-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathmini_base.log
3365 lines (3362 loc) · 991 KB
/
mini_base.log
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
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
2024-06-07 14:31:02,016 - mmcls - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.10.14 (main, Mar 21 2024, 16:24:04) [GCC 11.2.0]
CUDA available: True
GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB
CUDA_HOME: /sw/rl9g/cuda/11.8/rl9_binary
NVCC: Cuda compilation tools, release 11.8, V11.8.89
GCC: gcc (GCC) 11.3.1 20220421 (Red Hat 11.3.1-2)
PyTorch: 1.12.1+cu113
PyTorch compiling details: PyTorch built with:
- GCC 9.3
- C++ Version: 201402
- Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications
- Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815)
- OpenMP 201511 (a.k.a. OpenMP 4.5)
- LAPACK is enabled (usually provided by MKL)
- NNPACK is enabled
- CPU capability usage: AVX2
- CUDA Runtime 11.3
- NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86
- CuDNN 8.8.1 (built against CUDA 11.8)
- Built with CuDNN 8.3.2
- Magma 2.5.2
- Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF,
TorchVision: 0.13.1+cu113
OpenCV: 4.9.0
MMCV: 1.6.1
MMCV Compiler: GCC 9.3
MMCV CUDA Compiler: 11.3
MMClassification: 0.23.2_71ef7ba+f7016e2
------------------------------------------------------------
2024-06-07 14:31:02,016 - mmcls - INFO - Distributed training: True
2024-06-07 14:31:02,276 - mmcls - INFO - Config:
model = dict(
type='ImageClassifierCIL',
backbone=dict(type='ResNet12', with_avgpool=False, flatten=False),
neck=dict(
type='MambaNeckV3',
in_channels=640,
out_channels=512,
version='ssm',
use_mlp=True,
num_layers=2,
use_residual_proj=True,
feat_size=5),
head=dict(
type='ETFHead',
num_classes=100,
eval_classes=60,
in_channels=512,
loss=dict(type='DRLoss', loss_weight=10.0),
topk=(1, 5),
cal_acc=True,
with_len=True),
train_cfg=None,
mixup=0.0,
mixup_prob=0.0)
img_size = 84
img_norm_cfg = dict(
mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
meta_keys = ('filename', 'ori_filename', 'ori_shape', 'img_shape', 'flip',
'flip_direction', 'img_norm_cfg', 'cls_id', 'img_id')
train_pipeline = [
dict(type='LoadImageFromFile'),
dict(type='RandomResizedCrop', size=84),
dict(type='RandomFlip', flip_prob=0.5, direction='horizontal'),
dict(type='ColorJitter', brightness=0.4, contrast=0.4, saturation=0.4),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='ImageToTensor', keys=['img']),
dict(type='ToTensor', keys=['gt_label']),
dict(
type='Collect',
keys=['img', 'gt_label'],
meta_keys=('filename', 'ori_filename', 'ori_shape', 'img_shape',
'flip', 'flip_direction', 'img_norm_cfg', 'cls_id',
'img_id'))
]
test_pipeline = [
dict(type='LoadImageFromFile'),
dict(type='Resize', size=(96, -1)),
dict(type='CenterCrop', crop_size=84),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='ImageToTensor', keys=['img']),
dict(
type='Collect',
keys=['img', 'gt_label'],
meta_keys=('filename', 'ori_filename', 'ori_shape', 'img_shape',
'flip', 'flip_direction', 'img_norm_cfg', 'cls_id',
'img_id'))
]
data = dict(
samples_per_gpu=64,
workers_per_gpu=8,
train_dataloader=dict(persistent_workers=True),
val_dataloader=dict(persistent_workers=True),
test_dataloader=dict(persistent_workers=True),
train=dict(
type='RepeatDataset',
times=10,
dataset=dict(
type='MiniImageNetFSCILDataset',
data_prefix='./data/miniimagenet',
pipeline=[
dict(type='LoadImageFromFile'),
dict(type='RandomResizedCrop', size=84),
dict(type='RandomFlip', flip_prob=0.5, direction='horizontal'),
dict(
type='ColorJitter',
brightness=0.4,
contrast=0.4,
saturation=0.4),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='ImageToTensor', keys=['img']),
dict(type='ToTensor', keys=['gt_label']),
dict(
type='Collect',
keys=['img', 'gt_label'],
meta_keys=('filename', 'ori_filename', 'ori_shape',
'img_shape', 'flip', 'flip_direction',
'img_norm_cfg', 'cls_id', 'img_id'))
],
num_cls=60,
subset='train')),
val=dict(
type='MiniImageNetFSCILDataset',
data_prefix='./data/miniimagenet',
pipeline=[
dict(type='LoadImageFromFile'),
dict(type='Resize', size=(96, -1)),
dict(type='CenterCrop', crop_size=84),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='ImageToTensor', keys=['img']),
dict(
type='Collect',
keys=['img', 'gt_label'],
meta_keys=('filename', 'ori_filename', 'ori_shape',
'img_shape', 'flip', 'flip_direction',
'img_norm_cfg', 'cls_id', 'img_id'))
],
num_cls=60,
subset='test'),
test=dict(
type='MiniImageNetFSCILDataset',
data_prefix='./data/miniimagenet',
pipeline=[
dict(type='LoadImageFromFile'),
dict(type='Resize', size=(96, -1)),
dict(type='CenterCrop', crop_size=84),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='ImageToTensor', keys=['img']),
dict(
type='Collect',
keys=['img', 'gt_label'],
meta_keys=('filename', 'ori_filename', 'ori_shape',
'img_shape', 'flip', 'flip_direction',
'img_norm_cfg', 'cls_id', 'img_id'))
],
num_cls=100,
subset='test'))
optimizer = dict(type='SGD', lr=0.25, momentum=0.9, weight_decay=0.0005)
optimizer_config = dict(grad_clip=None)
lr_config = dict(
policy='step',
gamma=0.25,
warmup='linear',
warmup_iters=3000,
warmup_ratio=0.25,
step=[20, 30, 35, 40, 45])
runner = dict(type='EpochBasedRunner', max_epochs=50)
checkpoint_config = dict(interval=1, max_keep_ckpts=2)
evaluation = dict(interval=1, save_best='auto')
log_config = dict(interval=10, hooks=[dict(type='TextLoggerHook')])
dist_params = dict(backend='nccl')
log_level = 'INFO'
workflow = [('train', 1)]
load_from = None
resume_from = None
mean_neck_feat = True
mean_cur_feat = False
feat_test = False
grad_clip = None
finetune_lr = 0.1
inc_start = 60
inc_end = 100
inc_step = 5
copy_list = (1, 1, 1, 1, 1, 1, 1, 1, 1, 1)
step_list = (50, 50, 50, 50, 50, 50, 50, 50, 50, 50)
base_copy_list = (1, 1, 1, 1, 1, 1, 1, 1, 1, 1)
work_dir = 'work_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil'
gpu_ids = range(0, 8)
2024-06-07 14:31:02,277 - mmcls - INFO - Set random seed to 0, deterministic: True
2024-06-07 14:31:02,492 - mmcls - INFO - ETF head : evaluating 60 out of 100 classes.
2024-06-07 14:31:02,492 - mmcls - INFO - ETF head : with_len : True
2024-06-07 14:31:09,284 - mmcls - INFO - Start running, host: lix0k@gpu208-10, work_dir: /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil
2024-06-07 14:31:09,285 - mmcls - INFO - Hooks will be executed in the following order:
before_run:
(VERY_HIGH ) StepLrUpdaterHook
(NORMAL ) CheckpointHook
(LOW ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_epoch:
(VERY_HIGH ) StepLrUpdaterHook
(NORMAL ) DistSamplerSeedHook
(LOW ) IterTimerHook
(LOW ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_iter:
(VERY_HIGH ) StepLrUpdaterHook
(LOW ) IterTimerHook
(LOW ) DistEvalHook
--------------------
after_train_iter:
(ABOVE_NORMAL) DistOptimizerHook
(NORMAL ) CheckpointHook
(LOW ) IterTimerHook
(LOW ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
after_train_epoch:
(NORMAL ) CheckpointHook
(LOW ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_val_epoch:
(NORMAL ) DistSamplerSeedHook
(LOW ) IterTimerHook
(VERY_LOW ) TextLoggerHook
--------------------
before_val_iter:
(LOW ) IterTimerHook
--------------------
after_val_iter:
(LOW ) IterTimerHook
--------------------
after_val_epoch:
(VERY_LOW ) TextLoggerHook
--------------------
after_run:
(VERY_LOW ) TextLoggerHook
--------------------
2024-06-07 14:31:09,285 - mmcls - INFO - workflow: [('train', 1)], max: 50 epochs
2024-06-07 14:31:09,285 - mmcls - INFO - Checkpoints will be saved to /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil by HardDiskBackend.
2024-06-07 14:31:15,640 - mmcls - INFO - Epoch [1][10/586] lr: 6.306e-02, eta: 5:02:56, time: 0.621, data_time: 0.329, memory: 3159, loss: 4.3809, top-1: 4.4336, top-5: 15.6836, norm_input_base: 221.5008, norm_input_novel: 0.0000, norm_main_base: 731.6880, norm_main_novel: 0.0000, norm_residual_base: 215.1220, norm_residual_novel: 0.0000
2024-06-07 14:31:17,967 - mmcls - INFO - Epoch [1][20/586] lr: 6.369e-02, eta: 3:28:14, time: 0.233, data_time: 0.015, memory: 3159, loss: 4.0397, top-1: 7.3242, top-5: 23.6719, norm_input_base: 427.2579, norm_input_novel: 0.0000, norm_main_base: 1019.7228, norm_main_novel: 0.0000, norm_residual_base: 413.4727, norm_residual_novel: 0.0000
2024-06-07 14:31:20,306 - mmcls - INFO - Epoch [1][30/586] lr: 6.431e-02, eta: 2:56:49, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.9363, top-1: 8.9062, top-5: 28.2031, norm_input_base: 458.6720, norm_input_novel: 0.0000, norm_main_base: 1054.4034, norm_main_novel: 0.0000, norm_residual_base: 446.4497, norm_residual_novel: 0.0000
2024-06-07 14:31:22,650 - mmcls - INFO - Epoch [1][40/586] lr: 6.494e-02, eta: 2:41:08, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.8265, top-1: 8.8281, top-5: 28.3594, norm_input_base: 431.7556, norm_input_novel: 0.0000, norm_main_base: 1047.0099, norm_main_novel: 0.0000, norm_residual_base: 421.4907, norm_residual_novel: 0.0000
2024-06-07 14:31:24,985 - mmcls - INFO - Epoch [1][50/586] lr: 6.556e-02, eta: 2:31:38, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.7569, top-1: 9.9609, top-5: 30.4297, norm_input_base: 384.4583, norm_input_novel: 0.0000, norm_main_base: 1055.0603, norm_main_novel: 0.0000, norm_residual_base: 376.0772, norm_residual_novel: 0.0000
2024-06-07 14:31:27,329 - mmcls - INFO - Epoch [1][60/586] lr: 6.619e-02, eta: 2:25:21, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.6556, top-1: 11.1328, top-5: 33.2031, norm_input_base: 342.1032, norm_input_novel: 0.0000, norm_main_base: 1051.5603, norm_main_novel: 0.0000, norm_residual_base: 335.6440, norm_residual_novel: 0.0000
2024-06-07 14:31:29,672 - mmcls - INFO - Epoch [1][70/586] lr: 6.681e-02, eta: 2:20:51, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.5914, top-1: 11.9922, top-5: 34.5508, norm_input_base: 303.2596, norm_input_novel: 0.0000, norm_main_base: 1056.1989, norm_main_novel: 0.0000, norm_residual_base: 298.0984, norm_residual_novel: 0.0000
2024-06-07 14:31:32,024 - mmcls - INFO - Epoch [1][80/586] lr: 6.744e-02, eta: 2:17:30, time: 0.235, data_time: 0.015, memory: 3159, loss: 3.5431, top-1: 12.3633, top-5: 36.0352, norm_input_base: 273.0608, norm_input_novel: 0.0000, norm_main_base: 1048.3883, norm_main_novel: 0.0000, norm_residual_base: 269.0071, norm_residual_novel: 0.0000
2024-06-07 14:31:34,376 - mmcls - INFO - Epoch [1][90/586] lr: 6.806e-02, eta: 2:14:55, time: 0.235, data_time: 0.015, memory: 3159, loss: 3.4714, top-1: 13.7695, top-5: 37.7148, norm_input_base: 252.3346, norm_input_novel: 0.0000, norm_main_base: 1044.9197, norm_main_novel: 0.0000, norm_residual_base: 248.7932, norm_residual_novel: 0.0000
2024-06-07 14:31:36,716 - mmcls - INFO - Epoch [1][100/586] lr: 6.869e-02, eta: 2:12:46, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.4076, top-1: 15.1562, top-5: 40.8594, norm_input_base: 234.9159, norm_input_novel: 0.0000, norm_main_base: 1040.7149, norm_main_novel: 0.0000, norm_residual_base: 232.1114, norm_residual_novel: 0.0000
2024-06-07 14:31:39,059 - mmcls - INFO - Epoch [1][110/586] lr: 6.931e-02, eta: 2:11:01, time: 0.234, data_time: 0.015, memory: 3159, loss: 3.3681, top-1: 16.2305, top-5: 42.3828, norm_input_base: 219.9702, norm_input_novel: 0.0000, norm_main_base: 1033.5894, norm_main_novel: 0.0000, norm_residual_base: 217.5743, norm_residual_novel: 0.0000
2024-06-07 14:31:41,410 - mmcls - INFO - Epoch [1][120/586] lr: 6.994e-02, eta: 2:09:35, time: 0.235, data_time: 0.015, memory: 3159, loss: 3.3205, top-1: 17.2656, top-5: 44.5117, norm_input_base: 209.6564, norm_input_novel: 0.0000, norm_main_base: 1014.3471, norm_main_novel: 0.0000, norm_residual_base: 207.2319, norm_residual_novel: 0.0000
2024-06-07 14:31:43,765 - mmcls - INFO - Epoch [1][130/586] lr: 7.056e-02, eta: 2:08:23, time: 0.236, data_time: 0.015, memory: 3159, loss: 3.2469, top-1: 18.9844, top-5: 45.8398, norm_input_base: 204.3776, norm_input_novel: 0.0000, norm_main_base: 1003.8132, norm_main_novel: 0.0000, norm_residual_base: 201.7109, norm_residual_novel: 0.0000
2024-06-07 14:31:46,111 - mmcls - INFO - Epoch [1][140/586] lr: 7.119e-02, eta: 2:07:19, time: 0.235, data_time: 0.015, memory: 3159, loss: 3.1951, top-1: 18.7500, top-5: 46.6602, norm_input_base: 195.9659, norm_input_novel: 0.0000, norm_main_base: 1010.5233, norm_main_novel: 0.0000, norm_residual_base: 193.2593, norm_residual_novel: 0.0000
2024-06-07 14:31:48,465 - mmcls - INFO - Epoch [1][150/586] lr: 7.181e-02, eta: 2:06:25, time: 0.235, data_time: 0.015, memory: 3159, loss: 3.1746, top-1: 19.1016, top-5: 48.1641, norm_input_base: 184.5295, norm_input_novel: 0.0000, norm_main_base: 1001.0290, norm_main_novel: 0.0000, norm_residual_base: 182.3720, norm_residual_novel: 0.0000
2024-06-07 14:31:50,815 - mmcls - INFO - Epoch [1][160/586] lr: 7.244e-02, eta: 2:05:36, time: 0.235, data_time: 0.015, memory: 3159, loss: 3.1258, top-1: 20.1367, top-5: 50.8789, norm_input_base: 177.1773, norm_input_novel: 0.0000, norm_main_base: 996.3753, norm_main_novel: 0.0000, norm_residual_base: 175.1039, norm_residual_novel: 0.0000
2024-06-07 14:31:53,171 - mmcls - INFO - Epoch [1][170/586] lr: 7.306e-02, eta: 2:04:54, time: 0.236, data_time: 0.015, memory: 3159, loss: 3.1062, top-1: 20.8594, top-5: 50.7812, norm_input_base: 173.8925, norm_input_novel: 0.0000, norm_main_base: 992.9795, norm_main_novel: 0.0000, norm_residual_base: 171.1195, norm_residual_novel: 0.0000
2024-06-07 14:31:55,527 - mmcls - INFO - Epoch [1][180/586] lr: 7.369e-02, eta: 2:04:16, time: 0.236, data_time: 0.015, memory: 3159, loss: 3.0586, top-1: 21.9141, top-5: 52.1680, norm_input_base: 164.6234, norm_input_novel: 0.0000, norm_main_base: 983.3767, norm_main_novel: 0.0000, norm_residual_base: 162.1707, norm_residual_novel: 0.0000
2024-06-07 14:31:57,881 - mmcls - INFO - Epoch [1][190/586] lr: 7.431e-02, eta: 2:03:42, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.9990, top-1: 22.5781, top-5: 53.9258, norm_input_base: 158.3628, norm_input_novel: 0.0000, norm_main_base: 978.4702, norm_main_novel: 0.0000, norm_residual_base: 155.8196, norm_residual_novel: 0.0000
2024-06-07 14:32:00,235 - mmcls - INFO - Epoch [1][200/586] lr: 7.494e-02, eta: 2:03:11, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.9917, top-1: 23.9258, top-5: 55.2734, norm_input_base: 157.4173, norm_input_novel: 0.0000, norm_main_base: 979.8531, norm_main_novel: 0.0000, norm_residual_base: 154.4117, norm_residual_novel: 0.0000
2024-06-07 14:32:02,593 - mmcls - INFO - Epoch [1][210/586] lr: 7.556e-02, eta: 2:02:43, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.9692, top-1: 24.0039, top-5: 54.8438, norm_input_base: 153.6188, norm_input_novel: 0.0000, norm_main_base: 967.9744, norm_main_novel: 0.0000, norm_residual_base: 150.3320, norm_residual_novel: 0.0000
2024-06-07 14:32:04,954 - mmcls - INFO - Epoch [1][220/586] lr: 7.619e-02, eta: 2:02:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.8819, top-1: 25.0391, top-5: 57.4805, norm_input_base: 150.9640, norm_input_novel: 0.0000, norm_main_base: 972.4917, norm_main_novel: 0.0000, norm_residual_base: 147.2574, norm_residual_novel: 0.0000
2024-06-07 14:32:07,315 - mmcls - INFO - Epoch [1][230/586] lr: 7.681e-02, eta: 2:01:55, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.8841, top-1: 25.0391, top-5: 56.2500, norm_input_base: 147.7051, norm_input_novel: 0.0000, norm_main_base: 974.0450, norm_main_novel: 0.0000, norm_residual_base: 144.0375, norm_residual_novel: 0.0000
2024-06-07 14:32:09,673 - mmcls - INFO - Epoch [1][240/586] lr: 7.744e-02, eta: 2:01:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.8235, top-1: 26.7188, top-5: 58.5156, norm_input_base: 142.7406, norm_input_novel: 0.0000, norm_main_base: 997.9881, norm_main_novel: 0.0000, norm_residual_base: 139.0828, norm_residual_novel: 0.0000
2024-06-07 14:32:12,031 - mmcls - INFO - Epoch [1][250/586] lr: 7.806e-02, eta: 2:01:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.7936, top-1: 28.1055, top-5: 59.6484, norm_input_base: 140.2524, norm_input_novel: 0.0000, norm_main_base: 988.1628, norm_main_novel: 0.0000, norm_residual_base: 136.6165, norm_residual_novel: 0.0000
2024-06-07 14:32:14,390 - mmcls - INFO - Epoch [1][260/586] lr: 7.869e-02, eta: 2:00:54, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.7794, top-1: 27.7930, top-5: 59.0234, norm_input_base: 140.8442, norm_input_novel: 0.0000, norm_main_base: 973.1155, norm_main_novel: 0.0000, norm_residual_base: 136.8790, norm_residual_novel: 0.0000
2024-06-07 14:32:16,742 - mmcls - INFO - Epoch [1][270/586] lr: 7.931e-02, eta: 2:00:36, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.7532, top-1: 28.0469, top-5: 60.6055, norm_input_base: 137.4809, norm_input_novel: 0.0000, norm_main_base: 975.0964, norm_main_novel: 0.0000, norm_residual_base: 133.3541, norm_residual_novel: 0.0000
2024-06-07 14:32:19,094 - mmcls - INFO - Epoch [1][280/586] lr: 7.994e-02, eta: 2:00:19, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.7368, top-1: 29.2578, top-5: 62.0703, norm_input_base: 141.5365, norm_input_novel: 0.0000, norm_main_base: 983.2964, norm_main_novel: 0.0000, norm_residual_base: 137.1586, norm_residual_novel: 0.0000
2024-06-07 14:32:21,450 - mmcls - INFO - Epoch [1][290/586] lr: 8.056e-02, eta: 2:00:03, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.6938, top-1: 30.1172, top-5: 62.5000, norm_input_base: 135.9543, norm_input_novel: 0.0000, norm_main_base: 997.8960, norm_main_novel: 0.0000, norm_residual_base: 131.5376, norm_residual_novel: 0.0000
2024-06-07 14:32:23,807 - mmcls - INFO - Epoch [1][300/586] lr: 8.119e-02, eta: 1:59:49, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.6767, top-1: 30.2539, top-5: 63.6328, norm_input_base: 135.8680, norm_input_novel: 0.0000, norm_main_base: 992.0146, norm_main_novel: 0.0000, norm_residual_base: 131.2673, norm_residual_novel: 0.0000
2024-06-07 14:32:26,163 - mmcls - INFO - Epoch [1][310/586] lr: 8.181e-02, eta: 1:59:35, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.6788, top-1: 29.8828, top-5: 62.5195, norm_input_base: 135.5855, norm_input_novel: 0.0000, norm_main_base: 976.4867, norm_main_novel: 0.0000, norm_residual_base: 130.6442, norm_residual_novel: 0.0000
2024-06-07 14:32:28,520 - mmcls - INFO - Epoch [1][320/586] lr: 8.244e-02, eta: 1:59:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.6190, top-1: 31.4062, top-5: 65.3320, norm_input_base: 131.0708, norm_input_novel: 0.0000, norm_main_base: 978.1548, norm_main_novel: 0.0000, norm_residual_base: 126.4165, norm_residual_novel: 0.0000
2024-06-07 14:32:30,866 - mmcls - INFO - Epoch [1][330/586] lr: 8.306e-02, eta: 1:59:08, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.6143, top-1: 32.3242, top-5: 65.2539, norm_input_base: 133.8218, norm_input_novel: 0.0000, norm_main_base: 983.6194, norm_main_novel: 0.0000, norm_residual_base: 128.8610, norm_residual_novel: 0.0000
2024-06-07 14:32:33,222 - mmcls - INFO - Epoch [1][340/586] lr: 8.369e-02, eta: 1:58:56, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.5927, top-1: 31.6797, top-5: 65.7031, norm_input_base: 131.6233, norm_input_novel: 0.0000, norm_main_base: 975.3685, norm_main_novel: 0.0000, norm_residual_base: 126.7277, norm_residual_novel: 0.0000
2024-06-07 14:32:35,572 - mmcls - INFO - Epoch [1][350/586] lr: 8.431e-02, eta: 1:58:44, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.5641, top-1: 33.3008, top-5: 65.4883, norm_input_base: 132.3580, norm_input_novel: 0.0000, norm_main_base: 992.1394, norm_main_novel: 0.0000, norm_residual_base: 127.4061, norm_residual_novel: 0.0000
2024-06-07 14:32:37,924 - mmcls - INFO - Epoch [1][360/586] lr: 8.494e-02, eta: 1:58:33, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.5610, top-1: 33.0664, top-5: 65.7617, norm_input_base: 128.3981, norm_input_novel: 0.0000, norm_main_base: 998.5442, norm_main_novel: 0.0000, norm_residual_base: 123.5798, norm_residual_novel: 0.0000
2024-06-07 14:32:40,279 - mmcls - INFO - Epoch [1][370/586] lr: 8.556e-02, eta: 1:58:22, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.4810, top-1: 35.2148, top-5: 68.7305, norm_input_base: 128.0815, norm_input_novel: 0.0000, norm_main_base: 1019.2117, norm_main_novel: 0.0000, norm_residual_base: 122.9918, norm_residual_novel: 0.0000
2024-06-07 14:32:42,975 - mmcls - INFO - Epoch [1][380/586] lr: 8.619e-02, eta: 1:58:38, time: 0.270, data_time: 0.015, memory: 3159, loss: 2.5029, top-1: 33.6914, top-5: 66.8555, norm_input_base: 128.5542, norm_input_novel: 0.0000, norm_main_base: 1014.3406, norm_main_novel: 0.0000, norm_residual_base: 123.3473, norm_residual_novel: 0.0000
2024-06-07 14:32:45,703 - mmcls - INFO - Epoch [1][390/586] lr: 8.681e-02, eta: 1:58:56, time: 0.273, data_time: 0.015, memory: 3159, loss: 2.4642, top-1: 35.2148, top-5: 68.3203, norm_input_base: 126.1145, norm_input_novel: 0.0000, norm_main_base: 1004.5550, norm_main_novel: 0.0000, norm_residual_base: 120.7439, norm_residual_novel: 0.0000
2024-06-07 14:32:48,056 - mmcls - INFO - Epoch [1][400/586] lr: 8.744e-02, eta: 1:58:45, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.4509, top-1: 35.9180, top-5: 69.1992, norm_input_base: 127.3955, norm_input_novel: 0.0000, norm_main_base: 1033.7457, norm_main_novel: 0.0000, norm_residual_base: 121.9234, norm_residual_novel: 0.0000
2024-06-07 14:32:50,410 - mmcls - INFO - Epoch [1][410/586] lr: 8.806e-02, eta: 1:58:34, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.4761, top-1: 34.9805, top-5: 67.4609, norm_input_base: 128.3202, norm_input_novel: 0.0000, norm_main_base: 1054.3628, norm_main_novel: 0.0000, norm_residual_base: 122.6090, norm_residual_novel: 0.0000
2024-06-07 14:32:52,759 - mmcls - INFO - Epoch [1][420/586] lr: 8.869e-02, eta: 1:58:24, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.4564, top-1: 35.3906, top-5: 68.1250, norm_input_base: 124.9714, norm_input_novel: 0.0000, norm_main_base: 1041.9232, norm_main_novel: 0.0000, norm_residual_base: 119.1375, norm_residual_novel: 0.0000
2024-06-07 14:32:55,114 - mmcls - INFO - Epoch [1][430/586] lr: 8.931e-02, eta: 1:58:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.4822, top-1: 35.4883, top-5: 68.0469, norm_input_base: 124.8275, norm_input_novel: 0.0000, norm_main_base: 1057.6589, norm_main_novel: 0.0000, norm_residual_base: 119.0357, norm_residual_novel: 0.0000
2024-06-07 14:32:57,470 - mmcls - INFO - Epoch [1][440/586] lr: 8.994e-02, eta: 1:58:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.4460, top-1: 36.8555, top-5: 68.6328, norm_input_base: 127.0121, norm_input_novel: 0.0000, norm_main_base: 1062.5077, norm_main_novel: 0.0000, norm_residual_base: 120.6036, norm_residual_novel: 0.0000
2024-06-07 14:32:59,826 - mmcls - INFO - Epoch [1][450/586] lr: 9.056e-02, eta: 1:57:57, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.3853, top-1: 37.0312, top-5: 69.8828, norm_input_base: 129.4627, norm_input_novel: 0.0000, norm_main_base: 1061.5053, norm_main_novel: 0.0000, norm_residual_base: 122.9300, norm_residual_novel: 0.0000
2024-06-07 14:33:02,182 - mmcls - INFO - Epoch [1][460/586] lr: 9.119e-02, eta: 1:57:48, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.3896, top-1: 36.6992, top-5: 69.4727, norm_input_base: 124.0583, norm_input_novel: 0.0000, norm_main_base: 1054.5667, norm_main_novel: 0.0000, norm_residual_base: 117.3206, norm_residual_novel: 0.0000
2024-06-07 14:33:04,549 - mmcls - INFO - Epoch [1][470/586] lr: 9.181e-02, eta: 1:57:40, time: 0.237, data_time: 0.016, memory: 3159, loss: 2.3812, top-1: 37.8125, top-5: 70.1758, norm_input_base: 125.3496, norm_input_novel: 0.0000, norm_main_base: 1041.6470, norm_main_novel: 0.0000, norm_residual_base: 118.9303, norm_residual_novel: 0.0000
2024-06-07 14:33:06,905 - mmcls - INFO - Epoch [1][480/586] lr: 9.244e-02, eta: 1:57:32, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.3635, top-1: 37.4805, top-5: 70.4688, norm_input_base: 124.5244, norm_input_novel: 0.0000, norm_main_base: 1064.9572, norm_main_novel: 0.0000, norm_residual_base: 117.8197, norm_residual_novel: 0.0000
2024-06-07 14:33:09,257 - mmcls - INFO - Epoch [1][490/586] lr: 9.306e-02, eta: 1:57:24, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.3689, top-1: 38.1250, top-5: 69.6289, norm_input_base: 126.2517, norm_input_novel: 0.0000, norm_main_base: 1072.6863, norm_main_novel: 0.0000, norm_residual_base: 119.2118, norm_residual_novel: 0.0000
2024-06-07 14:33:11,607 - mmcls - INFO - Epoch [1][500/586] lr: 9.369e-02, eta: 1:57:16, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.3088, top-1: 39.1797, top-5: 71.1914, norm_input_base: 122.6119, norm_input_novel: 0.0000, norm_main_base: 1041.5694, norm_main_novel: 0.0000, norm_residual_base: 116.0089, norm_residual_novel: 0.0000
2024-06-07 14:33:13,971 - mmcls - INFO - Epoch [1][510/586] lr: 9.431e-02, eta: 1:57:10, time: 0.236, data_time: 0.016, memory: 3159, loss: 2.3063, top-1: 39.7266, top-5: 71.8359, norm_input_base: 120.2045, norm_input_novel: 0.0000, norm_main_base: 1050.7551, norm_main_novel: 0.0000, norm_residual_base: 113.1169, norm_residual_novel: 0.0000
2024-06-07 14:33:16,324 - mmcls - INFO - Epoch [1][520/586] lr: 9.494e-02, eta: 1:57:02, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.2858, top-1: 39.0625, top-5: 71.8555, norm_input_base: 121.7808, norm_input_novel: 0.0000, norm_main_base: 1065.8688, norm_main_novel: 0.0000, norm_residual_base: 114.1324, norm_residual_novel: 0.0000
2024-06-07 14:33:18,678 - mmcls - INFO - Epoch [1][530/586] lr: 9.556e-02, eta: 1:56:55, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.2613, top-1: 40.2148, top-5: 73.4570, norm_input_base: 121.1238, norm_input_novel: 0.0000, norm_main_base: 1054.9497, norm_main_novel: 0.0000, norm_residual_base: 113.6438, norm_residual_novel: 0.0000
2024-06-07 14:33:21,029 - mmcls - INFO - Epoch [1][540/586] lr: 9.619e-02, eta: 1:56:48, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.2682, top-1: 40.2930, top-5: 71.6992, norm_input_base: 124.2055, norm_input_novel: 0.0000, norm_main_base: 1091.7217, norm_main_novel: 0.0000, norm_residual_base: 115.9449, norm_residual_novel: 0.0000
2024-06-07 14:33:23,382 - mmcls - INFO - Epoch [1][550/586] lr: 9.681e-02, eta: 1:56:41, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.2691, top-1: 39.8242, top-5: 72.2070, norm_input_base: 121.1028, norm_input_novel: 0.0000, norm_main_base: 1053.3722, norm_main_novel: 0.0000, norm_residual_base: 113.5527, norm_residual_novel: 0.0000
2024-06-07 14:33:25,732 - mmcls - INFO - Epoch [1][560/586] lr: 9.744e-02, eta: 1:56:34, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.2472, top-1: 41.0938, top-5: 72.7930, norm_input_base: 122.1332, norm_input_novel: 0.0000, norm_main_base: 1071.4073, norm_main_novel: 0.0000, norm_residual_base: 113.4787, norm_residual_novel: 0.0000
2024-06-07 14:33:28,084 - mmcls - INFO - Epoch [1][570/586] lr: 9.806e-02, eta: 1:56:28, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.2191, top-1: 42.1094, top-5: 73.0078, norm_input_base: 121.8154, norm_input_novel: 0.0000, norm_main_base: 1068.3263, norm_main_novel: 0.0000, norm_residual_base: 113.5790, norm_residual_novel: 0.0000
2024-06-07 14:33:30,418 - mmcls - INFO - Epoch [1][580/586] lr: 9.869e-02, eta: 1:56:20, time: 0.233, data_time: 0.015, memory: 3159, loss: 2.2191, top-1: 39.8242, top-5: 73.3203, norm_input_base: 121.9713, norm_input_novel: 0.0000, norm_main_base: 1052.0750, norm_main_novel: 0.0000, norm_residual_base: 113.2066, norm_residual_novel: 0.0000
2024-06-07 14:33:31,664 - mmcls - INFO - Saving checkpoint at 1 epochs
2024-06-07 14:33:35,431 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:33:35,671 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_1.pth.
2024-06-07 14:33:35,672 - mmcls - INFO - Best acc is 39.9000 at 1 epoch.
