962 2.606 142 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.82it/s] 15/50 13G 0.006173 5.962 2.606 142 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.91it/s] 15/50 13G 0.006186 5.948 2.62 100 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.91it/s] 15/50 13G 0.006186 5.948 2.62 100 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 15/50 13G 0.006077 5.907 2.591 29 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 15/50 13G 0.006077 5.907 2.591 29 640: 100%|██████████| 7/7 [00:01<00:00, 5.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.79it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.78it/s] all 28 504 0.00714 0.119 0.00427 0.00154
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 16/50 13G 0.005743 5.908 2.554 129 640: 0%| | 0/7 [00:00<?, ?it/s] 16/50 13G 0.005743 5.908 2.554 129 640: 14%|█▍ | 1/7 [00:00<00:01, 3.60it/s] 16/50 13G 0.005866 5.851 2.567 130 640: 14%|█▍ | 1/7 [00:00<00:01, 3.60it/s] 16/50 13G 0.005866 5.851 2.567 130 640: 29%|██▊ | 2/7 [00:00<00:01, 4.21it/s] 16/50 13G 0.005952 5.919 2.543 152 640: 29%|██▊ | 2/7 [00:00<00:01, 4.21it/s] 16/50 13G 0.005952 5.919 2.543 152 640: 43%|████▎ | 3/7 [00:00<00:00, 4.37it/s] 16/50 13G 0.005899 5.886 2.534 146 640: 43%|████▎ | 3/7 [00:00<00:00, 4.37it/s] 16/50 13G 0.005899 5.886 2.534 146 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.61it/s] 16/50 13G 0.005967 5.903 2.531 172 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.61it/s] 16/50 13G 0.005967 5.903 2.531 172 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.76it/s] 16/50 13G 0.005924 5.951 2.519 93 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.76it/s] 16/50 13G 0.005924 5.951 2.519 93 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 16/50 13.1G 0.006015 6.038 2.497 36 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 16/50 13.1G 0.006015 6.038 2.497 36 640: 100%|██████████| 7/7 [00:01<00:00, 5.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.74it/s] all 28 504 0.119 0.444 0.0961 0.0311
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 17/50 12.9G 0.006121 5.973 2.531 130 640: 0%| | 0/7 [00:00<?, ?it/s] 17/50 12.9G 0.006121 5.973 2.531 130 640: 14%|█▍ | 1/7 [00:00<00:01, 3.48it/s] 17/50 13G 0.006121 6.082 2.539 158 640: 14%|█▍ | 1/7 [00:00<00:01, 3.48it/s] 17/50 13G 0.006121 6.082 2.539 158 640: 29%|██▊ | 2/7 [00:00<00:01, 4.26it/s] 17/50 13G 0.006167 6.139 2.531 176 640: 29%|██▊ | 2/7 [00:00<00:01, 4.26it/s] 17/50 13G 0.006167 6.139 2.531 176 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 17/50 13G 0.006174 6.139 2.53 156 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 17/50 13G 0.006174 6.139 2.53 156 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.59it/s] 17/50 13G 0.006148 6.123 2.517 144 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.59it/s] 17/50 13G 0.006148 6.123 2.517 144 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.77it/s] 17/50 13G 0.006172 6.176 2.527 96 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.77it/s] 17/50 13G 0.006172 6.176 2.527 96 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.90it/s] 17/50 13G 0.006197 6.106 2.532 33 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.90it/s] 17/50 13G 0.006197 6.106 2.532 33 640: 100%|██████████| 7/7 [00:01<00:00, 5.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.67it/s] all 28 504 0.178 0.389 0.141 0.0445
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 18/50 13.1G 0.006129 5.6 2.641 161 640: 0%| | 0/7 [00:00<?, ?it/s] 18/50 13.1G 0.006129 5.6 2.641 161 640: 14%|█▍ | 1/7 [00:00<00:01, 3.27it/s] 18/50 13.1G 0.006169 5.63 2.575 137 640: 14%|█▍ | 1/7 [00:00<00:01, 3.27it/s] 18/50 13.1G 0.006169 5.63 2.575 137 640: 29%|██▊ | 2/7 [00:00<00:01, 4.12it/s] 18/50 13.1G 0.006085 5.629 2.563 156 640: 29%|██▊ | 2/7 [00:00<00:01, 4.12it/s] 18/50 13.1G 0.006085 5.629 2.563 156 640: 43%|████▎ | 3/7 [00:00<00:00, 4.51it/s] 18/50 13.1G 0.006031 5.702 2.551 112 640: 43%|████▎ | 3/7 [00:00<00:00, 4.51it/s] 18/50 13.1G 0.006031 5.702 2.551 112 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] 18/50 13.1G 0.006036 5.737 2.551 136 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.69it/s] 18/50 13.1G 0.006036 5.737 2.551 136 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.57it/s] 18/50 13.1G 0.006077 5.675 2.548 145 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.57it/s] 18/50 13.1G 0.006077 5.675 2.548 145 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 18/50 13.1G 0.005938 5.643 2.518 34 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 18/50 13.1G 0.005938 5.643 2.518 34 640: 100%|██████████| 7/7 [00:01<00:00, 5.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.46it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.45it/s] all 28 504 0.0957 0.139 0.0302 0.00748
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 19/50 13G 0.006149 5.764 2.567 151 640: 0%| | 0/7 [00:00<?, ?it/s] 19/50 13G 0.006149 5.764 2.567 151 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 19/50 13G 0.006017 5.701 2.537 147 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 19/50 13G 0.006017 5.701 2.537 147 640: 29%|██▊ | 2/7 [00:00<00:01, 4.17it/s] 19/50 13G 0.005957 5.882 2.523 101 640: 29%|██▊ | 2/7 [00:00<00:01, 4.17it/s] 19/50 13G 0.005957 5.882 2.523 101 640: 43%|████▎ | 3/7 [00:00<00:00, 4.58it/s] 19/50 13G 0.006023 5.847 2.529 140 640: 43%|████▎ | 3/7 [00:00<00:00, 4.58it/s] 19/50 13G 0.006023 5.847 2.529 140 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.76it/s] 19/50 13G 0.006103 5.879 2.533 204 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.76it/s] 19/50 13G 0.006103 5.879 2.533 204 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.86it/s] 19/50 13G 0.006049 5.791 2.53 152 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.86it/s] 19/50 13G 0.006049 5.791 2.53 152 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.70it/s] 19/50 13G 0.005963 5.777 2.514 32 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.70it/s] 19/50 13G 0.005963 5.777 2.514 32 640: 100%|██████████| 7/7 [00:01<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.80it/s] all 28 504 0.122 0.145 0.0503 0.0132
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 20/50 13G 0.00607 5.671 2.459 136 640: 0%| | 0/7 [00:00<?, ?it/s] 20/50 13G 0.00607 5.671 2.459 136 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 20/50 13G 0.005963 5.636 2.465 115 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 20/50 13G 0.005963 5.636 2.465 115 640: 29%|██▊ | 2/7 [00:00<00:01, 4.40it/s] 20/50 13G 0.005919 5.688 2.473 150 640: 29%|██▊ | 2/7 [00:00<00:01, 4.40it/s] 20/50 13G 0.005919 5.688 2.473 150 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 20/50 13G 0.005895 5.679 2.474 106 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 20/50 13G 0.005895 5.679 2.474 106 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.70it/s] 20/50 13G 0.005991 5.7 2.487 155 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.70it/s] 20/50 13G 0.005991 5.7 2.487 155 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.84it/s] 20/50 13G 0.005983 5.664 2.495 161 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.84it/s] 20/50 13G 0.005983 5.664 2.495 161 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 20/50 13G 0.00611 5.797 2.498 31 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 20/50 13G 0.00611 5.797 2.498 31 640: 100%|██████████| 7/7 [00:01<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.49it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.48it/s] all 28 504 0.174 0.0417 0.024 0.00789
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 21/50 12.9G 0.005835 5.4 2.52 144 640: 0%| | 0/7 [00:00<?, ?it/s] 21/50 12.9G 0.005835 5.4 2.52 144 640: 14%|█▍ | 1/7 [00:00<00:01, 3.33it/s] 21/50 13G 0.00587 5.586 2.555 166 640: 14%|█▍ | 1/7 [00:00<00:01, 3.33it/s] 21/50 13G 0.00587 5.586 2.555 166 640: 29%|██▊ | 2/7 [00:00<00:01, 4.14it/s] 21/50 13G 0.005926 5.589 2.52 131 640: 29%|██▊ | 2/7 [00:00<00:01, 4.14it/s] 21/50 13G 0.005926 5.589 2.52 131 640: 43%|████▎ | 3/7 [00:00<00:00, 4.55it/s] 21/50 13G 0.005953 5.629 2.513 161 640: 43%|████▎ | 3/7 [00:00<00:00, 4.55it/s] 21/50 13G 0.005953 5.629 2.513 161 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.57it/s] 21/50 13G 0.005828 5.643 2.488 112 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.57it/s] 21/50 13G 0.005828 5.643 2.488 112 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.78it/s] 21/50 13G 0.005831 5.602 2.495 150 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.78it/s] 21/50 13G 0.005831 5.602 2.495 150 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 21/50 13G 0.005865 5.665 2.495 23 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 21/50 13G 0.005865 5.665 2.495 23 640: 100%|██████████| 7/7 [00:01<00:00, 5.10it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.85it/s] all 28 504 0.0781 0.0397 0.0154 0.00524
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 22/50 13G 0.005788 5.788 2.48 151 640: 0%| | 0/7 [00:00<?, ?it/s] 22/50 13G 0.005788 5.788 2.48 151 640: 14%|█▍ | 1/7 [00:00<00:01, 3.30it/s] 22/50 13G 0.005967 5.827 2.47 138 640: 14%|█▍ | 1/7 [00:00<00:01, 3.30it/s] 22/50 13G 0.005967 5.827 2.47 138 640: 29%|██▊ | 2/7 [00:00<00:01, 4.16it/s] 22/50 13G 0.005936 5.752 2.468 145 640: 29%|██▊ | 2/7 [00:00<00:01, 4.16it/s] 22/50 13G 0.005936 5.752 2.468 145 640: 43%|████▎ | 3/7 [00:00<00:00, 4.53it/s] 22/50 13G 0.00586 5.738 2.48 122 640: 43%|████▎ | 3/7 [00:00<00:00, 4.53it/s] 22/50 13G 0.00586 5.738 2.48 122 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] 22/50 13G 0.005905 5.717 2.498 130 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.69it/s] 22/50 13G 0.005905 5.717 2.498 130 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.58it/s] 22/50 13G 0.005921 5.716 2.501 174 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.58it/s] 22/50 13G 0.005921 5.716 2.501 174 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.71it/s] 22/50 13.1G 0.006027 5.718 2.53 35 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.71it/s] 22/50 13.1G 0.006027 5.718 2.53 35 640: 100%|██████████| 7/7 [00:01<00:00, 4.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.91it/s] all 28 504 0.0293 0.0139 0.0071 0.00267
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 23/50 13G 0.006154 5.678 2.553 165 640: 0%| | 0/7 [00:00<?, ?it/s] 23/50 13G 0.006154 5.678 2.553 165 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 23/50 13G 0.006005 5.641 2.537 199 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 23/50 13G 0.006005 5.641 2.537 199 640: 29%|██▊ | 2/7 [00:00<00:01, 4.04it/s] 23/50 13G 0.006002 5.584 2.567 111 640: 29%|██▊ | 2/7 [00:00<00:01, 4.04it/s] 23/50 13G 0.006002 5.584 2.567 111 640: 43%|████▎ | 3/7 [00:00<00:00, 4.49it/s] 23/50 13G 0.006131 5.587 2.612 101 640: 43%|████▎ | 3/7 [00:00<00:00, 4.49it/s] 23/50 13G 0.006131 5.587 2.612 101 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.71it/s] 23/50 13G 0.00613 5.615 2.59 237 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.71it/s] 23/50 13G 0.00613 5.615 2.59 237 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.81it/s] 23/50 13G 0.005998 5.557 2.582 119 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.81it/s] 23/50 13G 0.005998 5.557 2.582 119 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.75it/s] 23/50 13G 0.005956 5.601 2.566 49 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.75it/s] 23/50 13G 0.005956 5.601 2.566 49 640: 100%|██████████| 7/7 [00:01<00:00, 5.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.15it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.13it/s] all 28 504 0.0293 0.0139 0.0071 0.00267
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 24/50 13G 0.006518 6.414 2.699 132 640: 0%| | 0/7 [00:00<?, ?it/s] 24/50 13G 0.006518 6.414 2.699 132 640: 14%|█▍ | 1/7 [00:00<00:01, 3.62it/s] 24/50 13G 0.006257 6.338 2.639 149 640: 14%|█▍ | 1/7 [00:00<00:01, 3.62it/s] 24/50 13G 0.006257 6.338 2.639 149 640: 29%|██▊ | 2/7 [00:00<00:01, 4.31it/s] 24/50 13G 0.006257 6.273 2.619 184 640: 29%|██▊ | 2/7 [00:00<00:01, 4.31it/s] 24/50 13G 0.006257 6.273 2.619 184 640: 43%|████▎ | 3/7 [00:00<00:00, 4.37it/s] 24/50 13G 0.006139 6.122 2.614 130 640: 43%|████▎ | 3/7 [00:00<00:00, 4.37it/s] 24/50 13G 0.006139 6.122 2.614 130 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.58it/s] 24/50 13G 0.006092 6.034 2.599 178 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.58it/s] 24/50 13G 0.006092 6.034 2.599 178 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.74it/s] 24/50 13G 0.006053 5.966 2.586 140 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.74it/s] 24/50 13G 0.006053 5.966 2.586 140 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 24/50 13G 0.006069 5.928 2.595 46 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 24/50 13G 0.006069 5.928 2.595 46 640: 100%|██████████| 7/7 [00:01<00:00, 5.67it/s] 24/50 13G 0.006069 5.928 2.595 46 640: 100%|██████████| 7/7 [00:01<00:00, 4.94it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.87it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.85it/s] all 28 504 0.0293 0.0139 0.0071 0.00267
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 25/50 13G 0.006178 5.458 2.578 133 640: 0%| | 0/7 [00:00<?, ?it/s] 25/50 13G 0.006178 5.458 2.578 133 640: 14%|█▍ | 1/7 [00:00<00:01, 3.24it/s] 25/50 13G 0.005901 5.368 2.525 153 640: 14%|█▍ | 1/7 [00:00<00:01, 3.24it/s] 25/50 13G 0.005901 5.368 2.525 153 640: 29%|██▊ | 2/7 [00:00<00:01, 4.00it/s] 25/50 13G 0.005932 5.305 2.547 172 640: 29%|██▊ | 2/7 [00:00<00:01, 4.00it/s] 25/50 13G 0.005932 5.305 2.547 172 640: 43%|████▎ | 3/7 [00:00<00:00, 4.47it/s] 25/50 13G 0.005917 5.345 2.547 142 640: 43%|████▎ | 3/7 [00:00<00:00, 4.47it/s] 25/50 13G 0.005917 5.345 2.547 142 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.49it/s] 25/50 13G 0.005882 5.374 2.547 174 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.49it/s] 25/50 13G 0.005882 5.374 2.547 174 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.68it/s] 25/50 13G 0.005898 5.371 2.535 148 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.68it/s] 25/50 13G 0.005898 5.371 2.535 148 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.83it/s] 25/50 13G 0.005981 5.446 2.571 24 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.83it/s] 25/50 13G 0.005981 5.446 2.571 24 640: 100%|██████████| 7/7 [00:01<00:00, 5.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.20it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.19it/s] all 28 504 0.0293 0.0139 0.0071 0.00267
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 26/50 13G 0.005792 5.308 2.502 159 640: 0%| | 0/7 [00:00<?, ?it/s] 26/50 13G 0.005792 5.308 2.502 159 640: 14%|█▍ | 1/7 [00:00<00:01, 3.39it/s] 26/50 13G 0.00567 5.295 2.46 142 640: 14%|█▍ | 1/7 [00:00<00:01, 3.39it/s] 26/50 13G 0.00567 5.295 2.46 142 640: 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] 26/50 13G 0.005765 5.526 2.453 107 640: 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] 26/50 13G 0.005765 5.526 2.453 107 640: 43%|████▎ | 3/7 [00:00<00:00, 4.62it/s] 26/50 13G 0.005776 5.531 2.459 156 640: 43%|████▎ | 3/7 [00:00<00:00, 4.62it/s] 26/50 13G 0.005776 5.531 2.459 156 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.81it/s] 26/50 13G 0.005899 5.597 2.48 120 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.81it/s] 26/50 13G 0.005899 5.597 2.48 120 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 26/50 13G 0.005938 5.579 2.487 140 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 26/50 13G 0.005938 5.579 2.487 140 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 26/50 13G 0.00597 5.534 2.489 49 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 26/50 13G 0.00597 5.534 2.489 49 640: 100%|██████████| 7/7 [00:01<00:00, 5.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.44it/s] all 28 504 0.0293 0.0139 0.0071 0.00267