2024-06-07 14:33:35,677 - mmcls - INFO - Epoch(val) [1][12] acc: 39.9000
2024-06-07 14:33:40,665 - mmcls - INFO - Epoch [2][10/586] lr: 9.969e-02, eta: 1:57:02, time: 0.484, data_time: 0.257, memory: 3159, loss: 2.1744, top-1: 41.8750, top-5: 74.1602, norm_input_base: 121.3368, norm_input_novel: 0.0000, norm_main_base: 1058.1895, norm_main_novel: 0.0000, norm_residual_base: 112.2608, norm_residual_novel: 0.0000
2024-06-07 14:33:43,016 - mmcls - INFO - Epoch [2][20/586] lr: 1.003e-01, eta: 1:56:55, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.1607, top-1: 43.3789, top-5: 74.3555, norm_input_base: 122.2079, norm_input_novel: 0.0000, norm_main_base: 1067.2977, norm_main_novel: 0.0000, norm_residual_base: 112.7976, norm_residual_novel: 0.0000
2024-06-07 14:33:45,379 - mmcls - INFO - Epoch [2][30/586] lr: 1.009e-01, eta: 1:56:49, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.1670, top-1: 42.0898, top-5: 74.5117, norm_input_base: 119.4200, norm_input_novel: 0.0000, norm_main_base: 1047.3828, norm_main_novel: 0.0000, norm_residual_base: 110.0600, norm_residual_novel: 0.0000
2024-06-07 14:33:47,742 - mmcls - INFO - Epoch [2][40/586] lr: 1.016e-01, eta: 1:56:43, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.1384, top-1: 43.3398, top-5: 75.1367, norm_input_base: 120.4704, norm_input_novel: 0.0000, norm_main_base: 1055.6765, norm_main_novel: 0.0000, norm_residual_base: 110.7450, norm_residual_novel: 0.0000
2024-06-07 14:33:50,095 - mmcls - INFO - Epoch [2][50/586] lr: 1.022e-01, eta: 1:56:36, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.1383, top-1: 42.6758, top-5: 74.7852, norm_input_base: 120.6005, norm_input_novel: 0.0000, norm_main_base: 1064.6922, norm_main_novel: 0.0000, norm_residual_base: 110.3753, norm_residual_novel: 0.0000
2024-06-07 14:33:52,448 - mmcls - INFO - Epoch [2][60/586] lr: 1.028e-01, eta: 1:56:30, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.1523, top-1: 42.9883, top-5: 74.2188, norm_input_base: 120.5308, norm_input_novel: 0.0000, norm_main_base: 1054.1506, norm_main_novel: 0.0000, norm_residual_base: 110.0908, norm_residual_novel: 0.0000
2024-06-07 14:33:54,800 - mmcls - INFO - Epoch [2][70/586] lr: 1.034e-01, eta: 1:56:24, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.1176, top-1: 43.8086, top-5: 75.9766, norm_input_base: 118.7090, norm_input_novel: 0.0000, norm_main_base: 1050.7698, norm_main_novel: 0.0000, norm_residual_base: 107.6091, norm_residual_novel: 0.0000
2024-06-07 14:33:57,162 - mmcls - INFO - Epoch [2][80/586] lr: 1.041e-01, eta: 1:56:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.1391, top-1: 41.8359, top-5: 73.9844, norm_input_base: 119.4629, norm_input_novel: 0.0000, norm_main_base: 1053.4991, norm_main_novel: 0.0000, norm_residual_base: 108.6375, norm_residual_novel: 0.0000
2024-06-07 14:33:59,520 - mmcls - INFO - Epoch [2][90/586] lr: 1.047e-01, eta: 1:56:12, time: 0.235, data_time: 0.015, memory: 3159, loss: 2.1081, top-1: 44.2188, top-5: 75.1367, norm_input_base: 119.3548, norm_input_novel: 0.0000, norm_main_base: 1053.0747, norm_main_novel: 0.0000, norm_residual_base: 108.5152, norm_residual_novel: 0.0000
2024-06-07 14:34:01,887 - mmcls - INFO - Epoch [2][100/586] lr: 1.053e-01, eta: 1:56:07, time: 0.237, data_time: 0.015, memory: 3159, loss: 2.0703, top-1: 45.2344, top-5: 76.1328, norm_input_base: 119.1718, norm_input_novel: 0.0000, norm_main_base: 1058.4148, norm_main_novel: 0.0000, norm_residual_base: 108.0371, norm_residual_novel: 0.0000
2024-06-07 14:34:04,250 - mmcls - INFO - Epoch [2][110/586] lr: 1.059e-01, eta: 1:56:01, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0687, top-1: 45.3711, top-5: 76.2500, norm_input_base: 118.4713, norm_input_novel: 0.0000, norm_main_base: 1045.1235, norm_main_novel: 0.0000, norm_residual_base: 107.2020, norm_residual_novel: 0.0000
2024-06-07 14:34:06,607 - mmcls - INFO - Epoch [2][120/586] lr: 1.066e-01, eta: 1:55:56, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0983, top-1: 44.5898, top-5: 75.0977, norm_input_base: 119.2236, norm_input_novel: 0.0000, norm_main_base: 1036.8420, norm_main_novel: 0.0000, norm_residual_base: 107.7736, norm_residual_novel: 0.0000
2024-06-07 14:34:08,969 - mmcls - INFO - Epoch [2][130/586] lr: 1.072e-01, eta: 1:55:51, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0548, top-1: 44.6680, top-5: 75.9180, norm_input_base: 117.9703, norm_input_novel: 0.0000, norm_main_base: 1035.2752, norm_main_novel: 0.0000, norm_residual_base: 105.7020, norm_residual_novel: 0.0000
2024-06-07 14:34:11,323 - mmcls - INFO - Epoch [2][140/586] lr: 1.078e-01, eta: 1:55:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0661, top-1: 44.7070, top-5: 76.6406, norm_input_base: 119.2788, norm_input_novel: 0.0000, norm_main_base: 1052.0592, norm_main_novel: 0.0000, norm_residual_base: 106.5136, norm_residual_novel: 0.0000
2024-06-07 14:34:13,687 - mmcls - INFO - Epoch [2][150/586] lr: 1.084e-01, eta: 1:55:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0185, top-1: 45.7227, top-5: 77.9297, norm_input_base: 117.1500, norm_input_novel: 0.0000, norm_main_base: 1037.2352, norm_main_novel: 0.0000, norm_residual_base: 104.4161, norm_residual_novel: 0.0000
2024-06-07 14:34:16,051 - mmcls - INFO - Epoch [2][160/586] lr: 1.091e-01, eta: 1:55:35, time: 0.237, data_time: 0.015, memory: 3159, loss: 2.0266, top-1: 46.4648, top-5: 76.8164, norm_input_base: 118.1875, norm_input_novel: 0.0000, norm_main_base: 1040.3538, norm_main_novel: 0.0000, norm_residual_base: 104.5364, norm_residual_novel: 0.0000
2024-06-07 14:34:18,404 - mmcls - INFO - Epoch [2][170/586] lr: 1.097e-01, eta: 1:55:30, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.9984, top-1: 46.5430, top-5: 77.6758, norm_input_base: 117.6525, norm_input_novel: 0.0000, norm_main_base: 1022.2425, norm_main_novel: 0.0000, norm_residual_base: 104.0952, norm_residual_novel: 0.0000
2024-06-07 14:34:20,765 - mmcls - INFO - Epoch [2][180/586] lr: 1.103e-01, eta: 1:55:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0214, top-1: 45.5859, top-5: 76.6016, norm_input_base: 117.6144, norm_input_novel: 0.0000, norm_main_base: 1048.6095, norm_main_novel: 0.0000, norm_residual_base: 102.9846, norm_residual_novel: 0.0000
2024-06-07 14:34:23,127 - mmcls - INFO - Epoch [2][190/586] lr: 1.109e-01, eta: 1:55:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9857, top-1: 46.0352, top-5: 77.3242, norm_input_base: 115.0456, norm_input_novel: 0.0000, norm_main_base: 1010.5862, norm_main_novel: 0.0000, norm_residual_base: 102.2027, norm_residual_novel: 0.0000
2024-06-07 14:34:25,486 - mmcls - INFO - Epoch [2][200/586] lr: 1.116e-01, eta: 1:55:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 2.0098, top-1: 46.4844, top-5: 76.3086, norm_input_base: 116.7817, norm_input_novel: 0.0000, norm_main_base: 1022.2567, norm_main_novel: 0.0000, norm_residual_base: 102.9271, norm_residual_novel: 0.0000
2024-06-07 14:34:27,850 - mmcls - INFO - Epoch [2][210/586] lr: 1.122e-01, eta: 1:55:11, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9673, top-1: 46.7969, top-5: 78.3594, norm_input_base: 117.3603, norm_input_novel: 0.0000, norm_main_base: 1035.5640, norm_main_novel: 0.0000, norm_residual_base: 102.4096, norm_residual_novel: 0.0000
2024-06-07 14:34:30,207 - mmcls - INFO - Epoch [2][220/586] lr: 1.128e-01, eta: 1:55:06, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9713, top-1: 46.9531, top-5: 77.5977, norm_input_base: 117.4955, norm_input_novel: 0.0000, norm_main_base: 1039.1608, norm_main_novel: 0.0000, norm_residual_base: 101.4357, norm_residual_novel: 0.0000
2024-06-07 14:34:32,567 - mmcls - INFO - Epoch [2][230/586] lr: 1.134e-01, eta: 1:55:01, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9628, top-1: 47.2656, top-5: 77.2656, norm_input_base: 116.0006, norm_input_novel: 0.0000, norm_main_base: 1015.0943, norm_main_novel: 0.0000, norm_residual_base: 100.0310, norm_residual_novel: 0.0000
2024-06-07 14:34:34,925 - mmcls - INFO - Epoch [2][240/586] lr: 1.141e-01, eta: 1:54:57, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9710, top-1: 46.5820, top-5: 77.2070, norm_input_base: 113.6168, norm_input_novel: 0.0000, norm_main_base: 1004.3561, norm_main_novel: 0.0000, norm_residual_base: 99.4185, norm_residual_novel: 0.0000
2024-06-07 14:34:37,279 - mmcls - INFO - Epoch [2][250/586] lr: 1.147e-01, eta: 1:54:52, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.9291, top-1: 46.9727, top-5: 77.9297, norm_input_base: 112.3702, norm_input_novel: 0.0000, norm_main_base: 1008.9740, norm_main_novel: 0.0000, norm_residual_base: 98.3385, norm_residual_novel: 0.0000
2024-06-07 14:34:39,637 - mmcls - INFO - Epoch [2][260/586] lr: 1.153e-01, eta: 1:54:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9263, top-1: 47.3438, top-5: 78.3984, norm_input_base: 113.2101, norm_input_novel: 0.0000, norm_main_base: 1011.2181, norm_main_novel: 0.0000, norm_residual_base: 97.3767, norm_residual_novel: 0.0000
2024-06-07 14:34:41,990 - mmcls - INFO - Epoch [2][270/586] lr: 1.159e-01, eta: 1:54:43, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.8968, top-1: 48.1250, top-5: 78.3008, norm_input_base: 111.7721, norm_input_novel: 0.0000, norm_main_base: 992.3174, norm_main_novel: 0.0000, norm_residual_base: 96.1415, norm_residual_novel: 0.0000
2024-06-07 14:34:44,348 - mmcls - INFO - Epoch [2][280/586] lr: 1.166e-01, eta: 1:54:38, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9078, top-1: 48.5352, top-5: 78.2227, norm_input_base: 113.0513, norm_input_novel: 0.0000, norm_main_base: 1011.4747, norm_main_novel: 0.0000, norm_residual_base: 96.8305, norm_residual_novel: 0.0000
2024-06-07 14:34:46,708 - mmcls - INFO - Epoch [2][290/586] lr: 1.172e-01, eta: 1:54:34, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8942, top-1: 48.3203, top-5: 79.1992, norm_input_base: 110.8995, norm_input_novel: 0.0000, norm_main_base: 990.3274, norm_main_novel: 0.0000, norm_residual_base: 95.4477, norm_residual_novel: 0.0000
2024-06-07 14:34:49,063 - mmcls - INFO - Epoch [2][300/586] lr: 1.178e-01, eta: 1:54:29, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9043, top-1: 48.5547, top-5: 78.3398, norm_input_base: 111.5536, norm_input_novel: 0.0000, norm_main_base: 993.9411, norm_main_novel: 0.0000, norm_residual_base: 95.0315, norm_residual_novel: 0.0000
2024-06-07 14:34:51,423 - mmcls - INFO - Epoch [2][310/586] lr: 1.184e-01, eta: 1:54:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9085, top-1: 47.0312, top-5: 78.2031, norm_input_base: 111.6269, norm_input_novel: 0.0000, norm_main_base: 994.0076, norm_main_novel: 0.0000, norm_residual_base: 94.4590, norm_residual_novel: 0.0000
2024-06-07 14:34:53,782 - mmcls - INFO - Epoch [2][320/586] lr: 1.191e-01, eta: 1:54:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.9077, top-1: 49.0039, top-5: 78.0859, norm_input_base: 110.6920, norm_input_novel: 0.0000, norm_main_base: 992.8554, norm_main_novel: 0.0000, norm_residual_base: 94.2232, norm_residual_novel: 0.0000
2024-06-07 14:34:56,144 - mmcls - INFO - Epoch [2][330/586] lr: 1.197e-01, eta: 1:54:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8346, top-1: 49.7852, top-5: 79.8828, norm_input_base: 111.6575, norm_input_novel: 0.0000, norm_main_base: 987.4727, norm_main_novel: 0.0000, norm_residual_base: 93.8557, norm_residual_novel: 0.0000
2024-06-07 14:34:58,508 - mmcls - INFO - Epoch [2][340/586] lr: 1.203e-01, eta: 1:54:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8610, top-1: 48.0273, top-5: 79.3164, norm_input_base: 112.6437, norm_input_novel: 0.0000, norm_main_base: 1009.6698, norm_main_novel: 0.0000, norm_residual_base: 93.7227, norm_residual_novel: 0.0000
2024-06-07 14:35:00,867 - mmcls - INFO - Epoch [2][350/586] lr: 1.209e-01, eta: 1:54:09, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8339, top-1: 49.3164, top-5: 78.7305, norm_input_base: 110.4085, norm_input_novel: 0.0000, norm_main_base: 988.9338, norm_main_novel: 0.0000, norm_residual_base: 92.9012, norm_residual_novel: 0.0000
2024-06-07 14:35:03,221 - mmcls - INFO - Epoch [2][360/586] lr: 1.216e-01, eta: 1:54:04, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8554, top-1: 49.3555, top-5: 79.4336, norm_input_base: 113.4899, norm_input_novel: 0.0000, norm_main_base: 992.1506, norm_main_novel: 0.0000, norm_residual_base: 92.9616, norm_residual_novel: 0.0000
2024-06-07 14:35:05,573 - mmcls - INFO - Epoch [2][370/586] lr: 1.222e-01, eta: 1:54:00, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.8928, top-1: 48.8672, top-5: 78.6328, norm_input_base: 113.2817, norm_input_novel: 0.0000, norm_main_base: 984.5274, norm_main_novel: 0.0000, norm_residual_base: 92.1819, norm_residual_novel: 0.0000
2024-06-07 14:35:07,925 - mmcls - INFO - Epoch [2][380/586] lr: 1.228e-01, eta: 1:53:56, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.8626, top-1: 50.2148, top-5: 79.3164, norm_input_base: 112.2547, norm_input_novel: 0.0000, norm_main_base: 984.5914, norm_main_novel: 0.0000, norm_residual_base: 91.1521, norm_residual_novel: 0.0000
2024-06-07 14:35:10,283 - mmcls - INFO - Epoch [2][390/586] lr: 1.234e-01, eta: 1:53:52, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8393, top-1: 50.8008, top-5: 79.1211, norm_input_base: 111.0384, norm_input_novel: 0.0000, norm_main_base: 969.1441, norm_main_novel: 0.0000, norm_residual_base: 90.7008, norm_residual_novel: 0.0000
2024-06-07 14:35:12,638 - mmcls - INFO - Epoch [2][400/586] lr: 1.241e-01, eta: 1:53:48, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8567, top-1: 49.8438, top-5: 78.7500, norm_input_base: 112.5416, norm_input_novel: 0.0000, norm_main_base: 962.3503, norm_main_novel: 0.0000, norm_residual_base: 89.4027, norm_residual_novel: 0.0000
2024-06-07 14:35:14,999 - mmcls - INFO - Epoch [2][410/586] lr: 1.247e-01, eta: 1:53:44, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8494, top-1: 49.2773, top-5: 78.9844, norm_input_base: 107.5572, norm_input_novel: 0.0000, norm_main_base: 965.4398, norm_main_novel: 0.0000, norm_residual_base: 88.7286, norm_residual_novel: 0.0000
2024-06-07 14:35:17,356 - mmcls - INFO - Epoch [2][420/586] lr: 1.253e-01, eta: 1:53:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8220, top-1: 50.2344, top-5: 79.6094, norm_input_base: 109.4599, norm_input_novel: 0.0000, norm_main_base: 961.5203, norm_main_novel: 0.0000, norm_residual_base: 87.7619, norm_residual_novel: 0.0000
2024-06-07 14:35:19,712 - mmcls - INFO - Epoch [2][430/586] lr: 1.259e-01, eta: 1:53:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7794, top-1: 50.3711, top-5: 80.2930, norm_input_base: 106.9803, norm_input_novel: 0.0000, norm_main_base: 954.3511, norm_main_novel: 0.0000, norm_residual_base: 85.8545, norm_residual_novel: 0.0000
2024-06-07 14:35:22,069 - mmcls - INFO - Epoch [2][440/586] lr: 1.266e-01, eta: 1:53:32, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8183, top-1: 49.8633, top-5: 79.9023, norm_input_base: 106.4510, norm_input_novel: 0.0000, norm_main_base: 938.6630, norm_main_novel: 0.0000, norm_residual_base: 84.7232, norm_residual_novel: 0.0000
2024-06-07 14:35:24,430 - mmcls - INFO - Epoch [2][450/586] lr: 1.272e-01, eta: 1:53:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8037, top-1: 51.4062, top-5: 79.3750, norm_input_base: 108.7517, norm_input_novel: 0.0000, norm_main_base: 938.8691, norm_main_novel: 0.0000, norm_residual_base: 85.0956, norm_residual_novel: 0.0000
2024-06-07 14:35:26,791 - mmcls - INFO - Epoch [2][460/586] lr: 1.278e-01, eta: 1:53:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.8325, top-1: 49.8242, top-5: 78.5156, norm_input_base: 104.3162, norm_input_novel: 0.0000, norm_main_base: 933.1097, norm_main_novel: 0.0000, norm_residual_base: 83.3504, norm_residual_novel: 0.0000
2024-06-07 14:35:29,152 - mmcls - INFO - Epoch [2][470/586] lr: 1.284e-01, eta: 1:53:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7525, top-1: 51.3867, top-5: 80.6445, norm_input_base: 108.3295, norm_input_novel: 0.0000, norm_main_base: 951.0650, norm_main_novel: 0.0000, norm_residual_base: 83.4830, norm_residual_novel: 0.0000
2024-06-07 14:35:31,513 - mmcls - INFO - Epoch [2][480/586] lr: 1.291e-01, eta: 1:53:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7267, top-1: 52.3633, top-5: 81.2109, norm_input_base: 106.0083, norm_input_novel: 0.0000, norm_main_base: 927.4096, norm_main_novel: 0.0000, norm_residual_base: 80.8374, norm_residual_novel: 0.0000
2024-06-07 14:35:33,872 - mmcls - INFO - Epoch [2][490/586] lr: 1.297e-01, eta: 1:53:14, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7183, top-1: 51.6211, top-5: 81.6016, norm_input_base: 101.8687, norm_input_novel: 0.0000, norm_main_base: 910.9401, norm_main_novel: 0.0000, norm_residual_base: 79.3924, norm_residual_novel: 0.0000
2024-06-07 14:35:36,236 - mmcls - INFO - Epoch [2][500/586] lr: 1.303e-01, eta: 1:53:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7539, top-1: 51.4258, top-5: 80.1367, norm_input_base: 105.2649, norm_input_novel: 0.0000, norm_main_base: 902.4838, norm_main_novel: 0.0000, norm_residual_base: 79.7894, norm_residual_novel: 0.0000
2024-06-07 14:35:38,599 - mmcls - INFO - Epoch [2][510/586] lr: 1.309e-01, eta: 1:53:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7379, top-1: 50.9766, top-5: 80.9570, norm_input_base: 101.1846, norm_input_novel: 0.0000, norm_main_base: 894.1511, norm_main_novel: 0.0000, norm_residual_base: 79.2840, norm_residual_novel: 0.0000
2024-06-07 14:35:40,959 - mmcls - INFO - Epoch [2][520/586] lr: 1.316e-01, eta: 1:53:03, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7926, top-1: 50.3906, top-5: 80.0391, norm_input_base: 102.0398, norm_input_novel: 0.0000, norm_main_base: 897.3988, norm_main_novel: 0.0000, norm_residual_base: 77.8019, norm_residual_novel: 0.0000
2024-06-07 14:35:43,326 - mmcls - INFO - Epoch [2][530/586] lr: 1.322e-01, eta: 1:53:00, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7723, top-1: 50.2148, top-5: 80.5078, norm_input_base: 98.9592, norm_input_novel: 0.0000, norm_main_base: 899.3696, norm_main_novel: 0.0000, norm_residual_base: 77.2165, norm_residual_novel: 0.0000
2024-06-07 14:35:45,691 - mmcls - INFO - Epoch [2][540/586] lr: 1.328e-01, eta: 1:52:56, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7414, top-1: 52.0508, top-5: 80.6836, norm_input_base: 103.9380, norm_input_novel: 0.0000, norm_main_base: 898.0170, norm_main_novel: 0.0000, norm_residual_base: 76.5432, norm_residual_novel: 0.0000
2024-06-07 14:35:48,059 - mmcls - INFO - Epoch [2][550/586] lr: 1.334e-01, eta: 1:52:53, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.7334, top-1: 52.5586, top-5: 80.8398, norm_input_base: 99.8631, norm_input_novel: 0.0000, norm_main_base: 867.5178, norm_main_novel: 0.0000, norm_residual_base: 73.9666, norm_residual_novel: 0.0000
2024-06-07 14:35:50,430 - mmcls - INFO - Epoch [2][560/586] lr: 1.341e-01, eta: 1:52:50, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.7625, top-1: 51.6992, top-5: 80.7812, norm_input_base: 102.0465, norm_input_novel: 0.0000, norm_main_base: 880.0508, norm_main_novel: 0.0000, norm_residual_base: 72.6444, norm_residual_novel: 0.0000
2024-06-07 14:35:52,795 - mmcls - INFO - Epoch [2][570/586] lr: 1.347e-01, eta: 1:52:46, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.6966, top-1: 53.7891, top-5: 80.8594, norm_input_base: 100.9529, norm_input_novel: 0.0000, norm_main_base: 879.2488, norm_main_novel: 0.0000, norm_residual_base: 73.5049, norm_residual_novel: 0.0000
2024-06-07 14:35:55,126 - mmcls - INFO - Epoch [2][580/586] lr: 1.353e-01, eta: 1:52:42, time: 0.233, data_time: 0.015, memory: 3159, loss: 1.7244, top-1: 51.8555, top-5: 81.3086, norm_input_base: 96.3148, norm_input_novel: 0.0000, norm_main_base: 869.3941, norm_main_novel: 0.0000, norm_residual_base: 70.5195, norm_residual_novel: 0.0000
2024-06-07 14:35:56,374 - mmcls - INFO - Saving checkpoint at 2 epochs
2024-06-07 14:35:59,949 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:35:59,950 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_1.pth was removed
2024-06-07 14:36:00,185 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_2.pth.
2024-06-07 14:36:00,185 - mmcls - INFO - Best acc is 40.6333 at 2 epoch.
2024-06-07 14:36:00,189 - mmcls - INFO - Epoch(val) [2][12] acc: 40.6333
2024-06-07 14:36:05,085 - mmcls - INFO - Epoch [3][10/586] lr: 1.363e-01, eta: 1:53:00, time: 0.475, data_time: 0.250, memory: 3159, loss: 1.6970, top-1: 52.3828, top-5: 81.8945, norm_input_base: 98.0069, norm_input_novel: 0.0000, norm_main_base: 863.4096, norm_main_novel: 0.0000, norm_residual_base: 71.6576, norm_residual_novel: 0.0000
2024-06-07 14:36:07,446 - mmcls - INFO - Epoch [3][20/586] lr: 1.369e-01, eta: 1:52:56, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.6550, top-1: 53.2617, top-5: 81.9336, norm_input_base: 97.9539, norm_input_novel: 0.0000, norm_main_base: 859.9055, norm_main_novel: 0.0000, norm_residual_base: 70.2811, norm_residual_novel: 0.0000
2024-06-07 14:36:09,804 - mmcls - INFO - Epoch [3][30/586] lr: 1.376e-01, eta: 1:52:52, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.7022, top-1: 52.5586, top-5: 80.3516, norm_input_base: 98.9934, norm_input_novel: 0.0000, norm_main_base: 850.3321, norm_main_novel: 0.0000, norm_residual_base: 68.4752, norm_residual_novel: 0.0000
2024-06-07 14:36:12,161 - mmcls - INFO - Epoch [3][40/586] lr: 1.382e-01, eta: 1:52:49, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.6720, top-1: 53.6523, top-5: 81.3867, norm_input_base: 91.5793, norm_input_novel: 0.0000, norm_main_base: 845.2376, norm_main_novel: 0.0000, norm_residual_base: 67.1835, norm_residual_novel: 0.0000
2024-06-07 14:36:14,516 - mmcls - INFO - Epoch [3][50/586] lr: 1.388e-01, eta: 1:52:45, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.6198, top-1: 53.9844, top-5: 82.3242, norm_input_base: 91.5387, norm_input_novel: 0.0000, norm_main_base: 832.9777, norm_main_novel: 0.0000, norm_residual_base: 65.1453, norm_residual_novel: 0.0000
2024-06-07 14:36:16,886 - mmcls - INFO - Epoch [3][60/586] lr: 1.394e-01, eta: 1:52:42, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.6446, top-1: 53.5547, top-5: 81.8555, norm_input_base: 89.2251, norm_input_novel: 0.0000, norm_main_base: 801.9300, norm_main_novel: 0.0000, norm_residual_base: 63.7432, norm_residual_novel: 0.0000
2024-06-07 14:36:19,256 - mmcls - INFO - Epoch [3][70/586] lr: 1.401e-01, eta: 1:52:39, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.6169, top-1: 54.4727, top-5: 82.3438, norm_input_base: 89.7465, norm_input_novel: 0.0000, norm_main_base: 805.4660, norm_main_novel: 0.0000, norm_residual_base: 62.0218, norm_residual_novel: 0.0000
2024-06-07 14:36:21,626 - mmcls - INFO - Epoch [3][80/586] lr: 1.407e-01, eta: 1:52:35, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.7087, top-1: 51.8359, top-5: 80.7812, norm_input_base: 88.5369, norm_input_novel: 0.0000, norm_main_base: 809.1379, norm_main_novel: 0.0000, norm_residual_base: 61.1250, norm_residual_novel: 0.0000
2024-06-07 14:36:23,995 - mmcls - INFO - Epoch [3][90/586] lr: 1.413e-01, eta: 1:52:32, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.6451, top-1: 54.4336, top-5: 82.1680, norm_input_base: 93.3978, norm_input_novel: 0.0000, norm_main_base: 801.6823, norm_main_novel: 0.0000, norm_residual_base: 62.2336, norm_residual_novel: 0.0000
2024-06-07 14:36:26,355 - mmcls - INFO - Epoch [3][100/586] lr: 1.419e-01, eta: 1:52:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.6369, top-1: 52.7539, top-5: 82.0703, norm_input_base: 94.6132, norm_input_novel: 0.0000, norm_main_base: 790.8934, norm_main_novel: 0.0000, norm_residual_base: 62.0345, norm_residual_novel: 0.0000
2024-06-07 14:36:28,723 - mmcls - INFO - Epoch [3][110/586] lr: 1.426e-01, eta: 1:52:25, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.6201, top-1: 53.5156, top-5: 82.3828, norm_input_base: 90.4458, norm_input_novel: 0.0000, norm_main_base: 778.7423, norm_main_novel: 0.0000, norm_residual_base: 59.3664, norm_residual_novel: 0.0000
2024-06-07 14:36:31,087 - mmcls - INFO - Epoch [3][120/586] lr: 1.432e-01, eta: 1:52:22, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5763, top-1: 54.6680, top-5: 82.6953, norm_input_base: 85.1185, norm_input_novel: 0.0000, norm_main_base: 774.3575, norm_main_novel: 0.0000, norm_residual_base: 58.5706, norm_residual_novel: 0.0000
2024-06-07 14:36:33,448 - mmcls - INFO - Epoch [3][130/586] lr: 1.438e-01, eta: 1:52:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.6099, top-1: 54.5703, top-5: 82.6172, norm_input_base: 82.3952, norm_input_novel: 0.0000, norm_main_base: 769.0508, norm_main_novel: 0.0000, norm_residual_base: 55.7311, norm_residual_novel: 0.0000
2024-06-07 14:36:35,817 - mmcls - INFO - Epoch [3][140/586] lr: 1.444e-01, eta: 1:52:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.6167, top-1: 55.0977, top-5: 82.0508, norm_input_base: 86.0891, norm_input_novel: 0.0000, norm_main_base: 755.4470, norm_main_novel: 0.0000, norm_residual_base: 55.7687, norm_residual_novel: 0.0000
2024-06-07 14:36:38,172 - mmcls - INFO - Epoch [3][150/586] lr: 1.451e-01, eta: 1:52:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.6201, top-1: 53.3008, top-5: 81.5234, norm_input_base: 86.3551, norm_input_novel: 0.0000, norm_main_base: 758.2742, norm_main_novel: 0.0000, norm_residual_base: 55.2027, norm_residual_novel: 0.0000
2024-06-07 14:36:40,530 - mmcls - INFO - Epoch [3][160/586] lr: 1.457e-01, eta: 1:52:08, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5931, top-1: 54.8438, top-5: 82.3828, norm_input_base: 79.3558, norm_input_novel: 0.0000, norm_main_base: 739.7613, norm_main_novel: 0.0000, norm_residual_base: 52.1464, norm_residual_novel: 0.0000
2024-06-07 14:36:42,886 - mmcls - INFO - Epoch [3][170/586] lr: 1.463e-01, eta: 1:52:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5733, top-1: 54.8828, top-5: 82.4609, norm_input_base: 80.7823, norm_input_novel: 0.0000, norm_main_base: 728.2017, norm_main_novel: 0.0000, norm_residual_base: 51.7337, norm_residual_novel: 0.0000
2024-06-07 14:36:45,254 - mmcls - INFO - Epoch [3][180/586] lr: 1.469e-01, eta: 1:52:02, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.5954, top-1: 54.0430, top-5: 82.5977, norm_input_base: 79.7069, norm_input_novel: 0.0000, norm_main_base: 711.0018, norm_main_novel: 0.0000, norm_residual_base: 51.2682, norm_residual_novel: 0.0000
2024-06-07 14:36:47,622 - mmcls - INFO - Epoch [3][190/586] lr: 1.476e-01, eta: 1:51:58, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.5895, top-1: 55.2539, top-5: 82.6367, norm_input_base: 83.9635, norm_input_novel: 0.0000, norm_main_base: 722.9006, norm_main_novel: 0.0000, norm_residual_base: 49.4693, norm_residual_novel: 0.0000
2024-06-07 14:36:49,991 - mmcls - INFO - Epoch [3][200/586] lr: 1.482e-01, eta: 1:51:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.6118, top-1: 54.7461, top-5: 81.3672, norm_input_base: 80.2316, norm_input_novel: 0.0000, norm_main_base: 720.0260, norm_main_novel: 0.0000, norm_residual_base: 50.5456, norm_residual_novel: 0.0000
2024-06-07 14:36:52,346 - mmcls - INFO - Epoch [3][210/586] lr: 1.488e-01, eta: 1:51:52, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5829, top-1: 55.2148, top-5: 82.0117, norm_input_base: 78.8637, norm_input_novel: 0.0000, norm_main_base: 714.0056, norm_main_novel: 0.0000, norm_residual_base: 47.8992, norm_residual_novel: 0.0000
2024-06-07 14:36:54,701 - mmcls - INFO - Epoch [3][220/586] lr: 1.494e-01, eta: 1:51:49, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.5306, top-1: 55.9766, top-5: 84.1211, norm_input_base: 78.0189, norm_input_novel: 0.0000, norm_main_base: 708.4685, norm_main_novel: 0.0000, norm_residual_base: 45.0291, norm_residual_novel: 0.0000
2024-06-07 14:36:57,063 - mmcls - INFO - Epoch [3][230/586] lr: 1.501e-01, eta: 1:51:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5609, top-1: 55.6445, top-5: 83.6133, norm_input_base: 71.4922, norm_input_novel: 0.0000, norm_main_base: 719.7129, norm_main_novel: 0.0000, norm_residual_base: 46.2664, norm_residual_novel: 0.0000
2024-06-07 14:36:59,424 - mmcls - INFO - Epoch [3][240/586] lr: 1.507e-01, eta: 1:51:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5696, top-1: 55.4297, top-5: 82.7148, norm_input_base: 76.7672, norm_input_novel: 0.0000, norm_main_base: 710.5508, norm_main_novel: 0.0000, norm_residual_base: 44.2045, norm_residual_novel: 0.0000
2024-06-07 14:37:01,789 - mmcls - INFO - Epoch [3][250/586] lr: 1.513e-01, eta: 1:51:39, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5563, top-1: 55.3516, top-5: 82.3828, norm_input_base: 71.1530, norm_input_novel: 0.0000, norm_main_base: 677.9804, norm_main_novel: 0.0000, norm_residual_base: 42.5104, norm_residual_novel: 0.0000
2024-06-07 14:37:04,145 - mmcls - INFO - Epoch [3][260/586] lr: 1.519e-01, eta: 1:51:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5658, top-1: 55.8203, top-5: 82.2656, norm_input_base: 75.9494, norm_input_novel: 0.0000, norm_main_base: 678.3694, norm_main_novel: 0.0000, norm_residual_base: 41.5435, norm_residual_novel: 0.0000
2024-06-07 14:37:06,504 - mmcls - INFO - Epoch [3][270/586] lr: 1.526e-01, eta: 1:51:32, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5660, top-1: 55.3516, top-5: 82.8711, norm_input_base: 76.0266, norm_input_novel: 0.0000, norm_main_base: 681.5378, norm_main_novel: 0.0000, norm_residual_base: 40.5749, norm_residual_novel: 0.0000
2024-06-07 14:37:08,862 - mmcls - INFO - Epoch [3][280/586] lr: 1.532e-01, eta: 1:51:29, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5900, top-1: 54.4531, top-5: 81.9727, norm_input_base: 61.5395, norm_input_novel: 0.0000, norm_main_base: 664.9129, norm_main_novel: 0.0000, norm_residual_base: 40.3856, norm_residual_novel: 0.0000
2024-06-07 14:37:11,231 - mmcls - INFO - Epoch [3][290/586] lr: 1.538e-01, eta: 1:51:26, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.5311, top-1: 55.3711, top-5: 83.3789, norm_input_base: 65.3384, norm_input_novel: 0.0000, norm_main_base: 666.1517, norm_main_novel: 0.0000, norm_residual_base: 40.0220, norm_residual_novel: 0.0000