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 27/50 13G 0.005765 5.733 2.475 93 640: 0%| | 0/7 [00:00<?, ?it/s] 27/50 13G 0.005765 5.733 2.475 93 640: 14%|█▍ | 1/7 [00:00<00:01, 3.89it/s] 27/50 13G 0.006102 5.898 2.55 129 640: 14%|█▍ | 1/7 [00:00<00:01, 3.89it/s] 27/50 13G 0.006102 5.898 2.55 129 640: 29%|██▊ | 2/7 [00:00<00:01, 2.53it/s] 27/50 13G 0.005901 5.773 2.465 156 640: 29%|██▊ | 2/7 [00:00<00:01, 2.53it/s] 27/50 13G 0.005901 5.773 2.465 156 640: 43%|████▎ | 3/7 [00:00<00:01, 3.28it/s] 27/50 13G 0.005918 5.816 2.488 118 640: 43%|████▎ | 3/7 [00:01<00:01, 3.28it/s] 27/50 13G 0.005918 5.816 2.488 118 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.83it/s] 27/50 13G 0.00596 5.83 2.479 111 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.83it/s] 27/50 13G 0.00596 5.83 2.479 111 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.21it/s] 27/50 13G 0.005941 5.833 2.486 104 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.21it/s] 27/50 13G 0.005941 5.833 2.486 104 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.34it/s] 27/50 13G 0.005982 5.903 2.477 31 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.34it/s] 27/50 13G 0.005982 5.903 2.477 31 640: 100%|██████████| 7/7 [00:01<00:00, 4.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.31it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.30it/s] all 28 504 0.0123 0.0179 0.00806 0.00281
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 28/50 13G 0.005671 5.391 2.504 106 640: 0%| | 0/7 [00:00<?, ?it/s] 28/50 13G 0.005671 5.391 2.504 106 640: 14%|█▍ | 1/7 [00:00<00:01, 3.67it/s] 28/50 13G 0.005698 5.523 2.468 165 640: 14%|█▍ | 1/7 [00:00<00:01, 3.67it/s] 28/50 13G 0.005698 5.523 2.468 165 640: 29%|██▊ | 2/7 [00:00<00:01, 4.38it/s] 28/50 13G 0.005778 5.59 2.498 208 640: 29%|██▊ | 2/7 [00:00<00:01, 4.38it/s] 28/50 13G 0.005778 5.59 2.498 208 640: 43%|████▎ | 3/7 [00:00<00:00, 4.48it/s] 28/50 13G 0.005788 5.599 2.528 85 640: 43%|████▎ | 3/7 [00:00<00:00, 4.48it/s] 28/50 13G 0.005788 5.599 2.528 85 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.73it/s] 28/50 13G 0.005902 5.619 2.524 135 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.73it/s] 28/50 13G 0.005902 5.619 2.524 135 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.86it/s] 28/50 13G 0.005852 5.547 2.526 137 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.86it/s] 28/50 13G 0.005852 5.547 2.526 137 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.96it/s] 28/50 13G 0.00582 5.59 2.55 40 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.96it/s] 28/50 13G 0.00582 5.59 2.55 40 640: 100%|██████████| 7/7 [00:01<00:00, 5.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.89it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.89it/s] all 28 504 0.143 0.0714 0.0465 0.0157
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 29/50 13G 0.005853 5.15 2.538 109 640: 0%| | 0/7 [00:00<?, ?it/s] 29/50 13G 0.005853 5.15 2.538 109 640: 14%|█▍ | 1/7 [00:00<00:01, 3.42it/s] 29/50 13G 0.005853 5.197 2.5 154 640: 14%|█▍ | 1/7 [00:00<00:01, 3.42it/s] 29/50 13G 0.005853 5.197 2.5 154 640: 29%|██▊ | 2/7 [00:00<00:01, 4.23it/s] 29/50 13G 0.005782 5.254 2.474 198 640: 29%|██▊ | 2/7 [00:00<00:01, 4.23it/s] 29/50 13G 0.005782 5.254 2.474 198 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 29/50 13G 0.005754 5.353 2.475 147 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 29/50 13G 0.005754 5.353 2.475 147 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.59it/s] 29/50 13G 0.005753 5.41 2.459 131 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.59it/s] 29/50 13G 0.005753 5.41 2.459 131 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.73it/s] 29/50 13G 0.005781 5.425 2.453 143 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.73it/s] 29/50 13G 0.005781 5.425 2.453 143 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.83it/s] 29/50 13G 0.0058 5.52 2.46 29 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.83it/s] 29/50 13G 0.0058 5.52 2.46 29 640: 100%|██████████| 7/7 [00:01<00:00, 5.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.94it/s] all 28 504 0.111 0.238 0.0968 0.0364
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 30/50 13G 0.005482 5.314 2.452 119 640: 0%| | 0/7 [00:00<?, ?it/s] 30/50 13G 0.005482 5.314 2.452 119 640: 14%|█▍ | 1/7 [00:00<00:01, 3.23it/s] 30/50 13G 0.005872 5.445 2.497 183 640: 14%|█▍ | 1/7 [00:00<00:01, 3.23it/s] 30/50 13G 0.005872 5.445 2.497 183 640: 29%|██▊ | 2/7 [00:00<00:01, 4.09it/s] 30/50 13G 0.005804 5.559 2.456 103 640: 29%|██▊ | 2/7 [00:00<00:01, 4.09it/s] 30/50 13G 0.005804 5.559 2.456 103 640: 43%|████▎ | 3/7 [00:00<00:00, 4.48it/s] 30/50 13G 0.005895 5.571 2.478 112 640: 43%|████▎ | 3/7 [00:00<00:00, 4.48it/s] 30/50 13G 0.005895 5.571 2.478 112 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.72it/s] 30/50 13G 0.005886 5.572 2.464 129 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.72it/s] 30/50 13G 0.005886 5.572 2.464 129 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] 30/50 13G 0.005854 5.555 2.453 123 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] 30/50 13G 0.005854 5.555 2.453 123 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.82it/s] 30/50 13G 0.005876 5.539 2.45 56 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.82it/s] 30/50 13G 0.005876 5.539 2.45 56 640: 100%|██████████| 7/7 [00:01<00:00, 5.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.72it/s] all 28 504 0.229 0.159 0.112 0.0383
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 31/50 13G 0.006029 5.342 2.526 153 640: 0%| | 0/7 [00:00<?, ?it/s] 31/50 13G 0.006029 5.342 2.526 153 640: 14%|█▍ | 1/7 [00:00<00:01, 3.59it/s] 31/50 13G 0.006039 5.501 2.454 173 640: 14%|█▍ | 1/7 [00:00<00:01, 3.59it/s] 31/50 13G 0.006039 5.501 2.454 173 640: 29%|██▊ | 2/7 [00:00<00:01, 4.07it/s] 31/50 13G 0.005985 5.489 2.457 100 640: 29%|██▊ | 2/7 [00:00<00:01, 4.07it/s] 31/50 13G 0.005985 5.489 2.457 100 640: 43%|████▎ | 3/7 [00:00<00:00, 4.44it/s] 31/50 13G 0.005898 5.457 2.461 134 640: 43%|████▎ | 3/7 [00:00<00:00, 4.44it/s] 31/50 13G 0.005898 5.457 2.461 134 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] 31/50 13G 0.005881 5.506 2.442 104 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.63it/s] 31/50 13G 0.005881 5.506 2.442 104 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.76it/s] 31/50 13G 0.005836 5.509 2.444 142 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.76it/s] 31/50 13G 0.005836 5.509 2.444 142 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.66it/s] 31/50 13G 0.005924 5.531 2.49 39 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.66it/s] 31/50 13G 0.005924 5.531 2.49 39 640: 100%|██████████| 7/7 [00:01<00:00, 4.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.92it/s] all 28 504 0.193 0.403 0.132 0.0424
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 32/50 13G 0.005971 5.206 2.506 134 640: 0%| | 0/7 [00:00<?, ?it/s] 32/50 13G 0.005971 5.206 2.506 134 640: 14%|█▍ | 1/7 [00:00<00:01, 3.63it/s] 32/50 13G 0.005632 5.218 2.401 131 640: 14%|█▍ | 1/7 [00:00<00:01, 3.63it/s] 32/50 13G 0.005632 5.218 2.401 131 640: 29%|██▊ | 2/7 [00:00<00:01, 4.34it/s] 32/50 13G 0.005614 5.225 2.424 141 640: 29%|██▊ | 2/7 [00:00<00:01, 4.34it/s] 32/50 13G 0.005614 5.225 2.424 141 640: 43%|████▎ | 3/7 [00:00<00:00, 4.40it/s] 32/50 13G 0.005744 5.299 2.465 201 640: 43%|████▎ | 3/7 [00:00<00:00, 4.40it/s] 32/50 13G 0.005744 5.299 2.465 201 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.62it/s] 32/50 13G 0.00575 5.35 2.474 96 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.62it/s] 32/50 13G 0.00575 5.35 2.474 96 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 32/50 13G 0.00574 5.306 2.472 139 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 32/50 13G 0.00574 5.306 2.472 139 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.92it/s] 32/50 13.1G 0.005871 5.377 2.498 34 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.92it/s] 32/50 13.1G 0.005871 5.377 2.498 34 640: 100%|██████████| 7/7 [00:01<00:00, 5.80it/s] 32/50 13.1G 0.005871 5.377 2.498 34 640: 100%|██████████| 7/7 [00:01<00:00, 5.02it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.65it/s] all 28 504 0.167 0.363 0.118 0.0368
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 33/50 13G 0.006025 5.31 2.554 204 640: 0%| | 0/7 [00:00<?, ?it/s] 33/50 13G 0.006025 5.31 2.554 204 640: 14%|█▍ | 1/7 [00:00<00:01, 3.48it/s] 33/50 13G 0.005916 5.56 2.493 106 640: 14%|█▍ | 1/7 [00:00<00:01, 3.48it/s] 33/50 13G 0.005916 5.56 2.493 106 640: 29%|██▊ | 2/7 [00:00<00:01, 4.29it/s] 33/50 13G 0.005922 5.516 2.5 172 640: 29%|██▊ | 2/7 [00:00<00:01, 4.29it/s] 33/50 13G 0.005922 5.516 2.5 172 640: 43%|████▎ | 3/7 [00:00<00:00, 4.62it/s] 33/50 13G 0.005881 5.393 2.473 154 640: 43%|████▎ | 3/7 [00:00<00:00, 4.62it/s] 33/50 13G 0.005881 5.393 2.473 154 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] 33/50 13G 0.005874 5.394 2.461 123 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.63it/s] 33/50 13G 0.005874 5.394 2.461 123 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 33/50 13G 0.005847 5.403 2.462 123 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 33/50 13G 0.005847 5.403 2.462 123 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 33/50 13.1G 0.005793 5.371 2.444 29 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 33/50 13.1G 0.005793 5.371 2.444 29 640: 100%|██████████| 7/7 [00:01<00:00, 5.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.30it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.30it/s] all 28 504 0.344 0.44 0.309 0.0938
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 34/50 13.1G 0.005437 4.693 2.422 158 640: 0%| | 0/7 [00:00<?, ?it/s] 34/50 13.1G 0.005437 4.693 2.422 158 640: 14%|█▍ | 1/7 [00:00<00:01, 3.45it/s] 34/50 13.1G 0.005661 5.005 2.44 100 640: 14%|█▍ | 1/7 [00:00<00:01, 3.45it/s] 34/50 13.1G 0.005661 5.005 2.44 100 640: 29%|██▊ | 2/7 [00:00<00:01, 4.30it/s] 34/50 13.1G 0.005684 5.181 2.422 96 640: 29%|██▊ | 2/7 [00:00<00:01, 4.30it/s] 34/50 13.1G 0.005684 5.181 2.422 96 640: 43%|████▎ | 3/7 [00:00<00:00, 4.61it/s] 34/50 13.1G 0.005719 5.153 2.43 164 640: 43%|████▎ | 3/7 [00:00<00:00, 4.61it/s] 34/50 13.1G 0.005719 5.153 2.43 164 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.79it/s] 34/50 13.1G 0.005721 5.187 2.404 183 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.79it/s] 34/50 13.1G 0.005721 5.187 2.404 183 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 34/50 13.1G 0.00572 5.225 2.396 151 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 34/50 13.1G 0.00572 5.225 2.396 151 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.84it/s] 34/50 13.1G 0.00571 5.138 2.393 44 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.84it/s] 34/50 13.1G 0.00571 5.138 2.393 44 640: 100%|██████████| 7/7 [00:01<00:00, 5.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.43it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.43it/s] all 28 504 0.357 0.421 0.305 0.093
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 35/50 13G 0.00543 5.362 2.366 81 640: 0%| | 0/7 [00:00<?, ?it/s] 35/50 13G 0.00543 5.362 2.366 81 640: 14%|█▍ | 1/7 [00:00<00:01, 3.92it/s] 35/50 13G 0.005655 5.304 2.388 131 640: 14%|█▍ | 1/7 [00:00<00:01, 3.92it/s] 35/50 13G 0.005655 5.304 2.388 131 640: 29%|██▊ | 2/7 [00:00<00:01, 4.32it/s] 35/50 13G 0.005528 5.143 2.368 104 640: 29%|██▊ | 2/7 [00:00<00:01, 4.32it/s] 35/50 13G 0.005528 5.143 2.368 104 640: 43%|████▎ | 3/7 [00:00<00:00, 4.67it/s] 35/50 13G 0.005636 5.151 2.406 163 640: 43%|████▎ | 3/7 [00:00<00:00, 4.67it/s] 35/50 13G 0.005636 5.151 2.406 163 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.82it/s] 35/50 13G 0.005745 5.199 2.414 138 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.82it/s] 35/50 13G 0.005745 5.199 2.414 138 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.86it/s] 35/50 13G 0.005757 5.227 2.419 141 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.86it/s] 35/50 13G 0.005757 5.227 2.419 141 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 35/50 13G 0.005854 5.191 2.452 34 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 35/50 13G 0.005854 5.191 2.452 34 640: 100%|██████████| 7/7 [00:01<00:00, 5.15it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.90it/s] all 28 504 0.447 0.516 0.39 0.128
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 36/50 13G 0.005585 5.278 2.361 150 640: 0%| | 0/7 [00:00<?, ?it/s] 36/50 13G 0.005585 5.278 2.361 150 640: 14%|█▍ | 1/7 [00:00<00:01, 3.60it/s] 36/50 13G 0.0056 5.289 2.362 123 640: 14%|█▍ | 1/7 [00:00<00:01, 3.60it/s] 36/50 13G 0.0056 5.289 2.362 123 640: 29%|██▊ | 2/7 [00:00<00:01, 4.30it/s] 36/50 13G 0.00579 5.27 2.39 124 640: 29%|██▊ | 2/7 [00:00<00:01, 4.30it/s] 36/50 13G 0.00579 5.27 2.39 124 640: 43%|████▎ | 3/7 [00:00<00:00, 4.40it/s] 36/50 13G 0.005748 5.224 2.396 136 640: 43%|████▎ | 3/7 [00:00<00:00, 4.40it/s] 36/50 13G 0.005748 5.224 2.396 136 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.66it/s] 36/50 13G 0.005767 5.223 2.389 133 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.66it/s] 36/50 13G 0.005767 5.223 2.389 133 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.82it/s] 36/50 13G 0.00581 5.245 2.401 166 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.82it/s] 36/50 13G 0.00581 5.245 2.401 166 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.93it/s] 36/50 13G 0.005696 5.25 2.398 17 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.93it/s] 36/50 13G 0.005696 5.25 2.398 17 640: 100%|██████████| 7/7 [00:01<00:00, 5.67it/s] 36/50 13G 0.005696 5.25 2.398 17 640: 100%|██████████| 7/7 [00:01<00:00, 4.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.63it/s] all 28 504 0.348 0.446 0.291 0.0843
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 37/50 13G 0.006258 5.503 2.435 127 640: 0%| | 0/7 [00:00<?, ?it/s] 37/50 13G 0.006258 5.503 2.435 127 640: 14%|█▍ | 1/7 [00:00<00:01, 3.13it/s] 37/50 13G 0.005973 5.333 2.42 143 640: 14%|█▍ | 1/7 [00:00<00:01, 3.13it/s] 37/50 13G 0.005973 5.333 2.42 143 640: 29%|██▊ | 2/7 [00:00<00:01, 4.00it/s] 37/50 13G 0.005748 5.305 2.395 146 640: 29%|██▊ | 2/7 [00:00<00:01, 4.00it/s] 37/50 13G 0.005748 5.305 2.395 146 640: 43%|████▎ | 3/7 [00:00<00:00, 4.42it/s] 37/50 13G 0.005674 5.273 2.388 100 640: 43%|████▎ | 3/7 [00:00<00:00, 4.42it/s] 37/50 13G 0.005674 5.273 2.388 100 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.44it/s] 37/50 13G 0.005635 5.276 2.397 110 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.44it/s] 37/50 13G 0.005635 5.276 2.397 110 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] 37/50 13G 0.005653 5.229 2.408 146 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] 37/50 13G 0.005653 5.229 2.408 146 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 37/50 13G 0.005732 5.346 2.434 59 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.78it/s] 37/50 13G 0.005732 5.346 2.434 59 640: 100%|██████████| 7/7 [00:01<00:00, 4.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.57it/s] all 28 504 0.357 0.437 0.303 0.0934
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 38/50 13G 0.005649 5.175 2.372 164 640: 0%| | 0/7 [00:00<?, ?it/s] 38/50 13G 0.005649 5.175 2.372 164 640: 14%|█▍ | 1/7 [00:00<00:01, 3.37it/s] 38/50 13G 0.005583 5.083 2.411 168 640: 14%|█▍ | 1/7 [00:00<00:01, 3.37it/s] 38/50 13G 0.005583 5.083 2.411 168 640: 29%|██▊ | 2/7 [00:00<00:01, 4.21it/s] 38/50 13G 0.005619 5.123 2.381 153 640: 29%|██▊ | 2/7 [00:00<00:01, 4.21it/s] 38/50 13G 0.005619 5.123 2.381 153 640: 43%|████▎ | 3/7 [00:00<00:00, 4.53it/s] 38/50 13G 0.005657 5.108 2.39 168 640: 43%|████▎ | 3/7 [00:00<00:00, 4.53it/s] 38/50 13G 0.005657 5.108 2.39 168 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.70it/s] 38/50 13G 0.005643 5.092 2.402 115 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.70it/s] 38/50 13G 0.005643 5.092 2.402 115 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.64it/s] 38/50 13G 0.005636 5.059 2.421 129 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.64it/s] 38/50 13G 0.005636 5.059 2.421 129 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.79it/s] 38/50 13.1G 0.00562 5.221 2.427 17 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.79it/s] 38/50 13.1G 0.00562 5.221 2.427 17 640: 100%|██████████| 7/7 [00:01<00:00, 5.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.35it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.33it/s] all 28 504 0.366 0.363 0.317 0.0899
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 39/50 13.1G 0.005727 4.969 2.401 152 640: 0%| | 0/7 [00:00<?, ?it/s] 39/50 13.1G 0.005727 4.969 2.401 152 640: 14%|█▍ | 1/7 [00:00<00:01, 3.83it/s] 39/50 13.1G 0.005721 5.096 2.375 111 640: 14%|█▍ | 1/7 [00:00<00:01, 3.83it/s] 39/50 13.1G 0.005721 5.096 2.375 111 640: 29%|██▊ | 2/7 [00:00<00:01, 4.07it/s] 39/50 13.1G 0.005739 5.095 2.404 138 640: 29%|██▊ | 2/7 [00:00<00:01, 4.07it/s] 39/50 13.1G 0.005739 5.095 2.404 138 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 39/50 13.1G 0.005688 5.041 2.399 179 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 39/50 13.1G 0.005688 5.041 2.399 179 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.66it/s] 39/50 13.1G 0.00567 5.066 2.405 115 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.66it/s] 39/50 13.1G 0.00567 5.066 2.405 115 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 39/50 13.1G 0.005704 5.121 2.407 171 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 39/50 13.1G 0.005704 5.121 2.407 171 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.72it/s] 39/50 13.1G 0.005694 5.21 2.392 39 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.72it/s] 39/50 13.1G 0.005694 5.21 2.392 39 640: 100%|██████████| 7/7 [00:01<00:00, 5.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.44it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.43it/s] all 28 504 0.125 0.0992 0.0709 0.0201
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 40/50 13G 0.00564 5.195 2.397 149 640: 0%| | 0/7 [00:00<?, ?it/s] 40/50 13G 0.00564 5.195 2.397 149 640: 14%|█▍ | 1/7 [00:00<00:01, 3.67it/s] 40/50 13G 0.005544 5.065 2.357 115 640: 14%|█▍ | 1/7 [00:00<00:01, 3.67it/s] 40/50 13G 0.005544 5.065 2.357 115 640: 29%|██▊ | 2/7 [00:00<00:01, 4.42it/s] 40/50 13G 0.00558 5.05 2.373 174 640: 29%|██▊ | 2/7 [00:00<00:01, 4.42it/s] 40/50 13G 0.00558 5.05 2.373 174 640: 43%|████▎ | 3/7 [00:00<00:00, 4.50it/s] 40/50 13G 0.005569 5.017 2.384 141 640: 43%|████▎ | 3/7 [00:00<00:00, 4.50it/s] 40/50 13G 0.005569 5.017 2.384 141 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.68it/s] 40/50 13G 0.005523 4.956 2.375 126 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.68it/s] 40/50 13G 0.005523 4.956 2.375 126 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.81it/s] 40/50 13G 0.005547 4.97 2.378 130 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.81it/s] 40/50 13G 0.005547 4.97 2.378 130 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.87it/s] 40/50 13G 0.005565 4.968 2.379 35 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.87it/s] 40/50 13G 0.005565 4.968 2.379 35 640: 100%|██████████| 7/7 [00:01<00:00, 5.84it/s] 40/50 13G 0.005565 4.968 2.379 35 640: 100%|██████████| 7/7 [00:01<00:00, 5.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.13it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.11it/s] all 28 504 0.269 0.431 0.256 0.0841
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 41/50 13G 0.005569 4.856 2.348 122 640: 0%| | 0/7 [00:01<?, ?it/s] 41/50 13G 0.005569 4.856 2.348 122 640: 14%|█▍ | 1/7 [00:01<00:09, 1.60s/it] 41/50 13G 0.005568 4.795 2.401 107 640: 14%|█▍ | 1/7 [00:01<00:09, 1.60s/it] 41/50 13G 0.005568 4.795 2.401 107 640: 29%|██▊ | 2/7 [00:01<00:03, 1.26it/s] 41/50 13G 0.005621 4.825 2.422 95 640: 29%|██▊ | 2/7 [00:02<00:03, 1.26it/s] 41/50 13G 0.005621 4.825 2.422 95 640: 43%|████▎ | 3/7 [00:02<00:02, 1.87it/s] 41/50 13G 0.00559 4.9 2.435 88 640: 43%|████▎ | 3/7 [00:02<00:02, 1.87it/s] 41/50 13G 0.00559 4.9 2.435 88 640: 57%|█████▋ | 4/7 [00:02<00:01, 2.36it/s] 41/50 13G 0.005593 4.883 2.441 85 640: 57%|█████▋ | 4/7 [00:02<00:01, 2.36it/s] 41/50 13G 0.005593 4.883 2.441 85 640: 71%|███████▏ | 5/7 [00:02<00:00, 2.93it/s] 41/50 13G 0.005552 4.911 2.408 132 640: 71%|███████▏ | 5/7 [00:02<00:00, 2.93it/s] 41/50 13G 0.005552 4.911 2.408 132 640: 86%|████████▌ | 6/7 [00:02<00:00, 3.42it/s] 41/50 13G 0.005548 4.927 2.408 16 640: 86%|████████▌ | 6/7 [00:02<00:00, 3.42it/s] 41/50 13G 0.005548 4.927 2.408 16 640: 100%|██████████| 7/7 [00:02<00:00, 4.29it/s] 41/50 13G 0.005548 4.927 2.408 16 640: 100%|██████████| 7/7 [00:02<00:00, 2.49it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.33it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.32it/s] all 28 504 0.231 0.385 0.165 0.0566
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 42/50 13G 0.005879 5.393 2.517 76 640: 0%| | 0/7 [00:00<?, ?it/s] 42/50 13G 0.005879 5.393 2.517 76 640: 14%|█▍ | 1/7 [00:00<00:01, 3.16it/s] 42/50 13G 0.005624 5.199 2.413 105 640: 14%|█▍ | 1/7 [00:00<00:01, 3.16it/s] 42/50 13G 0.005624 5.199 2.413 105 640: 29%|██▊ | 2/7 [00:00<00:01, 4.07it/s] 42/50 13G 0.005618 5.163 2.418 111 640: 29%|██▊ | 2/7 [00:00<00:01, 4.07it/s] 42/50 13G 0.005618 5.163 2.418 111 640: 43%|████▎ | 3/7 [00:00<00:00, 4.47it/s] 42/50 13G 0.005693 5.19 2.43 89 640: 43%|████▎ | 3/7 [00:00<00:00, 4.47it/s] 42/50 13G 0.005693 5.19 2.43 89 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] 42/50 13G 0.005613 5.154 2.426 111 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.69it/s] 42/50 13G 0.005613 5.154 2.426 111 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.64it/s] 42/50 13G 0.005603 5.149 2.441 110 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.64it/s] 42/50 13G 0.005603 5.149 2.441 110 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 42/50 13.1G 0.005689 5.256 2.469 11 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 42/50 13.1G 0.005689 5.256 2.469 11 640: 100%|██████████| 7/7 [00:01<00:00, 5.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.39it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.38it/s] all 28 504 0.183 0.355 0.141 0.0447
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 43/50 12.9G 0.005504 5.247 2.357 118 640: 0%| | 0/7 [00:00<?, ?it/s] 43/50 12.9G 0.005504 5.247 2.357 118 640: 14%|█▍ | 1/7 [00:00<00:01, 3.82it/s] 43/50 13G 0.005332 5.114 2.354 72 640: 14%|█▍ | 1/7 [00:00<00:01, 3.82it/s] 43/50 13G 0.005332 5.114 2.354 72 640: 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] 43/50 13G 0.005367 5.125 2.323 100 640: 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] 43/50 13G 0.005367 5.125 2.323 100 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 43/50 13G 0.005372 5.148 2.318 117 640: 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] 43/50 13G 0.005372 5.148 2.318 117 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.80it/s] 43/50 13G 0.005366 5.157 2.323 121 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.80it/s] 43/50 13G 0.005366 5.157 2.323 121 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.89it/s] 43/50 13G 0.00536 5.167 2.335 80 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.89it/s] 43/50 13G 0.00536 5.167 2.335 80 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 43/50 13G 0.005346 5.091 2.344 26 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.73it/s] 43/50 13G 0.005346 5.091 2.344 26 640: 100%|██████████| 7/7 [00:01<00:00, 5.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.20it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.17it/s] all 28 504 0.399 0.391 0.352 0.0936
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 44/50 13G 0.005294 5.063 2.36 97 640: 0%| | 0/7 [00:00<?, ?it/s] 44/50 13G 0.005294 5.063 2.36 97 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 44/50 13G 0.00548 4.857 2.397 97 640: 14%|█▍ | 1/7 [00:00<00:01, 3.72it/s] 44/50 13G 0.00548 4.857 2.397 97 640: 29%|██▊ | 2/7 [00:00<00:01, 4.26it/s] 44/50 13G 0.005474 4.899 2.387 107 640: 29%|██▊ | 2/7 [00:00<00:01, 4.26it/s] 44/50 13G 0.005474 4.899 2.387 107 640: 43%|████▎ | 3/7 [00:00<00:00, 4.38it/s] 44/50 13G 0.0054 4.839 2.362 99 640: 43%|████▎ | 3/7 [00:00<00:00, 4.38it/s] 44/50 13G 0.0054 4.839 2.362 99 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.64it/s] 44/50 13G 0.005378 4.879 2.375 85 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.64it/s] 44/50 13G 0.005378 4.879 2.375 85 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 44/50 13G 0.005352 4.895 2.357 92 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] 44/50 13G 0.005352 4.895 2.357 92 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 44/50 13.1G 0.005272 4.781 2.358 33 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.89it/s] 44/50 13.1G 0.005272 4.781 2.358 33 640: 100%|██████████| 7/7 [00:01<00:00, 5.05it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.40it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.39it/s] all 28 504 0.64 0.574 0.568 0.2
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 45/50 13G 0.005191 4.533 2.375 118 640: 0%| | 0/7 [00:00<?, ?it/s] 45/50 13G 0.005191 4.533 2.375 118 640: 14%|█▍ | 1/7 [00:00<00:01, 3.49it/s] 45/50 13G 0.005181 4.75 2.335 85 640: 14%|█▍ | 1/7 [00:00<00:01, 3.49it/s] 45/50 13G 0.005181 4.75 2.335 85 640: 29%|██▊ | 2/7 [00:00<00:01, 4.16it/s] 45/50 13G 0.005228 4.832 2.332 78 640: 29%|██▊ | 2/7 [00:00<00:01, 4.16it/s] 45/50 13G 0.005228 4.832 2.332 78 640: 43%|████▎ | 3/7 [00:00<00:00, 4.57it/s] 45/50 13G 0.005235 4.846 2.352 94 640: 43%|████▎ | 3/7 [00:00<00:00, 4.57it/s] 45/50 13G 0.005235 4.846 2.352 94 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.61it/s] 45/50 13G 0.005256 4.785 2.356 109 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.61it/s] 45/50 13G 0.005256 4.785 2.356 109 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.80it/s] 45/50 13G 0.005263 4.731 2.364 95 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.80it/s] 45/50 13G 0.005263 4.731 2.364 95 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.91it/s] 45/50 13G 0.005267 4.789 2.355 24 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.91it/s] 45/50 13G 0.005267 4.789 2.355 24 640: 100%|██████████| 7/7 [00:01<00:00, 5.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.35it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.35it/s] all 28 504 0.663 0.591 0.589 0.212
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 46/50 13G 0.005273 4.932 2.425 112 640: 0%| | 0/7 [00:00<?, ?it/s] 46/50 13G 0.005273 4.932 2.425 112 640: 14%|█▍ | 1/7 [00:00<00:01, 3.42it/s] 46/50 13G 0.005312 4.611 2.435 115 640: 14%|█▍ | 1/7 [00:00<00:01, 3.42it/s] 46/50 13G 0.005312 4.611 2.435 115 640: 29%|██▊ | 2/7 [00:00<00:01, 4.24it/s] 46/50 13G 0.005357 4.666 2.433 92 640: 29%|██▊ | 2/7 [00:00<00:01, 4.24it/s] 46/50 13G 0.005357 4.666 2.433 92 640: 43%|████▎ | 3/7 [00:00<00:00, 4.59it/s] 46/50 13G 0.005407 4.712 2.402 98 640: 43%|████▎ | 3/7 [00:00<00:00, 4.59it/s] 46/50 13G 0.005407 4.712 2.402 98 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.78it/s] 46/50 13G 0.00537 4.758 2.375 97 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.78it/s] 46/50 13G 0.00537 4.758 2.375 97 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 46/50 13G 0.005358 4.764 2.36 117 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] 46/50 13G 0.005358 4.764 2.36 117 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.86it/s] 46/50 13G 0.005226 4.687 2.339 24 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.86it/s] 46/50 13G 0.005226 4.687 2.339 24 640: 100%|██████████| 7/7 [00:01<00:00, 5.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.54it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.53it/s] all 28 504 0.211 0.452 0.184 0.0492
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 47/50 13G 0.005308 4.503 2.399 100 640: 0%| | 0/7 [00:00<?, ?it/s] 47/50 13G 0.005308 4.503 2.399 100 640: 14%|█▍ | 1/7 [00:00<00:01, 3.57it/s] 47/50 13G 0.005419 4.733 2.429 107 640: 14%|█▍ | 1/7 [00:00<00:01, 3.57it/s] 47/50 13G 0.005419 4.733 2.429 107 640: 29%|██▊ | 2/7 [00:00<00:01, 4.13it/s] 47/50 13G 0.005442 4.795 2.435 106 640: 29%|██▊ | 2/7 [00:00<00:01, 4.13it/s] 47/50 13G 0.005442 4.795 2.435 106 640: 43%|████▎ | 3/7 [00:00<00:00, 4.56it/s] 47/50 13G 0.005433 4.874 2.403 121 640: 43%|████▎ | 3/7 [00:00<00:00, 4.56it/s] 47/50 13G 0.005433 4.874 2.403 121 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.77it/s] 47/50 13G 0.005464 4.882 2.411 104 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.77it/s] 47/50 13G 0.005464 4.882 2.411 104 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.90it/s] 47/50 13G 0.005479 4.929 2.394 97 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.90it/s] 47/50 13G 0.005479 4.929 2.394 97 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 47/50 13G 0.005427 4.931 2.408 27 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] 47/50 13G 0.005427 4.931 2.408 27 640: 100%|██████████| 7/7 [00:01<00:00, 5.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.40it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.40it/s] all 28 504 0.306 0.429 0.252 0.0694
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 48/50 13G 0.005686 4.639 2.395 112 640: 0%| | 0/7 [00:00<?, ?it/s] 48/50 13G 0.005686 4.639 2.395 112 640: 14%|█▍ | 1/7 [00:00<00:01, 3.70it/s] 48/50 13G 0.005413 4.717 2.39 101 640: 14%|█▍ | 1/7 [00:00<00:01, 3.70it/s] 48/50 13G 0.005413 4.717 2.39 101 640: 29%|██▊ | 2/7 [00:00<00:01, 4.38it/s] 48/50 13G 0.00531 4.654 2.395 94 640: 29%|██▊ | 2/7 [00:00<00:01, 4.38it/s] 48/50 13G 0.00531 4.654 2.395 94 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 48/50 13G 0.005347 4.665 2.415 104 640: 43%|████▎ | 3/7 [00:00<00:00, 4.45it/s] 48/50 13G 0.005347 4.665 2.415 104 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] 48/50 13G 0.005405 4.783 2.385 86 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.69it/s] 48/50 13G 0.005405 4.783 2.385 86 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.84it/s] 48/50 13G 0.005404 4.815 2.38 75 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.84it/s] 48/50 13G 0.005404 4.815 2.38 75 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.91it/s] 48/50 13.1G 0.005428 4.844 2.384 18 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.91it/s] 48/50 13.1G 0.005428 4.844 2.384 18 640: 100%|██████████| 7/7 [00:01<00:00, 5.60it/s] 48/50 13.1G 0.005428 4.844 2.384 18 640: 100%|██████████| 7/7 [00:01<00:00, 4.98it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.02it/s] all 28 504 0.362 0.419 0.308 0.0847
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 49/50 13G 0.005307 5.085 2.459 81 640: 0%| | 0/7 [00:00<?, ?it/s] 49/50 13G 0.005307 5.085 2.459 81 640: 14%|█▍ | 1/7 [00:00<00:01, 3.52it/s] 49/50 13G 0.005504 4.937 2.37 127 640: 14%|█▍ | 1/7 [00:00<00:01, 3.52it/s] 49/50 13G 0.005504 4.937 2.37 127 640: 29%|██▊ | 2/7 [00:00<00:01, 4.27it/s] 49/50 13G 0.005429 4.85 2.341 135 640: 29%|██▊ | 2/7 [00:00<00:01, 4.27it/s] 49/50 13G 0.005429 4.85 2.341 135 640: 43%|████▎ | 3/7 [00:00<00:00, 4.61it/s] 49/50 13G 0.005471 4.823 2.371 95 640: 43%|████▎ | 3/7 [00:00<00:00, 4.61it/s] 49/50 13G 0.005471 4.823 2.371 95 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.61it/s] 49/50 13G 0.00548 4.78 2.383 99 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.61it/s] 49/50 13G 0.00548 4.78 2.383 99 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.80it/s] 49/50 13G 0.005436 4.787 2.385 102 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.80it/s] 49/50 13G 0.005436 4.787 2.385 102 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.92it/s] 49/50 13G 0.005442 4.863 2.365 19 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.92it/s] 49/50 13G 0.005442 4.863 2.365 19 640: 100%|██████████| 7/7 [00:01<00:00, 5.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.35it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.34it/s] all 28 504 0.394 0.496 0.393 0.119
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 50/50 13G 0.005104 4.743 2.233 94 640: 0%| | 0/7 [00:00<?, ?it/s] 50/50 13G 0.005104 4.743 2.233 94 640: 14%|█▍ | 1/7 [00:00<00:01, 3.43it/s] 50/50 13G 0.005274 4.776 2.326 73 640: 14%|█▍ | 1/7 [00:00<00:01, 3.43it/s] 50/50 13G 0.005274 4.776 2.326 73 640: 29%|██▊ | 2/7 [00:00<00:01, 4.29it/s] 50/50 13G 0.005304 4.79 2.306 111 640: 29%|██▊ | 2/7 [00:00<00:01, 4.29it/s] 50/50 13G 0.005304 4.79 2.306 111 640: 43%|████▎ | 3/7 [00:00<00:00, 4.64it/s] 50/50 13G 0.005243 4.789 2.334 98 640: 43%|████▎ | 3/7 [00:00<00:00, 4.64it/s] 50/50 13G 0.005243 4.789 2.334 98 640: 57%|█████▋ | 4/7 [00:00<00:00, 4.83it/s] 50/50 13G 0.005275 4.764 2.36 78 640: 57%|█████▋ | 4/7 [00:01<00:00, 4.83it/s] 50/50 13G 0.005275 4.764 2.36 78 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.73it/s] 50/50 13G 0.005266 4.748 2.349 127 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.73it/s] 50/50 13G 0.005266 4.748 2.349 127 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 50/50 13G 0.005317 4.678 2.364 16 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] 50/50 13G 0.005317 4.678 2.364 16 640: 100%|██████████| 7/7 [00:01<00:00, 5.14it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.39it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.38it/s] all 28 504 0.577 0.583 0.594 0.233
50 epochs completed in 0.044 hours.
Optimizer stripped from runs/detect/train25/weights/last.pt, 136.7MB
Optimizer stripped from runs/detect/train25/weights/best.pt, 136.7MB
Validating runs/detect/train25/weights/best.pt...