2024-06-07 14:37:13,592 - mmcls - INFO - Epoch [3][300/586] lr: 1.544e-01, eta: 1:51:23, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5449, top-1: 55.0977, top-5: 82.9492, norm_input_base: 75.6975, norm_input_novel: 0.0000, norm_main_base: 668.2563, norm_main_novel: 0.0000, norm_residual_base: 38.3746, norm_residual_novel: 0.0000
2024-06-07 14:37:15,953 - mmcls - INFO - Epoch [3][310/586] lr: 1.551e-01, eta: 1:51:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5104, top-1: 54.7852, top-5: 83.6914, norm_input_base: 72.3668, norm_input_novel: 0.0000, norm_main_base: 652.4002, norm_main_novel: 0.0000, norm_residual_base: 37.9744, norm_residual_novel: 0.0000
2024-06-07 14:37:18,315 - mmcls - INFO - Epoch [3][320/586] lr: 1.557e-01, eta: 1:51:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4934, top-1: 56.4062, top-5: 83.3203, norm_input_base: 63.3943, norm_input_novel: 0.0000, norm_main_base: 643.0111, norm_main_novel: 0.0000, norm_residual_base: 35.5786, norm_residual_novel: 0.0000
2024-06-07 14:37:20,674 - mmcls - INFO - Epoch [3][330/586] lr: 1.563e-01, eta: 1:51:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5238, top-1: 56.4453, top-5: 82.8320, norm_input_base: 61.8507, norm_input_novel: 0.0000, norm_main_base: 646.7430, norm_main_novel: 0.0000, norm_residual_base: 35.4699, norm_residual_novel: 0.0000
2024-06-07 14:37:23,029 - mmcls - INFO - Epoch [3][340/586] lr: 1.569e-01, eta: 1:51:10, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.4893, top-1: 56.4844, top-5: 83.2617, norm_input_base: 61.4832, norm_input_novel: 0.0000, norm_main_base: 637.5810, norm_main_novel: 0.0000, norm_residual_base: 35.3833, norm_residual_novel: 0.0000
2024-06-07 14:37:25,391 - mmcls - INFO - Epoch [3][350/586] lr: 1.576e-01, eta: 1:51:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5369, top-1: 55.4102, top-5: 82.5977, norm_input_base: 65.0975, norm_input_novel: 0.0000, norm_main_base: 629.7132, norm_main_novel: 0.0000, norm_residual_base: 33.1123, norm_residual_novel: 0.0000
2024-06-07 14:37:27,754 - mmcls - INFO - Epoch [3][360/586] lr: 1.582e-01, eta: 1:51:04, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4788, top-1: 57.0117, top-5: 82.9688, norm_input_base: 60.4493, norm_input_novel: 0.0000, norm_main_base: 620.5743, norm_main_novel: 0.0000, norm_residual_base: 32.9917, norm_residual_novel: 0.0000
2024-06-07 14:37:30,118 - mmcls - INFO - Epoch [3][370/586] lr: 1.588e-01, eta: 1:51:01, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4898, top-1: 57.8516, top-5: 83.5742, norm_input_base: 64.1931, norm_input_novel: 0.0000, norm_main_base: 633.3467, norm_main_novel: 0.0000, norm_residual_base: 33.4103, norm_residual_novel: 0.0000
2024-06-07 14:37:32,472 - mmcls - INFO - Epoch [3][380/586] lr: 1.594e-01, eta: 1:50:58, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4913, top-1: 56.7969, top-5: 84.1016, norm_input_base: 61.9505, norm_input_novel: 0.0000, norm_main_base: 632.1108, norm_main_novel: 0.0000, norm_residual_base: 32.6022, norm_residual_novel: 0.0000
2024-06-07 14:37:34,829 - mmcls - INFO - Epoch [3][390/586] lr: 1.601e-01, eta: 1:50:55, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4820, top-1: 56.4062, top-5: 84.6875, norm_input_base: 59.7432, norm_input_novel: 0.0000, norm_main_base: 631.6408, norm_main_novel: 0.0000, norm_residual_base: 30.6464, norm_residual_novel: 0.0000
2024-06-07 14:37:37,183 - mmcls - INFO - Epoch [3][400/586] lr: 1.607e-01, eta: 1:50:51, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.4649, top-1: 57.6367, top-5: 84.0625, norm_input_base: 56.9698, norm_input_novel: 0.0000, norm_main_base: 604.2211, norm_main_novel: 0.0000, norm_residual_base: 30.4330, norm_residual_novel: 0.0000
2024-06-07 14:37:39,542 - mmcls - INFO - Epoch [3][410/586] lr: 1.613e-01, eta: 1:50:48, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4283, top-1: 58.3203, top-5: 84.1016, norm_input_base: 58.5924, norm_input_novel: 0.0000, norm_main_base: 621.7023, norm_main_novel: 0.0000, norm_residual_base: 30.4739, norm_residual_novel: 0.0000
2024-06-07 14:37:41,908 - mmcls - INFO - Epoch [3][420/586] lr: 1.619e-01, eta: 1:50:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4598, top-1: 57.5781, top-5: 84.3164, norm_input_base: 55.4480, norm_input_novel: 0.0000, norm_main_base: 611.0949, norm_main_novel: 0.0000, norm_residual_base: 29.1514, norm_residual_novel: 0.0000
2024-06-07 14:37:44,270 - mmcls - INFO - Epoch [3][430/586] lr: 1.626e-01, eta: 1:50:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.5136, top-1: 56.0938, top-5: 83.3398, norm_input_base: 57.2509, norm_input_novel: 0.0000, norm_main_base: 600.1483, norm_main_novel: 0.0000, norm_residual_base: 28.0981, norm_residual_novel: 0.0000
2024-06-07 14:37:46,635 - mmcls - INFO - Epoch [3][440/586] lr: 1.632e-01, eta: 1:50:39, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4381, top-1: 57.8906, top-5: 84.5117, norm_input_base: 59.1942, norm_input_novel: 0.0000, norm_main_base: 601.3085, norm_main_novel: 0.0000, norm_residual_base: 29.2566, norm_residual_novel: 0.0000
2024-06-07 14:37:49,007 - mmcls - INFO - Epoch [3][450/586] lr: 1.638e-01, eta: 1:50:36, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4342, top-1: 58.2617, top-5: 84.2578, norm_input_base: 55.8858, norm_input_novel: 0.0000, norm_main_base: 588.6841, norm_main_novel: 0.0000, norm_residual_base: 27.8660, norm_residual_novel: 0.0000
2024-06-07 14:37:51,371 - mmcls - INFO - Epoch [3][460/586] lr: 1.644e-01, eta: 1:50:33, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4490, top-1: 56.8945, top-5: 83.9453, norm_input_base: 65.0305, norm_input_novel: 0.0000, norm_main_base: 600.0675, norm_main_novel: 0.0000, norm_residual_base: 28.1568, norm_residual_novel: 0.0000
2024-06-07 14:37:53,734 - mmcls - INFO - Epoch [3][470/586] lr: 1.651e-01, eta: 1:50:30, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4713, top-1: 57.6562, top-5: 84.1602, norm_input_base: 48.1482, norm_input_novel: 0.0000, norm_main_base: 591.7834, norm_main_novel: 0.0000, norm_residual_base: 27.4295, norm_residual_novel: 0.0000
2024-06-07 14:37:56,103 - mmcls - INFO - Epoch [3][480/586] lr: 1.657e-01, eta: 1:50:28, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4516, top-1: 57.9297, top-5: 84.1211, norm_input_base: 51.5784, norm_input_novel: 0.0000, norm_main_base: 594.3278, norm_main_novel: 0.0000, norm_residual_base: 26.4211, norm_residual_novel: 0.0000
2024-06-07 14:37:58,466 - mmcls - INFO - Epoch [3][490/586] lr: 1.663e-01, eta: 1:50:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4787, top-1: 57.1680, top-5: 83.3594, norm_input_base: 50.0248, norm_input_novel: 0.0000, norm_main_base: 592.7250, norm_main_novel: 0.0000, norm_residual_base: 25.2463, norm_residual_novel: 0.0000
2024-06-07 14:38:00,831 - mmcls - INFO - Epoch [3][500/586] lr: 1.669e-01, eta: 1:50:22, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4487, top-1: 57.4805, top-5: 83.4180, norm_input_base: 47.0518, norm_input_novel: 0.0000, norm_main_base: 595.9295, norm_main_novel: 0.0000, norm_residual_base: 25.2157, norm_residual_novel: 0.0000
2024-06-07 14:38:03,197 - mmcls - INFO - Epoch [3][510/586] lr: 1.676e-01, eta: 1:50:19, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4810, top-1: 57.4219, top-5: 83.6328, norm_input_base: 52.8571, norm_input_novel: 0.0000, norm_main_base: 598.8729, norm_main_novel: 0.0000, norm_residual_base: 25.8670, norm_residual_novel: 0.0000
2024-06-07 14:38:05,555 - mmcls - INFO - Epoch [3][520/586] lr: 1.682e-01, eta: 1:50:16, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4547, top-1: 58.4766, top-5: 83.6523, norm_input_base: 56.7102, norm_input_novel: 0.0000, norm_main_base: 584.5273, norm_main_novel: 0.0000, norm_residual_base: 25.3573, norm_residual_novel: 0.0000
2024-06-07 14:38:07,913 - mmcls - INFO - Epoch [3][530/586] lr: 1.688e-01, eta: 1:50:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4167, top-1: 58.1836, top-5: 84.3750, norm_input_base: 55.7272, norm_input_novel: 0.0000, norm_main_base: 571.9447, norm_main_novel: 0.0000, norm_residual_base: 24.3959, norm_residual_novel: 0.0000
2024-06-07 14:38:10,267 - mmcls - INFO - Epoch [3][540/586] lr: 1.694e-01, eta: 1:50:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4289, top-1: 58.4570, top-5: 84.3750, norm_input_base: 47.8537, norm_input_novel: 0.0000, norm_main_base: 565.9645, norm_main_novel: 0.0000, norm_residual_base: 24.1369, norm_residual_novel: 0.0000
2024-06-07 14:38:12,625 - mmcls - INFO - Epoch [3][550/586] lr: 1.701e-01, eta: 1:50:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4001, top-1: 57.4219, top-5: 84.5508, norm_input_base: 46.8578, norm_input_novel: 0.0000, norm_main_base: 542.4665, norm_main_novel: 0.0000, norm_residual_base: 22.9836, norm_residual_novel: 0.0000
2024-06-07 14:38:14,989 - mmcls - INFO - Epoch [3][560/586] lr: 1.707e-01, eta: 1:50:04, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4208, top-1: 57.9492, top-5: 84.8047, norm_input_base: 50.5514, norm_input_novel: 0.0000, norm_main_base: 540.4564, norm_main_novel: 0.0000, norm_residual_base: 23.1871, norm_residual_novel: 0.0000
2024-06-07 14:38:17,346 - mmcls - INFO - Epoch [3][570/586] lr: 1.713e-01, eta: 1:50:01, time: 0.236, data_time: 0.016, memory: 3159, loss: 1.4274, top-1: 58.5156, top-5: 83.1055, norm_input_base: 46.4292, norm_input_novel: 0.0000, norm_main_base: 536.2218, norm_main_novel: 0.0000, norm_residual_base: 22.3602, norm_residual_novel: 0.0000
2024-06-07 14:38:19,683 - mmcls - INFO - Epoch [3][580/586] lr: 1.719e-01, eta: 1:49:57, time: 0.234, data_time: 0.015, memory: 3159, loss: 1.3947, top-1: 58.8672, top-5: 84.8242, norm_input_base: 44.3078, norm_input_novel: 0.0000, norm_main_base: 548.7891, norm_main_novel: 0.0000, norm_residual_base: 23.5054, norm_residual_novel: 0.0000
2024-06-07 14:38:20,930 - mmcls - INFO - Saving checkpoint at 3 epochs
2024-06-07 14:38:24,515 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:38:24,516 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_2.pth was removed
2024-06-07 14:38:24,760 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_3.pth.
2024-06-07 14:38:24,760 - mmcls - INFO - Best acc is 59.3500 at 3 epoch.
2024-06-07 14:38:24,765 - mmcls - INFO - Epoch(val) [3][12] acc: 59.3500
2024-06-07 14:38:29,704 - mmcls - INFO - Epoch [4][10/586] lr: 1.729e-01, eta: 1:50:08, time: 0.479, data_time: 0.256, memory: 3159, loss: 1.3911, top-1: 59.6289, top-5: 84.5898, norm_input_base: 49.3930, norm_input_novel: 0.0000, norm_main_base: 536.5971, norm_main_novel: 0.0000, norm_residual_base: 22.2374, norm_residual_novel: 0.0000
2024-06-07 14:38:32,062 - mmcls - INFO - Epoch [4][20/586] lr: 1.736e-01, eta: 1:50:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4010, top-1: 59.2383, top-5: 84.4141, norm_input_base: 48.5229, norm_input_novel: 0.0000, norm_main_base: 523.0475, norm_main_novel: 0.0000, norm_residual_base: 21.5638, norm_residual_novel: 0.0000
2024-06-07 14:38:34,419 - mmcls - INFO - Epoch [4][30/586] lr: 1.742e-01, eta: 1:50:02, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4332, top-1: 58.3594, top-5: 84.4141, norm_input_base: 43.0964, norm_input_novel: 0.0000, norm_main_base: 524.4059, norm_main_novel: 0.0000, norm_residual_base: 22.1029, norm_residual_novel: 0.0000
2024-06-07 14:38:36,780 - mmcls - INFO - Epoch [4][40/586] lr: 1.748e-01, eta: 1:49:59, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3907, top-1: 59.0234, top-5: 85.0195, norm_input_base: 44.1899, norm_input_novel: 0.0000, norm_main_base: 528.1971, norm_main_novel: 0.0000, norm_residual_base: 20.7160, norm_residual_novel: 0.0000
2024-06-07 14:38:39,139 - mmcls - INFO - Epoch [4][50/586] lr: 1.754e-01, eta: 1:49:56, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3920, top-1: 59.1211, top-5: 84.5508, norm_input_base: 44.2162, norm_input_novel: 0.0000, norm_main_base: 526.6333, norm_main_novel: 0.0000, norm_residual_base: 20.8449, norm_residual_novel: 0.0000
2024-06-07 14:38:41,501 - mmcls - INFO - Epoch [4][60/586] lr: 1.761e-01, eta: 1:49:53, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3742, top-1: 59.3359, top-5: 85.0977, norm_input_base: 39.7098, norm_input_novel: 0.0000, norm_main_base: 529.3379, norm_main_novel: 0.0000, norm_residual_base: 20.6859, norm_residual_novel: 0.0000
2024-06-07 14:38:43,860 - mmcls - INFO - Epoch [4][70/586] lr: 1.767e-01, eta: 1:49:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4196, top-1: 58.0469, top-5: 84.2969, norm_input_base: 44.2781, norm_input_novel: 0.0000, norm_main_base: 521.7567, norm_main_novel: 0.0000, norm_residual_base: 20.8009, norm_residual_novel: 0.0000
2024-06-07 14:38:46,223 - mmcls - INFO - Epoch [4][80/586] lr: 1.773e-01, eta: 1:49:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4224, top-1: 58.0469, top-5: 84.5117, norm_input_base: 46.5558, norm_input_novel: 0.0000, norm_main_base: 523.0940, norm_main_novel: 0.0000, norm_residual_base: 21.2818, norm_residual_novel: 0.0000
2024-06-07 14:38:48,589 - mmcls - INFO - Epoch [4][90/586] lr: 1.779e-01, eta: 1:49:44, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4344, top-1: 57.1680, top-5: 83.9258, norm_input_base: 42.3074, norm_input_novel: 0.0000, norm_main_base: 521.5728, norm_main_novel: 0.0000, norm_residual_base: 22.1065, norm_residual_novel: 0.0000
2024-06-07 14:38:50,947 - mmcls - INFO - Epoch [4][100/586] lr: 1.786e-01, eta: 1:49:41, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3935, top-1: 58.3789, top-5: 84.4336, norm_input_base: 41.9837, norm_input_novel: 0.0000, norm_main_base: 518.5465, norm_main_novel: 0.0000, norm_residual_base: 20.3743, norm_residual_novel: 0.0000
2024-06-07 14:38:53,304 - mmcls - INFO - Epoch [4][110/586] lr: 1.792e-01, eta: 1:49:38, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4158, top-1: 58.2422, top-5: 85.0781, norm_input_base: 42.6633, norm_input_novel: 0.0000, norm_main_base: 516.2691, norm_main_novel: 0.0000, norm_residual_base: 19.6770, norm_residual_novel: 0.0000
2024-06-07 14:38:55,662 - mmcls - INFO - Epoch [4][120/586] lr: 1.798e-01, eta: 1:49:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3709, top-1: 59.1602, top-5: 85.2539, norm_input_base: 38.8858, norm_input_novel: 0.0000, norm_main_base: 516.4262, norm_main_novel: 0.0000, norm_residual_base: 20.4219, norm_residual_novel: 0.0000
2024-06-07 14:38:58,022 - mmcls - INFO - Epoch [4][130/586] lr: 1.804e-01, eta: 1:49:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3947, top-1: 58.7109, top-5: 84.7656, norm_input_base: 38.3838, norm_input_novel: 0.0000, norm_main_base: 517.7733, norm_main_novel: 0.0000, norm_residual_base: 19.1848, norm_residual_novel: 0.0000
2024-06-07 14:39:00,380 - mmcls - INFO - Epoch [4][140/586] lr: 1.811e-01, eta: 1:49:30, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3787, top-1: 58.7109, top-5: 84.9219, norm_input_base: 41.7520, norm_input_novel: 0.0000, norm_main_base: 515.6022, norm_main_novel: 0.0000, norm_residual_base: 19.4448, norm_residual_novel: 0.0000
2024-06-07 14:39:02,737 - mmcls - INFO - Epoch [4][150/586] lr: 1.817e-01, eta: 1:49:27, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3572, top-1: 59.7266, top-5: 84.9805, norm_input_base: 37.2623, norm_input_novel: 0.0000, norm_main_base: 504.1432, norm_main_novel: 0.0000, norm_residual_base: 19.4885, norm_residual_novel: 0.0000
2024-06-07 14:39:05,095 - mmcls - INFO - Epoch [4][160/586] lr: 1.823e-01, eta: 1:49:24, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3702, top-1: 59.4141, top-5: 85.2148, norm_input_base: 39.9994, norm_input_novel: 0.0000, norm_main_base: 501.8873, norm_main_novel: 0.0000, norm_residual_base: 19.5635, norm_residual_novel: 0.0000
2024-06-07 14:39:07,461 - mmcls - INFO - Epoch [4][170/586] lr: 1.829e-01, eta: 1:49:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3823, top-1: 59.6875, top-5: 85.0586, norm_input_base: 39.2411, norm_input_novel: 0.0000, norm_main_base: 503.1644, norm_main_novel: 0.0000, norm_residual_base: 18.8713, norm_residual_novel: 0.0000
2024-06-07 14:39:09,829 - mmcls - INFO - Epoch [4][180/586] lr: 1.836e-01, eta: 1:49:18, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3909, top-1: 59.6289, top-5: 84.3164, norm_input_base: 46.9285, norm_input_novel: 0.0000, norm_main_base: 497.6118, norm_main_novel: 0.0000, norm_residual_base: 19.3644, norm_residual_novel: 0.0000
2024-06-07 14:39:12,196 - mmcls - INFO - Epoch [4][190/586] lr: 1.842e-01, eta: 1:49:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4020, top-1: 59.0039, top-5: 84.4336, norm_input_base: 43.3336, norm_input_novel: 0.0000, norm_main_base: 481.5759, norm_main_novel: 0.0000, norm_residual_base: 18.9603, norm_residual_novel: 0.0000
2024-06-07 14:39:14,563 - mmcls - INFO - Epoch [4][200/586] lr: 1.848e-01, eta: 1:49:12, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3739, top-1: 59.6484, top-5: 84.9219, norm_input_base: 35.4600, norm_input_novel: 0.0000, norm_main_base: 475.3831, norm_main_novel: 0.0000, norm_residual_base: 18.9264, norm_residual_novel: 0.0000
2024-06-07 14:39:16,929 - mmcls - INFO - Epoch [4][210/586] lr: 1.854e-01, eta: 1:49:10, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3285, top-1: 61.1914, top-5: 85.7422, norm_input_base: 38.4321, norm_input_novel: 0.0000, norm_main_base: 484.8132, norm_main_novel: 0.0000, norm_residual_base: 19.2316, norm_residual_novel: 0.0000
2024-06-07 14:39:19,298 - mmcls - INFO - Epoch [4][220/586] lr: 1.861e-01, eta: 1:49:07, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3645, top-1: 60.7422, top-5: 84.7852, norm_input_base: 36.1789, norm_input_novel: 0.0000, norm_main_base: 480.7605, norm_main_novel: 0.0000, norm_residual_base: 18.3986, norm_residual_novel: 0.0000
2024-06-07 14:39:21,659 - mmcls - INFO - Epoch [4][230/586] lr: 1.867e-01, eta: 1:49:04, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.4539, top-1: 57.9883, top-5: 83.6328, norm_input_base: 34.3024, norm_input_novel: 0.0000, norm_main_base: 477.6917, norm_main_novel: 0.0000, norm_residual_base: 17.6941, norm_residual_novel: 0.0000
2024-06-07 14:39:24,025 - mmcls - INFO - Epoch [4][240/586] lr: 1.873e-01, eta: 1:49:01, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4032, top-1: 58.5938, top-5: 84.1992, norm_input_base: 39.8865, norm_input_novel: 0.0000, norm_main_base: 483.8656, norm_main_novel: 0.0000, norm_residual_base: 17.9236, norm_residual_novel: 0.0000
2024-06-07 14:39:26,393 - mmcls - INFO - Epoch [4][250/586] lr: 1.879e-01, eta: 1:48:58, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4122, top-1: 58.7305, top-5: 84.3555, norm_input_base: 38.3042, norm_input_novel: 0.0000, norm_main_base: 485.8438, norm_main_novel: 0.0000, norm_residual_base: 17.8011, norm_residual_novel: 0.0000
2024-06-07 14:39:28,885 - mmcls - INFO - Epoch [4][260/586] lr: 1.886e-01, eta: 1:48:57, time: 0.249, data_time: 0.015, memory: 3159, loss: 1.4456, top-1: 57.5000, top-5: 84.4922, norm_input_base: 40.0112, norm_input_novel: 0.0000, norm_main_base: 484.0520, norm_main_novel: 0.0000, norm_residual_base: 18.1146, norm_residual_novel: 0.0000
2024-06-07 14:39:31,253 - mmcls - INFO - Epoch [4][270/586] lr: 1.892e-01, eta: 1:48:54, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3691, top-1: 59.6289, top-5: 84.6680, norm_input_base: 37.8840, norm_input_novel: 0.0000, norm_main_base: 466.8142, norm_main_novel: 0.0000, norm_residual_base: 17.8340, norm_residual_novel: 0.0000
2024-06-07 14:39:33,619 - mmcls - INFO - Epoch [4][280/586] lr: 1.898e-01, eta: 1:48:52, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3599, top-1: 59.9609, top-5: 85.5273, norm_input_base: 45.6035, norm_input_novel: 0.0000, norm_main_base: 461.8686, norm_main_novel: 0.0000, norm_residual_base: 17.3861, norm_residual_novel: 0.0000
2024-06-07 14:39:35,980 - mmcls - INFO - Epoch [4][290/586] lr: 1.904e-01, eta: 1:48:49, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3420, top-1: 60.0781, top-5: 85.7422, norm_input_base: 37.7486, norm_input_novel: 0.0000, norm_main_base: 447.3040, norm_main_novel: 0.0000, norm_residual_base: 17.4797, norm_residual_novel: 0.0000
2024-06-07 14:39:38,581 - mmcls - INFO - Epoch [4][300/586] lr: 1.911e-01, eta: 1:48:49, time: 0.260, data_time: 0.015, memory: 3159, loss: 1.3970, top-1: 59.0234, top-5: 83.7695, norm_input_base: 38.8570, norm_input_novel: 0.0000, norm_main_base: 452.8517, norm_main_novel: 0.0000, norm_residual_base: 17.6513, norm_residual_novel: 0.0000
2024-06-07 14:39:41,089 - mmcls - INFO - Epoch [4][310/586] lr: 1.917e-01, eta: 1:48:48, time: 0.251, data_time: 0.015, memory: 3159, loss: 1.3517, top-1: 59.8828, top-5: 85.8203, norm_input_base: 47.8256, norm_input_novel: 0.0000, norm_main_base: 463.4362, norm_main_novel: 0.0000, norm_residual_base: 18.3644, norm_residual_novel: 0.0000
2024-06-07 14:39:43,457 - mmcls - INFO - Epoch [4][320/586] lr: 1.923e-01, eta: 1:48:45, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3575, top-1: 59.9219, top-5: 84.9805, norm_input_base: 36.5416, norm_input_novel: 0.0000, norm_main_base: 455.4127, norm_main_novel: 0.0000, norm_residual_base: 17.6080, norm_residual_novel: 0.0000
2024-06-07 14:39:46,047 - mmcls - INFO - Epoch [4][330/586] lr: 1.929e-01, eta: 1:48:45, time: 0.259, data_time: 0.015, memory: 3159, loss: 1.3464, top-1: 59.4141, top-5: 85.5469, norm_input_base: 39.1801, norm_input_novel: 0.0000, norm_main_base: 465.1784, norm_main_novel: 0.0000, norm_residual_base: 17.8775, norm_residual_novel: 0.0000
2024-06-07 14:39:48,421 - mmcls - INFO - Epoch [4][340/586] lr: 1.936e-01, eta: 1:48:43, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3548, top-1: 60.0586, top-5: 85.6836, norm_input_base: 42.9198, norm_input_novel: 0.0000, norm_main_base: 470.7451, norm_main_novel: 0.0000, norm_residual_base: 17.4255, norm_residual_novel: 0.0000
2024-06-07 14:39:50,780 - mmcls - INFO - Epoch [4][350/586] lr: 1.942e-01, eta: 1:48:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3577, top-1: 60.0586, top-5: 84.6680, norm_input_base: 36.5222, norm_input_novel: 0.0000, norm_main_base: 449.1260, norm_main_novel: 0.0000, norm_residual_base: 16.5157, norm_residual_novel: 0.0000
2024-06-07 14:39:53,138 - mmcls - INFO - Epoch [4][360/586] lr: 1.948e-01, eta: 1:48:37, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3170, top-1: 60.3906, top-5: 85.3906, norm_input_base: 32.7048, norm_input_novel: 0.0000, norm_main_base: 437.7094, norm_main_novel: 0.0000, norm_residual_base: 16.4960, norm_residual_novel: 0.0000
2024-06-07 14:39:55,604 - mmcls - INFO - Epoch [4][370/586] lr: 1.954e-01, eta: 1:48:35, time: 0.247, data_time: 0.015, memory: 3159, loss: 1.3915, top-1: 59.0039, top-5: 84.5312, norm_input_base: 36.9906, norm_input_novel: 0.0000, norm_main_base: 449.5673, norm_main_novel: 0.0000, norm_residual_base: 16.3216, norm_residual_novel: 0.0000
2024-06-07 14:39:57,965 - mmcls - INFO - Epoch [4][380/586] lr: 1.961e-01, eta: 1:48:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3878, top-1: 59.6289, top-5: 84.5117, norm_input_base: 34.4313, norm_input_novel: 0.0000, norm_main_base: 462.1823, norm_main_novel: 0.0000, norm_residual_base: 17.0872, norm_residual_novel: 0.0000
2024-06-07 14:40:00,333 - mmcls - INFO - Epoch [4][390/586] lr: 1.967e-01, eta: 1:48:30, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3731, top-1: 59.0625, top-5: 85.2734, norm_input_base: 34.7800, norm_input_novel: 0.0000, norm_main_base: 449.7689, norm_main_novel: 0.0000, norm_residual_base: 16.6368, norm_residual_novel: 0.0000
2024-06-07 14:40:02,695 - mmcls - INFO - Epoch [4][400/586] lr: 1.973e-01, eta: 1:48:27, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3437, top-1: 59.9023, top-5: 84.8633, norm_input_base: 40.7249, norm_input_novel: 0.0000, norm_main_base: 444.4849, norm_main_novel: 0.0000, norm_residual_base: 16.9301, norm_residual_novel: 0.0000
2024-06-07 14:40:05,064 - mmcls - INFO - Epoch [4][410/586] lr: 1.979e-01, eta: 1:48:24, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3436, top-1: 59.7461, top-5: 85.4688, norm_input_base: 43.0440, norm_input_novel: 0.0000, norm_main_base: 443.2279, norm_main_novel: 0.0000, norm_residual_base: 17.4377, norm_residual_novel: 0.0000
2024-06-07 14:40:07,435 - mmcls - INFO - Epoch [4][420/586] lr: 1.986e-01, eta: 1:48:21, time: 0.237, data_time: 0.016, memory: 3159, loss: 1.3758, top-1: 59.3555, top-5: 84.8242, norm_input_base: 41.0672, norm_input_novel: 0.0000, norm_main_base: 430.9387, norm_main_novel: 0.0000, norm_residual_base: 16.3908, norm_residual_novel: 0.0000
2024-06-07 14:40:09,807 - mmcls - INFO - Epoch [4][430/586] lr: 1.992e-01, eta: 1:48:19, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3958, top-1: 59.7656, top-5: 84.3555, norm_input_base: 35.2103, norm_input_novel: 0.0000, norm_main_base: 432.4122, norm_main_novel: 0.0000, norm_residual_base: 16.3220, norm_residual_novel: 0.0000
2024-06-07 14:40:12,180 - mmcls - INFO - Epoch [4][440/586] lr: 1.998e-01, eta: 1:48:16, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3762, top-1: 59.7852, top-5: 84.4531, norm_input_base: 38.2566, norm_input_novel: 0.0000, norm_main_base: 423.6150, norm_main_novel: 0.0000, norm_residual_base: 16.9829, norm_residual_novel: 0.0000
2024-06-07 14:40:14,551 - mmcls - INFO - Epoch [4][450/586] lr: 2.004e-01, eta: 1:48:13, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3552, top-1: 60.0781, top-5: 85.4492, norm_input_base: 41.6292, norm_input_novel: 0.0000, norm_main_base: 416.0613, norm_main_novel: 0.0000, norm_residual_base: 16.2984, norm_residual_novel: 0.0000
2024-06-07 14:40:16,922 - mmcls - INFO - Epoch [4][460/586] lr: 2.011e-01, eta: 1:48:11, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3823, top-1: 59.1797, top-5: 84.9023, norm_input_base: 35.1443, norm_input_novel: 0.0000, norm_main_base: 421.3329, norm_main_novel: 0.0000, norm_residual_base: 16.2849, norm_residual_novel: 0.0000
2024-06-07 14:40:19,295 - mmcls - INFO - Epoch [4][470/586] lr: 2.017e-01, eta: 1:48:08, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.4020, top-1: 59.0820, top-5: 84.6094, norm_input_base: 35.4454, norm_input_novel: 0.0000, norm_main_base: 416.7420, norm_main_novel: 0.0000, norm_residual_base: 16.6458, norm_residual_novel: 0.0000
2024-06-07 14:40:21,669 - mmcls - INFO - Epoch [4][480/586] lr: 2.023e-01, eta: 1:48:05, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3472, top-1: 60.0391, top-5: 85.1758, norm_input_base: 36.7275, norm_input_novel: 0.0000, norm_main_base: 411.7132, norm_main_novel: 0.0000, norm_residual_base: 16.1680, norm_residual_novel: 0.0000
2024-06-07 14:40:24,037 - mmcls - INFO - Epoch [4][490/586] lr: 2.029e-01, eta: 1:48:02, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3433, top-1: 60.7617, top-5: 85.1562, norm_input_base: 39.2435, norm_input_novel: 0.0000, norm_main_base: 409.8325, norm_main_novel: 0.0000, norm_residual_base: 15.8944, norm_residual_novel: 0.0000
2024-06-07 14:40:26,412 - mmcls - INFO - Epoch [4][500/586] lr: 2.036e-01, eta: 1:48:00, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.3379, top-1: 61.1523, top-5: 84.9609, norm_input_base: 36.5297, norm_input_novel: 0.0000, norm_main_base: 412.5901, norm_main_novel: 0.0000, norm_residual_base: 16.2036, norm_residual_novel: 0.0000
2024-06-07 14:40:28,785 - mmcls - INFO - Epoch [4][510/586] lr: 2.042e-01, eta: 1:47:57, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.4004, top-1: 59.3555, top-5: 84.1406, norm_input_base: 42.8047, norm_input_novel: 0.0000, norm_main_base: 415.4104, norm_main_novel: 0.0000, norm_residual_base: 16.5754, norm_residual_novel: 0.0000
2024-06-07 14:40:31,154 - mmcls - INFO - Epoch [4][520/586] lr: 2.048e-01, eta: 1:47:54, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3237, top-1: 60.6250, top-5: 85.7812, norm_input_base: 43.8214, norm_input_novel: 0.0000, norm_main_base: 416.5027, norm_main_novel: 0.0000, norm_residual_base: 16.7536, norm_residual_novel: 0.0000
2024-06-07 14:40:33,523 - mmcls - INFO - Epoch [4][530/586] lr: 2.054e-01, eta: 1:47:52, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3871, top-1: 58.9844, top-5: 84.4531, norm_input_base: 39.4363, norm_input_novel: 0.0000, norm_main_base: 407.4490, norm_main_novel: 0.0000, norm_residual_base: 15.8673, norm_residual_novel: 0.0000
2024-06-07 14:40:35,890 - mmcls - INFO - Epoch [4][540/586] lr: 2.061e-01, eta: 1:47:49, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3648, top-1: 59.9023, top-5: 85.4297, norm_input_base: 37.3278, norm_input_novel: 0.0000, norm_main_base: 402.2115, norm_main_novel: 0.0000, norm_residual_base: 16.1006, norm_residual_novel: 0.0000
2024-06-07 14:40:38,251 - mmcls - INFO - Epoch [4][550/586] lr: 2.067e-01, eta: 1:47:46, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3138, top-1: 60.5469, top-5: 85.4883, norm_input_base: 38.2269, norm_input_novel: 0.0000, norm_main_base: 405.0026, norm_main_novel: 0.0000, norm_residual_base: 16.0605, norm_residual_novel: 0.0000
2024-06-07 14:40:40,621 - mmcls - INFO - Epoch [4][560/586] lr: 2.073e-01, eta: 1:47:43, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2928, top-1: 61.8750, top-5: 85.7031, norm_input_base: 39.4355, norm_input_novel: 0.0000, norm_main_base: 392.4461, norm_main_novel: 0.0000, norm_residual_base: 15.7418, norm_residual_novel: 0.0000
2024-06-07 14:40:42,992 - mmcls - INFO - Epoch [4][570/586] lr: 2.079e-01, eta: 1:47:41, time: 0.237, data_time: 0.016, memory: 3159, loss: 1.3161, top-1: 61.0742, top-5: 85.7812, norm_input_base: 39.6945, norm_input_novel: 0.0000, norm_main_base: 395.5587, norm_main_novel: 0.0000, norm_residual_base: 15.4094, norm_residual_novel: 0.0000
2024-06-07 14:40:45,342 - mmcls - INFO - Epoch [4][580/586] lr: 2.086e-01, eta: 1:47:38, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3546, top-1: 60.1367, top-5: 84.6680, norm_input_base: 39.9208, norm_input_novel: 0.0000, norm_main_base: 395.7610, norm_main_novel: 0.0000, norm_residual_base: 15.8006, norm_residual_novel: 0.0000
2024-06-07 14:40:46,588 - mmcls - INFO - Saving checkpoint at 4 epochs
2024-06-07 14:40:50,162 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:40:50,163 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_3.pth was removed
2024-06-07 14:40:50,403 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_4.pth.