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 268 layers, 68124531 parameters, 0 gradients, 257.4 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.12it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.12it/s] all 28 504 0.58 0.583 0.595 0.233
Speed: 0.3ms preprocess, 3.7ms inference, 0.0ms loss, 0.8ms postprocess per image
Results saved to [1mruns/detect/train25[0m
wandb: - 136.364 MB of 136.364 MB uploadedwandb: \ 136.364 MB of 136.411 MB uploadedwandb: | 136.364 MB of 136.411 MB uploadedwandb: / 136.411 MB of 136.411 MB uploadedwandb:
wandb:
wandb: Run history:
wandb: lr/pg0 ▁▂▂▃▄▅▅▆▇▇▇█████▇▇▇▇▇▇▆▆▆▆▆▆▅▅▅▅▅▅▄▄▄▄▄▄
wandb: lr/pg1 ▁▂▂▃▄▅▅▆▇▇▇█████▇▇▇▇▇▇▆▆▆▆▆▆▅▅▅▅▅▅▄▄▄▄▄▄
wandb: lr/pg2 ▁▂▂▃▄▅▅▆▇▇▇█████▇▇▇▇▇▇▆▆▆▆▆▆▅▅▅▅▅▅▄▄▄▄▄▄
wandb: metrics/mAP50(B) ▁▁▁▁▁▁▁▁▁▁▁▁▂▃▁▂▁▁▁▁▁▁▂▂▃▂▅▅▄▅▅▂▃▃▅█▃▄▅█
wandb: metrics/mAP50-95(B) ▁▁▁▁▁▁▁▁▁▁▁▁▂▂▁▁▁▁▁▁▁▁▁▂▂▂▄▄▄▄▄▂▃▂▄▇▂▃▄█
wandb: metrics/precision(B) ▁▁▁▁▁▁▁▁▁▁▁▁▂▃▂▂▂▁▁▁▁▁▃▂▃▃▅▅▅▅▅▂▄▃▅█▃▄▅▇
wandb: metrics/recall(B) ▄▁▁▂▂▂▂▂▂▂▂▂▆▆▃▃▁▁▁▁▁▁▂▄▆▅▆▆▆▆▅▂▆▅▆█▆▆▆█
wandb: model/GFLOPs ▁
wandb: model/parameters ▁
wandb: model/speed_PyTorch(ms) ▁
wandb: train/box_loss █▆▆▄▃▃▃▃▂▃▂▂▃▃▂▂▂▃▂▃▂▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁
wandb: train/cls_loss ▂█▃▃▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: train/dfl_loss █▆▆▄▃▅▄▃▃▃▃▃▃▃▃▃▃▃▄▄▃▃▃▂▃▃▂▂▂▂▂▂▂▃▁▁▁▂▂▁
wandb: val/box_loss ▅▄ ▂▂▆▆█ ▃▃▂▂▂▂▂▂▂▃▂▂▂▁▂▂▂▁
wandb: val/cls_loss ▄ ▆▂█▅▆ ▄▃▃▃▂▂▂▂▂▄▂▂▂▁▂▂▂▁
wandb: val/dfl_loss ▁▁ ▂▁▄▃█ ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb:
wandb: Run summary:
wandb: lr/pg0 0.00067
wandb: lr/pg1 0.00067
wandb: lr/pg2 0.00067
wandb: metrics/mAP50(B) 0.59498
wandb: metrics/mAP50-95(B) 0.23324
wandb: metrics/precision(B) 0.58012
wandb: metrics/recall(B) 0.58333
wandb: model/GFLOPs 258.123
wandb: model/parameters 68153571
wandb: model/speed_PyTorch(ms) 5.212
wandb: train/box_loss 0.00532
wandb: train/cls_loss 4.67797
wandb: train/dfl_loss 2.36382
wandb: val/box_loss 0.00555
wandb: val/cls_loss 4.20162
wandb: val/dfl_loss 2.35857
wandb:
wandb: 🚀 View run train25 at: https://wandb.ai/fin-jason20/YOLOv8/runs/a5tq6q73
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE1NTE4Mjc3OQ==/version_details/v12
wandb: Synced 6 W&B file(s), 20 media file(s), 5 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240402_013815-a5tq6q73/logs
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 268 layers, 68124531 parameters, 0 gradients, 257.4 GFLOPs
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/2 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 1/2 [00:00<00:00, 1.19it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.57it/s] all 28 504 0.579 0.583 0.595 0.233
Speed: 0.1ms preprocess, 17.7ms inference, 0.0ms loss, 1.0ms postprocess per image
Results saved to [1mruns/detect/train252[0m
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x2ba7a3cfc370>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
curves_results: [[array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
0.024024, 0.025025, 0.026026, 0.027027, 0.028028, 0.029029, 0.03003, 0.031031, 0.032032, 0.033033, 0.034034, 0.035035, 0.036036, 0.037037, 0.038038, 0.039039, 0.04004, 0.041041, 0.042042, 0.043043, 0.044044, 0.045045, 0.046046, 0.047047,
0.048048, 0.049049, 0.05005, 0.051051, 0.052052, 0.053053, 0.054054, 0.055055, 0.056056, 0.057057, 0.058058, 0.059059, 0.06006, 0.061061, 0.062062, 0.063063, 0.064064, 0.065065, 0.066066, 0.067067, 0.068068, 0.069069, 0.07007, 0.071071,
0.072072, 0.073073, 0.074074, 0.075075, 0.076076, 0.077077, 0.078078, 0.079079, 0.08008, 0.081081, 0.082082, 0.083083, 0.084084, 0.085085, 0.086086, 0.087087, 0.088088, 0.089089, 0.09009, 0.091091, 0.092092, 0.093093, 0.094094, 0.095095,
0.096096, 0.097097, 0.098098, 0.099099, 0.1001, 0.1011, 0.1021, 0.1031, 0.1041, 0.10511, 0.10611, 0.10711, 0.10811, 0.10911, 0.11011, 0.11111, 0.11211, 0.11311, 0.11411, 0.11512, 0.11612, 0.11712, 0.11812, 0.11912,
0.12012, 0.12112, 0.12212, 0.12312, 0.12412, 0.12513, 0.12613, 0.12713, 0.12813, 0.12913, 0.13013, 0.13113, 0.13213, 0.13313, 0.13413, 0.13514, 0.13614, 0.13714, 0.13814, 0.13914, 0.14014, 0.14114, 0.14214, 0.14314,
0.14414, 0.14515, 0.14615, 0.14715, 0.14815, 0.14915, 0.15015, 0.15115, 0.15215, 0.15315, 0.15415, 0.15516, 0.15616, 0.15716, 0.15816, 0.15916, 0.16016, 0.16116, 0.16216, 0.16316, 0.16416, 0.16517, 0.16617, 0.16717,
0.16817, 0.16917, 0.17017, 0.17117, 0.17217, 0.17317, 0.17417, 0.17518, 0.17618, 0.17718, 0.17818, 0.17918, 0.18018, 0.18118, 0.18218, 0.18318, 0.18418, 0.18519, 0.18619, 0.18719, 0.18819, 0.18919, 0.19019, 0.19119,
0.19219, 0.19319, 0.19419, 0.1952, 0.1962, 0.1972, 0.1982, 0.1992, 0.2002, 0.2012, 0.2022, 0.2032, 0.2042, 0.20521, 0.20621, 0.20721, 0.20821, 0.20921, 0.21021, 0.21121, 0.21221, 0.21321, 0.21421, 0.21522,
0.21622, 0.21722, 0.21822, 0.21922, 0.22022, 0.22122, 0.22222, 0.22322, 0.22422, 0.22523, 0.22623, 0.22723, 0.22823, 0.22923, 0.23023, 0.23123, 0.23223, 0.23323, 0.23423, 0.23524, 0.23624, 0.23724, 0.23824, 0.23924,
0.24024, 0.24124, 0.24224, 0.24324, 0.24424, 0.24525, 0.24625, 0.24725, 0.24825, 0.24925, 0.25025, 0.25125, 0.25225, 0.25325, 0.25425, 0.25526, 0.25626, 0.25726, 0.25826, 0.25926, 0.26026, 0.26126, 0.26226, 0.26326,
0.26426, 0.26527, 0.26627, 0.26727, 0.26827, 0.26927, 0.27027, 0.27127, 0.27227, 0.27327, 0.27427, 0.27528, 0.27628, 0.27728, 0.27828, 0.27928, 0.28028, 0.28128, 0.28228, 0.28328, 0.28428, 0.28529, 0.28629, 0.28729,
0.28829, 0.28929, 0.29029, 0.29129, 0.29229, 0.29329, 0.29429, 0.2953, 0.2963, 0.2973, 0.2983, 0.2993, 0.3003, 0.3013, 0.3023, 0.3033, 0.3043, 0.30531, 0.30631, 0.30731, 0.30831, 0.30931, 0.31031, 0.31131,
0.31231, 0.31331, 0.31431, 0.31532, 0.31632, 0.31732, 0.31832, 0.31932, 0.32032, 0.32132, 0.32232, 0.32332, 0.32432, 0.32533, 0.32633, 0.32733, 0.32833, 0.32933, 0.33033, 0.33133, 0.33233, 0.33333, 0.33433, 0.33534,
0.33634, 0.33734, 0.33834, 0.33934, 0.34034, 0.34134, 0.34234, 0.34334, 0.34434, 0.34535, 0.34635, 0.34735, 0.34835, 0.34935, 0.35035, 0.35135, 0.35235, 0.35335, 0.35435, 0.35536, 0.35636, 0.35736, 0.35836, 0.35936,
0.36036, 0.36136, 0.36236, 0.36336, 0.36436, 0.36537, 0.36637, 0.36737, 0.36837, 0.36937, 0.37037, 0.37137, 0.37237, 0.37337, 0.37437, 0.37538, 0.37638, 0.37738, 0.37838, 0.37938, 0.38038, 0.38138, 0.38238, 0.38338,
0.38438, 0.38539, 0.38639, 0.38739, 0.38839, 0.38939, 0.39039, 0.39139, 0.39239, 0.39339, 0.39439, 0.3954, 0.3964, 0.3974, 0.3984, 0.3994, 0.4004, 0.4014, 0.4024, 0.4034, 0.4044, 0.40541, 0.40641, 0.40741,
0.40841, 0.40941, 0.41041, 0.41141, 0.41241, 0.41341, 0.41441, 0.41542, 0.41642, 0.41742, 0.41842, 0.41942, 0.42042, 0.42142, 0.42242, 0.42342, 0.42442, 0.42543, 0.42643, 0.42743, 0.42843, 0.42943, 0.43043, 0.43143,
0.43243, 0.43343, 0.43443, 0.43544, 0.43644, 0.43744, 0.43844, 0.43944, 0.44044, 0.44144, 0.44244, 0.44344, 0.44444, 0.44545, 0.44645, 0.44745, 0.44845, 0.44945, 0.45045, 0.45145, 0.45245, 0.45345, 0.45445, 0.45546,
0.45646, 0.45746, 0.45846, 0.45946, 0.46046, 0.46146, 0.46246, 0.46346, 0.46446, 0.46547, 0.46647, 0.46747, 0.46847, 0.46947, 0.47047, 0.47147, 0.47247, 0.47347, 0.47447, 0.47548, 0.47648, 0.47748, 0.47848, 0.47948,
0.48048, 0.48148, 0.48248, 0.48348, 0.48448, 0.48549, 0.48649, 0.48749, 0.48849, 0.48949, 0.49049, 0.49149, 0.49249, 0.49349, 0.49449, 0.4955, 0.4965, 0.4975, 0.4985, 0.4995, 0.5005, 0.5015, 0.5025, 0.5035,
0.5045, 0.50551, 0.50651, 0.50751, 0.50851, 0.50951, 0.51051, 0.51151, 0.51251, 0.51351, 0.51451, 0.51552, 0.51652, 0.51752, 0.51852, 0.51952, 0.52052, 0.52152, 0.52252, 0.52352, 0.52452, 0.52553, 0.52653, 0.52753,
0.52853, 0.52953, 0.53053, 0.53153, 0.53253, 0.53353, 0.53453, 0.53554, 0.53654, 0.53754, 0.53854, 0.53954, 0.54054, 0.54154, 0.54254, 0.54354, 0.54454, 0.54555, 0.54655, 0.54755, 0.54855, 0.54955, 0.55055, 0.55155,
0.55255, 0.55355, 0.55455, 0.55556, 0.55656, 0.55756, 0.55856, 0.55956, 0.56056, 0.56156, 0.56256, 0.56356, 0.56456, 0.56557, 0.56657, 0.56757, 0.56857, 0.56957, 0.57057, 0.57157, 0.57257, 0.57357, 0.57457, 0.57558,
0.57658, 0.57758, 0.57858, 0.57958, 0.58058, 0.58158, 0.58258, 0.58358, 0.58458, 0.58559, 0.58659, 0.58759, 0.58859, 0.58959, 0.59059, 0.59159, 0.59259, 0.59359, 0.59459, 0.5956, 0.5966, 0.5976, 0.5986, 0.5996,
0.6006, 0.6016, 0.6026, 0.6036, 0.6046, 0.60561, 0.60661, 0.60761, 0.60861, 0.60961, 0.61061, 0.61161, 0.61261, 0.61361, 0.61461, 0.61562, 0.61662, 0.61762, 0.61862, 0.61962, 0.62062, 0.62162, 0.62262, 0.62362,
0.62462, 0.62563, 0.62663, 0.62763, 0.62863, 0.62963, 0.63063, 0.63163, 0.63263, 0.63363, 0.63463, 0.63564, 0.63664, 0.63764, 0.63864, 0.63964, 0.64064, 0.64164, 0.64264, 0.64364, 0.64464, 0.64565, 0.64665, 0.64765,
0.64865, 0.64965, 0.65065, 0.65165, 0.65265, 0.65365, 0.65465, 0.65566, 0.65666, 0.65766, 0.65866, 0.65966, 0.66066, 0.66166, 0.66266, 0.66366, 0.66466, 0.66567, 0.66667, 0.66767, 0.66867, 0.66967, 0.67067, 0.67167,
0.67267, 0.67367, 0.67467, 0.67568, 0.67668, 0.67768, 0.67868, 0.67968, 0.68068, 0.68168, 0.68268, 0.68368, 0.68468, 0.68569, 0.68669, 0.68769, 0.68869, 0.68969, 0.69069, 0.69169, 0.69269, 0.69369, 0.69469, 0.6957,
0.6967, 0.6977, 0.6987, 0.6997, 0.7007, 0.7017, 0.7027, 0.7037, 0.7047, 0.70571, 0.70671, 0.70771, 0.70871, 0.70971, 0.71071, 0.71171, 0.71271, 0.71371, 0.71471, 0.71572, 0.71672, 0.71772, 0.71872, 0.71972,
0.72072, 0.72172, 0.72272, 0.72372, 0.72472, 0.72573, 0.72673, 0.72773, 0.72873, 0.72973, 0.73073, 0.73173, 0.73273, 0.73373, 0.73473, 0.73574, 0.73674, 0.73774, 0.73874, 0.73974, 0.74074, 0.74174, 0.74274, 0.74374,
0.74474, 0.74575, 0.74675, 0.74775, 0.74875, 0.74975, 0.75075, 0.75175, 0.75275, 0.75375, 0.75475, 0.75576, 0.75676, 0.75776, 0.75876, 0.75976, 0.76076, 0.76176, 0.76276, 0.76376, 0.76476, 0.76577, 0.76677, 0.76777,
0.76877, 0.76977, 0.77077, 0.77177, 0.77277, 0.77377, 0.77477, 0.77578, 0.77678, 0.77778, 0.77878, 0.77978, 0.78078, 0.78178, 0.78278, 0.78378, 0.78478, 0.78579, 0.78679, 0.78779, 0.78879, 0.78979, 0.79079, 0.79179,
0.79279, 0.79379, 0.79479, 0.7958, 0.7968, 0.7978, 0.7988, 0.7998, 0.8008, 0.8018, 0.8028, 0.8038, 0.8048, 0.80581, 0.80681, 0.80781, 0.80881, 0.80981, 0.81081, 0.81181, 0.81281, 0.81381, 0.81481, 0.81582,
0.81682, 0.81782, 0.81882, 0.81982, 0.82082, 0.82182, 0.82282, 0.82382, 0.82482, 0.82583, 0.82683, 0.82783, 0.82883, 0.82983, 0.83083, 0.83183, 0.83283, 0.83383, 0.83483, 0.83584, 0.83684, 0.83784, 0.83884, 0.83984,
0.84084, 0.84184, 0.84284, 0.84384, 0.84484, 0.84585, 0.84685, 0.84785, 0.84885, 0.84985, 0.85085, 0.85185, 0.85285, 0.85385, 0.85485, 0.85586, 0.85686, 0.85786, 0.85886, 0.85986, 0.86086, 0.86186, 0.86286, 0.86386,
0.86486, 0.86587, 0.86687, 0.86787, 0.86887, 0.86987, 0.87087, 0.87187, 0.87287, 0.87387, 0.87487, 0.87588, 0.87688, 0.87788, 0.87888, 0.87988, 0.88088, 0.88188, 0.88288, 0.88388, 0.88488, 0.88589, 0.88689, 0.88789,
0.88889, 0.88989, 0.89089, 0.89189, 0.89289, 0.89389, 0.89489, 0.8959, 0.8969, 0.8979, 0.8989, 0.8999, 0.9009, 0.9019, 0.9029, 0.9039, 0.9049, 0.90591, 0.90691, 0.90791, 0.90891, 0.90991, 0.91091, 0.91191,
0.91291, 0.91391, 0.91491, 0.91592, 0.91692, 0.91792, 0.91892, 0.91992, 0.92092, 0.92192, 0.92292, 0.92392, 0.92492, 0.92593, 0.92693, 0.92793, 0.92893, 0.92993, 0.93093, 0.93193, 0.93293, 0.93393, 0.93493, 0.93594,
0.93694, 0.93794, 0.93894, 0.93994, 0.94094, 0.94194, 0.94294, 0.94394, 0.94494, 0.94595, 0.94695, 0.94795, 0.94895, 0.94995, 0.95095, 0.95195, 0.95295, 0.95395, 0.95495, 0.95596, 0.95696, 0.95796, 0.95896, 0.95996,
0.96096, 0.96196, 0.96296, 0.96396, 0.96496, 0.96597, 0.96697, 0.96797, 0.96897, 0.96997, 0.97097, 0.97197, 0.97297, 0.97397, 0.97497, 0.97598, 0.97698, 0.97798, 0.97898, 0.97998, 0.98098, 0.98198, 0.98298, 0.98398,
0.98498, 0.98599, 0.98699, 0.98799, 0.98899, 0.98999, 0.99099, 0.99199, 0.99299, 0.99399, 0.99499, 0.996, 0.997, 0.998, 0.999, 1]), array([[ 1, 1, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139,
0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.86139, 0.85577, 0.85577, 0.85577, 0.85577, 0.85321, 0.85321, 0.85321, 0.85321, 0.85321, 0.85321, 0.85321,
0.85321, 0.85217, 0.85217, 0.85217, 0.85217, 0.85217, 0.85217, 0.85217, 0.85217, 0.85217, 0.85217, 0.84874, 0.84874, 0.84874, 0.84874, 0.84874, 0.84874, 0.84252, 0.84252, 0.84252, 0.84252, 0.84252, 0.84252,