2024-06-07 14:40:50,403 - mmcls - INFO - Best acc is 60.1167 at 4 epoch.
2024-06-07 14:40:50,409 - mmcls - INFO - Epoch(val) [4][12] acc: 60.1167
2024-06-07 14:40:55,461 - mmcls - INFO - Epoch [5][10/586] lr: 2.096e-01, eta: 1:47:46, time: 0.490, data_time: 0.267, memory: 3159, loss: 1.3624, top-1: 60.3711, top-5: 84.9609, norm_input_base: 38.0104, norm_input_novel: 0.0000, norm_main_base: 392.1978, norm_main_novel: 0.0000, norm_residual_base: 15.7626, norm_residual_novel: 0.0000
2024-06-07 14:40:57,821 - mmcls - INFO - Epoch [5][20/586] lr: 2.102e-01, eta: 1:47:43, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3342, top-1: 60.2930, top-5: 84.9023, norm_input_base: 39.7328, norm_input_novel: 0.0000, norm_main_base: 386.3991, norm_main_novel: 0.0000, norm_residual_base: 15.9348, norm_residual_novel: 0.0000
2024-06-07 14:41:00,173 - mmcls - INFO - Epoch [5][30/586] lr: 2.108e-01, eta: 1:47:40, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3232, top-1: 60.9180, top-5: 85.4883, norm_input_base: 36.4290, norm_input_novel: 0.0000, norm_main_base: 388.2314, norm_main_novel: 0.0000, norm_residual_base: 15.8995, norm_residual_novel: 0.0000
2024-06-07 14:41:02,535 - mmcls - INFO - Epoch [5][40/586] lr: 2.114e-01, eta: 1:47:38, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3435, top-1: 60.5859, top-5: 85.3516, norm_input_base: 43.7967, norm_input_novel: 0.0000, norm_main_base: 376.0679, norm_main_novel: 0.0000, norm_residual_base: 15.7517, norm_residual_novel: 0.0000
2024-06-07 14:41:04,892 - mmcls - INFO - Epoch [5][50/586] lr: 2.121e-01, eta: 1:47:35, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3580, top-1: 60.5469, top-5: 84.4141, norm_input_base: 36.2470, norm_input_novel: 0.0000, norm_main_base: 374.8790, norm_main_novel: 0.0000, norm_residual_base: 15.2983, norm_residual_novel: 0.0000
2024-06-07 14:41:07,253 - mmcls - INFO - Epoch [5][60/586] lr: 2.127e-01, eta: 1:47:32, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3671, top-1: 60.3320, top-5: 84.4922, norm_input_base: 36.3521, norm_input_novel: 0.0000, norm_main_base: 369.6493, norm_main_novel: 0.0000, norm_residual_base: 15.2274, norm_residual_novel: 0.0000
2024-06-07 14:41:09,612 - mmcls - INFO - Epoch [5][70/586] lr: 2.133e-01, eta: 1:47:29, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2939, top-1: 61.7188, top-5: 85.7031, norm_input_base: 38.3998, norm_input_novel: 0.0000, norm_main_base: 375.2132, norm_main_novel: 0.0000, norm_residual_base: 14.8920, norm_residual_novel: 0.0000
2024-06-07 14:41:11,968 - mmcls - INFO - Epoch [5][80/586] lr: 2.139e-01, eta: 1:47:26, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3181, top-1: 61.6797, top-5: 86.0352, norm_input_base: 38.4339, norm_input_novel: 0.0000, norm_main_base: 370.8305, norm_main_novel: 0.0000, norm_residual_base: 15.4458, norm_residual_novel: 0.0000
2024-06-07 14:41:14,322 - mmcls - INFO - Epoch [5][90/586] lr: 2.146e-01, eta: 1:47:23, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3135, top-1: 61.1328, top-5: 85.5664, norm_input_base: 38.3724, norm_input_novel: 0.0000, norm_main_base: 373.9919, norm_main_novel: 0.0000, norm_residual_base: 15.7296, norm_residual_novel: 0.0000
2024-06-07 14:41:16,685 - mmcls - INFO - Epoch [5][100/586] lr: 2.152e-01, eta: 1:47:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2879, top-1: 61.7383, top-5: 85.4297, norm_input_base: 40.9978, norm_input_novel: 0.0000, norm_main_base: 368.9092, norm_main_novel: 0.0000, norm_residual_base: 15.5125, norm_residual_novel: 0.0000
2024-06-07 14:41:19,048 - mmcls - INFO - Epoch [5][110/586] lr: 2.158e-01, eta: 1:47:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3363, top-1: 61.5234, top-5: 85.6055, norm_input_base: 37.6720, norm_input_novel: 0.0000, norm_main_base: 361.0870, norm_main_novel: 0.0000, norm_residual_base: 15.1094, norm_residual_novel: 0.0000
2024-06-07 14:41:21,414 - mmcls - INFO - Epoch [5][120/586] lr: 2.164e-01, eta: 1:47:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3510, top-1: 59.7461, top-5: 84.6289, norm_input_base: 36.2425, norm_input_novel: 0.0000, norm_main_base: 353.4460, norm_main_novel: 0.0000, norm_residual_base: 15.1996, norm_residual_novel: 0.0000
2024-06-07 14:41:23,778 - mmcls - INFO - Epoch [5][130/586] lr: 2.171e-01, eta: 1:47:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3206, top-1: 60.3320, top-5: 85.0391, norm_input_base: 44.6346, norm_input_novel: 0.0000, norm_main_base: 366.9354, norm_main_novel: 0.0000, norm_residual_base: 15.8406, norm_residual_novel: 0.0000
2024-06-07 14:41:26,144 - mmcls - INFO - Epoch [5][140/586] lr: 2.177e-01, eta: 1:47:09, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3040, top-1: 60.8008, top-5: 86.5234, norm_input_base: 42.0887, norm_input_novel: 0.0000, norm_main_base: 357.3272, norm_main_novel: 0.0000, norm_residual_base: 15.2082, norm_residual_novel: 0.0000
2024-06-07 14:41:28,498 - mmcls - INFO - Epoch [5][150/586] lr: 2.183e-01, eta: 1:47:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2864, top-1: 62.1484, top-5: 86.2305, norm_input_base: 44.8067, norm_input_novel: 0.0000, norm_main_base: 357.2856, norm_main_novel: 0.0000, norm_residual_base: 15.6704, norm_residual_novel: 0.0000
2024-06-07 14:41:30,864 - mmcls - INFO - Epoch [5][160/586] lr: 2.189e-01, eta: 1:47:04, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3121, top-1: 60.3125, top-5: 86.2500, norm_input_base: 38.8356, norm_input_novel: 0.0000, norm_main_base: 344.3749, norm_main_novel: 0.0000, norm_residual_base: 15.1584, norm_residual_novel: 0.0000
2024-06-07 14:41:33,220 - mmcls - INFO - Epoch [5][170/586] lr: 2.196e-01, eta: 1:47:01, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2873, top-1: 61.9336, top-5: 86.2891, norm_input_base: 45.6153, norm_input_novel: 0.0000, norm_main_base: 353.0884, norm_main_novel: 0.0000, norm_residual_base: 14.7066, norm_residual_novel: 0.0000
2024-06-07 14:41:35,579 - mmcls - INFO - Epoch [5][180/586] lr: 2.202e-01, eta: 1:46:58, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2808, top-1: 61.8555, top-5: 86.0938, norm_input_base: 43.1507, norm_input_novel: 0.0000, norm_main_base: 343.7359, norm_main_novel: 0.0000, norm_residual_base: 15.3727, norm_residual_novel: 0.0000
2024-06-07 14:41:37,941 - mmcls - INFO - Epoch [5][190/586] lr: 2.208e-01, eta: 1:46:55, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3444, top-1: 60.6055, top-5: 85.4297, norm_input_base: 45.6902, norm_input_novel: 0.0000, norm_main_base: 342.5439, norm_main_novel: 0.0000, norm_residual_base: 15.2506, norm_residual_novel: 0.0000
2024-06-07 14:41:40,304 - mmcls - INFO - Epoch [5][200/586] lr: 2.214e-01, eta: 1:46:53, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3433, top-1: 60.4688, top-5: 85.4102, norm_input_base: 34.6310, norm_input_novel: 0.0000, norm_main_base: 333.3850, norm_main_novel: 0.0000, norm_residual_base: 16.0391, norm_residual_novel: 0.0000
2024-06-07 14:41:42,673 - mmcls - INFO - Epoch [5][210/586] lr: 2.221e-01, eta: 1:46:50, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3443, top-1: 60.2930, top-5: 85.5859, norm_input_base: 38.7247, norm_input_novel: 0.0000, norm_main_base: 341.0930, norm_main_novel: 0.0000, norm_residual_base: 15.6693, norm_residual_novel: 0.0000
2024-06-07 14:41:45,039 - mmcls - INFO - Epoch [5][220/586] lr: 2.227e-01, eta: 1:46:47, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3280, top-1: 60.3516, top-5: 85.8984, norm_input_base: 36.4876, norm_input_novel: 0.0000, norm_main_base: 341.3237, norm_main_novel: 0.0000, norm_residual_base: 15.6117, norm_residual_novel: 0.0000
2024-06-07 14:41:47,401 - mmcls - INFO - Epoch [5][230/586] lr: 2.233e-01, eta: 1:46:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3419, top-1: 61.0938, top-5: 84.9609, norm_input_base: 38.6092, norm_input_novel: 0.0000, norm_main_base: 334.7814, norm_main_novel: 0.0000, norm_residual_base: 14.8754, norm_residual_novel: 0.0000
2024-06-07 14:41:49,765 - mmcls - INFO - Epoch [5][240/586] lr: 2.239e-01, eta: 1:46:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3518, top-1: 60.1758, top-5: 84.4531, norm_input_base: 45.4239, norm_input_novel: 0.0000, norm_main_base: 333.3211, norm_main_novel: 0.0000, norm_residual_base: 15.0509, norm_residual_novel: 0.0000
2024-06-07 14:41:52,121 - mmcls - INFO - Epoch [5][250/586] lr: 2.246e-01, eta: 1:46:39, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3258, top-1: 60.6641, top-5: 85.6250, norm_input_base: 42.7563, norm_input_novel: 0.0000, norm_main_base: 334.0425, norm_main_novel: 0.0000, norm_residual_base: 15.3600, norm_residual_novel: 0.0000
2024-06-07 14:41:54,476 - mmcls - INFO - Epoch [5][260/586] lr: 2.252e-01, eta: 1:46:36, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2569, top-1: 61.8164, top-5: 85.8984, norm_input_base: 36.3128, norm_input_novel: 0.0000, norm_main_base: 325.1520, norm_main_novel: 0.0000, norm_residual_base: 15.6807, norm_residual_novel: 0.0000
2024-06-07 14:41:56,834 - mmcls - INFO - Epoch [5][270/586] lr: 2.258e-01, eta: 1:46:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2907, top-1: 61.5039, top-5: 86.3281, norm_input_base: 39.7054, norm_input_novel: 0.0000, norm_main_base: 326.4867, norm_main_novel: 0.0000, norm_residual_base: 15.5947, norm_residual_novel: 0.0000
2024-06-07 14:41:59,192 - mmcls - INFO - Epoch [5][280/586] lr: 2.264e-01, eta: 1:46:31, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3350, top-1: 61.3867, top-5: 85.4688, norm_input_base: 42.6223, norm_input_novel: 0.0000, norm_main_base: 326.7592, norm_main_novel: 0.0000, norm_residual_base: 15.5313, norm_residual_novel: 0.0000
2024-06-07 14:42:01,548 - mmcls - INFO - Epoch [5][290/586] lr: 2.271e-01, eta: 1:46:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3126, top-1: 60.5859, top-5: 85.3906, norm_input_base: 42.9069, norm_input_novel: 0.0000, norm_main_base: 322.3079, norm_main_novel: 0.0000, norm_residual_base: 15.5069, norm_residual_novel: 0.0000
2024-06-07 14:42:03,912 - mmcls - INFO - Epoch [5][300/586] lr: 2.277e-01, eta: 1:46:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3493, top-1: 60.5273, top-5: 85.3320, norm_input_base: 37.3296, norm_input_novel: 0.0000, norm_main_base: 313.8774, norm_main_novel: 0.0000, norm_residual_base: 15.1542, norm_residual_novel: 0.0000
2024-06-07 14:42:06,281 - mmcls - INFO - Epoch [5][310/586] lr: 2.283e-01, eta: 1:46:22, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3923, top-1: 58.5156, top-5: 84.2773, norm_input_base: 37.6823, norm_input_novel: 0.0000, norm_main_base: 318.6560, norm_main_novel: 0.0000, norm_residual_base: 15.3531, norm_residual_novel: 0.0000
2024-06-07 14:42:08,645 - mmcls - INFO - Epoch [5][320/586] lr: 2.289e-01, eta: 1:46:20, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3657, top-1: 59.5312, top-5: 85.0391, norm_input_base: 41.1987, norm_input_novel: 0.0000, norm_main_base: 317.6001, norm_main_novel: 0.0000, norm_residual_base: 15.8754, norm_residual_novel: 0.0000
2024-06-07 14:42:11,002 - mmcls - INFO - Epoch [5][330/586] lr: 2.296e-01, eta: 1:46:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3876, top-1: 59.9219, top-5: 84.3750, norm_input_base: 38.2454, norm_input_novel: 0.0000, norm_main_base: 311.4320, norm_main_novel: 0.0000, norm_residual_base: 15.1717, norm_residual_novel: 0.0000
2024-06-07 14:42:13,370 - mmcls - INFO - Epoch [5][340/586] lr: 2.302e-01, eta: 1:46:14, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2799, top-1: 61.8555, top-5: 86.0547, norm_input_base: 35.6196, norm_input_novel: 0.0000, norm_main_base: 319.7542, norm_main_novel: 0.0000, norm_residual_base: 15.3710, norm_residual_novel: 0.0000
2024-06-07 14:42:15,735 - mmcls - INFO - Epoch [5][350/586] lr: 2.308e-01, eta: 1:46:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3054, top-1: 61.4844, top-5: 85.4883, norm_input_base: 38.5216, norm_input_novel: 0.0000, norm_main_base: 308.3018, norm_main_novel: 0.0000, norm_residual_base: 15.0323, norm_residual_novel: 0.0000
2024-06-07 14:42:18,101 - mmcls - INFO - Epoch [5][360/586] lr: 2.314e-01, eta: 1:46:09, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3175, top-1: 61.8945, top-5: 85.1367, norm_input_base: 41.9150, norm_input_novel: 0.0000, norm_main_base: 308.0551, norm_main_novel: 0.0000, norm_residual_base: 15.6828, norm_residual_novel: 0.0000
2024-06-07 14:42:20,464 - mmcls - INFO - Epoch [5][370/586] lr: 2.321e-01, eta: 1:46:06, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3288, top-1: 60.3125, top-5: 85.2539, norm_input_base: 41.8323, norm_input_novel: 0.0000, norm_main_base: 313.8809, norm_main_novel: 0.0000, norm_residual_base: 15.5193, norm_residual_novel: 0.0000
2024-06-07 14:42:22,832 - mmcls - INFO - Epoch [5][380/586] lr: 2.327e-01, eta: 1:46:04, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3065, top-1: 61.4648, top-5: 85.7422, norm_input_base: 38.9207, norm_input_novel: 0.0000, norm_main_base: 298.3286, norm_main_novel: 0.0000, norm_residual_base: 15.5303, norm_residual_novel: 0.0000
2024-06-07 14:42:25,195 - mmcls - INFO - Epoch [5][390/586] lr: 2.333e-01, eta: 1:46:01, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3291, top-1: 60.4492, top-5: 85.5273, norm_input_base: 37.1343, norm_input_novel: 0.0000, norm_main_base: 293.6139, norm_main_novel: 0.0000, norm_residual_base: 14.9498, norm_residual_novel: 0.0000
2024-06-07 14:42:27,565 - mmcls - INFO - Epoch [5][400/586] lr: 2.339e-01, eta: 1:45:58, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3461, top-1: 61.0547, top-5: 84.4531, norm_input_base: 40.8282, norm_input_novel: 0.0000, norm_main_base: 296.2502, norm_main_novel: 0.0000, norm_residual_base: 15.2051, norm_residual_novel: 0.0000
2024-06-07 14:42:29,931 - mmcls - INFO - Epoch [5][410/586] lr: 2.346e-01, eta: 1:45:56, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3184, top-1: 61.6211, top-5: 85.2930, norm_input_base: 43.6104, norm_input_novel: 0.0000, norm_main_base: 295.9346, norm_main_novel: 0.0000, norm_residual_base: 15.7762, norm_residual_novel: 0.0000
2024-06-07 14:42:32,286 - mmcls - INFO - Epoch [5][420/586] lr: 2.352e-01, eta: 1:45:53, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2660, top-1: 61.3281, top-5: 86.6797, norm_input_base: 40.2448, norm_input_novel: 0.0000, norm_main_base: 291.1723, norm_main_novel: 0.0000, norm_residual_base: 15.7870, norm_residual_novel: 0.0000
2024-06-07 14:42:34,648 - mmcls - INFO - Epoch [5][430/586] lr: 2.358e-01, eta: 1:45:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3378, top-1: 60.2148, top-5: 85.3711, norm_input_base: 42.4103, norm_input_novel: 0.0000, norm_main_base: 284.6256, norm_main_novel: 0.0000, norm_residual_base: 15.3279, norm_residual_novel: 0.0000
2024-06-07 14:42:37,005 - mmcls - INFO - Epoch [5][440/586] lr: 2.364e-01, eta: 1:45:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3607, top-1: 59.7070, top-5: 84.6680, norm_input_base: 41.4960, norm_input_novel: 0.0000, norm_main_base: 288.7762, norm_main_novel: 0.0000, norm_residual_base: 15.8813, norm_residual_novel: 0.0000
2024-06-07 14:42:39,360 - mmcls - INFO - Epoch [5][450/586] lr: 2.371e-01, eta: 1:45:45, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3095, top-1: 61.9141, top-5: 85.4883, norm_input_base: 38.2729, norm_input_novel: 0.0000, norm_main_base: 278.1652, norm_main_novel: 0.0000, norm_residual_base: 15.5512, norm_residual_novel: 0.0000
2024-06-07 14:42:41,714 - mmcls - INFO - Epoch [5][460/586] lr: 2.377e-01, eta: 1:45:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3153, top-1: 60.8789, top-5: 85.6055, norm_input_base: 40.0365, norm_input_novel: 0.0000, norm_main_base: 279.4792, norm_main_novel: 0.0000, norm_residual_base: 15.5951, norm_residual_novel: 0.0000
2024-06-07 14:42:44,071 - mmcls - INFO - Epoch [5][470/586] lr: 2.383e-01, eta: 1:45:39, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2780, top-1: 61.3867, top-5: 85.9766, norm_input_base: 38.0065, norm_input_novel: 0.0000, norm_main_base: 275.2027, norm_main_novel: 0.0000, norm_residual_base: 15.3353, norm_residual_novel: 0.0000
2024-06-07 14:42:46,433 - mmcls - INFO - Epoch [5][480/586] lr: 2.389e-01, eta: 1:45:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3101, top-1: 61.2305, top-5: 85.3711, norm_input_base: 43.1934, norm_input_novel: 0.0000, norm_main_base: 274.9623, norm_main_novel: 0.0000, norm_residual_base: 15.4216, norm_residual_novel: 0.0000
2024-06-07 14:42:48,798 - mmcls - INFO - Epoch [5][490/586] lr: 2.396e-01, eta: 1:45:34, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2685, top-1: 62.3438, top-5: 86.8555, norm_input_base: 40.5407, norm_input_novel: 0.0000, norm_main_base: 270.9575, norm_main_novel: 0.0000, norm_residual_base: 15.5293, norm_residual_novel: 0.0000
2024-06-07 14:42:51,151 - mmcls - INFO - Epoch [5][500/586] lr: 2.402e-01, eta: 1:45:31, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2921, top-1: 61.1914, top-5: 85.5078, norm_input_base: 39.9227, norm_input_novel: 0.0000, norm_main_base: 270.9449, norm_main_novel: 0.0000, norm_residual_base: 15.4571, norm_residual_novel: 0.0000
2024-06-07 14:42:53,511 - mmcls - INFO - Epoch [5][510/586] lr: 2.408e-01, eta: 1:45:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3161, top-1: 59.9805, top-5: 85.6250, norm_input_base: 44.4955, norm_input_novel: 0.0000, norm_main_base: 275.1033, norm_main_novel: 0.0000, norm_residual_base: 15.3168, norm_residual_novel: 0.0000
2024-06-07 14:42:55,868 - mmcls - INFO - Epoch [5][520/586] lr: 2.414e-01, eta: 1:45:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2998, top-1: 62.0312, top-5: 85.8984, norm_input_base: 41.6893, norm_input_novel: 0.0000, norm_main_base: 270.5891, norm_main_novel: 0.0000, norm_residual_base: 15.4981, norm_residual_novel: 0.0000
2024-06-07 14:42:58,227 - mmcls - INFO - Epoch [5][530/586] lr: 2.421e-01, eta: 1:45:23, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2988, top-1: 61.6602, top-5: 85.7617, norm_input_base: 43.5647, norm_input_novel: 0.0000, norm_main_base: 271.4147, norm_main_novel: 0.0000, norm_residual_base: 15.1597, norm_residual_novel: 0.0000
2024-06-07 14:43:00,585 - mmcls - INFO - Epoch [5][540/586] lr: 2.427e-01, eta: 1:45:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3043, top-1: 61.3867, top-5: 85.8203, norm_input_base: 41.6930, norm_input_novel: 0.0000, norm_main_base: 268.9188, norm_main_novel: 0.0000, norm_residual_base: 15.2894, norm_residual_novel: 0.0000
2024-06-07 14:43:02,942 - mmcls - INFO - Epoch [5][550/586] lr: 2.433e-01, eta: 1:45:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2855, top-1: 62.1484, top-5: 85.2930, norm_input_base: 41.2370, norm_input_novel: 0.0000, norm_main_base: 265.9429, norm_main_novel: 0.0000, norm_residual_base: 14.9673, norm_residual_novel: 0.0000
2024-06-07 14:43:05,310 - mmcls - INFO - Epoch [5][560/586] lr: 2.439e-01, eta: 1:45:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3570, top-1: 61.0938, top-5: 84.9805, norm_input_base: 38.1484, norm_input_novel: 0.0000, norm_main_base: 263.9742, norm_main_novel: 0.0000, norm_residual_base: 15.0105, norm_residual_novel: 0.0000
2024-06-07 14:43:07,673 - mmcls - INFO - Epoch [5][570/586] lr: 2.446e-01, eta: 1:45:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2966, top-1: 61.7969, top-5: 86.4453, norm_input_base: 39.2323, norm_input_novel: 0.0000, norm_main_base: 266.0932, norm_main_novel: 0.0000, norm_residual_base: 15.2218, norm_residual_novel: 0.0000
2024-06-07 14:43:10,005 - mmcls - INFO - Epoch [5][580/586] lr: 2.452e-01, eta: 1:45:09, time: 0.233, data_time: 0.015, memory: 3159, loss: 1.3299, top-1: 60.6055, top-5: 85.0000, norm_input_base: 38.5527, norm_input_novel: 0.0000, norm_main_base: 261.7666, norm_main_novel: 0.0000, norm_residual_base: 15.4044, norm_residual_novel: 0.0000
2024-06-07 14:43:11,248 - mmcls - INFO - Saving checkpoint at 5 epochs
2024-06-07 14:43:14,812 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:43:14,813 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_4.pth was removed
2024-06-07 14:43:15,054 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_5.pth.
2024-06-07 14:43:15,054 - mmcls - INFO - Best acc is 63.0833 at 5 epoch.