0.84252, 0.84252, 0.84252, 0.84252, 0.84252, 0.84252, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83824, 0.83688, 0.83688, 0.83688, 0.83688,
0.83688, 0.83688, 0.83688, 0.83688, 0.82639, 0.82639, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82468, 0.82166,
0.82166, 0.82166, 0.82166, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82143, 0.82081, 0.82081,
0.82081, 0.82081, 0.82081, 0.82081, 0.82081, 0.82081, 0.81714, 0.81714, 0.81461, 0.81461, 0.81461, 0.81461, 0.81319, 0.81319, 0.81319, 0.81319, 0.81319, 0.81319, 0.80952, 0.80952, 0.80952, 0.80952, 0.80952,
0.80952, 0.80952, 0.80952, 0.80952, 0.80952, 0.80729, 0.80729, 0.80729, 0.80729, 0.79592, 0.79592, 0.78894, 0.78894, 0.78713, 0.78713, 0.78713, 0.78713, 0.78537, 0.78537, 0.78537, 0.78537, 0.78261, 0.78261,
0.78199, 0.78199, 0.78199, 0.78199, 0.78199, 0.78199, 0.77934, 0.77934, 0.77727, 0.77727, 0.77727, 0.77727, 0.77727, 0.77727, 0.77727, 0.77727, 0.77727, 0.7713, 0.7713, 0.77093, 0.77093, 0.77093, 0.77093,
0.77093, 0.77093, 0.76856, 0.76856, 0.76623, 0.76623, 0.76596, 0.76596, 0.76596, 0.76596, 0.76596, 0.76596, 0.76471, 0.76471, 0.76471, 0.76471, 0.76327, 0.76327, 0.76327, 0.76327, 0.76327, 0.76327, 0.76327,
0.76327, 0.76327, 0.76327, 0.76305, 0.76305, 0.76305, 0.76305, 0.76305, 0.76305, 0.75889, 0.75889, 0.75889, 0.75889, 0.75486, 0.75486, 0.75486, 0.75486, 0.75285, 0.75285, 0.75285, 0.75285, 0.75285, 0.75285,
0.75285, 0.75285, 0.75188, 0.75188, 0.75188, 0.75188, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74552, 0.74377,
0.74377, 0.73944, 0.73944, 0.73702, 0.73702, 0.73702, 0.73702, 0.73702, 0.73702, 0.7363, 0.7363, 0.7363, 0.7363, 0.72819, 0.72819, 0.72819, 0.72819, 0.72667, 0.72667, 0.72168, 0.72168, 0.72168, 0.72168,
0.72168, 0.72168, 0.72168, 0.72168, 0.72168, 0.72168, 0.72026, 0.71656, 0.71656, 0.70279, 0.70279, 0.70279, 0.70279, 0.69725, 0.69725, 0.69162, 0.69162, 0.69162, 0.69162, 0.69162, 0.69162, 0.69027, 0.69027,
0.69027, 0.69027, 0.69027, 0.69027, 0.68713, 0.68713, 0.68678, 0.68678, 0.68678, 0.68678, 0.68678, 0.68678, 0.68678, 0.68678, 0.68376, 0.68376, 0.68272, 0.68272, 0.68067, 0.68067, 0.68067, 0.68067, 0.67956,
0.67956, 0.67956, 0.67956, 0.67956, 0.67956, 0.67857, 0.67857, 0.67847, 0.67847, 0.67847, 0.67847, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819, 0.67819,
0.67368, 0.67368, 0.67277, 0.67277, 0.66925, 0.66925, 0.66925, 0.66925, 0.66838, 0.66838, 0.66329, 0.66329, 0.66329, 0.66329, 0.66165, 0.66165, 0.66165, 0.66165, 0.65196, 0.65196, 0.65196, 0.65196, 0.65122,
0.65122, 0.64734, 0.64734, 0.64354, 0.64354, 0.64286, 0.64286, 0.64218, 0.64218, 0.64, 0.64, 0.63934, 0.63934, 0.63721, 0.63721, 0.63657, 0.63657, 0.63594, 0.63594, 0.63532, 0.63532, 0.63039, 0.63039,
0.62556, 0.62556, 0.61572, 0.61572, 0.61572, 0.61572, 0.61572, 0.60554, 0.60554, 0.60554, 0.60554, 0.60381, 0.60381, 0.60294, 0.60294, 0.60294, 0.60294, 0.59751, 0.59751, 0.59714, 0.59714, 0.59714, 0.59714,
0.59714, 0.59714, 0.59714, 0.59714, 0.59553, 0.59553, 0.58333, 0.58333, 0.57617, 0.57617, 0.57364, 0.57364, 0.57225, 0.57225, 0.56654, 0.56654, 0.56604, 0.56604, 0.56604, 0.56604, 0.56473, 0.56473, 0.55941,
0.55941, 0.55941, 0.55941, 0.55941, 0.55941, 0.55941, 0.55941, 0.55941, 0.55941, 0.5592, 0.5592, 0.55898, 0.55898, 0.55556, 0.55556, 0.55556, 0.55556, 0.55417, 0.55417, 0.55417, 0.55417, 0.54912, 0.54912,
0.54878, 0.54878, 0.54878, 0.54878, 0.54671, 0.54671, 0.54655, 0.54655, 0.54174, 0.54174, 0.53936, 0.53936, 0.53936, 0.53936, 0.53936, 0.53936, 0.53936, 0.53936, 0.53213, 0.53213, 0.53008, 0.53008, 0.53008,
0.53008, 0.53008, 0.53008, 0.52827, 0.52827, 0.52564, 0.52564, 0.52305, 0.52305, 0.52133, 0.52133, 0.52044, 0.52044, 0.51944, 0.51944, 0.51944, 0.51944, 0.51944, 0.51944, 0.51459, 0.51459, 0.5045, 0.50374,
0.50374, 0.50222, 0.50222, 0.50222, 0.50222, 0.49491, 0.49491, 0.48924, 0.48924, 0.48718, 0.48718, 0.48652, 0.48652, 0.48315, 0.48315, 0.48252, 0.48252, 0.47856, 0.47856, 0.46703, 0.46703, 0.46338, 0.46338,
0.45502, 0.45502, 0.4522, 0.4522, 0.45174, 0.45174, 0.45013, 0.45013, 0.44571, 0.44571, 0.4403, 0.4403, 0.43773, 0.43773, 0.43521, 0.43521, 0.43484, 0.43484, 0.42977, 0.42977, 0.42335, 0.42335, 0.42303,
0.42303, 0.41801, 0.41801, 0.41801, 0.41801, 0.41752, 0.41752, 0.41752, 0.41752, 0.41752, 0.41752, 0.41752, 0.41752, 0.41752, 0.41752, 0.41441, 0.41441, 0.40461, 0.40461, 0.40393, 0.40393, 0.40065, 0.40065,
0.40064, 0.40064, 0.40064, 0.40064, 0.39936, 0.39936, 0.39936, 0.39936, 0.39936, 0.39936, 0.39936, 0.39936, 0.39315, 0.39315, 0.39315, 0.39315, 0.38697, 0.38697, 0.3868, 0.3868, 0.38057, 0.38057, 0.38057,
0.38057, 0.38057, 0.38057, 0.37914, 0.37914, 0.37914, 0.37914, 0.37914, 0.37914, 0.37914, 0.37914, 0.37914, 0.37914, 0.37572, 0.37572, 0.36679, 0.36679, 0.36601, 0.3633, 0.3633, 0.3633, 0.3633, 0.3633,
0.3633, 0.3633, 0.3633, 0.3551, 0.3551, 0.35004, 0.35004, 0.34364, 0.34364, 0.34364, 0.34364, 0.34155, 0.34155, 0.34155, 0.34155, 0.33169, 0.33169, 0.33169, 0.33169, 0.3298, 0.3298, 0.3277, 0.3277,
0.3277, 0.3277, 0.30956, 0.30956, 0.30868, 0.30868, 0.30804, 0.30804, 0.30609, 0.30609, 0.30609, 0.30609, 0.30241, 0.30241, 0.30241, 0.30241, 0.30029, 0.30029, 0.29524, 0.29524, 0.29408, 0.29408, 0.29251,
0.29251, 0.28407, 0.28407, 0.28198, 0.28198, 0.28198, 0.28198, 0.27987, 0.27987, 0.27987, 0.27987, 0.27987, 0.27987, 0.27215, 0.27215, 0.27215, 0.27215, 0.27215, 0.27215, 0.27192, 0.27192, 0.26913, 0.26913,
0.26858, 0.26858, 0.26539, 0.26539, 0.26024, 0.26024, 0.25835, 0.25835, 0.25233, 0.25233, 0.25072, 0.25072, 0.24703, 0.24703, 0.24441, 0.24441, 0.2432, 0.2432, 0.23526, 0.23526, 0.2333, 0.2333, 0.22957,
0.22957, 0.22505, 0.22505, 0.22073, 0.22073, 0.2119, 0.2119, 0.2119, 0.2119, 0.21147, 0.21147, 0.20685, 0.20685, 0.20494, 0.20409, 0.20409, 0.2038, 0.2038, 0.19525, 0.19525, 0.19525, 0.19525, 0.19442,
0.19442, 0.19132, 0.19132, 0.18856, 0.18856, 0.1865, 0.1865, 0.18592, 0.18592, 0.18335, 0.18335, 0.18128, 0.18128, 0.18018, 0.18018, 0.17903, 0.17903, 0.179, 0.179, 0.17116, 0.17116, 0.1694, 0.1694,
0.15959, 0.15959, 0.15959, 0.15959, 0.15852, 0.15852, 0.15747, 0.15747, 0.15709, 0.15709, 0.15709, 0.15709, 0.15491, 0.15491, 0.15491, 0.15491, 0.1543, 0.1543, 0.1543, 0.1543, 0.14679, 0.14679, 0.14579,
0.14579, 0.14197, 0.14197, 0.14197, 0.14197, 0.14039, 0.14039, 0.13877, 0.13877, 0.13751, 0.13751, 0.13126, 0.13126, 0.12901, 0.12901, 0.12363, 0.12363, 0.1236, 0.1236, 0.12323, 0.12323, 0.10952, 0.10952,
0.10952, 0.10952, 0.10391, 0.10391, 0.092523, 0.092523, 0.088468, 0.088468, 0.066076, 0.066076, 0.056684, 0.054219, 0.051755, 0.04929, 0.046826, 0.044361, 0.041897, 0.039432, 0.036968, 0.034503, 0.032039, 0.029574, 0.02711,
0.024645, 0.022181, 0.019716, 0.017252, 0.014787, 0.012323, 0.0098581, 0.0073935, 0.004929, 0.0024645, 0]]), 'Recall', 'Precision'], [array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
0.024024, 0.025025, 0.026026, 0.027027, 0.028028, 0.029029, 0.03003, 0.031031, 0.032032, 0.033033, 0.034034, 0.035035, 0.036036, 0.037037, 0.038038, 0.039039, 0.04004, 0.041041, 0.042042, 0.043043, 0.044044, 0.045045, 0.046046, 0.047047,
0.048048, 0.049049, 0.05005, 0.051051, 0.052052, 0.053053, 0.054054, 0.055055, 0.056056, 0.057057, 0.058058, 0.059059, 0.06006, 0.061061, 0.062062, 0.063063, 0.064064, 0.065065, 0.066066, 0.067067, 0.068068, 0.069069, 0.07007, 0.071071,
0.072072, 0.073073, 0.074074, 0.075075, 0.076076, 0.077077, 0.078078, 0.079079, 0.08008, 0.081081, 0.082082, 0.083083, 0.084084, 0.085085, 0.086086, 0.087087, 0.088088, 0.089089, 0.09009, 0.091091, 0.092092, 0.093093, 0.094094, 0.095095,
0.096096, 0.097097, 0.098098, 0.099099, 0.1001, 0.1011, 0.1021, 0.1031, 0.1041, 0.10511, 0.10611, 0.10711, 0.10811, 0.10911, 0.11011, 0.11111, 0.11211, 0.11311, 0.11411, 0.11512, 0.11612, 0.11712, 0.11812, 0.11912,
0.12012, 0.12112, 0.12212, 0.12312, 0.12412, 0.12513, 0.12613, 0.12713, 0.12813, 0.12913, 0.13013, 0.13113, 0.13213, 0.13313, 0.13413, 0.13514, 0.13614, 0.13714, 0.13814, 0.13914, 0.14014, 0.14114, 0.14214, 0.14314,
0.14414, 0.14515, 0.14615, 0.14715, 0.14815, 0.14915, 0.15015, 0.15115, 0.15215, 0.15315, 0.15415, 0.15516, 0.15616, 0.15716, 0.15816, 0.15916, 0.16016, 0.16116, 0.16216, 0.16316, 0.16416, 0.16517, 0.16617, 0.16717,
0.16817, 0.16917, 0.17017, 0.17117, 0.17217, 0.17317, 0.17417, 0.17518, 0.17618, 0.17718, 0.17818, 0.17918, 0.18018, 0.18118, 0.18218, 0.18318, 0.18418, 0.18519, 0.18619, 0.18719, 0.18819, 0.18919, 0.19019, 0.19119,
0.19219, 0.19319, 0.19419, 0.1952, 0.1962, 0.1972, 0.1982, 0.1992, 0.2002, 0.2012, 0.2022, 0.2032, 0.2042, 0.20521, 0.20621, 0.20721, 0.20821, 0.20921, 0.21021, 0.21121, 0.21221, 0.21321, 0.21421, 0.21522,
0.21622, 0.21722, 0.21822, 0.21922, 0.22022, 0.22122, 0.22222, 0.22322, 0.22422, 0.22523, 0.22623, 0.22723, 0.22823, 0.22923, 0.23023, 0.23123, 0.23223, 0.23323, 0.23423, 0.23524, 0.23624, 0.23724, 0.23824, 0.23924,
0.24024, 0.24124, 0.24224, 0.24324, 0.24424, 0.24525, 0.24625, 0.24725, 0.24825, 0.24925, 0.25025, 0.25125, 0.25225, 0.25325, 0.25425, 0.25526, 0.25626, 0.25726, 0.25826, 0.25926, 0.26026, 0.26126, 0.26226, 0.26326,
0.26426, 0.26527, 0.26627, 0.26727, 0.26827, 0.26927, 0.27027, 0.27127, 0.27227, 0.27327, 0.27427, 0.27528, 0.27628, 0.27728, 0.27828, 0.27928, 0.28028, 0.28128, 0.28228, 0.28328, 0.28428, 0.28529, 0.28629, 0.28729,
0.28829, 0.28929, 0.29029, 0.29129, 0.29229, 0.29329, 0.29429, 0.2953, 0.2963, 0.2973, 0.2983, 0.2993, 0.3003, 0.3013, 0.3023, 0.3033, 0.3043, 0.30531, 0.30631, 0.30731, 0.30831, 0.30931, 0.31031, 0.31131,
0.31231, 0.31331, 0.31431, 0.31532, 0.31632, 0.31732, 0.31832, 0.31932, 0.32032, 0.32132, 0.32232, 0.32332, 0.32432, 0.32533, 0.32633, 0.32733, 0.32833, 0.32933, 0.33033, 0.33133, 0.33233, 0.33333, 0.33433, 0.33534,
0.33634, 0.33734, 0.33834, 0.33934, 0.34034, 0.34134, 0.34234, 0.34334, 0.34434, 0.34535, 0.34635, 0.34735, 0.34835, 0.34935, 0.35035, 0.35135, 0.35235, 0.35335, 0.35435, 0.35536, 0.35636, 0.35736, 0.35836, 0.35936,
0.36036, 0.36136, 0.36236, 0.36336, 0.36436, 0.36537, 0.36637, 0.36737, 0.36837, 0.36937, 0.37037, 0.37137, 0.37237, 0.37337, 0.37437, 0.37538, 0.37638, 0.37738, 0.37838, 0.37938, 0.38038, 0.38138, 0.38238, 0.38338,
0.38438, 0.38539, 0.38639, 0.38739, 0.38839, 0.38939, 0.39039, 0.39139, 0.39239, 0.39339, 0.39439, 0.3954, 0.3964, 0.3974, 0.3984, 0.3994, 0.4004, 0.4014, 0.4024, 0.4034, 0.4044, 0.40541, 0.40641, 0.40741,
0.40841, 0.40941, 0.41041, 0.41141, 0.41241, 0.41341, 0.41441, 0.41542, 0.41642, 0.41742, 0.41842, 0.41942, 0.42042, 0.42142, 0.42242, 0.42342, 0.42442, 0.42543, 0.42643, 0.42743, 0.42843, 0.42943, 0.43043, 0.43143,
0.43243, 0.43343, 0.43443, 0.43544, 0.43644, 0.43744, 0.43844, 0.43944, 0.44044, 0.44144, 0.44244, 0.44344, 0.44444, 0.44545, 0.44645, 0.44745, 0.44845, 0.44945, 0.45045, 0.45145, 0.45245, 0.45345, 0.45445, 0.45546,
0.45646, 0.45746, 0.45846, 0.45946, 0.46046, 0.46146, 0.46246, 0.46346, 0.46446, 0.46547, 0.46647, 0.46747, 0.46847, 0.46947, 0.47047, 0.47147, 0.47247, 0.47347, 0.47447, 0.47548, 0.47648, 0.47748, 0.47848, 0.47948,
0.48048, 0.48148, 0.48248, 0.48348, 0.48448, 0.48549, 0.48649, 0.48749, 0.48849, 0.48949, 0.49049, 0.49149, 0.49249, 0.49349, 0.49449, 0.4955, 0.4965, 0.4975, 0.4985, 0.4995, 0.5005, 0.5015, 0.5025, 0.5035,
0.5045, 0.50551, 0.50651, 0.50751, 0.50851, 0.50951, 0.51051, 0.51151, 0.51251, 0.51351, 0.51451, 0.51552, 0.51652, 0.51752, 0.51852, 0.51952, 0.52052, 0.52152, 0.52252, 0.52352, 0.52452, 0.52553, 0.52653, 0.52753,
0.52853, 0.52953, 0.53053, 0.53153, 0.53253, 0.53353, 0.53453, 0.53554, 0.53654, 0.53754, 0.53854, 0.53954, 0.54054, 0.54154, 0.54254, 0.54354, 0.54454, 0.54555, 0.54655, 0.54755, 0.54855, 0.54955, 0.55055, 0.55155,
0.55255, 0.55355, 0.55455, 0.55556, 0.55656, 0.55756, 0.55856, 0.55956, 0.56056, 0.56156, 0.56256, 0.56356, 0.56456, 0.56557, 0.56657, 0.56757, 0.56857, 0.56957, 0.57057, 0.57157, 0.57257, 0.57357, 0.57457, 0.57558,
0.57658, 0.57758, 0.57858, 0.57958, 0.58058, 0.58158, 0.58258, 0.58358, 0.58458, 0.58559, 0.58659, 0.58759, 0.58859, 0.58959, 0.59059, 0.59159, 0.59259, 0.59359, 0.59459, 0.5956, 0.5966, 0.5976, 0.5986, 0.5996,
0.6006, 0.6016, 0.6026, 0.6036, 0.6046, 0.60561, 0.60661, 0.60761, 0.60861, 0.60961, 0.61061, 0.61161, 0.61261, 0.61361, 0.61461, 0.61562, 0.61662, 0.61762, 0.61862, 0.61962, 0.62062, 0.62162, 0.62262, 0.62362,
0.62462, 0.62563, 0.62663, 0.62763, 0.62863, 0.62963, 0.63063, 0.63163, 0.63263, 0.63363, 0.63463, 0.63564, 0.63664, 0.63764, 0.63864, 0.63964, 0.64064, 0.64164, 0.64264, 0.64364, 0.64464, 0.64565, 0.64665, 0.64765,
0.64865, 0.64965, 0.65065, 0.65165, 0.65265, 0.65365, 0.65465, 0.65566, 0.65666, 0.65766, 0.65866, 0.65966, 0.66066, 0.66166, 0.66266, 0.66366, 0.66466, 0.66567, 0.66667, 0.66767, 0.66867, 0.66967, 0.67067, 0.67167,
0.67267, 0.67367, 0.67467, 0.67568, 0.67668, 0.67768, 0.67868, 0.67968, 0.68068, 0.68168, 0.68268, 0.68368, 0.68468, 0.68569, 0.68669, 0.68769, 0.68869, 0.68969, 0.69069, 0.69169, 0.69269, 0.69369, 0.69469, 0.6957,
0.6967, 0.6977, 0.6987, 0.6997, 0.7007, 0.7017, 0.7027, 0.7037, 0.7047, 0.70571, 0.70671, 0.70771, 0.70871, 0.70971, 0.71071, 0.71171, 0.71271, 0.71371, 0.71471, 0.71572, 0.71672, 0.71772, 0.71872, 0.71972,
0.72072, 0.72172, 0.72272, 0.72372, 0.72472, 0.72573, 0.72673, 0.72773, 0.72873, 0.72973, 0.73073, 0.73173, 0.73273, 0.73373, 0.73473, 0.73574, 0.73674, 0.73774, 0.73874, 0.73974, 0.74074, 0.74174, 0.74274, 0.74374,
0.74474, 0.74575, 0.74675, 0.74775, 0.74875, 0.74975, 0.75075, 0.75175, 0.75275, 0.75375, 0.75475, 0.75576, 0.75676, 0.75776, 0.75876, 0.75976, 0.76076, 0.76176, 0.76276, 0.76376, 0.76476, 0.76577, 0.76677, 0.76777,
0.76877, 0.76977, 0.77077, 0.77177, 0.77277, 0.77377, 0.77477, 0.77578, 0.77678, 0.77778, 0.77878, 0.77978, 0.78078, 0.78178, 0.78278, 0.78378, 0.78478, 0.78579, 0.78679, 0.78779, 0.78879, 0.78979, 0.79079, 0.79179,
0.79279, 0.79379, 0.79479, 0.7958, 0.7968, 0.7978, 0.7988, 0.7998, 0.8008, 0.8018, 0.8028, 0.8038, 0.8048, 0.80581, 0.80681, 0.80781, 0.80881, 0.80981, 0.81081, 0.81181, 0.81281, 0.81381, 0.81481, 0.81582,
0.81682, 0.81782, 0.81882, 0.81982, 0.82082, 0.82182, 0.82282, 0.82382, 0.82482, 0.82583, 0.82683, 0.82783, 0.82883, 0.82983, 0.83083, 0.83183, 0.83283, 0.83383, 0.83483, 0.83584, 0.83684, 0.83784, 0.83884, 0.83984,
0.84084, 0.84184, 0.84284, 0.84384, 0.84484, 0.84585, 0.84685, 0.84785, 0.84885, 0.84985, 0.85085, 0.85185, 0.85285, 0.85385, 0.85485, 0.85586, 0.85686, 0.85786, 0.85886, 0.85986, 0.86086, 0.86186, 0.86286, 0.86386,
0.86486, 0.86587, 0.86687, 0.86787, 0.86887, 0.86987, 0.87087, 0.87187, 0.87287, 0.87387, 0.87487, 0.87588, 0.87688, 0.87788, 0.87888, 0.87988, 0.88088, 0.88188, 0.88288, 0.88388, 0.88488, 0.88589, 0.88689, 0.88789,
0.88889, 0.88989, 0.89089, 0.89189, 0.89289, 0.89389, 0.89489, 0.8959, 0.8969, 0.8979, 0.8989, 0.8999, 0.9009, 0.9019, 0.9029, 0.9039, 0.9049, 0.90591, 0.90691, 0.90791, 0.90891, 0.90991, 0.91091, 0.91191,
0.91291, 0.91391, 0.91491, 0.91592, 0.91692, 0.91792, 0.91892, 0.91992, 0.92092, 0.92192, 0.92292, 0.92392, 0.92492, 0.92593, 0.92693, 0.92793, 0.92893, 0.92993, 0.93093, 0.93193, 0.93293, 0.93393, 0.93493, 0.93594,
0.93694, 0.93794, 0.93894, 0.93994, 0.94094, 0.94194, 0.94294, 0.94394, 0.94494, 0.94595, 0.94695, 0.94795, 0.94895, 0.94995, 0.95095, 0.95195, 0.95295, 0.95395, 0.95495, 0.95596, 0.95696, 0.95796, 0.95896, 0.95996,
0.96096, 0.96196, 0.96296, 0.96396, 0.96496, 0.96597, 0.96697, 0.96797, 0.96897, 0.96997, 0.97097, 0.97197, 0.97297, 0.97397, 0.97497, 0.97598, 0.97698, 0.97798, 0.97898, 0.97998, 0.98098, 0.98198, 0.98298, 0.98398,
0.98498, 0.98599, 0.98699, 0.98799, 0.98899, 0.98999, 0.99099, 0.99199, 0.99299, 0.99399, 0.99499, 0.996, 0.997, 0.998, 0.999, 1]), array([[ 0.1106, 0.1106, 0.11533, 0.12137, 0.12577, 0.13073, 0.13427, 0.13782, 0.14102, 0.14395, 0.14661, 0.14927, 0.15159, 0.15381, 0.15668, 0.15914, 0.16174, 0.16393, 0.16665, 0.16969, 0.17204, 0.17508, 0.178,
0.18084, 0.18308, 0.18587, 0.18801, 0.19058, 0.19337, 0.19612, 0.19786, 0.20034, 0.2026, 0.20464, 0.20677, 0.20916, 0.21141, 0.21425, 0.21679, 0.21853, 0.21982, 0.22234, 0.22434, 0.22625, 0.2278, 0.2303,
0.23234, 0.23492, 0.23694, 0.23942, 0.2416, 0.24355, 0.24551, 0.24668, 0.24908, 0.25234, 0.25389, 0.25502, 0.25683, 0.25973, 0.26188, 0.26462, 0.26521, 0.26792, 0.26899, 0.27034, 0.27169, 0.27274, 0.27517,
0.27773, 0.28065, 0.28309, 0.28549, 0.28729, 0.28869, 0.291, 0.29314, 0.29607, 0.29863, 0.30068, 0.30194, 0.30511, 0.30696, 0.3094, 0.3115, 0.3125, 0.31457, 0.3171, 0.31933, 0.31995, 0.32228, 0.32513,
0.327, 0.32883, 0.33104, 0.33159, 0.33323, 0.33546, 0.33719, 0.33999, 0.34111, 0.34209, 0.3441, 0.34698, 0.34904, 0.35131, 0.3531, 0.35652, 0.35873, 0.36079, 0.36337, 0.36559, 0.36795, 0.37015, 0.3738,
0.37658, 0.37894, 0.38101, 0.38215, 0.38515, 0.3871, 0.38839, 0.39052, 0.39238, 0.39522, 0.3969, 0.39828, 0.39932, 0.40189, 0.40381, 0.40488, 0.40853, 0.41087, 0.41058, 0.41258, 0.41661, 0.41936, 0.41883,
0.42149, 0.42296, 0.42599, 0.42789, 0.43075, 0.43248, 0.43379, 0.43577, 0.4384, 0.44057, 0.44077, 0.44353, 0.44444, 0.44702, 0.44927, 0.45216, 0.45385, 0.45669, 0.45886, 0.46069, 0.46475, 0.4658, 0.46459,
0.46662, 0.46751, 0.46877, 0.46801, 0.47035, 0.47344, 0.47671, 0.47818, 0.4796, 0.47905, 0.48198, 0.48409, 0.48532, 0.48769, 0.48986, 0.49153, 0.49421, 0.49621, 0.49525, 0.49746, 0.49747, 0.50079, 0.50386,
0.50561, 0.50699, 0.50586, 0.50612, 0.50726, 0.50787, 0.51049, 0.51091, 0.51201, 0.51557, 0.51769, 0.52051, 0.51672, 0.51973, 0.51894, 0.52099, 0.52076, 0.52259, 0.52515, 0.52819, 0.52937, 0.52729, 0.52818,
0.52842, 0.53028, 0.53378, 0.5369, 0.53818, 0.53886, 0.53956, 0.54216, 0.54468, 0.54563, 0.54724, 0.54755, 0.54837, 0.54973, 0.55451, 0.55536, 0.55585, 0.55854, 0.56083, 0.56242, 0.56386, 0.56504, 0.56577,
0.5669, 0.56858, 0.56987, 0.57118, 0.57365, 0.57278, 0.57417, 0.57408, 0.57705, 0.5808, 0.58215, 0.57949, 0.5794, 0.57965, 0.58072, 0.58258, 0.58028, 0.58158, 0.5816, 0.5823, 0.58201, 0.58427, 0.58366,
0.58251, 0.58273, 0.58166, 0.58385, 0.58239, 0.58335, 0.58267, 0.58022, 0.57771, 0.57908, 0.57832, 0.57995, 0.58014, 0.58035, 0.58053, 0.581, 0.58292, 0.58392, 0.58779, 0.58713, 0.58469, 0.58412, 0.58498,
0.58366, 0.58181, 0.58255, 0.58497, 0.58234, 0.58401, 0.58672, 0.58745, 0.58897, 0.58722, 0.58626, 0.58554, 0.58306, 0.58375, 0.58124, 0.58146, 0.58374, 0.5847, 0.58108, 0.5805, 0.58135, 0.58137, 0.57994,
0.57819, 0.57931, 0.57348, 0.57162, 0.56762, 0.56352, 0.56181, 0.5591, 0.55489, 0.55488, 0.5509, 0.55067, 0.54928, 0.54734, 0.54761, 0.54666, 0.54902, 0.54887, 0.54949, 0.5481, 0.54112, 0.53915, 0.53945,
0.53535, 0.53275, 0.53142, 0.53061, 0.5262, 0.52165, 0.51567, 0.51503, 0.50911, 0.5064, 0.50367, 0.49824, 0.49239, 0.49014, 0.48975, 0.48845, 0.48228, 0.48007, 0.47868, 0.47781, 0.47693, 0.47393, 0.47253,
0.47143, 0.47223, 0.46799, 0.4623, 0.45537, 0.4504, 0.44526, 0.44481, 0.44126, 0.43518, 0.43161, 0.43031, 0.43105, 0.43032, 0.42741, 0.42471, 0.4235, 0.41906, 0.41463, 0.41021, 0.41061, 0.39873, 0.38986,
0.38822, 0.37822, 0.37451, 0.3718, 0.36548, 0.36018, 0.35581, 0.35477, 0.34734, 0.34082, 0.34103, 0.33611, 0.33422, 0.331, 0.32327, 0.3236, 0.324, 0.32158, 0.31652, 0.31059, 0.30296, 0.30323, 0.30263,
0.29726, 0.29256, 0.28727, 0.28415, 0.28145, 0.27805, 0.27351, 0.2678, 0.25909, 0.25365, 0.24879, 0.2437, 0.24093, 0.23893, 0.22993, 0.2253, 0.22011, 0.21745, 0.21508, 0.20007, 0.18646, 0.18562, 0.18479,
0.18395, 0.18149, 0.1756, 0.16936, 0.16752, 0.16561, 0.16381, 0.16263, 0.16145, 0.15971, 0.15712, 0.15505, 0.14931, 0.1442, 0.14329, 0.13968, 0.13078, 0.12243, 0.11652, 0.11428, 0.11137, 0.10847, 0.101,
0.098345, 0.095837, 0.091975, 0.089972, 0.088303, 0.086721, 0.082815, 0.078533, 0.076679, 0.074181, 0.070957, 0.069715, 0.068473, 0.064336, 0.064307, 0.063416, 0.062524, 0.061631, 0.060429, 0.056387, 0.051406, 0.044707, 0.042229,
0.041854, 0.040306, 0.038757, 0.038544, 0.038553, 0.038562, 0.03857, 0.038579, 0.038587, 0.038596, 0.038604, 0.038618, 0.038645, 0.038672, 0.036438, 0.034039, 0.032779, 0.031518, 0.029433, 0.027014, 0.025382, 0.023747, 0.022824,
0.022099, 0.021373, 0.020647, 0.01992, 0.01955, 0.018885, 0.017326, 0.015766, 0.015209, 0.014706, 0.014203, 0.013699, 0.013196, 0.012692, 0.012188, 0.011624, 0.010831, 0.010038, 0.0092443, 0.0084502, 0.0078742, 0.0078748, 0.0078754,
0.007876, 0.0078766, 0.0078772, 0.0078778, 0.0078783, 0.0078789, 0.0078794, 0.0078799, 0.0078805, 0.007881, 0.0078815, 0.007882, 0.0078824, 0.0078829, 0.0078834, 0.0078838, 0.0078843, 0.0078847, 0.0078852, 0.0078856, 0.007886, 0.0078864, 0.0078868,
0.0078872, 0.0078876, 0.007888, 0.0078884, 0.0078888, 0.0078891, 0.0078895, 0.0076377, 0.0073512, 0.0070647, 0.0067781, 0.0064915, 0.0062049, 0.0059182, 0.0056315, 0.0053447, 0.0050578, 0.0047709, 0.004484, 0.004197, 0.0039527, 0.0039537, 0.0039546,
0.0039554, 0.0039561, 0.0039567, 0.0039573, 0.0039578, 0.0039583, 0.0039587, 0.0039591, 0.0039595, 0.0039598, 0.0039601, 0.0039604, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'F1'], [array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
0.024024, 0.025025, 0.026026, 0.027027, 0.028028, 0.029029, 0.03003, 0.031031, 0.032032, 0.033033, 0.034034, 0.035035, 0.036036, 0.037037, 0.038038, 0.039039, 0.04004, 0.041041, 0.042042, 0.043043, 0.044044, 0.045045, 0.046046, 0.047047,
0.048048, 0.049049, 0.05005, 0.051051, 0.052052, 0.053053, 0.054054, 0.055055, 0.056056, 0.057057, 0.058058, 0.059059, 0.06006, 0.061061, 0.062062, 0.063063, 0.064064, 0.065065, 0.066066, 0.067067, 0.068068, 0.069069, 0.07007, 0.071071,
0.072072, 0.073073, 0.074074, 0.075075, 0.076076, 0.077077, 0.078078, 0.079079, 0.08008, 0.081081, 0.082082, 0.083083, 0.084084, 0.085085, 0.086086, 0.087087, 0.088088, 0.089089, 0.09009, 0.091091, 0.092092, 0.093093, 0.094094, 0.095095,
0.096096, 0.097097, 0.098098, 0.099099, 0.1001, 0.1011, 0.1021, 0.1031, 0.1041, 0.10511, 0.10611, 0.10711, 0.10811, 0.10911, 0.11011, 0.11111, 0.11211, 0.11311, 0.11411, 0.11512, 0.11612, 0.11712, 0.11812, 0.11912,
0.12012, 0.12112, 0.12212, 0.12312, 0.12412, 0.12513, 0.12613, 0.12713, 0.12813, 0.12913, 0.13013, 0.13113, 0.13213, 0.13313, 0.13413, 0.13514, 0.13614, 0.13714, 0.13814, 0.13914, 0.14014, 0.14114, 0.14214, 0.14314,
0.14414, 0.14515, 0.14615, 0.14715, 0.14815, 0.14915, 0.15015, 0.15115, 0.15215, 0.15315, 0.15415, 0.15516, 0.15616, 0.15716, 0.15816, 0.15916, 0.16016, 0.16116, 0.16216, 0.16316, 0.16416, 0.16517, 0.16617, 0.16717,
0.16817, 0.16917, 0.17017, 0.17117, 0.17217, 0.17317, 0.17417, 0.17518, 0.17618, 0.17718, 0.17818, 0.17918, 0.18018, 0.18118, 0.18218, 0.18318, 0.18418, 0.18519, 0.18619, 0.18719, 0.18819, 0.18919, 0.19019, 0.19119,
0.19219, 0.19319, 0.19419, 0.1952, 0.1962, 0.1972, 0.1982, 0.1992, 0.2002, 0.2012, 0.2022, 0.2032, 0.2042, 0.20521, 0.20621, 0.20721, 0.20821, 0.20921, 0.21021, 0.21121, 0.21221, 0.21321, 0.21421, 0.21522,
0.21622, 0.21722, 0.21822, 0.21922, 0.22022, 0.22122, 0.22222, 0.22322, 0.22422, 0.22523, 0.22623, 0.22723, 0.22823, 0.22923, 0.23023, 0.23123, 0.23223, 0.23323, 0.23423, 0.23524, 0.23624, 0.23724, 0.23824, 0.23924,
0.24024, 0.24124, 0.24224, 0.24324, 0.24424, 0.24525, 0.24625, 0.24725, 0.24825, 0.24925, 0.25025, 0.25125, 0.25225, 0.25325, 0.25425, 0.25526, 0.25626, 0.25726, 0.25826, 0.25926, 0.26026, 0.26126, 0.26226, 0.26326,
0.26426, 0.26527, 0.26627, 0.26727, 0.26827, 0.26927, 0.27027, 0.27127, 0.27227, 0.27327, 0.27427, 0.27528, 0.27628, 0.27728, 0.27828, 0.27928, 0.28028, 0.28128, 0.28228, 0.28328, 0.28428, 0.28529, 0.28629, 0.28729,
0.28829, 0.28929, 0.29029, 0.29129, 0.29229, 0.29329, 0.29429, 0.2953, 0.2963, 0.2973, 0.2983, 0.2993, 0.3003, 0.3013, 0.3023, 0.3033, 0.3043, 0.30531, 0.30631, 0.30731, 0.30831, 0.30931, 0.31031, 0.31131,
0.31231, 0.31331, 0.31431, 0.31532, 0.31632, 0.31732, 0.31832, 0.31932, 0.32032, 0.32132, 0.32232, 0.32332, 0.32432, 0.32533, 0.32633, 0.32733, 0.32833, 0.32933, 0.33033, 0.33133, 0.33233, 0.33333, 0.33433, 0.33534,
0.33634, 0.33734, 0.33834, 0.33934, 0.34034, 0.34134, 0.34234, 0.34334, 0.34434, 0.34535, 0.34635, 0.34735, 0.34835, 0.34935, 0.35035, 0.35135, 0.35235, 0.35335, 0.35435, 0.35536, 0.35636, 0.35736, 0.35836, 0.35936,
0.36036, 0.36136, 0.36236, 0.36336, 0.36436, 0.36537, 0.36637, 0.36737, 0.36837, 0.36937, 0.37037, 0.37137, 0.37237, 0.37337, 0.37437, 0.37538, 0.37638, 0.37738, 0.37838, 0.37938, 0.38038, 0.38138, 0.38238, 0.38338,
0.38438, 0.38539, 0.38639, 0.38739, 0.38839, 0.38939, 0.39039, 0.39139, 0.39239, 0.39339, 0.39439, 0.3954, 0.3964, 0.3974, 0.3984, 0.3994, 0.4004, 0.4014, 0.4024, 0.4034, 0.4044, 0.40541, 0.40641, 0.40741,
0.40841, 0.40941, 0.41041, 0.41141, 0.41241, 0.41341, 0.41441, 0.41542, 0.41642, 0.41742, 0.41842, 0.41942, 0.42042, 0.42142, 0.42242, 0.42342, 0.42442, 0.42543, 0.42643, 0.42743, 0.42843, 0.42943, 0.43043, 0.43143,