2024-06-07 14:43:15,059 - mmcls - INFO - Epoch(val) [5][12] acc: 63.0833
2024-06-07 14:43:20,008 - mmcls - INFO - Epoch [6][10/586] lr: 2.462e-01, eta: 1:45:14, time: 0.480, data_time: 0.256, memory: 3159, loss: 1.3128, top-1: 61.5625, top-5: 85.5859, norm_input_base: 39.2849, norm_input_novel: 0.0000, norm_main_base: 259.3241, norm_main_novel: 0.0000, norm_residual_base: 14.4246, norm_residual_novel: 0.0000
2024-06-07 14:43:22,370 - mmcls - INFO - Epoch [6][20/586] lr: 2.468e-01, eta: 1:45:11, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3078, top-1: 61.3867, top-5: 85.4492, norm_input_base: 33.1997, norm_input_novel: 0.0000, norm_main_base: 253.2812, norm_main_novel: 0.0000, norm_residual_base: 15.4148, norm_residual_novel: 0.0000
2024-06-07 14:43:24,729 - mmcls - INFO - Epoch [6][30/586] lr: 2.474e-01, eta: 1:45:09, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3045, top-1: 61.2109, top-5: 85.4297, norm_input_base: 44.6243, norm_input_novel: 0.0000, norm_main_base: 255.2950, norm_main_novel: 0.0000, norm_residual_base: 14.9492, norm_residual_novel: 0.0000
2024-06-07 14:43:27,092 - mmcls - INFO - Epoch [6][40/586] lr: 2.481e-01, eta: 1:45:06, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2750, top-1: 61.9531, top-5: 86.4453, norm_input_base: 42.1310, norm_input_novel: 0.0000, norm_main_base: 249.5162, norm_main_novel: 0.0000, norm_residual_base: 15.4911, norm_residual_novel: 0.0000
2024-06-07 14:43:29,450 - mmcls - INFO - Epoch [6][50/586] lr: 2.487e-01, eta: 1:45:03, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3496, top-1: 60.1758, top-5: 84.3164, norm_input_base: 46.2043, norm_input_novel: 0.0000, norm_main_base: 243.3676, norm_main_novel: 0.0000, norm_residual_base: 15.4212, norm_residual_novel: 0.0000
2024-06-07 14:43:31,813 - mmcls - INFO - Epoch [6][60/586] lr: 2.493e-01, eta: 1:45:01, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3118, top-1: 61.1914, top-5: 85.3125, norm_input_base: 40.7692, norm_input_novel: 0.0000, norm_main_base: 244.0813, norm_main_novel: 0.0000, norm_residual_base: 15.3590, norm_residual_novel: 0.0000
2024-06-07 14:43:34,183 - mmcls - INFO - Epoch [6][70/586] lr: 2.499e-01, eta: 1:44:58, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3197, top-1: 60.6641, top-5: 85.5078, norm_input_base: 44.0140, norm_input_novel: 0.0000, norm_main_base: 251.1907, norm_main_novel: 0.0000, norm_residual_base: 14.9463, norm_residual_novel: 0.0000
2024-06-07 14:43:36,539 - mmcls - INFO - Epoch [6][80/586] lr: 2.500e-01, eta: 1:44:55, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3129, top-1: 61.1328, top-5: 86.3867, norm_input_base: 36.1681, norm_input_novel: 0.0000, norm_main_base: 242.2073, norm_main_novel: 0.0000, norm_residual_base: 15.5392, norm_residual_novel: 0.0000
2024-06-07 14:43:38,896 - mmcls - INFO - Epoch [6][90/586] lr: 2.500e-01, eta: 1:44:52, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3448, top-1: 60.4883, top-5: 85.0977, norm_input_base: 40.5791, norm_input_novel: 0.0000, norm_main_base: 239.0495, norm_main_novel: 0.0000, norm_residual_base: 15.4202, norm_residual_novel: 0.0000
2024-06-07 14:43:41,256 - mmcls - INFO - Epoch [6][100/586] lr: 2.500e-01, eta: 1:44:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3459, top-1: 60.1367, top-5: 84.6680, norm_input_base: 43.9082, norm_input_novel: 0.0000, norm_main_base: 239.5811, norm_main_novel: 0.0000, norm_residual_base: 15.8615, norm_residual_novel: 0.0000
2024-06-07 14:43:43,614 - mmcls - INFO - Epoch [6][110/586] lr: 2.500e-01, eta: 1:44:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3445, top-1: 59.8828, top-5: 85.1172, norm_input_base: 43.2713, norm_input_novel: 0.0000, norm_main_base: 245.6482, norm_main_novel: 0.0000, norm_residual_base: 15.5254, norm_residual_novel: 0.0000
2024-06-07 14:43:45,988 - mmcls - INFO - Epoch [6][120/586] lr: 2.500e-01, eta: 1:44:44, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2924, top-1: 61.5234, top-5: 85.9766, norm_input_base: 39.3112, norm_input_novel: 0.0000, norm_main_base: 238.1957, norm_main_novel: 0.0000, norm_residual_base: 15.4842, norm_residual_novel: 0.0000
2024-06-07 14:43:48,346 - mmcls - INFO - Epoch [6][130/586] lr: 2.500e-01, eta: 1:44:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2746, top-1: 62.8906, top-5: 86.0742, norm_input_base: 39.6019, norm_input_novel: 0.0000, norm_main_base: 234.0005, norm_main_novel: 0.0000, norm_residual_base: 14.8556, norm_residual_novel: 0.0000
2024-06-07 14:43:50,704 - mmcls - INFO - Epoch [6][140/586] lr: 2.500e-01, eta: 1:44:39, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2913, top-1: 61.9141, top-5: 86.0742, norm_input_base: 38.3311, norm_input_novel: 0.0000, norm_main_base: 231.4532, norm_main_novel: 0.0000, norm_residual_base: 15.2966, norm_residual_novel: 0.0000
2024-06-07 14:43:53,058 - mmcls - INFO - Epoch [6][150/586] lr: 2.500e-01, eta: 1:44:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2363, top-1: 63.0273, top-5: 86.5039, norm_input_base: 43.1081, norm_input_novel: 0.0000, norm_main_base: 238.6410, norm_main_novel: 0.0000, norm_residual_base: 15.5177, norm_residual_novel: 0.0000
2024-06-07 14:43:55,417 - mmcls - INFO - Epoch [6][160/586] lr: 2.500e-01, eta: 1:44:34, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3151, top-1: 61.8945, top-5: 85.5273, norm_input_base: 42.2722, norm_input_novel: 0.0000, norm_main_base: 234.8622, norm_main_novel: 0.0000, norm_residual_base: 15.5702, norm_residual_novel: 0.0000
2024-06-07 14:43:57,773 - mmcls - INFO - Epoch [6][170/586] lr: 2.500e-01, eta: 1:44:31, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3072, top-1: 60.8398, top-5: 85.3516, norm_input_base: 43.1306, norm_input_novel: 0.0000, norm_main_base: 226.1511, norm_main_novel: 0.0000, norm_residual_base: 15.7708, norm_residual_novel: 0.0000
2024-06-07 14:44:00,134 - mmcls - INFO - Epoch [6][180/586] lr: 2.500e-01, eta: 1:44:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3363, top-1: 61.0938, top-5: 85.2344, norm_input_base: 42.0152, norm_input_novel: 0.0000, norm_main_base: 228.5234, norm_main_novel: 0.0000, norm_residual_base: 15.8283, norm_residual_novel: 0.0000
2024-06-07 14:44:02,493 - mmcls - INFO - Epoch [6][190/586] lr: 2.500e-01, eta: 1:44:26, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2806, top-1: 61.4062, top-5: 85.8984, norm_input_base: 41.6499, norm_input_novel: 0.0000, norm_main_base: 229.3626, norm_main_novel: 0.0000, norm_residual_base: 15.8333, norm_residual_novel: 0.0000
2024-06-07 14:44:04,844 - mmcls - INFO - Epoch [6][200/586] lr: 2.500e-01, eta: 1:44:23, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3288, top-1: 61.2305, top-5: 85.5078, norm_input_base: 36.1580, norm_input_novel: 0.0000, norm_main_base: 220.7122, norm_main_novel: 0.0000, norm_residual_base: 15.5794, norm_residual_novel: 0.0000
2024-06-07 14:44:07,205 - mmcls - INFO - Epoch [6][210/586] lr: 2.500e-01, eta: 1:44:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2500, top-1: 63.1641, top-5: 86.9141, norm_input_base: 38.7450, norm_input_novel: 0.0000, norm_main_base: 218.4627, norm_main_novel: 0.0000, norm_residual_base: 15.5141, norm_residual_novel: 0.0000
2024-06-07 14:44:09,560 - mmcls - INFO - Epoch [6][220/586] lr: 2.500e-01, eta: 1:44:17, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.3269, top-1: 61.3281, top-5: 85.4492, norm_input_base: 44.1456, norm_input_novel: 0.0000, norm_main_base: 219.6198, norm_main_novel: 0.0000, norm_residual_base: 15.4710, norm_residual_novel: 0.0000
2024-06-07 14:44:11,917 - mmcls - INFO - Epoch [6][230/586] lr: 2.500e-01, eta: 1:44:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3302, top-1: 60.8984, top-5: 84.8438, norm_input_base: 44.4020, norm_input_novel: 0.0000, norm_main_base: 220.0761, norm_main_novel: 0.0000, norm_residual_base: 15.8766, norm_residual_novel: 0.0000
2024-06-07 14:44:14,278 - mmcls - INFO - Epoch [6][240/586] lr: 2.500e-01, eta: 1:44:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2739, top-1: 62.5000, top-5: 85.9570, norm_input_base: 53.2000, norm_input_novel: 0.0000, norm_main_base: 219.9785, norm_main_novel: 0.0000, norm_residual_base: 15.3001, norm_residual_novel: 0.0000
2024-06-07 14:44:16,649 - mmcls - INFO - Epoch [6][250/586] lr: 2.500e-01, eta: 1:44:10, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2756, top-1: 62.0312, top-5: 86.2109, norm_input_base: 46.3105, norm_input_novel: 0.0000, norm_main_base: 218.7051, norm_main_novel: 0.0000, norm_residual_base: 15.5982, norm_residual_novel: 0.0000
2024-06-07 14:44:19,017 - mmcls - INFO - Epoch [6][260/586] lr: 2.500e-01, eta: 1:44:07, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3079, top-1: 61.1523, top-5: 85.2539, norm_input_base: 41.0801, norm_input_novel: 0.0000, norm_main_base: 213.4841, norm_main_novel: 0.0000, norm_residual_base: 15.5067, norm_residual_novel: 0.0000
2024-06-07 14:44:21,385 - mmcls - INFO - Epoch [6][270/586] lr: 2.500e-01, eta: 1:44:04, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3224, top-1: 60.9180, top-5: 85.8008, norm_input_base: 41.6752, norm_input_novel: 0.0000, norm_main_base: 210.4923, norm_main_novel: 0.0000, norm_residual_base: 15.3940, norm_residual_novel: 0.0000
2024-06-07 14:44:23,751 - mmcls - INFO - Epoch [6][280/586] lr: 2.500e-01, eta: 1:44:02, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3029, top-1: 61.8945, top-5: 85.8008, norm_input_base: 43.1141, norm_input_novel: 0.0000, norm_main_base: 211.8962, norm_main_novel: 0.0000, norm_residual_base: 15.1256, norm_residual_novel: 0.0000
2024-06-07 14:44:26,116 - mmcls - INFO - Epoch [6][290/586] lr: 2.500e-01, eta: 1:43:59, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3131, top-1: 60.5664, top-5: 85.6836, norm_input_base: 45.2610, norm_input_novel: 0.0000, norm_main_base: 210.6876, norm_main_novel: 0.0000, norm_residual_base: 15.7805, norm_residual_novel: 0.0000
2024-06-07 14:44:28,480 - mmcls - INFO - Epoch [6][300/586] lr: 2.500e-01, eta: 1:43:56, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2853, top-1: 62.3633, top-5: 85.7812, norm_input_base: 46.2126, norm_input_novel: 0.0000, norm_main_base: 205.2082, norm_main_novel: 0.0000, norm_residual_base: 15.8302, norm_residual_novel: 0.0000
2024-06-07 14:44:30,847 - mmcls - INFO - Epoch [6][310/586] lr: 2.500e-01, eta: 1:43:54, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3059, top-1: 61.0156, top-5: 85.9180, norm_input_base: 41.0216, norm_input_novel: 0.0000, norm_main_base: 203.5128, norm_main_novel: 0.0000, norm_residual_base: 15.5902, norm_residual_novel: 0.0000
2024-06-07 14:44:33,216 - mmcls - INFO - Epoch [6][320/586] lr: 2.500e-01, eta: 1:43:51, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2536, top-1: 62.1484, top-5: 86.5625, norm_input_base: 41.4636, norm_input_novel: 0.0000, norm_main_base: 204.6242, norm_main_novel: 0.0000, norm_residual_base: 15.6064, norm_residual_novel: 0.0000
2024-06-07 14:44:35,583 - mmcls - INFO - Epoch [6][330/586] lr: 2.500e-01, eta: 1:43:49, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2484, top-1: 62.0898, top-5: 86.3086, norm_input_base: 43.2835, norm_input_novel: 0.0000, norm_main_base: 205.7210, norm_main_novel: 0.0000, norm_residual_base: 15.0709, norm_residual_novel: 0.0000
2024-06-07 14:44:37,954 - mmcls - INFO - Epoch [6][340/586] lr: 2.500e-01, eta: 1:43:46, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2737, top-1: 62.2461, top-5: 86.3672, norm_input_base: 38.1771, norm_input_novel: 0.0000, norm_main_base: 199.5900, norm_main_novel: 0.0000, norm_residual_base: 14.8931, norm_residual_novel: 0.0000
2024-06-07 14:44:40,325 - mmcls - INFO - Epoch [6][350/586] lr: 2.500e-01, eta: 1:43:44, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3158, top-1: 60.7422, top-5: 85.8789, norm_input_base: 46.9035, norm_input_novel: 0.0000, norm_main_base: 202.5249, norm_main_novel: 0.0000, norm_residual_base: 15.8736, norm_residual_novel: 0.0000
2024-06-07 14:44:42,695 - mmcls - INFO - Epoch [6][360/586] lr: 2.500e-01, eta: 1:43:41, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2549, top-1: 63.0664, top-5: 86.2695, norm_input_base: 49.4885, norm_input_novel: 0.0000, norm_main_base: 201.3083, norm_main_novel: 0.0000, norm_residual_base: 15.3653, norm_residual_novel: 0.0000
2024-06-07 14:44:45,065 - mmcls - INFO - Epoch [6][370/586] lr: 2.500e-01, eta: 1:43:38, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3142, top-1: 61.5430, top-5: 86.0938, norm_input_base: 45.9230, norm_input_novel: 0.0000, norm_main_base: 197.0632, norm_main_novel: 0.0000, norm_residual_base: 15.8840, norm_residual_novel: 0.0000
2024-06-07 14:44:47,428 - mmcls - INFO - Epoch [6][380/586] lr: 2.500e-01, eta: 1:43:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3013, top-1: 61.3086, top-5: 85.7812, norm_input_base: 42.2867, norm_input_novel: 0.0000, norm_main_base: 198.3747, norm_main_novel: 0.0000, norm_residual_base: 15.2300, norm_residual_novel: 0.0000
2024-06-07 14:44:49,793 - mmcls - INFO - Epoch [6][390/586] lr: 2.500e-01, eta: 1:43:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2717, top-1: 62.7148, top-5: 86.2891, norm_input_base: 42.7645, norm_input_novel: 0.0000, norm_main_base: 192.0826, norm_main_novel: 0.0000, norm_residual_base: 15.8844, norm_residual_novel: 0.0000
2024-06-07 14:44:52,160 - mmcls - INFO - Epoch [6][400/586] lr: 2.500e-01, eta: 1:43:31, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2458, top-1: 62.6367, top-5: 86.6211, norm_input_base: 45.4298, norm_input_novel: 0.0000, norm_main_base: 190.4473, norm_main_novel: 0.0000, norm_residual_base: 15.4556, norm_residual_novel: 0.0000
2024-06-07 14:44:54,519 - mmcls - INFO - Epoch [6][410/586] lr: 2.500e-01, eta: 1:43:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2650, top-1: 62.9492, top-5: 86.1914, norm_input_base: 49.1077, norm_input_novel: 0.0000, norm_main_base: 190.9759, norm_main_novel: 0.0000, norm_residual_base: 15.3649, norm_residual_novel: 0.0000
2024-06-07 14:44:56,883 - mmcls - INFO - Epoch [6][420/586] lr: 2.500e-01, eta: 1:43:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2705, top-1: 62.2070, top-5: 86.4453, norm_input_base: 41.9925, norm_input_novel: 0.0000, norm_main_base: 191.3228, norm_main_novel: 0.0000, norm_residual_base: 15.2483, norm_residual_novel: 0.0000
2024-06-07 14:44:59,250 - mmcls - INFO - Epoch [6][430/586] lr: 2.500e-01, eta: 1:43:23, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2919, top-1: 61.4258, top-5: 85.5078, norm_input_base: 46.8635, norm_input_novel: 0.0000, norm_main_base: 189.5487, norm_main_novel: 0.0000, norm_residual_base: 15.8083, norm_residual_novel: 0.0000
2024-06-07 14:45:01,614 - mmcls - INFO - Epoch [6][440/586] lr: 2.500e-01, eta: 1:43:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2566, top-1: 63.3594, top-5: 86.1523, norm_input_base: 48.3636, norm_input_novel: 0.0000, norm_main_base: 189.4443, norm_main_novel: 0.0000, norm_residual_base: 15.7666, norm_residual_novel: 0.0000
2024-06-07 14:45:03,972 - mmcls - INFO - Epoch [6][450/586] lr: 2.500e-01, eta: 1:43:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2886, top-1: 62.2461, top-5: 85.7617, norm_input_base: 47.6678, norm_input_novel: 0.0000, norm_main_base: 193.9671, norm_main_novel: 0.0000, norm_residual_base: 15.3463, norm_residual_novel: 0.0000
2024-06-07 14:45:06,334 - mmcls - INFO - Epoch [6][460/586] lr: 2.500e-01, eta: 1:43:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2728, top-1: 62.2070, top-5: 86.2695, norm_input_base: 42.5266, norm_input_novel: 0.0000, norm_main_base: 187.7058, norm_main_novel: 0.0000, norm_residual_base: 15.0294, norm_residual_novel: 0.0000
2024-06-07 14:45:08,696 - mmcls - INFO - Epoch [6][470/586] lr: 2.500e-01, eta: 1:43:12, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2359, top-1: 62.8711, top-5: 87.1680, norm_input_base: 44.9128, norm_input_novel: 0.0000, norm_main_base: 185.7824, norm_main_novel: 0.0000, norm_residual_base: 15.0175, norm_residual_novel: 0.0000
2024-06-07 14:45:11,059 - mmcls - INFO - Epoch [6][480/586] lr: 2.500e-01, eta: 1:43:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2718, top-1: 62.3047, top-5: 86.0938, norm_input_base: 44.8693, norm_input_novel: 0.0000, norm_main_base: 183.9484, norm_main_novel: 0.0000, norm_residual_base: 15.8022, norm_residual_novel: 0.0000
2024-06-07 14:45:13,418 - mmcls - INFO - Epoch [6][490/586] lr: 2.500e-01, eta: 1:43:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2674, top-1: 63.4180, top-5: 85.6836, norm_input_base: 43.8696, norm_input_novel: 0.0000, norm_main_base: 180.4980, norm_main_novel: 0.0000, norm_residual_base: 15.7565, norm_residual_novel: 0.0000
2024-06-07 14:45:15,792 - mmcls - INFO - Epoch [6][500/586] lr: 2.500e-01, eta: 1:43:05, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2687, top-1: 61.9336, top-5: 86.1523, norm_input_base: 42.0538, norm_input_novel: 0.0000, norm_main_base: 179.6026, norm_main_novel: 0.0000, norm_residual_base: 14.9710, norm_residual_novel: 0.0000
2024-06-07 14:45:18,161 - mmcls - INFO - Epoch [6][510/586] lr: 2.500e-01, eta: 1:43:02, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2864, top-1: 61.4062, top-5: 85.6836, norm_input_base: 46.2084, norm_input_novel: 0.0000, norm_main_base: 183.1129, norm_main_novel: 0.0000, norm_residual_base: 14.5391, norm_residual_novel: 0.0000
2024-06-07 14:45:20,530 - mmcls - INFO - Epoch [6][520/586] lr: 2.500e-01, eta: 1:42:59, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2731, top-1: 61.8945, top-5: 86.0547, norm_input_base: 48.8364, norm_input_novel: 0.0000, norm_main_base: 184.6482, norm_main_novel: 0.0000, norm_residual_base: 15.5917, norm_residual_novel: 0.0000
2024-06-07 14:45:22,903 - mmcls - INFO - Epoch [6][530/586] lr: 2.500e-01, eta: 1:42:57, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2481, top-1: 61.9141, top-5: 86.9531, norm_input_base: 46.0827, norm_input_novel: 0.0000, norm_main_base: 181.2167, norm_main_novel: 0.0000, norm_residual_base: 15.3386, norm_residual_novel: 0.0000
2024-06-07 14:45:25,271 - mmcls - INFO - Epoch [6][540/586] lr: 2.500e-01, eta: 1:42:54, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3178, top-1: 61.6016, top-5: 84.9219, norm_input_base: 41.7420, norm_input_novel: 0.0000, norm_main_base: 177.4994, norm_main_novel: 0.0000, norm_residual_base: 14.3421, norm_residual_novel: 0.0000
2024-06-07 14:45:27,633 - mmcls - INFO - Epoch [6][550/586] lr: 2.500e-01, eta: 1:42:52, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2869, top-1: 62.2656, top-5: 85.9375, norm_input_base: 43.8646, norm_input_novel: 0.0000, norm_main_base: 179.8264, norm_main_novel: 0.0000, norm_residual_base: 14.8683, norm_residual_novel: 0.0000
2024-06-07 14:45:29,993 - mmcls - INFO - Epoch [6][560/586] lr: 2.500e-01, eta: 1:42:49, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2716, top-1: 61.8359, top-5: 85.9570, norm_input_base: 45.1739, norm_input_novel: 0.0000, norm_main_base: 178.8152, norm_main_novel: 0.0000, norm_residual_base: 15.4030, norm_residual_novel: 0.0000
2024-06-07 14:45:32,354 - mmcls - INFO - Epoch [6][570/586] lr: 2.500e-01, eta: 1:42:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2480, top-1: 62.8320, top-5: 86.5039, norm_input_base: 46.7537, norm_input_novel: 0.0000, norm_main_base: 174.3221, norm_main_novel: 0.0000, norm_residual_base: 14.8160, norm_residual_novel: 0.0000
2024-06-07 14:45:34,687 - mmcls - INFO - Epoch [6][580/586] lr: 2.500e-01, eta: 1:42:44, time: 0.233, data_time: 0.015, memory: 3159, loss: 1.2525, top-1: 62.5195, top-5: 86.2109, norm_input_base: 46.6980, norm_input_novel: 0.0000, norm_main_base: 171.6127, norm_main_novel: 0.0000, norm_residual_base: 14.6620, norm_residual_novel: 0.0000
2024-06-07 14:45:35,932 - mmcls - INFO - Saving checkpoint at 6 epochs
2024-06-07 14:45:39,470 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:45:39,472 - mmcls - INFO - Epoch(val) [6][12] acc: 60.9333
2024-06-07 14:45:44,518 - mmcls - INFO - Epoch [7][10/586] lr: 2.500e-01, eta: 1:42:48, time: 0.490, data_time: 0.255, memory: 3159, loss: 1.2494, top-1: 62.6758, top-5: 86.5820, norm_input_base: 49.4606, norm_input_novel: 0.0000, norm_main_base: 173.1472, norm_main_novel: 0.0000, norm_residual_base: 14.4543, norm_residual_novel: 0.0000
2024-06-07 14:45:46,874 - mmcls - INFO - Epoch [7][20/586] lr: 2.500e-01, eta: 1:42:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2435, top-1: 63.6133, top-5: 86.4648, norm_input_base: 41.7042, norm_input_novel: 0.0000, norm_main_base: 169.4256, norm_main_novel: 0.0000, norm_residual_base: 14.6949, norm_residual_novel: 0.0000
2024-06-07 14:45:49,234 - mmcls - INFO - Epoch [7][30/586] lr: 2.500e-01, eta: 1:42:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2402, top-1: 62.6758, top-5: 87.1484, norm_input_base: 41.1514, norm_input_novel: 0.0000, norm_main_base: 172.3295, norm_main_novel: 0.0000, norm_residual_base: 14.7169, norm_residual_novel: 0.0000
2024-06-07 14:45:51,591 - mmcls - INFO - Epoch [7][40/586] lr: 2.500e-01, eta: 1:42:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2426, top-1: 63.2617, top-5: 86.9727, norm_input_base: 42.6086, norm_input_novel: 0.0000, norm_main_base: 173.2641, norm_main_novel: 0.0000, norm_residual_base: 15.4121, norm_residual_novel: 0.0000
2024-06-07 14:45:53,961 - mmcls - INFO - Epoch [7][50/586] lr: 2.500e-01, eta: 1:42:37, time: 0.237, data_time: 0.016, memory: 3159, loss: 1.2926, top-1: 61.8750, top-5: 85.8789, norm_input_base: 43.0036, norm_input_novel: 0.0000, norm_main_base: 169.0641, norm_main_novel: 0.0000, norm_residual_base: 14.8677, norm_residual_novel: 0.0000
2024-06-07 14:45:56,326 - mmcls - INFO - Epoch [7][60/586] lr: 2.500e-01, eta: 1:42:35, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3138, top-1: 61.9727, top-5: 85.2930, norm_input_base: 40.2440, norm_input_novel: 0.0000, norm_main_base: 164.5279, norm_main_novel: 0.0000, norm_residual_base: 14.9604, norm_residual_novel: 0.0000
2024-06-07 14:45:58,691 - mmcls - INFO - Epoch [7][70/586] lr: 2.500e-01, eta: 1:42:32, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2527, top-1: 62.1094, top-5: 86.7578, norm_input_base: 41.6014, norm_input_novel: 0.0000, norm_main_base: 167.4882, norm_main_novel: 0.0000, norm_residual_base: 15.3059, norm_residual_novel: 0.0000
2024-06-07 14:46:01,049 - mmcls - INFO - Epoch [7][80/586] lr: 2.500e-01, eta: 1:42:29, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3057, top-1: 61.8555, top-5: 85.0781, norm_input_base: 41.9511, norm_input_novel: 0.0000, norm_main_base: 166.7814, norm_main_novel: 0.0000, norm_residual_base: 15.6692, norm_residual_novel: 0.0000
2024-06-07 14:46:03,422 - mmcls - INFO - Epoch [7][90/586] lr: 2.500e-01, eta: 1:42:27, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2756, top-1: 62.7734, top-5: 86.2305, norm_input_base: 50.1326, norm_input_novel: 0.0000, norm_main_base: 169.0365, norm_main_novel: 0.0000, norm_residual_base: 15.7062, norm_residual_novel: 0.0000
2024-06-07 14:46:05,787 - mmcls - INFO - Epoch [7][100/586] lr: 2.500e-01, eta: 1:42:24, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2957, top-1: 62.2461, top-5: 85.8008, norm_input_base: 46.3435, norm_input_novel: 0.0000, norm_main_base: 167.4098, norm_main_novel: 0.0000, norm_residual_base: 15.6944, norm_residual_novel: 0.0000
2024-06-07 14:46:08,143 - mmcls - INFO - Epoch [7][110/586] lr: 2.500e-01, eta: 1:42:22, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2593, top-1: 62.3047, top-5: 86.7773, norm_input_base: 46.3327, norm_input_novel: 0.0000, norm_main_base: 165.7754, norm_main_novel: 0.0000, norm_residual_base: 15.4260, norm_residual_novel: 0.0000
2024-06-07 14:46:10,509 - mmcls - INFO - Epoch [7][120/586] lr: 2.500e-01, eta: 1:42:19, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2407, top-1: 63.1055, top-5: 87.3633, norm_input_base: 44.4756, norm_input_novel: 0.0000, norm_main_base: 165.7756, norm_main_novel: 0.0000, norm_residual_base: 15.1369, norm_residual_novel: 0.0000
2024-06-07 14:46:12,876 - mmcls - INFO - Epoch [7][130/586] lr: 2.500e-01, eta: 1:42:16, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3113, top-1: 61.7969, top-5: 85.3711, norm_input_base: 40.4630, norm_input_novel: 0.0000, norm_main_base: 161.6253, norm_main_novel: 0.0000, norm_residual_base: 14.8165, norm_residual_novel: 0.0000
2024-06-07 14:46:15,240 - mmcls - INFO - Epoch [7][140/586] lr: 2.500e-01, eta: 1:42:14, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2445, top-1: 62.4414, top-5: 86.6406, norm_input_base: 41.3709, norm_input_novel: 0.0000, norm_main_base: 168.2764, norm_main_novel: 0.0000, norm_residual_base: 15.8904, norm_residual_novel: 0.0000
2024-06-07 14:46:17,609 - mmcls - INFO - Epoch [7][150/586] lr: 2.500e-01, eta: 1:42:11, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2860, top-1: 61.7969, top-5: 85.9570, norm_input_base: 49.8369, norm_input_novel: 0.0000, norm_main_base: 168.7446, norm_main_novel: 0.0000, norm_residual_base: 15.3791, norm_residual_novel: 0.0000
2024-06-07 14:46:19,974 - mmcls - INFO - Epoch [7][160/586] lr: 2.500e-01, eta: 1:42:09, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2514, top-1: 62.4609, top-5: 86.5820, norm_input_base: 50.2797, norm_input_novel: 0.0000, norm_main_base: 163.4750, norm_main_novel: 0.0000, norm_residual_base: 14.9319, norm_residual_novel: 0.0000
2024-06-07 14:46:22,336 - mmcls - INFO - Epoch [7][170/586] lr: 2.500e-01, eta: 1:42:06, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2797, top-1: 63.1836, top-5: 86.2305, norm_input_base: 47.4582, norm_input_novel: 0.0000, norm_main_base: 162.9147, norm_main_novel: 0.0000, norm_residual_base: 15.0159, norm_residual_novel: 0.0000
2024-06-07 14:46:24,702 - mmcls - INFO - Epoch [7][180/586] lr: 2.500e-01, eta: 1:42:04, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2295, top-1: 63.2617, top-5: 86.0156, norm_input_base: 51.9720, norm_input_novel: 0.0000, norm_main_base: 164.7100, norm_main_novel: 0.0000, norm_residual_base: 16.2215, norm_residual_novel: 0.0000
2024-06-07 14:46:27,066 - mmcls - INFO - Epoch [7][190/586] lr: 2.500e-01, eta: 1:42:01, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2583, top-1: 62.8125, top-5: 85.8789, norm_input_base: 53.4914, norm_input_novel: 0.0000, norm_main_base: 164.9682, norm_main_novel: 0.0000, norm_residual_base: 15.6016, norm_residual_novel: 0.0000
2024-06-07 14:46:29,431 - mmcls - INFO - Epoch [7][200/586] lr: 2.500e-01, eta: 1:41:58, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2758, top-1: 61.9531, top-5: 86.3477, norm_input_base: 45.5481, norm_input_novel: 0.0000, norm_main_base: 162.2841, norm_main_novel: 0.0000, norm_residual_base: 15.3698, norm_residual_novel: 0.0000
2024-06-07 14:46:31,802 - mmcls - INFO - Epoch [7][210/586] lr: 2.500e-01, eta: 1:41:56, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2719, top-1: 62.9297, top-5: 86.1133, norm_input_base: 46.2518, norm_input_novel: 0.0000, norm_main_base: 159.9837, norm_main_novel: 0.0000, norm_residual_base: 16.0299, norm_residual_novel: 0.0000
2024-06-07 14:46:34,172 - mmcls - INFO - Epoch [7][220/586] lr: 2.500e-01, eta: 1:41:53, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2459, top-1: 63.1055, top-5: 86.3086, norm_input_base: 47.7539, norm_input_novel: 0.0000, norm_main_base: 162.3102, norm_main_novel: 0.0000, norm_residual_base: 15.4003, norm_residual_novel: 0.0000
2024-06-07 14:46:36,666 - mmcls - INFO - Epoch [7][230/586] lr: 2.500e-01, eta: 1:41:52, time: 0.250, data_time: 0.015, memory: 3159, loss: 1.2307, top-1: 63.2812, top-5: 86.7188, norm_input_base: 47.1223, norm_input_novel: 0.0000, norm_main_base: 159.0440, norm_main_novel: 0.0000, norm_residual_base: 14.9243, norm_residual_novel: 0.0000
2024-06-07 14:46:39,032 - mmcls - INFO - Epoch [7][240/586] lr: 2.500e-01, eta: 1:41:49, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.3036, top-1: 61.8359, top-5: 85.5078, norm_input_base: 51.0587, norm_input_novel: 0.0000, norm_main_base: 161.8840, norm_main_novel: 0.0000, norm_residual_base: 15.1619, norm_residual_novel: 0.0000
2024-06-07 14:46:41,509 - mmcls - INFO - Epoch [7][250/586] lr: 2.500e-01, eta: 1:41:47, time: 0.248, data_time: 0.015, memory: 3159, loss: 1.2379, top-1: 62.7344, top-5: 86.4258, norm_input_base: 46.9901, norm_input_novel: 0.0000, norm_main_base: 159.8815, norm_main_novel: 0.0000, norm_residual_base: 15.5391, norm_residual_novel: 0.0000
2024-06-07 14:46:43,965 - mmcls - INFO - Epoch [7][260/586] lr: 2.500e-01, eta: 1:41:45, time: 0.245, data_time: 0.015, memory: 3159, loss: 1.2530, top-1: 62.4023, top-5: 85.9375, norm_input_base: 45.8123, norm_input_novel: 0.0000, norm_main_base: 154.4370, norm_main_novel: 0.0000, norm_residual_base: 15.4275, norm_residual_novel: 0.0000
2024-06-07 14:46:46,441 - mmcls - INFO - Epoch [7][270/586] lr: 2.500e-01, eta: 1:41:43, time: 0.248, data_time: 0.015, memory: 3159, loss: 1.2128, top-1: 63.2227, top-5: 87.5977, norm_input_base: 49.9736, norm_input_novel: 0.0000, norm_main_base: 161.4013, norm_main_novel: 0.0000, norm_residual_base: 14.9028, norm_residual_novel: 0.0000
2024-06-07 14:46:49,001 - mmcls - INFO - Epoch [7][280/586] lr: 2.500e-01, eta: 1:41:42, time: 0.256, data_time: 0.015, memory: 3159, loss: 1.2785, top-1: 62.8516, top-5: 85.6836, norm_input_base: 50.7499, norm_input_novel: 0.0000, norm_main_base: 158.1205, norm_main_novel: 0.0000, norm_residual_base: 14.8057, norm_residual_novel: 0.0000
2024-06-07 14:46:51,357 - mmcls - INFO - Epoch [7][290/586] lr: 2.500e-01, eta: 1:41:40, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.1982, top-1: 64.1211, top-5: 86.5430, norm_input_base: 47.4090, norm_input_novel: 0.0000, norm_main_base: 156.8268, norm_main_novel: 0.0000, norm_residual_base: 15.4437, norm_residual_novel: 0.0000
2024-06-07 14:46:53,725 - mmcls - INFO - Epoch [7][300/586] lr: 2.500e-01, eta: 1:41:37, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2395, top-1: 63.6133, top-5: 86.7969, norm_input_base: 48.5405, norm_input_novel: 0.0000, norm_main_base: 152.0004, norm_main_novel: 0.0000, norm_residual_base: 15.4810, norm_residual_novel: 0.0000
2024-06-07 14:46:56,098 - mmcls - INFO - Epoch [7][310/586] lr: 2.500e-01, eta: 1:41:34, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2480, top-1: 63.4570, top-5: 85.9180, norm_input_base: 43.4168, norm_input_novel: 0.0000, norm_main_base: 154.5823, norm_main_novel: 0.0000, norm_residual_base: 15.1295, norm_residual_novel: 0.0000
2024-06-07 14:46:58,580 - mmcls - INFO - Epoch [7][320/586] lr: 2.500e-01, eta: 1:41:33, time: 0.248, data_time: 0.015, memory: 3159, loss: 1.2477, top-1: 63.0664, top-5: 86.3281, norm_input_base: 43.4011, norm_input_novel: 0.0000, norm_main_base: 155.6972, norm_main_novel: 0.0000, norm_residual_base: 15.1255, norm_residual_novel: 0.0000
2024-06-07 14:47:00,946 - mmcls - INFO - Epoch [7][330/586] lr: 2.500e-01, eta: 1:41:30, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2599, top-1: 62.5391, top-5: 86.1328, norm_input_base: 44.6769, norm_input_novel: 0.0000, norm_main_base: 151.9499, norm_main_novel: 0.0000, norm_residual_base: 14.8462, norm_residual_novel: 0.0000
2024-06-07 14:47:03,309 - mmcls - INFO - Epoch [7][340/586] lr: 2.500e-01, eta: 1:41:28, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2280, top-1: 63.3008, top-5: 86.9141, norm_input_base: 44.5088, norm_input_novel: 0.0000, norm_main_base: 148.9916, norm_main_novel: 0.0000, norm_residual_base: 15.4018, norm_residual_novel: 0.0000
2024-06-07 14:47:05,678 - mmcls - INFO - Epoch [7][350/586] lr: 2.500e-01, eta: 1:41:25, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2359, top-1: 63.1641, top-5: 87.0312, norm_input_base: 50.3809, norm_input_novel: 0.0000, norm_main_base: 151.9384, norm_main_novel: 0.0000, norm_residual_base: 14.8826, norm_residual_novel: 0.0000
2024-06-07 14:47:08,156 - mmcls - INFO - Epoch [7][360/586] lr: 2.500e-01, eta: 1:41:23, time: 0.248, data_time: 0.015, memory: 3159, loss: 1.2983, top-1: 61.0352, top-5: 86.3672, norm_input_base: 54.8918, norm_input_novel: 0.0000, norm_main_base: 157.4676, norm_main_novel: 0.0000, norm_residual_base: 14.9369, norm_residual_novel: 0.0000
2024-06-07 14:47:10,517 - mmcls - INFO - Epoch [7][370/586] lr: 2.500e-01, eta: 1:41:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2382, top-1: 63.3008, top-5: 86.9727, norm_input_base: 44.1726, norm_input_novel: 0.0000, norm_main_base: 153.2806, norm_main_novel: 0.0000, norm_residual_base: 15.2831, norm_residual_novel: 0.0000
2024-06-07 14:47:12,872 - mmcls - INFO - Epoch [7][380/586] lr: 2.500e-01, eta: 1:41:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2224, top-1: 62.6367, top-5: 87.0508, norm_input_base: 51.1472, norm_input_novel: 0.0000, norm_main_base: 155.7967, norm_main_novel: 0.0000, norm_residual_base: 15.9451, norm_residual_novel: 0.0000
2024-06-07 14:47:15,232 - mmcls - INFO - Epoch [7][390/586] lr: 2.500e-01, eta: 1:41:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2261, top-1: 63.7500, top-5: 86.4844, norm_input_base: 57.3753, norm_input_novel: 0.0000, norm_main_base: 155.1460, norm_main_novel: 0.0000, norm_residual_base: 15.2994, norm_residual_novel: 0.0000
2024-06-07 14:47:17,588 - mmcls - INFO - Epoch [7][400/586] lr: 2.500e-01, eta: 1:41:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2993, top-1: 61.4062, top-5: 85.6445, norm_input_base: 47.2064, norm_input_novel: 0.0000, norm_main_base: 148.3329, norm_main_novel: 0.0000, norm_residual_base: 15.0593, norm_residual_novel: 0.0000
2024-06-07 14:47:19,943 - mmcls - INFO - Epoch [7][410/586] lr: 2.500e-01, eta: 1:41:10, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2641, top-1: 61.9922, top-5: 86.3672, norm_input_base: 49.4065, norm_input_novel: 0.0000, norm_main_base: 150.2591, norm_main_novel: 0.0000, norm_residual_base: 15.2229, norm_residual_novel: 0.0000
2024-06-07 14:47:22,304 - mmcls - INFO - Epoch [7][420/586] lr: 2.500e-01, eta: 1:41:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2450, top-1: 62.6562, top-5: 86.5820, norm_input_base: 50.0993, norm_input_novel: 0.0000, norm_main_base: 151.3140, norm_main_novel: 0.0000, norm_residual_base: 15.2247, norm_residual_novel: 0.0000
2024-06-07 14:47:24,661 - mmcls - INFO - Epoch [7][430/586] lr: 2.500e-01, eta: 1:41:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.3124, top-1: 61.3672, top-5: 85.6836, norm_input_base: 45.0279, norm_input_novel: 0.0000, norm_main_base: 149.9561, norm_main_novel: 0.0000, norm_residual_base: 14.8654, norm_residual_novel: 0.0000
2024-06-07 14:47:27,019 - mmcls - INFO - Epoch [7][440/586] lr: 2.500e-01, eta: 1:41:02, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2710, top-1: 61.7383, top-5: 85.9961, norm_input_base: 49.5246, norm_input_novel: 0.0000, norm_main_base: 147.0923, norm_main_novel: 0.0000, norm_residual_base: 14.8894, norm_residual_novel: 0.0000
2024-06-07 14:47:29,375 - mmcls - INFO - Epoch [7][450/586] lr: 2.500e-01, eta: 1:41:00, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2497, top-1: 62.8711, top-5: 86.6211, norm_input_base: 54.7206, norm_input_novel: 0.0000, norm_main_base: 148.5921, norm_main_novel: 0.0000, norm_residual_base: 15.5888, norm_residual_novel: 0.0000
2024-06-07 14:47:31,739 - mmcls - INFO - Epoch [7][460/586] lr: 2.500e-01, eta: 1:40:57, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2295, top-1: 62.9297, top-5: 86.6211, norm_input_base: 53.9658, norm_input_novel: 0.0000, norm_main_base: 154.4978, norm_main_novel: 0.0000, norm_residual_base: 15.3890, norm_residual_novel: 0.0000
2024-06-07 14:47:34,098 - mmcls - INFO - Epoch [7][470/586] lr: 2.500e-01, eta: 1:40:54, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2368, top-1: 63.7500, top-5: 86.8750, norm_input_base: 51.6143, norm_input_novel: 0.0000, norm_main_base: 146.7283, norm_main_novel: 0.0000, norm_residual_base: 14.9536, norm_residual_novel: 0.0000
2024-06-07 14:47:36,467 - mmcls - INFO - Epoch [7][480/586] lr: 2.500e-01, eta: 1:40:52, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2468, top-1: 63.0078, top-5: 86.1523, norm_input_base: 46.2279, norm_input_novel: 0.0000, norm_main_base: 144.9434, norm_main_novel: 0.0000, norm_residual_base: 15.4403, norm_residual_novel: 0.0000
2024-06-07 14:47:38,825 - mmcls - INFO - Epoch [7][490/586] lr: 2.500e-01, eta: 1:40:49, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2480, top-1: 62.9297, top-5: 86.7188, norm_input_base: 46.0384, norm_input_novel: 0.0000, norm_main_base: 148.2400, norm_main_novel: 0.0000, norm_residual_base: 14.9523, norm_residual_novel: 0.0000
2024-06-07 14:47:41,188 - mmcls - INFO - Epoch [7][500/586] lr: 2.500e-01, eta: 1:40:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2843, top-1: 62.2656, top-5: 85.5078, norm_input_base: 50.7226, norm_input_novel: 0.0000, norm_main_base: 150.8085, norm_main_novel: 0.0000, norm_residual_base: 15.6378, norm_residual_novel: 0.0000
2024-06-07 14:47:43,559 - mmcls - INFO - Epoch [7][510/586] lr: 2.500e-01, eta: 1:40:44, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2491, top-1: 63.6328, top-5: 86.4844, norm_input_base: 49.9165, norm_input_novel: 0.0000, norm_main_base: 147.1047, norm_main_novel: 0.0000, norm_residual_base: 15.9583, norm_residual_novel: 0.0000
2024-06-07 14:47:45,927 - mmcls - INFO - Epoch [7][520/586] lr: 2.500e-01, eta: 1:40:42, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2609, top-1: 62.3633, top-5: 86.5234, norm_input_base: 54.2806, norm_input_novel: 0.0000, norm_main_base: 148.9634, norm_main_novel: 0.0000, norm_residual_base: 15.2456, norm_residual_novel: 0.0000
2024-06-07 14:47:48,290 - mmcls - INFO - Epoch [7][530/586] lr: 2.500e-01, eta: 1:40:39, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2411, top-1: 63.1836, top-5: 86.9336, norm_input_base: 46.1776, norm_input_novel: 0.0000, norm_main_base: 147.3353, norm_main_novel: 0.0000, norm_residual_base: 15.0584, norm_residual_novel: 0.0000
2024-06-07 14:47:50,654 - mmcls - INFO - Epoch [7][540/586] lr: 2.500e-01, eta: 1:40:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1932, top-1: 64.6289, top-5: 87.3633, norm_input_base: 50.6293, norm_input_novel: 0.0000, norm_main_base: 148.4694, norm_main_novel: 0.0000, norm_residual_base: 14.6130, norm_residual_novel: 0.0000
2024-06-07 14:47:53,016 - mmcls - INFO - Epoch [7][550/586] lr: 2.500e-01, eta: 1:40:34, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2159, top-1: 63.0469, top-5: 86.8945, norm_input_base: 47.6892, norm_input_novel: 0.0000, norm_main_base: 149.3037, norm_main_novel: 0.0000, norm_residual_base: 15.1486, norm_residual_novel: 0.0000
2024-06-07 14:47:55,381 - mmcls - INFO - Epoch [7][560/586] lr: 2.500e-01, eta: 1:40:31, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2982, top-1: 61.0352, top-5: 85.6055, norm_input_base: 52.6654, norm_input_novel: 0.0000, norm_main_base: 148.8851, norm_main_novel: 0.0000, norm_residual_base: 15.7258, norm_residual_novel: 0.0000
2024-06-07 14:47:57,747 - mmcls - INFO - Epoch [7][570/586] lr: 2.500e-01, eta: 1:40:29, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2544, top-1: 62.8711, top-5: 86.6211, norm_input_base: 45.1535, norm_input_novel: 0.0000, norm_main_base: 148.4753, norm_main_novel: 0.0000, norm_residual_base: 15.5681, norm_residual_novel: 0.0000
2024-06-07 14:48:00,084 - mmcls - INFO - Epoch [7][580/586] lr: 2.500e-01, eta: 1:40:26, time: 0.234, data_time: 0.015, memory: 3159, loss: 1.2420, top-1: 62.4219, top-5: 86.0742, norm_input_base: 40.1093, norm_input_novel: 0.0000, norm_main_base: 145.3643, norm_main_novel: 0.0000, norm_residual_base: 14.9190, norm_residual_novel: 0.0000
2024-06-07 14:48:01,334 - mmcls - INFO - Saving checkpoint at 7 epochs
2024-06-07 14:48:04,959 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:48:04,960 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_5.pth was removed
2024-06-07 14:48:05,200 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_7.pth.
2024-06-07 14:48:05,200 - mmcls - INFO - Best acc is 63.3167 at 7 epoch.
2024-06-07 14:48:05,205 - mmcls - INFO - Epoch(val) [7][12] acc: 63.3167
2024-06-07 14:48:10,060 - mmcls - INFO - Epoch [8][10/586] lr: 2.500e-01, eta: 1:40:28, time: 0.470, data_time: 0.247, memory: 3159, loss: 1.2270, top-1: 63.8867, top-5: 86.1719, norm_input_base: 46.0353, norm_input_novel: 0.0000, norm_main_base: 146.5200, norm_main_novel: 0.0000, norm_residual_base: 15.0551, norm_residual_novel: 0.0000
2024-06-07 14:48:12,416 - mmcls - INFO - Epoch [8][20/586] lr: 2.500e-01, eta: 1:40:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2155, top-1: 63.1445, top-5: 87.4023, norm_input_base: 52.0349, norm_input_novel: 0.0000, norm_main_base: 148.6626, norm_main_novel: 0.0000, norm_residual_base: 15.1606, norm_residual_novel: 0.0000
2024-06-07 14:48:14,773 - mmcls - INFO - Epoch [8][30/586] lr: 2.500e-01, eta: 1:40:22, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2278, top-1: 62.1289, top-5: 86.9922, norm_input_base: 55.8333, norm_input_novel: 0.0000, norm_main_base: 148.3336, norm_main_novel: 0.0000, norm_residual_base: 14.9921, norm_residual_novel: 0.0000
2024-06-07 14:48:17,130 - mmcls - INFO - Epoch [8][40/586] lr: 2.500e-01, eta: 1:40:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2118, top-1: 64.5312, top-5: 87.3438, norm_input_base: 46.0081, norm_input_novel: 0.0000, norm_main_base: 144.6863, norm_main_novel: 0.0000, norm_residual_base: 15.2316, norm_residual_novel: 0.0000
2024-06-07 14:48:19,490 - mmcls - INFO - Epoch [8][50/586] lr: 2.500e-01, eta: 1:40:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2476, top-1: 62.9102, top-5: 86.8555, norm_input_base: 48.0033, norm_input_novel: 0.0000, norm_main_base: 145.1691, norm_main_novel: 0.0000, norm_residual_base: 15.7689, norm_residual_novel: 0.0000
2024-06-07 14:48:21,848 - mmcls - INFO - Epoch [8][60/586] lr: 2.500e-01, eta: 1:40:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2371, top-1: 63.2422, top-5: 86.4844, norm_input_base: 47.4481, norm_input_novel: 0.0000, norm_main_base: 145.8839, norm_main_novel: 0.0000, norm_residual_base: 14.8153, norm_residual_novel: 0.0000
2024-06-07 14:48:24,203 - mmcls - INFO - Epoch [8][70/586] lr: 2.500e-01, eta: 1:40:12, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2147, top-1: 63.7891, top-5: 87.1484, norm_input_base: 45.7774, norm_input_novel: 0.0000, norm_main_base: 147.0627, norm_main_novel: 0.0000, norm_residual_base: 14.7956, norm_residual_novel: 0.0000
2024-06-07 14:48:26,565 - mmcls - INFO - Epoch [8][80/586] lr: 2.500e-01, eta: 1:40:09, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2197, top-1: 63.6523, top-5: 86.9727, norm_input_base: 47.3962, norm_input_novel: 0.0000, norm_main_base: 146.2308, norm_main_novel: 0.0000, norm_residual_base: 14.5272, norm_residual_novel: 0.0000
2024-06-07 14:48:28,929 - mmcls - INFO - Epoch [8][90/586] lr: 2.500e-01, eta: 1:40:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2521, top-1: 62.6758, top-5: 86.8164, norm_input_base: 48.6743, norm_input_novel: 0.0000, norm_main_base: 147.0930, norm_main_novel: 0.0000, norm_residual_base: 14.6096, norm_residual_novel: 0.0000
2024-06-07 14:48:31,297 - mmcls - INFO - Epoch [8][100/586] lr: 2.500e-01, eta: 1:40:04, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2461, top-1: 63.3789, top-5: 86.7188, norm_input_base: 47.9602, norm_input_novel: 0.0000, norm_main_base: 143.4479, norm_main_novel: 0.0000, norm_residual_base: 15.4353, norm_residual_novel: 0.0000
2024-06-07 14:48:33,660 - mmcls - INFO - Epoch [8][110/586] lr: 2.500e-01, eta: 1:40:02, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2146, top-1: 62.9688, top-5: 86.6406, norm_input_base: 44.5523, norm_input_novel: 0.0000, norm_main_base: 145.6623, norm_main_novel: 0.0000, norm_residual_base: 14.8481, norm_residual_novel: 0.0000
2024-06-07 14:48:36,028 - mmcls - INFO - Epoch [8][120/586] lr: 2.500e-01, eta: 1:39:59, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1772, top-1: 64.2969, top-5: 87.6758, norm_input_base: 48.8037, norm_input_novel: 0.0000, norm_main_base: 147.5949, norm_main_novel: 0.0000, norm_residual_base: 14.7982, norm_residual_novel: 0.0000
2024-06-07 14:48:38,391 - mmcls - INFO - Epoch [8][130/586] lr: 2.500e-01, eta: 1:39:57, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2143, top-1: 63.9844, top-5: 86.5820, norm_input_base: 44.5417, norm_input_novel: 0.0000, norm_main_base: 146.9003, norm_main_novel: 0.0000, norm_residual_base: 14.8831, norm_residual_novel: 0.0000
2024-06-07 14:48:40,754 - mmcls - INFO - Epoch [8][140/586] lr: 2.500e-01, eta: 1:39:54, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1985, top-1: 63.8867, top-5: 87.2461, norm_input_base: 56.6319, norm_input_novel: 0.0000, norm_main_base: 148.7911, norm_main_novel: 0.0000, norm_residual_base: 14.9861, norm_residual_novel: 0.0000
2024-06-07 14:48:43,109 - mmcls - INFO - Epoch [8][150/586] lr: 2.500e-01, eta: 1:39:51, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1764, top-1: 65.4102, top-5: 87.5781, norm_input_base: 57.8777, norm_input_novel: 0.0000, norm_main_base: 150.2392, norm_main_novel: 0.0000, norm_residual_base: 14.8890, norm_residual_novel: 0.0000
2024-06-07 14:48:45,479 - mmcls - INFO - Epoch [8][160/586] lr: 2.500e-01, eta: 1:39:49, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1973, top-1: 64.1211, top-5: 87.4023, norm_input_base: 55.5917, norm_input_novel: 0.0000, norm_main_base: 150.7798, norm_main_novel: 0.0000, norm_residual_base: 14.6297, norm_residual_novel: 0.0000
2024-06-07 14:48:47,836 - mmcls - INFO - Epoch [8][170/586] lr: 2.500e-01, eta: 1:39:46, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2180, top-1: 63.7305, top-5: 86.9922, norm_input_base: 43.8197, norm_input_novel: 0.0000, norm_main_base: 142.8776, norm_main_novel: 0.0000, norm_residual_base: 15.2303, norm_residual_novel: 0.0000
2024-06-07 14:48:50,195 - mmcls - INFO - Epoch [8][180/586] lr: 2.500e-01, eta: 1:39:44, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1980, top-1: 64.0820, top-5: 87.8906, norm_input_base: 45.1710, norm_input_novel: 0.0000, norm_main_base: 143.2783, norm_main_novel: 0.0000, norm_residual_base: 14.7490, norm_residual_novel: 0.0000
2024-06-07 14:48:52,553 - mmcls - INFO - Epoch [8][190/586] lr: 2.500e-01, eta: 1:39:41, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1989, top-1: 64.7461, top-5: 87.0898, norm_input_base: 55.1213, norm_input_novel: 0.0000, norm_main_base: 146.5437, norm_main_novel: 0.0000, norm_residual_base: 15.0682, norm_residual_novel: 0.0000
2024-06-07 14:48:54,913 - mmcls - INFO - Epoch [8][200/586] lr: 2.500e-01, eta: 1:39:39, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2729, top-1: 61.7969, top-5: 86.2500, norm_input_base: 48.0403, norm_input_novel: 0.0000, norm_main_base: 145.5433, norm_main_novel: 0.0000, norm_residual_base: 15.1574, norm_residual_novel: 0.0000
2024-06-07 14:48:57,273 - mmcls - INFO - Epoch [8][210/586] lr: 2.500e-01, eta: 1:39:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2516, top-1: 62.4414, top-5: 86.4453, norm_input_base: 49.8067, norm_input_novel: 0.0000, norm_main_base: 142.9378, norm_main_novel: 0.0000, norm_residual_base: 15.6102, norm_residual_novel: 0.0000
2024-06-07 14:48:59,636 - mmcls - INFO - Epoch [8][220/586] lr: 2.500e-01, eta: 1:39:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1768, top-1: 64.6094, top-5: 87.5977, norm_input_base: 61.8228, norm_input_novel: 0.0000, norm_main_base: 145.5307, norm_main_novel: 0.0000, norm_residual_base: 15.5736, norm_residual_novel: 0.0000
2024-06-07 14:49:01,997 - mmcls - INFO - Epoch [8][230/586] lr: 2.500e-01, eta: 1:39:31, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2440, top-1: 63.3789, top-5: 86.4062, norm_input_base: 53.3605, norm_input_novel: 0.0000, norm_main_base: 145.3906, norm_main_novel: 0.0000, norm_residual_base: 14.9685, norm_residual_novel: 0.0000
2024-06-07 14:49:04,365 - mmcls - INFO - Epoch [8][240/586] lr: 2.500e-01, eta: 1:39:28, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2153, top-1: 64.3555, top-5: 86.3672, norm_input_base: 53.1378, norm_input_novel: 0.0000, norm_main_base: 146.1028, norm_main_novel: 0.0000, norm_residual_base: 14.4271, norm_residual_novel: 0.0000
2024-06-07 14:49:06,728 - mmcls - INFO - Epoch [8][250/586] lr: 2.500e-01, eta: 1:39:26, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2470, top-1: 62.7734, top-5: 86.3867, norm_input_base: 46.1865, norm_input_novel: 0.0000, norm_main_base: 143.6723, norm_main_novel: 0.0000, norm_residual_base: 14.2723, norm_residual_novel: 0.0000
2024-06-07 14:49:09,093 - mmcls - INFO - Epoch [8][260/586] lr: 2.500e-01, eta: 1:39:23, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2507, top-1: 62.6562, top-5: 86.2109, norm_input_base: 45.2148, norm_input_novel: 0.0000, norm_main_base: 143.4026, norm_main_novel: 0.0000, norm_residual_base: 14.4656, norm_residual_novel: 0.0000
2024-06-07 14:49:11,456 - mmcls - INFO - Epoch [8][270/586] lr: 2.500e-01, eta: 1:39:21, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2669, top-1: 61.9531, top-5: 85.9180, norm_input_base: 53.0736, norm_input_novel: 0.0000, norm_main_base: 140.2488, norm_main_novel: 0.0000, norm_residual_base: 14.6972, norm_residual_novel: 0.0000
2024-06-07 14:49:13,810 - mmcls - INFO - Epoch [8][280/586] lr: 2.500e-01, eta: 1:39:18, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2271, top-1: 63.4766, top-5: 86.7773, norm_input_base: 51.4639, norm_input_novel: 0.0000, norm_main_base: 140.1933, norm_main_novel: 0.0000, norm_residual_base: 14.8201, norm_residual_novel: 0.0000
2024-06-07 14:49:16,173 - mmcls - INFO - Epoch [8][290/586] lr: 2.500e-01, eta: 1:39:16, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2243, top-1: 64.2773, top-5: 86.6016, norm_input_base: 50.3710, norm_input_novel: 0.0000, norm_main_base: 144.9567, norm_main_novel: 0.0000, norm_residual_base: 14.1611, norm_residual_novel: 0.0000
2024-06-07 14:49:18,531 - mmcls - INFO - Epoch [8][300/586] lr: 2.500e-01, eta: 1:39:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2126, top-1: 64.3164, top-5: 87.4414, norm_input_base: 48.8977, norm_input_novel: 0.0000, norm_main_base: 148.1984, norm_main_novel: 0.0000, norm_residual_base: 14.5016, norm_residual_novel: 0.0000
2024-06-07 14:49:20,893 - mmcls - INFO - Epoch [8][310/586] lr: 2.500e-01, eta: 1:39:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1885, top-1: 64.5703, top-5: 87.2266, norm_input_base: 44.0323, norm_input_novel: 0.0000, norm_main_base: 148.8376, norm_main_novel: 0.0000, norm_residual_base: 14.8248, norm_residual_novel: 0.0000
2024-06-07 14:49:23,254 - mmcls - INFO - Epoch [8][320/586] lr: 2.500e-01, eta: 1:39:08, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1971, top-1: 64.1797, top-5: 86.9727, norm_input_base: 45.3105, norm_input_novel: 0.0000, norm_main_base: 144.9937, norm_main_novel: 0.0000, norm_residual_base: 14.2445, norm_residual_novel: 0.0000
2024-06-07 14:49:25,616 - mmcls - INFO - Epoch [8][330/586] lr: 2.500e-01, eta: 1:39:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2347, top-1: 63.6719, top-5: 86.3477, norm_input_base: 55.1851, norm_input_novel: 0.0000, norm_main_base: 146.8224, norm_main_novel: 0.0000, norm_residual_base: 14.2279, norm_residual_novel: 0.0000
2024-06-07 14:49:27,977 - mmcls - INFO - Epoch [8][340/586] lr: 2.500e-01, eta: 1:39:03, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2384, top-1: 63.5742, top-5: 86.3086, norm_input_base: 49.4438, norm_input_novel: 0.0000, norm_main_base: 145.4437, norm_main_novel: 0.0000, norm_residual_base: 14.8780, norm_residual_novel: 0.0000
2024-06-07 14:49:30,350 - mmcls - INFO - Epoch [8][350/586] lr: 2.500e-01, eta: 1:39:00, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2195, top-1: 64.2969, top-5: 86.4844, norm_input_base: 46.6502, norm_input_novel: 0.0000, norm_main_base: 143.4037, norm_main_novel: 0.0000, norm_residual_base: 14.9769, norm_residual_novel: 0.0000
2024-06-07 14:49:32,718 - mmcls - INFO - Epoch [8][360/586] lr: 2.500e-01, eta: 1:38:58, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2226, top-1: 63.4570, top-5: 86.8164, norm_input_base: 57.5374, norm_input_novel: 0.0000, norm_main_base: 148.9577, norm_main_novel: 0.0000, norm_residual_base: 14.6487, norm_residual_novel: 0.0000
2024-06-07 14:49:35,089 - mmcls - INFO - Epoch [8][370/586] lr: 2.500e-01, eta: 1:38:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2674, top-1: 63.3594, top-5: 85.7617, norm_input_base: 50.1293, norm_input_novel: 0.0000, norm_main_base: 144.8643, norm_main_novel: 0.0000, norm_residual_base: 15.5929, norm_residual_novel: 0.0000
2024-06-07 14:49:37,457 - mmcls - INFO - Epoch [8][380/586] lr: 2.500e-01, eta: 1:38:53, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2373, top-1: 63.2227, top-5: 87.2461, norm_input_base: 48.3200, norm_input_novel: 0.0000, norm_main_base: 142.5253, norm_main_novel: 0.0000, norm_residual_base: 15.2139, norm_residual_novel: 0.0000
2024-06-07 14:49:39,822 - mmcls - INFO - Epoch [8][390/586] lr: 2.500e-01, eta: 1:38:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2324, top-1: 63.5156, top-5: 86.6797, norm_input_base: 51.2615, norm_input_novel: 0.0000, norm_main_base: 143.0715, norm_main_novel: 0.0000, norm_residual_base: 15.6871, norm_residual_novel: 0.0000
2024-06-07 14:49:42,188 - mmcls - INFO - Epoch [8][400/586] lr: 2.500e-01, eta: 1:38:48, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2054, top-1: 63.7891, top-5: 87.3242, norm_input_base: 49.8463, norm_input_novel: 0.0000, norm_main_base: 143.7242, norm_main_novel: 0.0000, norm_residual_base: 15.5969, norm_residual_novel: 0.0000
2024-06-07 14:49:44,548 - mmcls - INFO - Epoch [8][410/586] lr: 2.500e-01, eta: 1:38:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2530, top-1: 62.5586, top-5: 85.9570, norm_input_base: 52.5403, norm_input_novel: 0.0000, norm_main_base: 145.1401, norm_main_novel: 0.0000, norm_residual_base: 14.7803, norm_residual_novel: 0.0000
2024-06-07 14:49:46,913 - mmcls - INFO - Epoch [8][420/586] lr: 2.500e-01, eta: 1:38:43, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2852, top-1: 62.5195, top-5: 86.1523, norm_input_base: 51.1970, norm_input_novel: 0.0000, norm_main_base: 141.7622, norm_main_novel: 0.0000, norm_residual_base: 14.6957, norm_residual_novel: 0.0000
2024-06-07 14:49:49,270 - mmcls - INFO - Epoch [8][430/586] lr: 2.500e-01, eta: 1:38:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1937, top-1: 63.8281, top-5: 86.8945, norm_input_base: 59.5169, norm_input_novel: 0.0000, norm_main_base: 143.0304, norm_main_novel: 0.0000, norm_residual_base: 14.2924, norm_residual_novel: 0.0000
2024-06-07 14:49:51,632 - mmcls - INFO - Epoch [8][440/586] lr: 2.500e-01, eta: 1:38:37, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2592, top-1: 62.4219, top-5: 86.4453, norm_input_base: 64.1371, norm_input_novel: 0.0000, norm_main_base: 146.0860, norm_main_novel: 0.0000, norm_residual_base: 14.2956, norm_residual_novel: 0.0000
2024-06-07 14:49:53,996 - mmcls - INFO - Epoch [8][450/586] lr: 2.500e-01, eta: 1:38:35, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1749, top-1: 64.1797, top-5: 88.3008, norm_input_base: 57.5799, norm_input_novel: 0.0000, norm_main_base: 146.0543, norm_main_novel: 0.0000, norm_residual_base: 14.7990, norm_residual_novel: 0.0000
2024-06-07 14:49:56,361 - mmcls - INFO - Epoch [8][460/586] lr: 2.500e-01, eta: 1:38:32, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2568, top-1: 62.3242, top-5: 86.5430, norm_input_base: 51.7206, norm_input_novel: 0.0000, norm_main_base: 145.4510, norm_main_novel: 0.0000, norm_residual_base: 14.7672, norm_residual_novel: 0.0000
2024-06-07 14:49:58,728 - mmcls - INFO - Epoch [8][470/586] lr: 2.500e-01, eta: 1:38:30, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2258, top-1: 62.2656, top-5: 86.9727, norm_input_base: 48.9559, norm_input_novel: 0.0000, norm_main_base: 147.5125, norm_main_novel: 0.0000, norm_residual_base: 14.6428, norm_residual_novel: 0.0000
2024-06-07 14:50:01,094 - mmcls - INFO - Epoch [8][480/586] lr: 2.500e-01, eta: 1:38:27, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2172, top-1: 63.9258, top-5: 86.6602, norm_input_base: 47.2792, norm_input_novel: 0.0000, norm_main_base: 144.7884, norm_main_novel: 0.0000, norm_residual_base: 14.9619, norm_residual_novel: 0.0000
2024-06-07 14:50:03,466 - mmcls - INFO - Epoch [8][490/586] lr: 2.500e-01, eta: 1:38:25, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2711, top-1: 62.6562, top-5: 86.1328, norm_input_base: 53.9246, norm_input_novel: 0.0000, norm_main_base: 146.4231, norm_main_novel: 0.0000, norm_residual_base: 14.9100, norm_residual_novel: 0.0000
2024-06-07 14:50:05,836 - mmcls - INFO - Epoch [8][500/586] lr: 2.500e-01, eta: 1:38:22, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1876, top-1: 64.7266, top-5: 87.7539, norm_input_base: 52.0773, norm_input_novel: 0.0000, norm_main_base: 147.6225, norm_main_novel: 0.0000, norm_residual_base: 15.1739, norm_residual_novel: 0.0000
2024-06-07 14:50:08,207 - mmcls - INFO - Epoch [8][510/586] lr: 2.500e-01, eta: 1:38:20, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1861, top-1: 64.1016, top-5: 87.2266, norm_input_base: 51.0746, norm_input_novel: 0.0000, norm_main_base: 150.9182, norm_main_novel: 0.0000, norm_residual_base: 14.4669, norm_residual_novel: 0.0000
2024-06-07 14:50:10,575 - mmcls - INFO - Epoch [8][520/586] lr: 2.500e-01, eta: 1:38:17, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2240, top-1: 63.3594, top-5: 86.8750, norm_input_base: 45.0387, norm_input_novel: 0.0000, norm_main_base: 147.6718, norm_main_novel: 0.0000, norm_residual_base: 14.6451, norm_residual_novel: 0.0000
2024-06-07 14:50:12,941 - mmcls - INFO - Epoch [8][530/586] lr: 2.500e-01, eta: 1:38:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2228, top-1: 63.3008, top-5: 86.8945, norm_input_base: 52.0624, norm_input_novel: 0.0000, norm_main_base: 145.9558, norm_main_novel: 0.0000, norm_residual_base: 14.6242, norm_residual_novel: 0.0000
2024-06-07 14:50:15,308 - mmcls - INFO - Epoch [8][540/586] lr: 2.500e-01, eta: 1:38:12, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2491, top-1: 62.6953, top-5: 86.3477, norm_input_base: 58.7420, norm_input_novel: 0.0000, norm_main_base: 147.9871, norm_main_novel: 0.0000, norm_residual_base: 14.7629, norm_residual_novel: 0.0000
2024-06-07 14:50:17,674 - mmcls - INFO - Epoch [8][550/586] lr: 2.500e-01, eta: 1:38:10, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2175, top-1: 64.0039, top-5: 87.2656, norm_input_base: 47.6002, norm_input_novel: 0.0000, norm_main_base: 147.6113, norm_main_novel: 0.0000, norm_residual_base: 14.9295, norm_residual_novel: 0.0000
2024-06-07 14:50:20,032 - mmcls - INFO - Epoch [8][560/586] lr: 2.500e-01, eta: 1:38:07, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2052, top-1: 64.1797, top-5: 86.6797, norm_input_base: 48.6379, norm_input_novel: 0.0000, norm_main_base: 149.4060, norm_main_novel: 0.0000, norm_residual_base: 14.5752, norm_residual_novel: 0.0000
2024-06-07 14:50:22,384 - mmcls - INFO - Epoch [8][570/586] lr: 2.500e-01, eta: 1:38:05, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2324, top-1: 63.9258, top-5: 86.5820, norm_input_base: 47.2488, norm_input_novel: 0.0000, norm_main_base: 151.8113, norm_main_novel: 0.0000, norm_residual_base: 14.9845, norm_residual_novel: 0.0000
2024-06-07 14:50:24,717 - mmcls - INFO - Epoch [8][580/586] lr: 2.500e-01, eta: 1:38:02, time: 0.233, data_time: 0.015, memory: 3159, loss: 1.1966, top-1: 64.0625, top-5: 87.5195, norm_input_base: 50.4634, norm_input_novel: 0.0000, norm_main_base: 147.2504, norm_main_novel: 0.0000, norm_residual_base: 14.1033, norm_residual_novel: 0.0000
2024-06-07 14:50:25,961 - mmcls - INFO - Saving checkpoint at 8 epochs
2024-06-07 14:50:29,495 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:50:29,496 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_7.pth was removed
2024-06-07 14:50:29,733 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_8.pth.
2024-06-07 14:50:29,734 - mmcls - INFO - Best acc is 63.5500 at 8 epoch.