0.43243, 0.43343, 0.43443, 0.43544, 0.43644, 0.43744, 0.43844, 0.43944, 0.44044, 0.44144, 0.44244, 0.44344, 0.44444, 0.44545, 0.44645, 0.44745, 0.44845, 0.44945, 0.45045, 0.45145, 0.45245, 0.45345, 0.45445, 0.45546,
0.45646, 0.45746, 0.45846, 0.45946, 0.46046, 0.46146, 0.46246, 0.46346, 0.46446, 0.46547, 0.46647, 0.46747, 0.46847, 0.46947, 0.47047, 0.47147, 0.47247, 0.47347, 0.47447, 0.47548, 0.47648, 0.47748, 0.47848, 0.47948,
0.48048, 0.48148, 0.48248, 0.48348, 0.48448, 0.48549, 0.48649, 0.48749, 0.48849, 0.48949, 0.49049, 0.49149, 0.49249, 0.49349, 0.49449, 0.4955, 0.4965, 0.4975, 0.4985, 0.4995, 0.5005, 0.5015, 0.5025, 0.5035,
0.5045, 0.50551, 0.50651, 0.50751, 0.50851, 0.50951, 0.51051, 0.51151, 0.51251, 0.51351, 0.51451, 0.51552, 0.51652, 0.51752, 0.51852, 0.51952, 0.52052, 0.52152, 0.52252, 0.52352, 0.52452, 0.52553, 0.52653, 0.52753,
0.52853, 0.52953, 0.53053, 0.53153, 0.53253, 0.53353, 0.53453, 0.53554, 0.53654, 0.53754, 0.53854, 0.53954, 0.54054, 0.54154, 0.54254, 0.54354, 0.54454, 0.54555, 0.54655, 0.54755, 0.54855, 0.54955, 0.55055, 0.55155,
0.55255, 0.55355, 0.55455, 0.55556, 0.55656, 0.55756, 0.55856, 0.55956, 0.56056, 0.56156, 0.56256, 0.56356, 0.56456, 0.56557, 0.56657, 0.56757, 0.56857, 0.56957, 0.57057, 0.57157, 0.57257, 0.57357, 0.57457, 0.57558,
0.57658, 0.57758, 0.57858, 0.57958, 0.58058, 0.58158, 0.58258, 0.58358, 0.58458, 0.58559, 0.58659, 0.58759, 0.58859, 0.58959, 0.59059, 0.59159, 0.59259, 0.59359, 0.59459, 0.5956, 0.5966, 0.5976, 0.5986, 0.5996,
0.6006, 0.6016, 0.6026, 0.6036, 0.6046, 0.60561, 0.60661, 0.60761, 0.60861, 0.60961, 0.61061, 0.61161, 0.61261, 0.61361, 0.61461, 0.61562, 0.61662, 0.61762, 0.61862, 0.61962, 0.62062, 0.62162, 0.62262, 0.62362,
0.62462, 0.62563, 0.62663, 0.62763, 0.62863, 0.62963, 0.63063, 0.63163, 0.63263, 0.63363, 0.63463, 0.63564, 0.63664, 0.63764, 0.63864, 0.63964, 0.64064, 0.64164, 0.64264, 0.64364, 0.64464, 0.64565, 0.64665, 0.64765,
0.64865, 0.64965, 0.65065, 0.65165, 0.65265, 0.65365, 0.65465, 0.65566, 0.65666, 0.65766, 0.65866, 0.65966, 0.66066, 0.66166, 0.66266, 0.66366, 0.66466, 0.66567, 0.66667, 0.66767, 0.66867, 0.66967, 0.67067, 0.67167,
0.67267, 0.67367, 0.67467, 0.67568, 0.67668, 0.67768, 0.67868, 0.67968, 0.68068, 0.68168, 0.68268, 0.68368, 0.68468, 0.68569, 0.68669, 0.68769, 0.68869, 0.68969, 0.69069, 0.69169, 0.69269, 0.69369, 0.69469, 0.6957,
0.6967, 0.6977, 0.6987, 0.6997, 0.7007, 0.7017, 0.7027, 0.7037, 0.7047, 0.70571, 0.70671, 0.70771, 0.70871, 0.70971, 0.71071, 0.71171, 0.71271, 0.71371, 0.71471, 0.71572, 0.71672, 0.71772, 0.71872, 0.71972,
0.72072, 0.72172, 0.72272, 0.72372, 0.72472, 0.72573, 0.72673, 0.72773, 0.72873, 0.72973, 0.73073, 0.73173, 0.73273, 0.73373, 0.73473, 0.73574, 0.73674, 0.73774, 0.73874, 0.73974, 0.74074, 0.74174, 0.74274, 0.74374,
0.74474, 0.74575, 0.74675, 0.74775, 0.74875, 0.74975, 0.75075, 0.75175, 0.75275, 0.75375, 0.75475, 0.75576, 0.75676, 0.75776, 0.75876, 0.75976, 0.76076, 0.76176, 0.76276, 0.76376, 0.76476, 0.76577, 0.76677, 0.76777,
0.76877, 0.76977, 0.77077, 0.77177, 0.77277, 0.77377, 0.77477, 0.77578, 0.77678, 0.77778, 0.77878, 0.77978, 0.78078, 0.78178, 0.78278, 0.78378, 0.78478, 0.78579, 0.78679, 0.78779, 0.78879, 0.78979, 0.79079, 0.79179,
0.79279, 0.79379, 0.79479, 0.7958, 0.7968, 0.7978, 0.7988, 0.7998, 0.8008, 0.8018, 0.8028, 0.8038, 0.8048, 0.80581, 0.80681, 0.80781, 0.80881, 0.80981, 0.81081, 0.81181, 0.81281, 0.81381, 0.81481, 0.81582,
0.81682, 0.81782, 0.81882, 0.81982, 0.82082, 0.82182, 0.82282, 0.82382, 0.82482, 0.82583, 0.82683, 0.82783, 0.82883, 0.82983, 0.83083, 0.83183, 0.83283, 0.83383, 0.83483, 0.83584, 0.83684, 0.83784, 0.83884, 0.83984,
0.84084, 0.84184, 0.84284, 0.84384, 0.84484, 0.84585, 0.84685, 0.84785, 0.84885, 0.84985, 0.85085, 0.85185, 0.85285, 0.85385, 0.85485, 0.85586, 0.85686, 0.85786, 0.85886, 0.85986, 0.86086, 0.86186, 0.86286, 0.86386,
0.86486, 0.86587, 0.86687, 0.86787, 0.86887, 0.86987, 0.87087, 0.87187, 0.87287, 0.87387, 0.87487, 0.87588, 0.87688, 0.87788, 0.87888, 0.87988, 0.88088, 0.88188, 0.88288, 0.88388, 0.88488, 0.88589, 0.88689, 0.88789,
0.88889, 0.88989, 0.89089, 0.89189, 0.89289, 0.89389, 0.89489, 0.8959, 0.8969, 0.8979, 0.8989, 0.8999, 0.9009, 0.9019, 0.9029, 0.9039, 0.9049, 0.90591, 0.90691, 0.90791, 0.90891, 0.90991, 0.91091, 0.91191,
0.91291, 0.91391, 0.91491, 0.91592, 0.91692, 0.91792, 0.91892, 0.91992, 0.92092, 0.92192, 0.92292, 0.92392, 0.92492, 0.92593, 0.92693, 0.92793, 0.92893, 0.92993, 0.93093, 0.93193, 0.93293, 0.93393, 0.93493, 0.93594,
0.93694, 0.93794, 0.93894, 0.93994, 0.94094, 0.94194, 0.94294, 0.94394, 0.94494, 0.94595, 0.94695, 0.94795, 0.94895, 0.94995, 0.95095, 0.95195, 0.95295, 0.95395, 0.95495, 0.95596, 0.95696, 0.95796, 0.95896, 0.95996,
0.96096, 0.96196, 0.96296, 0.96396, 0.96496, 0.96597, 0.96697, 0.96797, 0.96897, 0.96997, 0.97097, 0.97197, 0.97297, 0.97397, 0.97497, 0.97598, 0.97698, 0.97798, 0.97898, 0.97998, 0.98098, 0.98198, 0.98298, 0.98398,
0.98498, 0.98599, 0.98699, 0.98799, 0.98899, 0.98999, 0.99099, 0.99199, 0.99299, 0.99399, 0.99499, 0.996, 0.997, 0.998, 0.999, 1]), array([[ 0.05862, 0.05862, 0.061282, 0.064708, 0.067224, 0.070069, 0.072105, 0.074157, 0.076014, 0.077718, 0.07927, 0.080827, 0.082191, 0.083496, 0.085192, 0.086645, 0.088191, 0.089513, 0.091134, 0.092973, 0.094391, 0.096223, 0.097989,
0.099715, 0.10107, 0.10278, 0.10411, 0.10569, 0.10741, 0.10911, 0.11024, 0.11178, 0.11319, 0.11447, 0.1158, 0.1173, 0.11872, 0.12051, 0.12212, 0.12326, 0.12415, 0.12576, 0.12704, 0.12827, 0.1293, 0.13092,
0.13227, 0.13395, 0.13526, 0.13688, 0.13835, 0.13967, 0.141, 0.14182, 0.14345, 0.14562, 0.14671, 0.14751, 0.14872, 0.15067, 0.15212, 0.15397, 0.15459, 0.15643, 0.15733, 0.15831, 0.15924, 0.16008, 0.16176,
0.16353, 0.16556, 0.16726, 0.16894, 0.17027, 0.17132, 0.17295, 0.17447, 0.17655, 0.17837, 0.18002, 0.18105, 0.18333, 0.18475, 0.18669, 0.18822, 0.18904, 0.19056, 0.19251, 0.19425, 0.1949, 0.19663, 0.19875,
0.20015, 0.20153, 0.20319, 0.20381, 0.20516, 0.20685, 0.20828, 0.21042, 0.21132, 0.21237, 0.21392, 0.21616, 0.21776, 0.21953, 0.22105, 0.22374, 0.22561, 0.22725, 0.22929, 0.2312, 0.23309, 0.23516, 0.23811,
0.24037, 0.2423, 0.24415, 0.24525, 0.24788, 0.2495, 0.25074, 0.25269, 0.25425, 0.25664, 0.25806, 0.25941, 0.26048, 0.26267, 0.26431, 0.26542, 0.26856, 0.271, 0.27156, 0.27331, 0.27686, 0.27929, 0.27948,
0.28231, 0.28386, 0.28659, 0.28832, 0.29092, 0.2925, 0.2942, 0.29629, 0.29872, 0.30101, 0.30174, 0.30433, 0.30573, 0.30875, 0.3112, 0.31398, 0.31561, 0.31837, 0.32048, 0.32227, 0.32625, 0.32729, 0.32676,
0.32876, 0.32965, 0.33124, 0.33116, 0.33351, 0.33663, 0.33994, 0.34144, 0.34364, 0.34381, 0.34683, 0.34903, 0.3507, 0.35317, 0.35586, 0.35762, 0.36048, 0.3626, 0.36285, 0.36567, 0.36656, 0.37018, 0.37355,
0.37594, 0.37747, 0.37764, 0.37849, 0.38019, 0.38238, 0.38536, 0.38636, 0.38814, 0.39267, 0.39581, 0.39923, 0.39693, 0.40056, 0.40131, 0.40385, 0.4047, 0.40692, 0.41002, 0.41374, 0.41583, 0.41588, 0.41765,
0.41931, 0.42306, 0.42752, 0.43228, 0.43441, 0.43633, 0.43802, 0.44224, 0.44566, 0.4477, 0.45, 0.45145, 0.45392, 0.45665, 0.46328, 0.46537, 0.46697, 0.47078, 0.47404, 0.47632, 0.47849, 0.48106, 0.48312,
0.48702, 0.49136, 0.49329, 0.49632, 0.50007, 0.50096, 0.50439, 0.50521, 0.50983, 0.51691, 0.51906, 0.5185, 0.52068, 0.52252, 0.52513, 0.52995, 0.52881, 0.53371, 0.53796, 0.54062, 0.54158, 0.54619, 0.54744,
0.54764, 0.54887, 0.54853, 0.55244, 0.55301, 0.558, 0.55894, 0.55817, 0.55942, 0.56533, 0.56593, 0.5709, 0.57316, 0.57546, 0.57775, 0.57869, 0.5825, 0.58651, 0.59438, 0.59482, 0.59643, 0.59958, 0.60252,
0.60306, 0.60442, 0.60756, 0.61284, 0.61425, 0.61798, 0.62409, 0.6283, 0.6344, 0.63568, 0.63695, 0.63998, 0.6421, 0.64702, 0.65081, 0.65337, 0.65916, 0.66161, 0.66232, 0.66364, 0.66587, 0.66924, 0.67224,
0.67449, 0.67756, 0.67496, 0.6784, 0.67811, 0.67794, 0.68239, 0.68575, 0.68678, 0.68941, 0.68798, 0.68959, 0.69053, 0.68949, 0.69833, 0.70492, 0.71283, 0.71744, 0.72015, 0.71999, 0.71991, 0.72719, 0.73352,
0.73611, 0.73848, 0.73965, 0.74519, 0.74303, 0.74316, 0.75002, 0.75224, 0.75159, 0.75504, 0.76258, 0.76274, 0.75988, 0.75878, 0.76074, 0.76368, 0.76357, 0.76778, 0.77087, 0.77044, 0.77002, 0.76855, 0.76786,
0.77216, 0.77649, 0.77515, 0.77515, 0.78066, 0.78699, 0.79304, 0.80703, 0.80749, 0.80663, 0.80499, 0.80438, 0.8101, 0.81266, 0.81134, 0.81011, 0.81383, 0.81744, 0.81863, 0.81742, 0.82062, 0.81592, 0.81762,
0.82067, 0.82099, 0.8192, 0.82316, 0.83259, 0.83424, 0.83334, 0.83755, 0.83402, 0.83222, 0.83711, 0.84108, 0.84017, 0.83861, 0.83565, 0.8401, 0.84546, 0.84747, 0.85043, 0.84927, 0.84593, 0.85012, 0.85282,
0.85016, 0.85227, 0.85551, 0.85969, 0.85835, 0.85662, 0.85426, 0.85589, 0.85546, 0.85243, 0.84962, 0.84658, 0.84488, 0.84364, 0.84815, 0.85598, 0.85271, 0.85099, 0.84943, 0.83881, 0.82798, 0.82727, 0.82656,
0.82585, 0.8237, 0.81837, 0.81241, 0.81061, 0.80867, 0.80682, 0.80558, 0.80435, 0.80248, 0.79966, 0.79734, 0.79066, 0.78776, 0.79865, 0.79419, 0.79951, 0.78796, 0.79833, 0.79502, 0.79051, 0.78584, 0.7729,
0.76792, 0.76306, 0.75516, 0.75089, 0.74718, 0.7436, 0.73434, 0.72341, 0.71835, 0.71134, 0.7018, 0.69791, 0.69402, 0.69457, 0.73846, 0.73558, 0.73271, 0.72983, 0.72584, 0.71137, 0.69138, 0.66002, 0.64707,
0.68499, 0.67644, 0.66789, 0.67142, 0.67696, 0.68251, 0.68806, 0.6936, 0.69915, 0.70469, 0.71024, 0.71959, 0.73927, 0.75894, 0.75786, 0.74497, 0.73746, 0.72995, 0.71562, 0.69806, 0.6839, 0.66974, 0.66053,
0.6527, 0.64486, 0.63703, 0.62919, 0.66549, 0.70588, 0.68676, 0.66764, 0.65849, 0.64988, 0.64127, 0.63267, 0.62406, 0.61545, 0.60684, 0.59582, 0.57554, 0.55526, 0.53499, 0.51471, 0.50141, 0.50656, 0.5117,
0.51685, 0.52199, 0.52714, 0.53228, 0.53743, 0.54257, 0.54772, 0.55286, 0.55801, 0.56315, 0.56829, 0.57344, 0.57858, 0.58373, 0.58887, 0.59402, 0.59916, 0.60431, 0.60945, 0.6146, 0.61974, 0.62489, 0.63003,
0.63518, 0.64032, 0.64547, 0.65061, 0.65575, 0.6609, 0.66604, 0.656, 0.64386, 0.63172, 0.61958, 0.60744, 0.5953, 0.58317, 0.57103, 0.55889, 0.54675, 0.53461, 0.52247, 0.51033, 0.50524, 0.54052, 0.57579,
0.61106, 0.64634, 0.68161, 0.71688, 0.75215, 0.78743, 0.8227, 0.85797, 0.89325, 0.92852, 0.96379, 0.99906, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]), 'Confidence', 'Precision'], [array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
0.024024, 0.025025, 0.026026, 0.027027, 0.028028, 0.029029, 0.03003, 0.031031, 0.032032, 0.033033, 0.034034, 0.035035, 0.036036, 0.037037, 0.038038, 0.039039, 0.04004, 0.041041, 0.042042, 0.043043, 0.044044, 0.045045, 0.046046, 0.047047,
0.048048, 0.049049, 0.05005, 0.051051, 0.052052, 0.053053, 0.054054, 0.055055, 0.056056, 0.057057, 0.058058, 0.059059, 0.06006, 0.061061, 0.062062, 0.063063, 0.064064, 0.065065, 0.066066, 0.067067, 0.068068, 0.069069, 0.07007, 0.071071,
0.072072, 0.073073, 0.074074, 0.075075, 0.076076, 0.077077, 0.078078, 0.079079, 0.08008, 0.081081, 0.082082, 0.083083, 0.084084, 0.085085, 0.086086, 0.087087, 0.088088, 0.089089, 0.09009, 0.091091, 0.092092, 0.093093, 0.094094, 0.095095,
0.096096, 0.097097, 0.098098, 0.099099, 0.1001, 0.1011, 0.1021, 0.1031, 0.1041, 0.10511, 0.10611, 0.10711, 0.10811, 0.10911, 0.11011, 0.11111, 0.11211, 0.11311, 0.11411, 0.11512, 0.11612, 0.11712, 0.11812, 0.11912,
0.12012, 0.12112, 0.12212, 0.12312, 0.12412, 0.12513, 0.12613, 0.12713, 0.12813, 0.12913, 0.13013, 0.13113, 0.13213, 0.13313, 0.13413, 0.13514, 0.13614, 0.13714, 0.13814, 0.13914, 0.14014, 0.14114, 0.14214, 0.14314,
0.14414, 0.14515, 0.14615, 0.14715, 0.14815, 0.14915, 0.15015, 0.15115, 0.15215, 0.15315, 0.15415, 0.15516, 0.15616, 0.15716, 0.15816, 0.15916, 0.16016, 0.16116, 0.16216, 0.16316, 0.16416, 0.16517, 0.16617, 0.16717,
0.16817, 0.16917, 0.17017, 0.17117, 0.17217, 0.17317, 0.17417, 0.17518, 0.17618, 0.17718, 0.17818, 0.17918, 0.18018, 0.18118, 0.18218, 0.18318, 0.18418, 0.18519, 0.18619, 0.18719, 0.18819, 0.18919, 0.19019, 0.19119,
0.19219, 0.19319, 0.19419, 0.1952, 0.1962, 0.1972, 0.1982, 0.1992, 0.2002, 0.2012, 0.2022, 0.2032, 0.2042, 0.20521, 0.20621, 0.20721, 0.20821, 0.20921, 0.21021, 0.21121, 0.21221, 0.21321, 0.21421, 0.21522,
0.21622, 0.21722, 0.21822, 0.21922, 0.22022, 0.22122, 0.22222, 0.22322, 0.22422, 0.22523, 0.22623, 0.22723, 0.22823, 0.22923, 0.23023, 0.23123, 0.23223, 0.23323, 0.23423, 0.23524, 0.23624, 0.23724, 0.23824, 0.23924,