2024-06-07 14:50:29,737 - mmcls - INFO - Epoch(val) [8][12] acc: 63.5500
2024-06-07 14:50:34,669 - mmcls - INFO - Epoch [9][10/586] lr: 2.500e-01, eta: 1:38:03, time: 0.478, data_time: 0.250, memory: 3159, loss: 1.2494, top-1: 63.8867, top-5: 86.6016, norm_input_base: 52.2089, norm_input_novel: 0.0000, norm_main_base: 149.0101, norm_main_novel: 0.0000, norm_residual_base: 14.8915, norm_residual_novel: 0.0000
2024-06-07 14:50:37,023 - mmcls - INFO - Epoch [9][20/586] lr: 2.500e-01, eta: 1:38:01, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.2147, top-1: 64.0820, top-5: 87.7148, norm_input_base: 54.7073, norm_input_novel: 0.0000, norm_main_base: 152.1877, norm_main_novel: 0.0000, norm_residual_base: 15.0544, norm_residual_novel: 0.0000
2024-06-07 14:50:39,379 - mmcls - INFO - Epoch [9][30/586] lr: 2.500e-01, eta: 1:37:58, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1910, top-1: 64.2188, top-5: 87.3633, norm_input_base: 52.5976, norm_input_novel: 0.0000, norm_main_base: 152.7802, norm_main_novel: 0.0000, norm_residual_base: 14.8220, norm_residual_novel: 0.0000
2024-06-07 14:50:41,738 - mmcls - INFO - Epoch [9][40/586] lr: 2.500e-01, eta: 1:37:55, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1845, top-1: 65.4102, top-5: 88.0273, norm_input_base: 47.2664, norm_input_novel: 0.0000, norm_main_base: 147.8989, norm_main_novel: 0.0000, norm_residual_base: 14.0766, norm_residual_novel: 0.0000
2024-06-07 14:50:44,092 - mmcls - INFO - Epoch [9][50/586] lr: 2.500e-01, eta: 1:37:53, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.1909, top-1: 64.4531, top-5: 86.8945, norm_input_base: 44.5042, norm_input_novel: 0.0000, norm_main_base: 148.9720, norm_main_novel: 0.0000, norm_residual_base: 14.5867, norm_residual_novel: 0.0000
2024-06-07 14:50:46,474 - mmcls - INFO - Epoch [9][60/586] lr: 2.500e-01, eta: 1:37:50, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1980, top-1: 63.6719, top-5: 87.0312, norm_input_base: 52.3893, norm_input_novel: 0.0000, norm_main_base: 150.0345, norm_main_novel: 0.0000, norm_residual_base: 14.9998, norm_residual_novel: 0.0000
2024-06-07 14:50:48,862 - mmcls - INFO - Epoch [9][70/586] lr: 2.500e-01, eta: 1:37:48, time: 0.239, data_time: 0.017, memory: 3159, loss: 1.1713, top-1: 64.9414, top-5: 86.8555, norm_input_base: 58.3780, norm_input_novel: 0.0000, norm_main_base: 152.9431, norm_main_novel: 0.0000, norm_residual_base: 14.8531, norm_residual_novel: 0.0000
2024-06-07 14:50:51,246 - mmcls - INFO - Epoch [9][80/586] lr: 2.500e-01, eta: 1:37:46, time: 0.238, data_time: 0.017, memory: 3159, loss: 1.2053, top-1: 64.0820, top-5: 87.2266, norm_input_base: 49.8427, norm_input_novel: 0.0000, norm_main_base: 147.8792, norm_main_novel: 0.0000, norm_residual_base: 14.0419, norm_residual_novel: 0.0000
2024-06-07 14:50:53,635 - mmcls - INFO - Epoch [9][90/586] lr: 2.500e-01, eta: 1:37:43, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.1643, top-1: 65.5469, top-5: 87.4609, norm_input_base: 51.5816, norm_input_novel: 0.0000, norm_main_base: 144.8599, norm_main_novel: 0.0000, norm_residual_base: 14.0593, norm_residual_novel: 0.0000
2024-06-07 14:50:56,025 - mmcls - INFO - Epoch [9][100/586] lr: 2.500e-01, eta: 1:37:41, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.1760, top-1: 64.4531, top-5: 87.7539, norm_input_base: 48.5284, norm_input_novel: 0.0000, norm_main_base: 147.0216, norm_main_novel: 0.0000, norm_residual_base: 14.4746, norm_residual_novel: 0.0000
2024-06-07 14:50:58,418 - mmcls - INFO - Epoch [9][110/586] lr: 2.500e-01, eta: 1:37:38, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.2153, top-1: 64.2188, top-5: 86.6992, norm_input_base: 52.7046, norm_input_novel: 0.0000, norm_main_base: 151.2126, norm_main_novel: 0.0000, norm_residual_base: 14.3515, norm_residual_novel: 0.0000
2024-06-07 14:51:00,804 - mmcls - INFO - Epoch [9][120/586] lr: 2.500e-01, eta: 1:37:36, time: 0.239, data_time: 0.016, memory: 3159, loss: 1.2469, top-1: 62.9297, top-5: 86.8164, norm_input_base: 54.0345, norm_input_novel: 0.0000, norm_main_base: 148.2581, norm_main_novel: 0.0000, norm_residual_base: 14.8006, norm_residual_novel: 0.0000
2024-06-07 14:51:03,190 - mmcls - INFO - Epoch [9][130/586] lr: 2.500e-01, eta: 1:37:34, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.1852, top-1: 64.9219, top-5: 87.0898, norm_input_base: 51.9794, norm_input_novel: 0.0000, norm_main_base: 147.0545, norm_main_novel: 0.0000, norm_residual_base: 14.4226, norm_residual_novel: 0.0000
2024-06-07 14:51:05,578 - mmcls - INFO - Epoch [9][140/586] lr: 2.500e-01, eta: 1:37:31, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.2064, top-1: 63.7891, top-5: 87.2461, norm_input_base: 45.6815, norm_input_novel: 0.0000, norm_main_base: 143.6831, norm_main_novel: 0.0000, norm_residual_base: 14.3849, norm_residual_novel: 0.0000
2024-06-07 14:51:07,962 - mmcls - INFO - Epoch [9][150/586] lr: 2.500e-01, eta: 1:37:29, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.2199, top-1: 64.0625, top-5: 87.2461, norm_input_base: 55.4983, norm_input_novel: 0.0000, norm_main_base: 149.1182, norm_main_novel: 0.0000, norm_residual_base: 14.7008, norm_residual_novel: 0.0000
2024-06-07 14:51:10,330 - mmcls - INFO - Epoch [9][160/586] lr: 2.500e-01, eta: 1:37:26, time: 0.236, data_time: 0.016, memory: 3159, loss: 1.1997, top-1: 63.4961, top-5: 87.2070, norm_input_base: 59.3381, norm_input_novel: 0.0000, norm_main_base: 150.2391, norm_main_novel: 0.0000, norm_residual_base: 15.2422, norm_residual_novel: 0.0000
2024-06-07 14:51:12,701 - mmcls - INFO - Epoch [9][170/586] lr: 2.500e-01, eta: 1:37:24, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1842, top-1: 63.6914, top-5: 87.1875, norm_input_base: 55.7702, norm_input_novel: 0.0000, norm_main_base: 150.5356, norm_main_novel: 0.0000, norm_residual_base: 15.0599, norm_residual_novel: 0.0000
2024-06-07 14:51:15,086 - mmcls - INFO - Epoch [9][180/586] lr: 2.500e-01, eta: 1:37:21, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2317, top-1: 63.4375, top-5: 86.6602, norm_input_base: 50.2759, norm_input_novel: 0.0000, norm_main_base: 148.9704, norm_main_novel: 0.0000, norm_residual_base: 14.9779, norm_residual_novel: 0.0000
2024-06-07 14:51:17,466 - mmcls - INFO - Epoch [9][190/586] lr: 2.500e-01, eta: 1:37:19, time: 0.239, data_time: 0.016, memory: 3159, loss: 1.2315, top-1: 62.8516, top-5: 86.2891, norm_input_base: 49.2905, norm_input_novel: 0.0000, norm_main_base: 149.1076, norm_main_novel: 0.0000, norm_residual_base: 14.5143, norm_residual_novel: 0.0000
2024-06-07 14:51:19,851 - mmcls - INFO - Epoch [9][200/586] lr: 2.500e-01, eta: 1:37:16, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1819, top-1: 63.9844, top-5: 87.9102, norm_input_base: 49.8730, norm_input_novel: 0.0000, norm_main_base: 149.5576, norm_main_novel: 0.0000, norm_residual_base: 15.0716, norm_residual_novel: 0.0000
2024-06-07 14:51:22,229 - mmcls - INFO - Epoch [9][210/586] lr: 2.500e-01, eta: 1:37:14, time: 0.238, data_time: 0.016, memory: 3159, loss: 1.2200, top-1: 63.6523, top-5: 87.1680, norm_input_base: 46.3698, norm_input_novel: 0.0000, norm_main_base: 146.9823, norm_main_novel: 0.0000, norm_residual_base: 14.6765, norm_residual_novel: 0.0000
2024-06-07 14:51:24,611 - mmcls - INFO - Epoch [9][220/586] lr: 2.500e-01, eta: 1:37:12, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1838, top-1: 65.0195, top-5: 87.0117, norm_input_base: 47.5469, norm_input_novel: 0.0000, norm_main_base: 146.6903, norm_main_novel: 0.0000, norm_residual_base: 14.1877, norm_residual_novel: 0.0000
2024-06-07 14:51:26,991 - mmcls - INFO - Epoch [9][230/586] lr: 2.500e-01, eta: 1:37:09, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2014, top-1: 64.5703, top-5: 86.5234, norm_input_base: 55.1252, norm_input_novel: 0.0000, norm_main_base: 149.4613, norm_main_novel: 0.0000, norm_residual_base: 14.8393, norm_residual_novel: 0.0000
2024-06-07 14:51:29,373 - mmcls - INFO - Epoch [9][240/586] lr: 2.500e-01, eta: 1:37:07, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1888, top-1: 63.5938, top-5: 87.1875, norm_input_base: 53.1662, norm_input_novel: 0.0000, norm_main_base: 148.0678, norm_main_novel: 0.0000, norm_residual_base: 14.5971, norm_residual_novel: 0.0000
2024-06-07 14:51:31,750 - mmcls - INFO - Epoch [9][250/586] lr: 2.500e-01, eta: 1:37:04, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2243, top-1: 63.1250, top-5: 87.0312, norm_input_base: 49.7301, norm_input_novel: 0.0000, norm_main_base: 147.6166, norm_main_novel: 0.0000, norm_residual_base: 14.0732, norm_residual_novel: 0.0000
2024-06-07 14:51:34,144 - mmcls - INFO - Epoch [9][260/586] lr: 2.500e-01, eta: 1:37:02, time: 0.239, data_time: 0.016, memory: 3159, loss: 1.2191, top-1: 62.7734, top-5: 87.7344, norm_input_base: 52.5522, norm_input_novel: 0.0000, norm_main_base: 151.1203, norm_main_novel: 0.0000, norm_residual_base: 14.6486, norm_residual_novel: 0.0000
2024-06-07 14:51:36,526 - mmcls - INFO - Epoch [9][270/586] lr: 2.500e-01, eta: 1:36:59, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2543, top-1: 63.1445, top-5: 86.0156, norm_input_base: 49.5558, norm_input_novel: 0.0000, norm_main_base: 149.2316, norm_main_novel: 0.0000, norm_residual_base: 15.3251, norm_residual_novel: 0.0000
2024-06-07 14:51:38,905 - mmcls - INFO - Epoch [9][280/586] lr: 2.500e-01, eta: 1:36:57, time: 0.238, data_time: 0.016, memory: 3159, loss: 1.1879, top-1: 64.0625, top-5: 87.6953, norm_input_base: 49.5968, norm_input_novel: 0.0000, norm_main_base: 152.2818, norm_main_novel: 0.0000, norm_residual_base: 14.9410, norm_residual_novel: 0.0000
2024-06-07 14:51:41,297 - mmcls - INFO - Epoch [9][290/586] lr: 2.500e-01, eta: 1:36:55, time: 0.240, data_time: 0.015, memory: 3159, loss: 1.1531, top-1: 65.4102, top-5: 87.5781, norm_input_base: 55.5479, norm_input_novel: 0.0000, norm_main_base: 156.1496, norm_main_novel: 0.0000, norm_residual_base: 14.3765, norm_residual_novel: 0.0000
2024-06-07 14:51:43,676 - mmcls - INFO - Epoch [9][300/586] lr: 2.500e-01, eta: 1:36:52, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2128, top-1: 64.3164, top-5: 86.5625, norm_input_base: 50.3719, norm_input_novel: 0.0000, norm_main_base: 152.6881, norm_main_novel: 0.0000, norm_residual_base: 14.8779, norm_residual_novel: 0.0000
2024-06-07 14:51:46,065 - mmcls - INFO - Epoch [9][310/586] lr: 2.500e-01, eta: 1:36:50, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.1714, top-1: 64.9609, top-5: 87.0703, norm_input_base: 54.0642, norm_input_novel: 0.0000, norm_main_base: 148.3412, norm_main_novel: 0.0000, norm_residual_base: 14.7133, norm_residual_novel: 0.0000
2024-06-07 14:51:48,449 - mmcls - INFO - Epoch [9][320/586] lr: 2.500e-01, eta: 1:36:47, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1655, top-1: 64.9805, top-5: 87.5977, norm_input_base: 50.1375, norm_input_novel: 0.0000, norm_main_base: 147.6851, norm_main_novel: 0.0000, norm_residual_base: 14.0670, norm_residual_novel: 0.0000
2024-06-07 14:51:50,822 - mmcls - INFO - Epoch [9][330/586] lr: 2.500e-01, eta: 1:36:45, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1897, top-1: 64.6680, top-5: 87.5977, norm_input_base: 54.2443, norm_input_novel: 0.0000, norm_main_base: 148.8902, norm_main_novel: 0.0000, norm_residual_base: 14.4429, norm_residual_novel: 0.0000
2024-06-07 14:51:53,212 - mmcls - INFO - Epoch [9][340/586] lr: 2.500e-01, eta: 1:36:42, time: 0.239, data_time: 0.016, memory: 3159, loss: 1.1688, top-1: 64.2188, top-5: 88.1445, norm_input_base: 53.9085, norm_input_novel: 0.0000, norm_main_base: 150.2525, norm_main_novel: 0.0000, norm_residual_base: 14.2103, norm_residual_novel: 0.0000
2024-06-07 14:51:55,593 - mmcls - INFO - Epoch [9][350/586] lr: 2.500e-01, eta: 1:36:40, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1334, top-1: 65.8984, top-5: 87.6367, norm_input_base: 47.5280, norm_input_novel: 0.0000, norm_main_base: 151.8499, norm_main_novel: 0.0000, norm_residual_base: 14.5658, norm_residual_novel: 0.0000
2024-06-07 14:51:57,976 - mmcls - INFO - Epoch [9][360/586] lr: 2.500e-01, eta: 1:36:38, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2020, top-1: 63.6523, top-5: 86.7969, norm_input_base: 49.8995, norm_input_novel: 0.0000, norm_main_base: 149.9274, norm_main_novel: 0.0000, norm_residual_base: 14.2477, norm_residual_novel: 0.0000
2024-06-07 14:52:00,360 - mmcls - INFO - Epoch [9][370/586] lr: 2.500e-01, eta: 1:36:35, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.1940, top-1: 64.9805, top-5: 87.1484, norm_input_base: 54.6117, norm_input_novel: 0.0000, norm_main_base: 154.1792, norm_main_novel: 0.0000, norm_residual_base: 14.2635, norm_residual_novel: 0.0000
2024-06-07 14:52:02,744 - mmcls - INFO - Epoch [9][380/586] lr: 2.500e-01, eta: 1:36:33, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1588, top-1: 65.6055, top-5: 88.1055, norm_input_base: 51.1877, norm_input_novel: 0.0000, norm_main_base: 149.6651, norm_main_novel: 0.0000, norm_residual_base: 14.2657, norm_residual_novel: 0.0000
2024-06-07 14:52:05,136 - mmcls - INFO - Epoch [9][390/586] lr: 2.500e-01, eta: 1:36:30, time: 0.239, data_time: 0.015, memory: 3159, loss: 1.2022, top-1: 65.2930, top-5: 87.0508, norm_input_base: 51.5884, norm_input_novel: 0.0000, norm_main_base: 153.7521, norm_main_novel: 0.0000, norm_residual_base: 14.0580, norm_residual_novel: 0.0000
2024-06-07 14:52:07,520 - mmcls - INFO - Epoch [9][400/586] lr: 2.500e-01, eta: 1:36:28, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1885, top-1: 64.1797, top-5: 87.1680, norm_input_base: 51.5150, norm_input_novel: 0.0000, norm_main_base: 154.1480, norm_main_novel: 0.0000, norm_residual_base: 14.4596, norm_residual_novel: 0.0000
2024-06-07 14:52:09,904 - mmcls - INFO - Epoch [9][410/586] lr: 2.500e-01, eta: 1:36:25, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.1836, top-1: 64.2969, top-5: 87.2070, norm_input_base: 54.9096, norm_input_novel: 0.0000, norm_main_base: 152.4300, norm_main_novel: 0.0000, norm_residual_base: 14.8762, norm_residual_novel: 0.0000
2024-06-07 14:52:12,273 - mmcls - INFO - Epoch [9][420/586] lr: 2.500e-01, eta: 1:36:23, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1819, top-1: 65.0781, top-5: 87.1289, norm_input_base: 55.4522, norm_input_novel: 0.0000, norm_main_base: 155.7648, norm_main_novel: 0.0000, norm_residual_base: 14.7339, norm_residual_novel: 0.0000
2024-06-07 14:52:14,635 - mmcls - INFO - Epoch [9][430/586] lr: 2.500e-01, eta: 1:36:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2668, top-1: 63.0859, top-5: 86.6602, norm_input_base: 48.7411, norm_input_novel: 0.0000, norm_main_base: 150.0764, norm_main_novel: 0.0000, norm_residual_base: 14.3439, norm_residual_novel: 0.0000
2024-06-07 14:52:17,003 - mmcls - INFO - Epoch [9][440/586] lr: 2.500e-01, eta: 1:36:18, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2309, top-1: 63.7109, top-5: 86.6406, norm_input_base: 56.8894, norm_input_novel: 0.0000, norm_main_base: 152.5823, norm_main_novel: 0.0000, norm_residual_base: 14.9929, norm_residual_novel: 0.0000
2024-06-07 14:52:19,369 - mmcls - INFO - Epoch [9][450/586] lr: 2.500e-01, eta: 1:36:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2700, top-1: 61.9141, top-5: 86.0352, norm_input_base: 57.3366, norm_input_novel: 0.0000, norm_main_base: 151.5054, norm_main_novel: 0.0000, norm_residual_base: 14.5820, norm_residual_novel: 0.0000
2024-06-07 14:52:21,729 - mmcls - INFO - Epoch [9][460/586] lr: 2.500e-01, eta: 1:36:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2004, top-1: 64.9609, top-5: 87.0117, norm_input_base: 51.0928, norm_input_novel: 0.0000, norm_main_base: 151.6150, norm_main_novel: 0.0000, norm_residual_base: 15.0254, norm_residual_novel: 0.0000
2024-06-07 14:52:24,087 - mmcls - INFO - Epoch [9][470/586] lr: 2.500e-01, eta: 1:36:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2147, top-1: 63.6133, top-5: 86.5625, norm_input_base: 49.6807, norm_input_novel: 0.0000, norm_main_base: 151.3377, norm_main_novel: 0.0000, norm_residual_base: 14.6274, norm_residual_novel: 0.0000
2024-06-07 14:52:26,446 - mmcls - INFO - Epoch [9][480/586] lr: 2.500e-01, eta: 1:36:08, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2236, top-1: 63.0859, top-5: 87.2656, norm_input_base: 52.9964, norm_input_novel: 0.0000, norm_main_base: 157.3233, norm_main_novel: 0.0000, norm_residual_base: 14.7090, norm_residual_novel: 0.0000
2024-06-07 14:52:28,809 - mmcls - INFO - Epoch [9][490/586] lr: 2.500e-01, eta: 1:36:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2069, top-1: 63.5352, top-5: 87.4805, norm_input_base: 58.7280, norm_input_novel: 0.0000, norm_main_base: 158.2789, norm_main_novel: 0.0000, norm_residual_base: 14.3492, norm_residual_novel: 0.0000
2024-06-07 14:52:31,180 - mmcls - INFO - Epoch [9][500/586] lr: 2.500e-01, eta: 1:36:03, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1755, top-1: 64.7266, top-5: 88.0078, norm_input_base: 59.9500, norm_input_novel: 0.0000, norm_main_base: 158.4543, norm_main_novel: 0.0000, norm_residual_base: 14.2188, norm_residual_novel: 0.0000
2024-06-07 14:52:33,546 - mmcls - INFO - Epoch [9][510/586] lr: 2.500e-01, eta: 1:36:00, time: 0.237, data_time: 0.016, memory: 3159, loss: 1.2463, top-1: 62.9102, top-5: 86.9922, norm_input_base: 54.2291, norm_input_novel: 0.0000, norm_main_base: 155.5539, norm_main_novel: 0.0000, norm_residual_base: 14.5976, norm_residual_novel: 0.0000
2024-06-07 14:52:35,909 - mmcls - INFO - Epoch [9][520/586] lr: 2.500e-01, eta: 1:35:58, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2342, top-1: 63.1055, top-5: 86.3086, norm_input_base: 51.8461, norm_input_novel: 0.0000, norm_main_base: 151.7300, norm_main_novel: 0.0000, norm_residual_base: 14.5508, norm_residual_novel: 0.0000
2024-06-07 14:52:38,280 - mmcls - INFO - Epoch [9][530/586] lr: 2.500e-01, eta: 1:35:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2189, top-1: 63.9648, top-5: 86.3867, norm_input_base: 49.3811, norm_input_novel: 0.0000, norm_main_base: 155.5830, norm_main_novel: 0.0000, norm_residual_base: 14.6146, norm_residual_novel: 0.0000
2024-06-07 14:52:40,642 - mmcls - INFO - Epoch [9][540/586] lr: 2.500e-01, eta: 1:35:53, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2104, top-1: 64.1211, top-5: 86.6406, norm_input_base: 47.5581, norm_input_novel: 0.0000, norm_main_base: 152.6777, norm_main_novel: 0.0000, norm_residual_base: 14.6976, norm_residual_novel: 0.0000
2024-06-07 14:52:43,010 - mmcls - INFO - Epoch [9][550/586] lr: 2.500e-01, eta: 1:35:50, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1805, top-1: 64.5312, top-5: 87.4219, norm_input_base: 55.8434, norm_input_novel: 0.0000, norm_main_base: 155.6363, norm_main_novel: 0.0000, norm_residual_base: 14.8005, norm_residual_novel: 0.0000
2024-06-07 14:52:45,374 - mmcls - INFO - Epoch [9][560/586] lr: 2.500e-01, eta: 1:35:48, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1610, top-1: 64.6289, top-5: 87.4219, norm_input_base: 54.4510, norm_input_novel: 0.0000, norm_main_base: 156.4334, norm_main_novel: 0.0000, norm_residual_base: 14.7988, norm_residual_novel: 0.0000
2024-06-07 14:52:47,740 - mmcls - INFO - Epoch [9][570/586] lr: 2.500e-01, eta: 1:35:45, time: 0.237, data_time: 0.016, memory: 3159, loss: 1.1653, top-1: 65.1562, top-5: 87.5195, norm_input_base: 50.9380, norm_input_novel: 0.0000, norm_main_base: 157.2841, norm_main_novel: 0.0000, norm_residual_base: 14.3078, norm_residual_novel: 0.0000
2024-06-07 14:52:50,090 - mmcls - INFO - Epoch [9][580/586] lr: 2.500e-01, eta: 1:35:43, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.1694, top-1: 64.9805, top-5: 87.1094, norm_input_base: 52.1229, norm_input_novel: 0.0000, norm_main_base: 158.0463, norm_main_novel: 0.0000, norm_residual_base: 14.3527, norm_residual_novel: 0.0000
2024-06-07 14:52:51,346 - mmcls - INFO - Saving checkpoint at 9 epochs
2024-06-07 14:52:54,885 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:52:54,887 - mmcls - INFO - Epoch(val) [9][12] acc: 62.2833
2024-06-07 14:52:59,999 - mmcls - INFO - Epoch [10][10/586] lr: 2.500e-01, eta: 1:35:44, time: 0.496, data_time: 0.250, memory: 3159, loss: 1.1940, top-1: 64.3555, top-5: 86.7969, norm_input_base: 51.2827, norm_input_novel: 0.0000, norm_main_base: 153.0738, norm_main_novel: 0.0000, norm_residual_base: 15.2265, norm_residual_novel: 0.0000
2024-06-07 14:53:02,364 - mmcls - INFO - Epoch [10][20/586] lr: 2.500e-01, eta: 1:35:42, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2006, top-1: 64.9609, top-5: 87.3047, norm_input_base: 50.2983, norm_input_novel: 0.0000, norm_main_base: 158.4560, norm_main_novel: 0.0000, norm_residual_base: 14.3371, norm_residual_novel: 0.0000
2024-06-07 14:53:04,720 - mmcls - INFO - Epoch [10][30/586] lr: 2.500e-01, eta: 1:35:39, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1877, top-1: 65.0000, top-5: 87.2461, norm_input_base: 48.4033, norm_input_novel: 0.0000, norm_main_base: 155.6865, norm_main_novel: 0.0000, norm_residual_base: 14.3536, norm_residual_novel: 0.0000
2024-06-07 14:53:07,079 - mmcls - INFO - Epoch [10][40/586] lr: 2.500e-01, eta: 1:35:36, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2389, top-1: 63.5938, top-5: 87.0117, norm_input_base: 51.7061, norm_input_novel: 0.0000, norm_main_base: 152.5483, norm_main_novel: 0.0000, norm_residual_base: 14.3157, norm_residual_novel: 0.0000
2024-06-07 14:53:09,436 - mmcls - INFO - Epoch [10][50/586] lr: 2.500e-01, eta: 1:35:34, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1971, top-1: 64.4531, top-5: 87.2266, norm_input_base: 54.8495, norm_input_novel: 0.0000, norm_main_base: 157.4334, norm_main_novel: 0.0000, norm_residual_base: 14.6673, norm_residual_novel: 0.0000
2024-06-07 14:53:11,795 - mmcls - INFO - Epoch [10][60/586] lr: 2.500e-01, eta: 1:35:31, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1902, top-1: 64.2969, top-5: 87.4414, norm_input_base: 56.8514, norm_input_novel: 0.0000, norm_main_base: 160.2556, norm_main_novel: 0.0000, norm_residual_base: 14.5717, norm_residual_novel: 0.0000
2024-06-07 14:53:14,161 - mmcls - INFO - Epoch [10][70/586] lr: 2.500e-01, eta: 1:35:29, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2000, top-1: 64.6289, top-5: 87.1484, norm_input_base: 50.9453, norm_input_novel: 0.0000, norm_main_base: 161.3883, norm_main_novel: 0.0000, norm_residual_base: 14.2899, norm_residual_novel: 0.0000
2024-06-07 14:53:16,521 - mmcls - INFO - Epoch [10][80/586] lr: 2.500e-01, eta: 1:35:26, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1914, top-1: 64.7461, top-5: 87.6367, norm_input_base: 48.6642, norm_input_novel: 0.0000, norm_main_base: 160.5415, norm_main_novel: 0.0000, norm_residual_base: 14.1719, norm_residual_novel: 0.0000
2024-06-07 14:53:18,891 - mmcls - INFO - Epoch [10][90/586] lr: 2.500e-01, eta: 1:35:24, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1773, top-1: 65.0977, top-5: 87.4805, norm_input_base: 58.7802, norm_input_novel: 0.0000, norm_main_base: 161.5895, norm_main_novel: 0.0000, norm_residual_base: 14.3121, norm_residual_novel: 0.0000
2024-06-07 14:53:21,265 - mmcls - INFO - Epoch [10][100/586] lr: 2.500e-01, eta: 1:35:21, time: 0.238, data_time: 0.015, memory: 3159, loss: 1.2002, top-1: 64.5898, top-5: 86.5234, norm_input_base: 58.5520, norm_input_novel: 0.0000, norm_main_base: 158.5197, norm_main_novel: 0.0000, norm_residual_base: 14.4133, norm_residual_novel: 0.0000
2024-06-07 14:53:23,632 - mmcls - INFO - Epoch [10][110/586] lr: 2.500e-01, eta: 1:35:19, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1567, top-1: 65.9961, top-5: 87.3828, norm_input_base: 50.1046, norm_input_novel: 0.0000, norm_main_base: 155.1937, norm_main_novel: 0.0000, norm_residual_base: 14.6786, norm_residual_novel: 0.0000
2024-06-07 14:53:25,996 - mmcls - INFO - Epoch [10][120/586] lr: 2.500e-01, eta: 1:35:16, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2192, top-1: 64.0430, top-5: 86.8750, norm_input_base: 46.9565, norm_input_novel: 0.0000, norm_main_base: 158.6214, norm_main_novel: 0.0000, norm_residual_base: 13.8001, norm_residual_novel: 0.0000
2024-06-07 14:53:28,354 - mmcls - INFO - Epoch [10][130/586] lr: 2.500e-01, eta: 1:35:14, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1486, top-1: 64.9805, top-5: 87.4805, norm_input_base: 48.2873, norm_input_novel: 0.0000, norm_main_base: 158.4435, norm_main_novel: 0.0000, norm_residual_base: 14.1312, norm_residual_novel: 0.0000
2024-06-07 14:53:30,717 - mmcls - INFO - Epoch [10][140/586] lr: 2.500e-01, eta: 1:35:11, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1785, top-1: 64.4727, top-5: 87.5586, norm_input_base: 45.5808, norm_input_novel: 0.0000, norm_main_base: 154.7925, norm_main_novel: 0.0000, norm_residual_base: 14.6491, norm_residual_novel: 0.0000
2024-06-07 14:53:33,084 - mmcls - INFO - Epoch [10][150/586] lr: 2.500e-01, eta: 1:35:09, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1937, top-1: 65.0000, top-5: 87.5391, norm_input_base: 48.8306, norm_input_novel: 0.0000, norm_main_base: 156.8614, norm_main_novel: 0.0000, norm_residual_base: 14.9032, norm_residual_novel: 0.0000
2024-06-07 14:53:35,445 - mmcls - INFO - Epoch [10][160/586] lr: 2.500e-01, eta: 1:35:06, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2349, top-1: 63.5156, top-5: 86.7578, norm_input_base: 52.1684, norm_input_novel: 0.0000, norm_main_base: 161.7837, norm_main_novel: 0.0000, norm_residual_base: 14.3211, norm_residual_novel: 0.0000
2024-06-07 14:53:37,810 - mmcls - INFO - Epoch [10][170/586] lr: 2.500e-01, eta: 1:35:04, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1785, top-1: 65.0000, top-5: 88.1641, norm_input_base: 52.3117, norm_input_novel: 0.0000, norm_main_base: 164.8145, norm_main_novel: 0.0000, norm_residual_base: 14.4314, norm_residual_novel: 0.0000
2024-06-07 14:53:40,285 - mmcls - INFO - Epoch [10][180/586] lr: 2.500e-01, eta: 1:35:02, time: 0.247, data_time: 0.015, memory: 3159, loss: 1.1691, top-1: 64.5312, top-5: 87.5000, norm_input_base: 47.5402, norm_input_novel: 0.0000, norm_main_base: 159.2652, norm_main_novel: 0.0000, norm_residual_base: 15.0053, norm_residual_novel: 0.0000
2024-06-07 14:53:42,651 - mmcls - INFO - Epoch [10][190/586] lr: 2.500e-01, eta: 1:34:59, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2568, top-1: 62.6758, top-5: 85.9961, norm_input_base: 52.6368, norm_input_novel: 0.0000, norm_main_base: 161.0870, norm_main_novel: 0.0000, norm_residual_base: 14.6025, norm_residual_novel: 0.0000
2024-06-07 14:53:45,018 - mmcls - INFO - Epoch [10][200/586] lr: 2.500e-01, eta: 1:34:57, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2202, top-1: 63.6914, top-5: 87.0312, norm_input_base: 55.5819, norm_input_novel: 0.0000, norm_main_base: 164.0771, norm_main_novel: 0.0000, norm_residual_base: 14.7205, norm_residual_novel: 0.0000
2024-06-07 14:53:47,382 - mmcls - INFO - Epoch [10][210/586] lr: 2.500e-01, eta: 1:34:54, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1491, top-1: 65.0977, top-5: 87.7930, norm_input_base: 54.1394, norm_input_novel: 0.0000, norm_main_base: 163.3769, norm_main_novel: 0.0000, norm_residual_base: 14.4467, norm_residual_novel: 0.0000
2024-06-07 14:53:49,864 - mmcls - INFO - Epoch [10][220/586] lr: 2.500e-01, eta: 1:34:52, time: 0.248, data_time: 0.015, memory: 3159, loss: 1.1821, top-1: 64.1992, top-5: 87.3633, norm_input_base: 52.9253, norm_input_novel: 0.0000, norm_main_base: 161.4273, norm_main_novel: 0.0000, norm_residual_base: 14.7174, norm_residual_novel: 0.0000
2024-06-07 14:53:52,231 - mmcls - INFO - Epoch [10][230/586] lr: 2.500e-01, eta: 1:34:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1563, top-1: 64.6484, top-5: 87.7930, norm_input_base: 50.6987, norm_input_novel: 0.0000, norm_main_base: 161.4968, norm_main_novel: 0.0000, norm_residual_base: 15.0687, norm_residual_novel: 0.0000
2024-06-07 14:53:54,716 - mmcls - INFO - Epoch [10][240/586] lr: 2.500e-01, eta: 1:34:48, time: 0.249, data_time: 0.015, memory: 3159, loss: 1.1822, top-1: 64.8828, top-5: 86.8359, norm_input_base: 56.0947, norm_input_novel: 0.0000, norm_main_base: 161.8970, norm_main_novel: 0.0000, norm_residual_base: 14.1753, norm_residual_novel: 0.0000
2024-06-07 14:53:57,182 - mmcls - INFO - Epoch [10][250/586] lr: 2.500e-01, eta: 1:34:46, time: 0.246, data_time: 0.015, memory: 3159, loss: 1.1740, top-1: 64.4336, top-5: 87.3438, norm_input_base: 56.3026, norm_input_novel: 0.0000, norm_main_base: 158.7311, norm_main_novel: 0.0000, norm_residual_base: 14.6055, norm_residual_novel: 0.0000
2024-06-07 14:53:59,775 - mmcls - INFO - Epoch [10][260/586] lr: 2.500e-01, eta: 1:34:44, time: 0.259, data_time: 0.015, memory: 3159, loss: 1.1911, top-1: 64.6484, top-5: 87.1484, norm_input_base: 56.9536, norm_input_novel: 0.0000, norm_main_base: 159.6678, norm_main_novel: 0.0000, norm_residual_base: 14.5031, norm_residual_novel: 0.0000
2024-06-07 14:54:02,258 - mmcls - INFO - Epoch [10][270/586] lr: 2.500e-01, eta: 1:34:42, time: 0.248, data_time: 0.015, memory: 3159, loss: 1.1800, top-1: 64.0625, top-5: 87.5977, norm_input_base: 53.2115, norm_input_novel: 0.0000, norm_main_base: 160.8568, norm_main_novel: 0.0000, norm_residual_base: 14.6059, norm_residual_novel: 0.0000
2024-06-07 14:54:04,617 - mmcls - INFO - Epoch [10][280/586] lr: 2.500e-01, eta: 1:34:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1579, top-1: 65.2734, top-5: 87.6953, norm_input_base: 54.2568, norm_input_novel: 0.0000, norm_main_base: 166.0245, norm_main_novel: 0.0000, norm_residual_base: 14.6203, norm_residual_novel: 0.0000
2024-06-07 14:54:06,980 - mmcls - INFO - Epoch [10][290/586] lr: 2.500e-01, eta: 1:34:37, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1724, top-1: 64.6289, top-5: 87.5000, norm_input_base: 50.0559, norm_input_novel: 0.0000, norm_main_base: 164.6407, norm_main_novel: 0.0000, norm_residual_base: 14.5485, norm_residual_novel: 0.0000
2024-06-07 14:54:09,338 - mmcls - INFO - Epoch [10][300/586] lr: 2.500e-01, eta: 1:34:35, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1705, top-1: 65.3516, top-5: 87.5391, norm_input_base: 48.3142, norm_input_novel: 0.0000, norm_main_base: 161.3930, norm_main_novel: 0.0000, norm_residual_base: 14.1842, norm_residual_novel: 0.0000
2024-06-07 14:54:11,700 - mmcls - INFO - Epoch [10][310/586] lr: 2.500e-01, eta: 1:34:32, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2167, top-1: 63.5156, top-5: 86.7773, norm_input_base: 52.7349, norm_input_novel: 0.0000, norm_main_base: 160.4257, norm_main_novel: 0.0000, norm_residual_base: 14.0701, norm_residual_novel: 0.0000
2024-06-07 14:54:14,066 - mmcls - INFO - Epoch [10][320/586] lr: 2.500e-01, eta: 1:34:30, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1848, top-1: 64.2383, top-5: 86.9531, norm_input_base: 49.4614, norm_input_novel: 0.0000, norm_main_base: 157.9504, norm_main_novel: 0.0000, norm_residual_base: 14.3934, norm_residual_novel: 0.0000
2024-06-07 14:54:16,541 - mmcls - INFO - Epoch [10][330/586] lr: 2.500e-01, eta: 1:34:28, time: 0.247, data_time: 0.015, memory: 3159, loss: 1.2286, top-1: 62.6562, top-5: 87.3633, norm_input_base: 54.7406, norm_input_novel: 0.0000, norm_main_base: 159.9392, norm_main_novel: 0.0000, norm_residual_base: 14.3196, norm_residual_novel: 0.0000
2024-06-07 14:54:18,906 - mmcls - INFO - Epoch [10][340/586] lr: 2.500e-01, eta: 1:34:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2032, top-1: 64.7656, top-5: 87.0898, norm_input_base: 56.2365, norm_input_novel: 0.0000, norm_main_base: 167.1984, norm_main_novel: 0.0000, norm_residual_base: 14.9041, norm_residual_novel: 0.0000
2024-06-07 14:54:21,271 - mmcls - INFO - Epoch [10][350/586] lr: 2.500e-01, eta: 1:34:23, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2394, top-1: 63.0078, top-5: 86.5820, norm_input_base: 52.0540, norm_input_novel: 0.0000, norm_main_base: 165.3768, norm_main_novel: 0.0000, norm_residual_base: 15.1121, norm_residual_novel: 0.0000
2024-06-07 14:54:23,635 - mmcls - INFO - Epoch [10][360/586] lr: 2.500e-01, eta: 1:34:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1925, top-1: 64.2773, top-5: 87.4805, norm_input_base: 47.0717, norm_input_novel: 0.0000, norm_main_base: 158.4559, norm_main_novel: 0.0000, norm_residual_base: 14.5788, norm_residual_novel: 0.0000
2024-06-07 14:54:25,999 - mmcls - INFO - Epoch [10][370/586] lr: 2.500e-01, eta: 1:34:17, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1642, top-1: 65.7422, top-5: 87.2070, norm_input_base: 51.4380, norm_input_novel: 0.0000, norm_main_base: 159.9852, norm_main_novel: 0.0000, norm_residual_base: 14.0179, norm_residual_novel: 0.0000
2024-06-07 14:54:28,362 - mmcls - INFO - Epoch [10][380/586] lr: 2.500e-01, eta: 1:34:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1875, top-1: 64.8047, top-5: 87.5000, norm_input_base: 49.6948, norm_input_novel: 0.0000, norm_main_base: 158.5932, norm_main_novel: 0.0000, norm_residual_base: 14.3730, norm_residual_novel: 0.0000
2024-06-07 14:54:30,725 - mmcls - INFO - Epoch [10][390/586] lr: 2.500e-01, eta: 1:34:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1733, top-1: 64.7070, top-5: 87.4023, norm_input_base: 55.0637, norm_input_novel: 0.0000, norm_main_base: 158.7237, norm_main_novel: 0.0000, norm_residual_base: 14.7626, norm_residual_novel: 0.0000
2024-06-07 14:54:33,086 - mmcls - INFO - Epoch [10][400/586] lr: 2.500e-01, eta: 1:34:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1648, top-1: 64.8633, top-5: 87.3633, norm_input_base: 58.2712, norm_input_novel: 0.0000, norm_main_base: 161.8435, norm_main_novel: 0.0000, norm_residual_base: 14.8059, norm_residual_novel: 0.0000
2024-06-07 14:54:35,460 - mmcls - INFO - Epoch [10][410/586] lr: 2.500e-01, eta: 1:34:07, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1728, top-1: 64.4922, top-5: 87.5977, norm_input_base: 55.2718, norm_input_novel: 0.0000, norm_main_base: 163.0768, norm_main_novel: 0.0000, norm_residual_base: 14.2873, norm_residual_novel: 0.0000
2024-06-07 14:54:37,826 - mmcls - INFO - Epoch [10][420/586] lr: 2.500e-01, eta: 1:34:05, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1606, top-1: 64.5703, top-5: 87.5781, norm_input_base: 44.9623, norm_input_novel: 0.0000, norm_main_base: 160.2825, norm_main_novel: 0.0000, norm_residual_base: 14.2553, norm_residual_novel: 0.0000
2024-06-07 14:54:40,192 - mmcls - INFO - Epoch [10][430/586] lr: 2.500e-01, eta: 1:34:02, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1911, top-1: 64.0820, top-5: 86.6797, norm_input_base: 55.3814, norm_input_novel: 0.0000, norm_main_base: 162.5613, norm_main_novel: 0.0000, norm_residual_base: 14.3173, norm_residual_novel: 0.0000
2024-06-07 14:54:42,556 - mmcls - INFO - Epoch [10][440/586] lr: 2.500e-01, eta: 1:34:00, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1504, top-1: 65.8008, top-5: 87.6758, norm_input_base: 56.5456, norm_input_novel: 0.0000, norm_main_base: 161.1694, norm_main_novel: 0.0000, norm_residual_base: 14.4473, norm_residual_novel: 0.0000
2024-06-07 14:54:44,923 - mmcls - INFO - Epoch [10][450/586] lr: 2.500e-01, eta: 1:33:57, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2082, top-1: 64.3555, top-5: 86.8555, norm_input_base: 46.7957, norm_input_novel: 0.0000, norm_main_base: 158.7292, norm_main_novel: 0.0000, norm_residual_base: 13.7847, norm_residual_novel: 0.0000
2024-06-07 14:54:47,290 - mmcls - INFO - Epoch [10][460/586] lr: 2.500e-01, eta: 1:33:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1421, top-1: 65.6836, top-5: 87.3242, norm_input_base: 51.7369, norm_input_novel: 0.0000, norm_main_base: 160.8254, norm_main_novel: 0.0000, norm_residual_base: 14.8367, norm_residual_novel: 0.0000
2024-06-07 14:54:49,657 - mmcls - INFO - Epoch [10][470/586] lr: 2.500e-01, eta: 1:33:52, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2157, top-1: 64.0625, top-5: 86.9141, norm_input_base: 63.3819, norm_input_novel: 0.0000, norm_main_base: 162.1933, norm_main_novel: 0.0000, norm_residual_base: 14.9056, norm_residual_novel: 0.0000
2024-06-07 14:54:52,018 - mmcls - INFO - Epoch [10][480/586] lr: 2.500e-01, eta: 1:33:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1597, top-1: 65.2734, top-5: 87.9688, norm_input_base: 59.5640, norm_input_novel: 0.0000, norm_main_base: 161.4615, norm_main_novel: 0.0000, norm_residual_base: 14.4812, norm_residual_novel: 0.0000
2024-06-07 14:54:54,382 - mmcls - INFO - Epoch [10][490/586] lr: 2.500e-01, eta: 1:33:47, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1943, top-1: 63.8477, top-5: 86.6406, norm_input_base: 57.4096, norm_input_novel: 0.0000, norm_main_base: 158.4301, norm_main_novel: 0.0000, norm_residual_base: 14.1780, norm_residual_novel: 0.0000
2024-06-07 14:54:56,753 - mmcls - INFO - Epoch [10][500/586] lr: 2.500e-01, eta: 1:33:45, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1639, top-1: 64.8438, top-5: 87.6953, norm_input_base: 59.3934, norm_input_novel: 0.0000, norm_main_base: 160.4119, norm_main_novel: 0.0000, norm_residual_base: 14.6348, norm_residual_novel: 0.0000
2024-06-07 14:54:59,120 - mmcls - INFO - Epoch [10][510/586] lr: 2.500e-01, eta: 1:33:43, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2088, top-1: 62.9102, top-5: 87.1289, norm_input_base: 55.0019, norm_input_novel: 0.0000, norm_main_base: 158.9745, norm_main_novel: 0.0000, norm_residual_base: 14.6522, norm_residual_novel: 0.0000
2024-06-07 14:55:01,485 - mmcls - INFO - Epoch [10][520/586] lr: 2.500e-01, eta: 1:33:40, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1735, top-1: 65.2148, top-5: 87.6367, norm_input_base: 53.3461, norm_input_novel: 0.0000, norm_main_base: 161.9424, norm_main_novel: 0.0000, norm_residual_base: 14.8171, norm_residual_novel: 0.0000
2024-06-07 14:55:03,856 - mmcls - INFO - Epoch [10][530/586] lr: 2.500e-01, eta: 1:33:38, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1579, top-1: 64.8828, top-5: 87.7930, norm_input_base: 56.8058, norm_input_novel: 0.0000, norm_main_base: 163.9425, norm_main_novel: 0.0000, norm_residual_base: 14.3351, norm_residual_novel: 0.0000
2024-06-07 14:55:06,224 - mmcls - INFO - Epoch [10][540/586] lr: 2.500e-01, eta: 1:33:35, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1658, top-1: 65.3711, top-5: 87.3633, norm_input_base: 63.3794, norm_input_novel: 0.0000, norm_main_base: 166.2793, norm_main_novel: 0.0000, norm_residual_base: 14.2756, norm_residual_novel: 0.0000
2024-06-07 14:55:08,582 - mmcls - INFO - Epoch [10][550/586] lr: 2.500e-01, eta: 1:33:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1611, top-1: 66.2305, top-5: 87.4805, norm_input_base: 66.1750, norm_input_novel: 0.0000, norm_main_base: 170.5959, norm_main_novel: 0.0000, norm_residual_base: 13.9120, norm_residual_novel: 0.0000
2024-06-07 14:55:10,952 - mmcls - INFO - Epoch [10][560/586] lr: 2.500e-01, eta: 1:33:30, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1749, top-1: 64.4531, top-5: 86.8359, norm_input_base: 52.7540, norm_input_novel: 0.0000, norm_main_base: 167.2382, norm_main_novel: 0.0000, norm_residual_base: 14.3088, norm_residual_novel: 0.0000
2024-06-07 14:55:13,313 - mmcls - INFO - Epoch [10][570/586] lr: 2.500e-01, eta: 1:33:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2171, top-1: 63.3398, top-5: 86.6211, norm_input_base: 56.6625, norm_input_novel: 0.0000, norm_main_base: 166.1887, norm_main_novel: 0.0000, norm_residual_base: 14.7296, norm_residual_novel: 0.0000
2024-06-07 14:55:15,657 - mmcls - INFO - Epoch [10][580/586] lr: 2.500e-01, eta: 1:33:25, time: 0.234, data_time: 0.015, memory: 3159, loss: 1.2111, top-1: 63.2031, top-5: 86.9141, norm_input_base: 52.5696, norm_input_novel: 0.0000, norm_main_base: 164.4814, norm_main_novel: 0.0000, norm_residual_base: 15.0648, norm_residual_novel: 0.0000
2024-06-07 14:55:16,909 - mmcls - INFO - Saving checkpoint at 10 epochs
2024-06-07 14:55:20,450 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:55:20,451 - mmcls - INFO - The previous best checkpoint /ibex/user/lix0k/code/FSCIL_multibrancwork_dirs/mamba_fscil/miniimagenet_resnet12_mambafscil/best_acc_epoch_8.pth was removed
2024-06-07 14:55:20,691 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_10.pth.