0.24024, 0.24124, 0.24224, 0.24324, 0.24424, 0.24525, 0.24625, 0.24725, 0.24825, 0.24925, 0.25025, 0.25125, 0.25225, 0.25325, 0.25425, 0.25526, 0.25626, 0.25726, 0.25826, 0.25926, 0.26026, 0.26126, 0.26226, 0.26326,
0.26426, 0.26527, 0.26627, 0.26727, 0.26827, 0.26927, 0.27027, 0.27127, 0.27227, 0.27327, 0.27427, 0.27528, 0.27628, 0.27728, 0.27828, 0.27928, 0.28028, 0.28128, 0.28228, 0.28328, 0.28428, 0.28529, 0.28629, 0.28729,
0.28829, 0.28929, 0.29029, 0.29129, 0.29229, 0.29329, 0.29429, 0.2953, 0.2963, 0.2973, 0.2983, 0.2993, 0.3003, 0.3013, 0.3023, 0.3033, 0.3043, 0.30531, 0.30631, 0.30731, 0.30831, 0.30931, 0.31031, 0.31131,
0.31231, 0.31331, 0.31431, 0.31532, 0.31632, 0.31732, 0.31832, 0.31932, 0.32032, 0.32132, 0.32232, 0.32332, 0.32432, 0.32533, 0.32633, 0.32733, 0.32833, 0.32933, 0.33033, 0.33133, 0.33233, 0.33333, 0.33433, 0.33534,
0.33634, 0.33734, 0.33834, 0.33934, 0.34034, 0.34134, 0.34234, 0.34334, 0.34434, 0.34535, 0.34635, 0.34735, 0.34835, 0.34935, 0.35035, 0.35135, 0.35235, 0.35335, 0.35435, 0.35536, 0.35636, 0.35736, 0.35836, 0.35936,
0.36036, 0.36136, 0.36236, 0.36336, 0.36436, 0.36537, 0.36637, 0.36737, 0.36837, 0.36937, 0.37037, 0.37137, 0.37237, 0.37337, 0.37437, 0.37538, 0.37638, 0.37738, 0.37838, 0.37938, 0.38038, 0.38138, 0.38238, 0.38338,
0.38438, 0.38539, 0.38639, 0.38739, 0.38839, 0.38939, 0.39039, 0.39139, 0.39239, 0.39339, 0.39439, 0.3954, 0.3964, 0.3974, 0.3984, 0.3994, 0.4004, 0.4014, 0.4024, 0.4034, 0.4044, 0.40541, 0.40641, 0.40741,
0.40841, 0.40941, 0.41041, 0.41141, 0.41241, 0.41341, 0.41441, 0.41542, 0.41642, 0.41742, 0.41842, 0.41942, 0.42042, 0.42142, 0.42242, 0.42342, 0.42442, 0.42543, 0.42643, 0.42743, 0.42843, 0.42943, 0.43043, 0.43143,
0.43243, 0.43343, 0.43443, 0.43544, 0.43644, 0.43744, 0.43844, 0.43944, 0.44044, 0.44144, 0.44244, 0.44344, 0.44444, 0.44545, 0.44645, 0.44745, 0.44845, 0.44945, 0.45045, 0.45145, 0.45245, 0.45345, 0.45445, 0.45546,
0.45646, 0.45746, 0.45846, 0.45946, 0.46046, 0.46146, 0.46246, 0.46346, 0.46446, 0.46547, 0.46647, 0.46747, 0.46847, 0.46947, 0.47047, 0.47147, 0.47247, 0.47347, 0.47447, 0.47548, 0.47648, 0.47748, 0.47848, 0.47948,
0.48048, 0.48148, 0.48248, 0.48348, 0.48448, 0.48549, 0.48649, 0.48749, 0.48849, 0.48949, 0.49049, 0.49149, 0.49249, 0.49349, 0.49449, 0.4955, 0.4965, 0.4975, 0.4985, 0.4995, 0.5005, 0.5015, 0.5025, 0.5035,
0.5045, 0.50551, 0.50651, 0.50751, 0.50851, 0.50951, 0.51051, 0.51151, 0.51251, 0.51351, 0.51451, 0.51552, 0.51652, 0.51752, 0.51852, 0.51952, 0.52052, 0.52152, 0.52252, 0.52352, 0.52452, 0.52553, 0.52653, 0.52753,
0.52853, 0.52953, 0.53053, 0.53153, 0.53253, 0.53353, 0.53453, 0.53554, 0.53654, 0.53754, 0.53854, 0.53954, 0.54054, 0.54154, 0.54254, 0.54354, 0.54454, 0.54555, 0.54655, 0.54755, 0.54855, 0.54955, 0.55055, 0.55155,
0.55255, 0.55355, 0.55455, 0.55556, 0.55656, 0.55756, 0.55856, 0.55956, 0.56056, 0.56156, 0.56256, 0.56356, 0.56456, 0.56557, 0.56657, 0.56757, 0.56857, 0.56957, 0.57057, 0.57157, 0.57257, 0.57357, 0.57457, 0.57558,
0.57658, 0.57758, 0.57858, 0.57958, 0.58058, 0.58158, 0.58258, 0.58358, 0.58458, 0.58559, 0.58659, 0.58759, 0.58859, 0.58959, 0.59059, 0.59159, 0.59259, 0.59359, 0.59459, 0.5956, 0.5966, 0.5976, 0.5986, 0.5996,
0.6006, 0.6016, 0.6026, 0.6036, 0.6046, 0.60561, 0.60661, 0.60761, 0.60861, 0.60961, 0.61061, 0.61161, 0.61261, 0.61361, 0.61461, 0.61562, 0.61662, 0.61762, 0.61862, 0.61962, 0.62062, 0.62162, 0.62262, 0.62362,
0.62462, 0.62563, 0.62663, 0.62763, 0.62863, 0.62963, 0.63063, 0.63163, 0.63263, 0.63363, 0.63463, 0.63564, 0.63664, 0.63764, 0.63864, 0.63964, 0.64064, 0.64164, 0.64264, 0.64364, 0.64464, 0.64565, 0.64665, 0.64765,
0.64865, 0.64965, 0.65065, 0.65165, 0.65265, 0.65365, 0.65465, 0.65566, 0.65666, 0.65766, 0.65866, 0.65966, 0.66066, 0.66166, 0.66266, 0.66366, 0.66466, 0.66567, 0.66667, 0.66767, 0.66867, 0.66967, 0.67067, 0.67167,
0.67267, 0.67367, 0.67467, 0.67568, 0.67668, 0.67768, 0.67868, 0.67968, 0.68068, 0.68168, 0.68268, 0.68368, 0.68468, 0.68569, 0.68669, 0.68769, 0.68869, 0.68969, 0.69069, 0.69169, 0.69269, 0.69369, 0.69469, 0.6957,
0.6967, 0.6977, 0.6987, 0.6997, 0.7007, 0.7017, 0.7027, 0.7037, 0.7047, 0.70571, 0.70671, 0.70771, 0.70871, 0.70971, 0.71071, 0.71171, 0.71271, 0.71371, 0.71471, 0.71572, 0.71672, 0.71772, 0.71872, 0.71972,
0.72072, 0.72172, 0.72272, 0.72372, 0.72472, 0.72573, 0.72673, 0.72773, 0.72873, 0.72973, 0.73073, 0.73173, 0.73273, 0.73373, 0.73473, 0.73574, 0.73674, 0.73774, 0.73874, 0.73974, 0.74074, 0.74174, 0.74274, 0.74374,
0.74474, 0.74575, 0.74675, 0.74775, 0.74875, 0.74975, 0.75075, 0.75175, 0.75275, 0.75375, 0.75475, 0.75576, 0.75676, 0.75776, 0.75876, 0.75976, 0.76076, 0.76176, 0.76276, 0.76376, 0.76476, 0.76577, 0.76677, 0.76777,
0.76877, 0.76977, 0.77077, 0.77177, 0.77277, 0.77377, 0.77477, 0.77578, 0.77678, 0.77778, 0.77878, 0.77978, 0.78078, 0.78178, 0.78278, 0.78378, 0.78478, 0.78579, 0.78679, 0.78779, 0.78879, 0.78979, 0.79079, 0.79179,
0.79279, 0.79379, 0.79479, 0.7958, 0.7968, 0.7978, 0.7988, 0.7998, 0.8008, 0.8018, 0.8028, 0.8038, 0.8048, 0.80581, 0.80681, 0.80781, 0.80881, 0.80981, 0.81081, 0.81181, 0.81281, 0.81381, 0.81481, 0.81582,
0.81682, 0.81782, 0.81882, 0.81982, 0.82082, 0.82182, 0.82282, 0.82382, 0.82482, 0.82583, 0.82683, 0.82783, 0.82883, 0.82983, 0.83083, 0.83183, 0.83283, 0.83383, 0.83483, 0.83584, 0.83684, 0.83784, 0.83884, 0.83984,
0.84084, 0.84184, 0.84284, 0.84384, 0.84484, 0.84585, 0.84685, 0.84785, 0.84885, 0.84985, 0.85085, 0.85185, 0.85285, 0.85385, 0.85485, 0.85586, 0.85686, 0.85786, 0.85886, 0.85986, 0.86086, 0.86186, 0.86286, 0.86386,
0.86486, 0.86587, 0.86687, 0.86787, 0.86887, 0.86987, 0.87087, 0.87187, 0.87287, 0.87387, 0.87487, 0.87588, 0.87688, 0.87788, 0.87888, 0.87988, 0.88088, 0.88188, 0.88288, 0.88388, 0.88488, 0.88589, 0.88689, 0.88789,
0.88889, 0.88989, 0.89089, 0.89189, 0.89289, 0.89389, 0.89489, 0.8959, 0.8969, 0.8979, 0.8989, 0.8999, 0.9009, 0.9019, 0.9029, 0.9039, 0.9049, 0.90591, 0.90691, 0.90791, 0.90891, 0.90991, 0.91091, 0.91191,
0.91291, 0.91391, 0.91491, 0.91592, 0.91692, 0.91792, 0.91892, 0.91992, 0.92092, 0.92192, 0.92292, 0.92392, 0.92492, 0.92593, 0.92693, 0.92793, 0.92893, 0.92993, 0.93093, 0.93193, 0.93293, 0.93393, 0.93493, 0.93594,
0.93694, 0.93794, 0.93894, 0.93994, 0.94094, 0.94194, 0.94294, 0.94394, 0.94494, 0.94595, 0.94695, 0.94795, 0.94895, 0.94995, 0.95095, 0.95195, 0.95295, 0.95395, 0.95495, 0.95596, 0.95696, 0.95796, 0.95896, 0.95996,
0.96096, 0.96196, 0.96296, 0.96396, 0.96496, 0.96597, 0.96697, 0.96797, 0.96897, 0.96997, 0.97097, 0.97197, 0.97297, 0.97397, 0.97497, 0.97598, 0.97698, 0.97798, 0.97898, 0.97998, 0.98098, 0.98198, 0.98298, 0.98398,
0.98498, 0.98599, 0.98699, 0.98799, 0.98899, 0.98999, 0.99099, 0.99199, 0.99299, 0.99399, 0.99499, 0.996, 0.997, 0.998, 0.999, 1]), array([[ 0.97619, 0.97619, 0.97619, 0.97619, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97421, 0.97222, 0.97222, 0.97024, 0.97024, 0.97024, 0.97024,
0.97024, 0.97024, 0.97024, 0.96825, 0.96825, 0.96825, 0.96825, 0.96429, 0.96429, 0.96429, 0.96429, 0.96429, 0.96429, 0.96429, 0.96429, 0.96429, 0.9623, 0.95833, 0.95833, 0.95833, 0.95833, 0.95635, 0.95635,
0.95437, 0.95437, 0.95437, 0.95437, 0.95238, 0.9504, 0.94841, 0.94643, 0.94444, 0.94444, 0.94246, 0.94048, 0.94048, 0.94048, 0.94048, 0.94048, 0.93254, 0.93254, 0.92659, 0.9246, 0.9246, 0.92063, 0.92063,
0.92063, 0.92063, 0.92063, 0.92063, 0.91865, 0.91667, 0.91667, 0.91667, 0.91667, 0.91667, 0.91173, 0.90873, 0.90873, 0.90675, 0.90278, 0.90278, 0.90079, 0.90079, 0.89881, 0.89683, 0.89286, 0.89286, 0.89286,
0.89286, 0.89286, 0.89286, 0.88889, 0.8869, 0.8869, 0.88492, 0.88492, 0.88411, 0.87897, 0.87897, 0.87897, 0.87897, 0.87897, 0.87698, 0.87698, 0.875, 0.875, 0.875, 0.87302, 0.87302, 0.86905, 0.86905,
0.86905, 0.86905, 0.86706, 0.86508, 0.8631, 0.8631, 0.86111, 0.85913, 0.85913, 0.85913, 0.85913, 0.85714, 0.85516, 0.85516, 0.85516, 0.85317, 0.85317, 0.84921, 0.84127, 0.84127, 0.84127, 0.84127, 0.83532,
0.83135, 0.82937, 0.82937, 0.82937, 0.82937, 0.82937, 0.8254, 0.82341, 0.82341, 0.82143, 0.81746, 0.81746, 0.81349, 0.80952, 0.80754, 0.80754, 0.80754, 0.80754, 0.80754, 0.80754, 0.80754, 0.80754, 0.80357,
0.80357, 0.80357, 0.80159, 0.79762, 0.79762, 0.79762, 0.79762, 0.79762, 0.79362, 0.78968, 0.78968, 0.78968, 0.7877, 0.7877, 0.78571, 0.78571, 0.78571, 0.78571, 0.77976, 0.77778, 0.77381, 0.77381, 0.77381,
0.77183, 0.77183, 0.76587, 0.76364, 0.7619, 0.75595, 0.75595, 0.75397, 0.75198, 0.75046, 0.74802, 0.74761, 0.74008, 0.73983, 0.73413, 0.73387, 0.73016, 0.73016, 0.73016, 0.73016, 0.72817, 0.72024, 0.71825,
0.71429, 0.71032, 0.71032, 0.70833, 0.7071, 0.70437, 0.70238, 0.7004, 0.70026, 0.69841, 0.69806, 0.69563, 0.69246, 0.69048, 0.69048, 0.68849, 0.68651, 0.68651, 0.68651, 0.68651, 0.68631, 0.68452, 0.68254,
0.67813, 0.6746, 0.6746, 0.67262, 0.67262, 0.66865, 0.66636, 0.66468, 0.66468, 0.6627, 0.6627, 0.65675, 0.65306, 0.65079, 0.64946, 0.64683, 0.64286, 0.63889, 0.63294, 0.63095, 0.62897, 0.62806, 0.625,
0.62212, 0.62103, 0.61905, 0.61905, 0.61508, 0.61111, 0.6085, 0.60409, 0.59722, 0.59352, 0.59127, 0.58929, 0.5873, 0.58532, 0.58333, 0.58333, 0.58333, 0.58135, 0.58135, 0.57964, 0.57341, 0.56944, 0.56844,
0.56548, 0.56084, 0.55952, 0.55952, 0.55357, 0.55357, 0.55357, 0.55159, 0.5496, 0.54563, 0.54304, 0.53964, 0.53396, 0.53175, 0.5251, 0.52381, 0.52381, 0.52381, 0.51759, 0.51587, 0.51587, 0.51389, 0.50992,
0.50595, 0.50595, 0.49853, 0.49389, 0.4881, 0.48214, 0.47745, 0.47194, 0.4655, 0.46429, 0.45936, 0.45833, 0.456, 0.45379, 0.4504, 0.44643, 0.44643, 0.44444, 0.44422, 0.44246, 0.43347, 0.42839, 0.42659,
0.42063, 0.41667, 0.41468, 0.41198, 0.40733, 0.40187, 0.3929, 0.39156, 0.38492, 0.38095, 0.376, 0.36995, 0.36419, 0.36199, 0.36111, 0.35905, 0.35244, 0.34921, 0.34711, 0.34628, 0.34545, 0.34259, 0.34127,
0.33929, 0.33929, 0.33517, 0.32937, 0.32143, 0.31548, 0.30952, 0.30702, 0.30357, 0.29797, 0.29485, 0.29371, 0.29365, 0.29264, 0.29012, 0.2878, 0.28622, 0.28175, 0.27762, 0.27381, 0.27381, 0.26383, 0.25595,
0.25425, 0.2457, 0.24274, 0.24013, 0.23413, 0.22967, 0.22619, 0.22505, 0.21935, 0.21429, 0.21413, 0.21002, 0.2086, 0.2062, 0.2004, 0.2004, 0.2004, 0.19844, 0.19444, 0.19005, 0.18452, 0.18452, 0.18395,
0.18012, 0.17659, 0.17262, 0.17021, 0.16832, 0.16596, 0.16282, 0.15873, 0.15266, 0.149, 0.14573, 0.14234, 0.14049, 0.13917, 0.13299, 0.12972, 0.12636, 0.12465, 0.12313, 0.11358, 0.10506, 0.10454, 0.10402,
0.1035, 0.10198, 0.098349, 0.094532, 0.093415, 0.092253, 0.091157, 0.090444, 0.089732, 0.088681, 0.087118, 0.085875, 0.082441, 0.079365, 0.078708, 0.076573, 0.071216, 0.066369, 0.062847, 0.061566, 0.059906, 0.058256, 0.054031,
0.052536, 0.051129, 0.04897, 0.047853, 0.046924, 0.046046, 0.043882, 0.04152, 0.040501, 0.039131, 0.037367, 0.03669, 0.036013, 0.03373, 0.033617, 0.033136, 0.032655, 0.032174, 0.031527, 0.029357, 0.026695, 0.023137, 0.021827,
0.021586, 0.020772, 0.019958, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.019841, 0.018668, 0.017418, 0.016762, 0.016107, 0.015026, 0.013774, 0.012931, 0.012088, 0.011613,
0.01124, 0.010866, 0.010493, 0.01012, 0.0099206, 0.0095704, 0.0087737, 0.007977, 0.0076933, 0.007437, 0.0071808, 0.0069246, 0.0066683, 0.0064121, 0.0061558, 0.0058695, 0.0054671, 0.0050648, 0.0046624, 0.0042601, 0.0039683, 0.0039683, 0.0039683,
0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683,
0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0039683, 0.0038412, 0.0036967, 0.0035522, 0.0034077, 0.0032632, 0.0031187, 0.0029742, 0.0028297, 0.0026852, 0.0025407, 0.0023962, 0.0022517, 0.0021072, 0.0019841, 0.0019841, 0.0019841,
0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0.0019841, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: 0.26925480059671714
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.2331])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.5786881009849316, 'metrics/recall(B)': 0.5833333333333334, 'metrics/mAP50(B)': 0.5946650521385095, 'metrics/mAP50-95(B)': 0.2330981059809624, 'fitness': 0.26925480059671714}
save_dir: PosixPath('runs/detect/train252')
speed: {'preprocess': 0.08516652243477958, 'inference': 17.737252371651785, 'loss': 0.0006301062447684151, 'postprocess': 1.027984278542655}
task: 'detect'