2024-06-07 14:55:20,692 - mmcls - INFO - Best acc is 65.4000 at 10 epoch.
2024-06-07 14:55:20,696 - mmcls - INFO - Epoch(val) [10][12] acc: 65.4000
2024-06-07 14:55:25,516 - mmcls - INFO - Epoch [11][10/586] lr: 2.500e-01, eta: 1:33:25, time: 0.467, data_time: 0.246, memory: 3159, loss: 1.1292, top-1: 65.7812, top-5: 88.0664, norm_input_base: 61.8498, norm_input_novel: 0.0000, norm_main_base: 162.3339, norm_main_novel: 0.0000, norm_residual_base: 14.4295, norm_residual_novel: 0.0000
2024-06-07 14:55:27,888 - mmcls - INFO - Epoch [11][20/586] lr: 2.500e-01, eta: 1:33:22, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1521, top-1: 66.2695, top-5: 87.7148, norm_input_base: 58.0095, norm_input_novel: 0.0000, norm_main_base: 160.8221, norm_main_novel: 0.0000, norm_residual_base: 13.9270, norm_residual_novel: 0.0000
2024-06-07 14:55:30,253 - mmcls - INFO - Epoch [11][30/586] lr: 2.500e-01, eta: 1:33:20, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1796, top-1: 64.7656, top-5: 86.8945, norm_input_base: 57.7951, norm_input_novel: 0.0000, norm_main_base: 163.7851, norm_main_novel: 0.0000, norm_residual_base: 14.1857, norm_residual_novel: 0.0000
2024-06-07 14:55:32,626 - mmcls - INFO - Epoch [11][40/586] lr: 2.500e-01, eta: 1:33:17, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1551, top-1: 64.9805, top-5: 87.9102, norm_input_base: 52.9225, norm_input_novel: 0.0000, norm_main_base: 164.3932, norm_main_novel: 0.0000, norm_residual_base: 13.8175, norm_residual_novel: 0.0000
2024-06-07 14:55:34,996 - mmcls - INFO - Epoch [11][50/586] lr: 2.500e-01, eta: 1:33:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1513, top-1: 65.5859, top-5: 88.1445, norm_input_base: 55.8017, norm_input_novel: 0.0000, norm_main_base: 163.1829, norm_main_novel: 0.0000, norm_residual_base: 14.0213, norm_residual_novel: 0.0000
2024-06-07 14:55:37,361 - mmcls - INFO - Epoch [11][60/586] lr: 2.500e-01, eta: 1:33:12, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1325, top-1: 66.0547, top-5: 87.9102, norm_input_base: 50.8598, norm_input_novel: 0.0000, norm_main_base: 162.5789, norm_main_novel: 0.0000, norm_residual_base: 14.2528, norm_residual_novel: 0.0000
2024-06-07 14:55:39,724 - mmcls - INFO - Epoch [11][70/586] lr: 2.500e-01, eta: 1:33:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1329, top-1: 66.4648, top-5: 87.6172, norm_input_base: 50.1189, norm_input_novel: 0.0000, norm_main_base: 161.3916, norm_main_novel: 0.0000, norm_residual_base: 13.8645, norm_residual_novel: 0.0000
2024-06-07 14:55:42,088 - mmcls - INFO - Epoch [11][80/586] lr: 2.500e-01, eta: 1:33:07, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1324, top-1: 66.1523, top-5: 88.3398, norm_input_base: 47.6222, norm_input_novel: 0.0000, norm_main_base: 161.0765, norm_main_novel: 0.0000, norm_residual_base: 14.4135, norm_residual_novel: 0.0000
2024-06-07 14:55:44,453 - mmcls - INFO - Epoch [11][90/586] lr: 2.500e-01, eta: 1:33:05, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1779, top-1: 64.4922, top-5: 87.0508, norm_input_base: 55.9531, norm_input_novel: 0.0000, norm_main_base: 166.3894, norm_main_novel: 0.0000, norm_residual_base: 14.3826, norm_residual_novel: 0.0000
2024-06-07 14:55:46,819 - mmcls - INFO - Epoch [11][100/586] lr: 2.500e-01, eta: 1:33:02, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1475, top-1: 65.4297, top-5: 87.9688, norm_input_base: 54.4826, norm_input_novel: 0.0000, norm_main_base: 164.0698, norm_main_novel: 0.0000, norm_residual_base: 14.1551, norm_residual_novel: 0.0000
2024-06-07 14:55:49,187 - mmcls - INFO - Epoch [11][110/586] lr: 2.500e-01, eta: 1:33:00, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1478, top-1: 65.3125, top-5: 87.9883, norm_input_base: 56.3205, norm_input_novel: 0.0000, norm_main_base: 164.3705, norm_main_novel: 0.0000, norm_residual_base: 14.0180, norm_residual_novel: 0.0000
2024-06-07 14:55:51,561 - mmcls - INFO - Epoch [11][120/586] lr: 2.500e-01, eta: 1:32:57, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1172, top-1: 66.4062, top-5: 88.4961, norm_input_base: 57.9796, norm_input_novel: 0.0000, norm_main_base: 162.1687, norm_main_novel: 0.0000, norm_residual_base: 14.6458, norm_residual_novel: 0.0000
2024-06-07 14:55:53,933 - mmcls - INFO - Epoch [11][130/586] lr: 2.500e-01, eta: 1:32:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1314, top-1: 64.8633, top-5: 87.6953, norm_input_base: 52.1240, norm_input_novel: 0.0000, norm_main_base: 163.5261, norm_main_novel: 0.0000, norm_residual_base: 14.1532, norm_residual_novel: 0.0000
2024-06-07 14:55:56,302 - mmcls - INFO - Epoch [11][140/586] lr: 2.500e-01, eta: 1:32:52, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1654, top-1: 64.7852, top-5: 87.8516, norm_input_base: 55.2922, norm_input_novel: 0.0000, norm_main_base: 163.3495, norm_main_novel: 0.0000, norm_residual_base: 13.8201, norm_residual_novel: 0.0000
2024-06-07 14:55:58,677 - mmcls - INFO - Epoch [11][150/586] lr: 2.500e-01, eta: 1:32:50, time: 0.238, data_time: 0.016, memory: 3159, loss: 1.1326, top-1: 65.6641, top-5: 87.8125, norm_input_base: 51.4559, norm_input_novel: 0.0000, norm_main_base: 164.5183, norm_main_novel: 0.0000, norm_residual_base: 14.2753, norm_residual_novel: 0.0000
2024-06-07 14:56:01,044 - mmcls - INFO - Epoch [11][160/586] lr: 2.500e-01, eta: 1:32:47, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1752, top-1: 64.9023, top-5: 87.4609, norm_input_base: 53.1649, norm_input_novel: 0.0000, norm_main_base: 162.5358, norm_main_novel: 0.0000, norm_residual_base: 14.4680, norm_residual_novel: 0.0000
2024-06-07 14:56:03,417 - mmcls - INFO - Epoch [11][170/586] lr: 2.500e-01, eta: 1:32:45, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1334, top-1: 65.5664, top-5: 88.4961, norm_input_base: 58.8951, norm_input_novel: 0.0000, norm_main_base: 163.4319, norm_main_novel: 0.0000, norm_residual_base: 13.8613, norm_residual_novel: 0.0000
2024-06-07 14:56:05,788 - mmcls - INFO - Epoch [11][180/586] lr: 2.500e-01, eta: 1:32:42, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1595, top-1: 64.9805, top-5: 88.0078, norm_input_base: 55.2892, norm_input_novel: 0.0000, norm_main_base: 164.9862, norm_main_novel: 0.0000, norm_residual_base: 14.2602, norm_residual_novel: 0.0000
2024-06-07 14:56:08,157 - mmcls - INFO - Epoch [11][190/586] lr: 2.500e-01, eta: 1:32:40, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1231, top-1: 65.6250, top-5: 88.4375, norm_input_base: 54.0190, norm_input_novel: 0.0000, norm_main_base: 163.1977, norm_main_novel: 0.0000, norm_residual_base: 14.2796, norm_residual_novel: 0.0000
2024-06-07 14:56:10,515 - mmcls - INFO - Epoch [11][200/586] lr: 2.500e-01, eta: 1:32:37, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1679, top-1: 64.4531, top-5: 88.1836, norm_input_base: 51.5187, norm_input_novel: 0.0000, norm_main_base: 162.7353, norm_main_novel: 0.0000, norm_residual_base: 14.2940, norm_residual_novel: 0.0000
2024-06-07 14:56:12,889 - mmcls - INFO - Epoch [11][210/586] lr: 2.500e-01, eta: 1:32:35, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1659, top-1: 64.6875, top-5: 87.2070, norm_input_base: 55.1637, norm_input_novel: 0.0000, norm_main_base: 163.6511, norm_main_novel: 0.0000, norm_residual_base: 14.5883, norm_residual_novel: 0.0000
2024-06-07 14:56:15,261 - mmcls - INFO - Epoch [11][220/586] lr: 2.500e-01, eta: 1:32:32, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1530, top-1: 65.3320, top-5: 87.8906, norm_input_base: 66.0003, norm_input_novel: 0.0000, norm_main_base: 161.5761, norm_main_novel: 0.0000, norm_residual_base: 14.9202, norm_residual_novel: 0.0000
2024-06-07 14:56:17,626 - mmcls - INFO - Epoch [11][230/586] lr: 2.500e-01, eta: 1:32:30, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1773, top-1: 64.5898, top-5: 87.5977, norm_input_base: 53.3774, norm_input_novel: 0.0000, norm_main_base: 155.9162, norm_main_novel: 0.0000, norm_residual_base: 13.9887, norm_residual_novel: 0.0000
2024-06-07 14:56:19,997 - mmcls - INFO - Epoch [11][240/586] lr: 2.500e-01, eta: 1:32:27, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1558, top-1: 65.3320, top-5: 88.1445, norm_input_base: 53.5805, norm_input_novel: 0.0000, norm_main_base: 157.7357, norm_main_novel: 0.0000, norm_residual_base: 14.0928, norm_residual_novel: 0.0000
2024-06-07 14:56:22,360 - mmcls - INFO - Epoch [11][250/586] lr: 2.500e-01, eta: 1:32:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1877, top-1: 64.2773, top-5: 87.0312, norm_input_base: 53.0578, norm_input_novel: 0.0000, norm_main_base: 160.2217, norm_main_novel: 0.0000, norm_residual_base: 14.3726, norm_residual_novel: 0.0000
2024-06-07 14:56:24,726 - mmcls - INFO - Epoch [11][260/586] lr: 2.500e-01, eta: 1:32:22, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1712, top-1: 64.7266, top-5: 87.3047, norm_input_base: 56.1993, norm_input_novel: 0.0000, norm_main_base: 161.0677, norm_main_novel: 0.0000, norm_residual_base: 14.3378, norm_residual_novel: 0.0000
2024-06-07 14:56:27,093 - mmcls - INFO - Epoch [11][270/586] lr: 2.500e-01, eta: 1:32:20, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2013, top-1: 64.1211, top-5: 86.6992, norm_input_base: 61.8982, norm_input_novel: 0.0000, norm_main_base: 162.2729, norm_main_novel: 0.0000, norm_residual_base: 14.8247, norm_residual_novel: 0.0000
2024-06-07 14:56:29,459 - mmcls - INFO - Epoch [11][280/586] lr: 2.500e-01, eta: 1:32:17, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1960, top-1: 64.5898, top-5: 87.5781, norm_input_base: 55.1513, norm_input_novel: 0.0000, norm_main_base: 165.9503, norm_main_novel: 0.0000, norm_residual_base: 14.5223, norm_residual_novel: 0.0000
2024-06-07 14:56:31,831 - mmcls - INFO - Epoch [11][290/586] lr: 2.500e-01, eta: 1:32:15, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1738, top-1: 64.3555, top-5: 87.5977, norm_input_base: 56.7594, norm_input_novel: 0.0000, norm_main_base: 164.4631, norm_main_novel: 0.0000, norm_residual_base: 14.1323, norm_residual_novel: 0.0000
2024-06-07 14:56:34,194 - mmcls - INFO - Epoch [11][300/586] lr: 2.500e-01, eta: 1:32:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1501, top-1: 66.0742, top-5: 87.7930, norm_input_base: 52.5579, norm_input_novel: 0.0000, norm_main_base: 161.5282, norm_main_novel: 0.0000, norm_residual_base: 14.0169, norm_residual_novel: 0.0000
2024-06-07 14:56:36,556 - mmcls - INFO - Epoch [11][310/586] lr: 2.500e-01, eta: 1:32:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1778, top-1: 65.4492, top-5: 86.9922, norm_input_base: 51.3616, norm_input_novel: 0.0000, norm_main_base: 159.0973, norm_main_novel: 0.0000, norm_residual_base: 14.4412, norm_residual_novel: 0.0000
2024-06-07 14:56:38,925 - mmcls - INFO - Epoch [11][320/586] lr: 2.500e-01, eta: 1:32:08, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1622, top-1: 64.8047, top-5: 87.3633, norm_input_base: 60.6855, norm_input_novel: 0.0000, norm_main_base: 164.9124, norm_main_novel: 0.0000, norm_residual_base: 14.4942, norm_residual_novel: 0.0000
2024-06-07 14:56:41,292 - mmcls - INFO - Epoch [11][330/586] lr: 2.500e-01, eta: 1:32:05, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1715, top-1: 65.1172, top-5: 87.7930, norm_input_base: 56.7065, norm_input_novel: 0.0000, norm_main_base: 161.9007, norm_main_novel: 0.0000, norm_residual_base: 14.9057, norm_residual_novel: 0.0000
2024-06-07 14:56:43,655 - mmcls - INFO - Epoch [11][340/586] lr: 2.500e-01, eta: 1:32:03, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1213, top-1: 65.5664, top-5: 88.3008, norm_input_base: 51.7530, norm_input_novel: 0.0000, norm_main_base: 163.1232, norm_main_novel: 0.0000, norm_residual_base: 14.5879, norm_residual_novel: 0.0000
2024-06-07 14:56:46,019 - mmcls - INFO - Epoch [11][350/586] lr: 2.500e-01, eta: 1:32:00, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1674, top-1: 64.6680, top-5: 87.0898, norm_input_base: 52.6767, norm_input_novel: 0.0000, norm_main_base: 163.6347, norm_main_novel: 0.0000, norm_residual_base: 13.9899, norm_residual_novel: 0.0000
2024-06-07 14:56:48,390 - mmcls - INFO - Epoch [11][360/586] lr: 2.500e-01, eta: 1:31:58, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1716, top-1: 64.9023, top-5: 87.8125, norm_input_base: 53.0619, norm_input_novel: 0.0000, norm_main_base: 165.0619, norm_main_novel: 0.0000, norm_residual_base: 13.6797, norm_residual_novel: 0.0000
2024-06-07 14:56:50,759 - mmcls - INFO - Epoch [11][370/586] lr: 2.500e-01, eta: 1:31:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1462, top-1: 65.9961, top-5: 88.0273, norm_input_base: 59.7758, norm_input_novel: 0.0000, norm_main_base: 163.5967, norm_main_novel: 0.0000, norm_residual_base: 14.4555, norm_residual_novel: 0.0000
2024-06-07 14:56:53,130 - mmcls - INFO - Epoch [11][380/586] lr: 2.500e-01, eta: 1:31:53, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1595, top-1: 65.0781, top-5: 87.5586, norm_input_base: 63.5861, norm_input_novel: 0.0000, norm_main_base: 166.5846, norm_main_novel: 0.0000, norm_residual_base: 14.1349, norm_residual_novel: 0.0000
2024-06-07 14:56:55,498 - mmcls - INFO - Epoch [11][390/586] lr: 2.500e-01, eta: 1:31:50, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1943, top-1: 63.6914, top-5: 87.2656, norm_input_base: 49.9354, norm_input_novel: 0.0000, norm_main_base: 163.3512, norm_main_novel: 0.0000, norm_residual_base: 13.9922, norm_residual_novel: 0.0000
2024-06-07 14:56:57,876 - mmcls - INFO - Epoch [11][400/586] lr: 2.500e-01, eta: 1:31:48, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1629, top-1: 64.8633, top-5: 87.5586, norm_input_base: 57.3009, norm_input_novel: 0.0000, norm_main_base: 162.8093, norm_main_novel: 0.0000, norm_residual_base: 14.7307, norm_residual_novel: 0.0000
2024-06-07 14:57:00,244 - mmcls - INFO - Epoch [11][410/586] lr: 2.500e-01, eta: 1:31:45, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1691, top-1: 65.4102, top-5: 87.2852, norm_input_base: 60.2918, norm_input_novel: 0.0000, norm_main_base: 163.8420, norm_main_novel: 0.0000, norm_residual_base: 14.6056, norm_residual_novel: 0.0000
2024-06-07 14:57:02,610 - mmcls - INFO - Epoch [11][420/586] lr: 2.500e-01, eta: 1:31:43, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1860, top-1: 63.6719, top-5: 87.2656, norm_input_base: 57.0616, norm_input_novel: 0.0000, norm_main_base: 164.9821, norm_main_novel: 0.0000, norm_residual_base: 14.4222, norm_residual_novel: 0.0000
2024-06-07 14:57:04,972 - mmcls - INFO - Epoch [11][430/586] lr: 2.500e-01, eta: 1:31:40, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1792, top-1: 64.6289, top-5: 87.2266, norm_input_base: 52.7313, norm_input_novel: 0.0000, norm_main_base: 163.8909, norm_main_novel: 0.0000, norm_residual_base: 14.4211, norm_residual_novel: 0.0000
2024-06-07 14:57:07,337 - mmcls - INFO - Epoch [11][440/586] lr: 2.500e-01, eta: 1:31:38, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1995, top-1: 63.7109, top-5: 86.9141, norm_input_base: 59.9983, norm_input_novel: 0.0000, norm_main_base: 164.3374, norm_main_novel: 0.0000, norm_residual_base: 15.2207, norm_residual_novel: 0.0000
2024-06-07 14:57:09,694 - mmcls - INFO - Epoch [11][450/586] lr: 2.500e-01, eta: 1:31:35, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1644, top-1: 64.9805, top-5: 88.6133, norm_input_base: 52.7698, norm_input_novel: 0.0000, norm_main_base: 167.3254, norm_main_novel: 0.0000, norm_residual_base: 15.1710, norm_residual_novel: 0.0000
2024-06-07 14:57:12,062 - mmcls - INFO - Epoch [11][460/586] lr: 2.500e-01, eta: 1:31:33, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1938, top-1: 65.1367, top-5: 87.0312, norm_input_base: 53.9093, norm_input_novel: 0.0000, norm_main_base: 169.8713, norm_main_novel: 0.0000, norm_residual_base: 14.0842, norm_residual_novel: 0.0000
2024-06-07 14:57:14,427 - mmcls - INFO - Epoch [11][470/586] lr: 2.500e-01, eta: 1:31:30, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1522, top-1: 65.9570, top-5: 88.4180, norm_input_base: 53.8059, norm_input_novel: 0.0000, norm_main_base: 160.8644, norm_main_novel: 0.0000, norm_residual_base: 14.3002, norm_residual_novel: 0.0000
2024-06-07 14:57:16,792 - mmcls - INFO - Epoch [11][480/586] lr: 2.500e-01, eta: 1:31:28, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1906, top-1: 64.7656, top-5: 87.9102, norm_input_base: 52.4013, norm_input_novel: 0.0000, norm_main_base: 162.8629, norm_main_novel: 0.0000, norm_residual_base: 13.5754, norm_residual_novel: 0.0000
2024-06-07 14:57:19,151 - mmcls - INFO - Epoch [11][490/586] lr: 2.500e-01, eta: 1:31:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1384, top-1: 65.5859, top-5: 88.1445, norm_input_base: 53.4395, norm_input_novel: 0.0000, norm_main_base: 169.2475, norm_main_novel: 0.0000, norm_residual_base: 15.1829, norm_residual_novel: 0.0000
2024-06-07 14:57:21,511 - mmcls - INFO - Epoch [11][500/586] lr: 2.500e-01, eta: 1:31:23, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1976, top-1: 64.3359, top-5: 87.0898, norm_input_base: 55.2436, norm_input_novel: 0.0000, norm_main_base: 169.2597, norm_main_novel: 0.0000, norm_residual_base: 14.9933, norm_residual_novel: 0.0000
2024-06-07 14:57:23,875 - mmcls - INFO - Epoch [11][510/586] lr: 2.500e-01, eta: 1:31:20, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1744, top-1: 65.0781, top-5: 87.7148, norm_input_base: 58.1124, norm_input_novel: 0.0000, norm_main_base: 169.4268, norm_main_novel: 0.0000, norm_residual_base: 14.4464, norm_residual_novel: 0.0000
2024-06-07 14:57:26,231 - mmcls - INFO - Epoch [11][520/586] lr: 2.500e-01, eta: 1:31:18, time: 0.235, data_time: 0.015, memory: 3159, loss: 1.1398, top-1: 64.5703, top-5: 87.6172, norm_input_base: 55.4383, norm_input_novel: 0.0000, norm_main_base: 172.6313, norm_main_novel: 0.0000, norm_residual_base: 14.3902, norm_residual_novel: 0.0000
2024-06-07 14:57:28,591 - mmcls - INFO - Epoch [11][530/586] lr: 2.500e-01, eta: 1:31:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2132, top-1: 64.3359, top-5: 86.5820, norm_input_base: 57.1514, norm_input_novel: 0.0000, norm_main_base: 173.7630, norm_main_novel: 0.0000, norm_residual_base: 14.0946, norm_residual_novel: 0.0000
2024-06-07 14:57:30,954 - mmcls - INFO - Epoch [11][540/586] lr: 2.500e-01, eta: 1:31:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1947, top-1: 64.2383, top-5: 87.5781, norm_input_base: 53.5206, norm_input_novel: 0.0000, norm_main_base: 163.1851, norm_main_novel: 0.0000, norm_residual_base: 14.4832, norm_residual_novel: 0.0000
2024-06-07 14:57:33,311 - mmcls - INFO - Epoch [11][550/586] lr: 2.500e-01, eta: 1:31:10, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1845, top-1: 64.5312, top-5: 87.5391, norm_input_base: 52.3273, norm_input_novel: 0.0000, norm_main_base: 165.6110, norm_main_novel: 0.0000, norm_residual_base: 14.0258, norm_residual_novel: 0.0000
2024-06-07 14:57:35,668 - mmcls - INFO - Epoch [11][560/586] lr: 2.500e-01, eta: 1:31:08, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1464, top-1: 64.9609, top-5: 88.3203, norm_input_base: 48.8163, norm_input_novel: 0.0000, norm_main_base: 170.3066, norm_main_novel: 0.0000, norm_residual_base: 13.9404, norm_residual_novel: 0.0000
2024-06-07 14:57:38,027 - mmcls - INFO - Epoch [11][570/586] lr: 2.500e-01, eta: 1:31:05, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1592, top-1: 66.0742, top-5: 87.5195, norm_input_base: 52.1358, norm_input_novel: 0.0000, norm_main_base: 175.2931, norm_main_novel: 0.0000, norm_residual_base: 14.0580, norm_residual_novel: 0.0000
2024-06-07 14:57:40,364 - mmcls - INFO - Epoch [11][580/586] lr: 2.500e-01, eta: 1:31:03, time: 0.234, data_time: 0.015, memory: 3159, loss: 1.1384, top-1: 65.3906, top-5: 87.9102, norm_input_base: 48.4441, norm_input_novel: 0.0000, norm_main_base: 176.6386, norm_main_novel: 0.0000, norm_residual_base: 14.0708, norm_residual_novel: 0.0000
2024-06-07 14:57:41,612 - mmcls - INFO - Saving checkpoint at 11 epochs
2024-06-07 14:57:45,170 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-06-07 14:57:45,171 - mmcls - INFO - Epoch(val) [11][12] acc: 59.9000
2024-06-07 14:57:50,134 - mmcls - INFO - Epoch [12][10/586] lr: 2.500e-01, eta: 1:31:02, time: 0.481, data_time: 0.252, memory: 3159, loss: 1.1770, top-1: 64.8047, top-5: 87.8320, norm_input_base: 44.5346, norm_input_novel: 0.0000, norm_main_base: 163.4569, norm_main_novel: 0.0000, norm_residual_base: 13.9694, norm_residual_novel: 0.0000
2024-06-07 14:57:52,495 - mmcls - INFO - Epoch [12][20/586] lr: 2.500e-01, eta: 1:31:00, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1975, top-1: 63.8867, top-5: 87.0898, norm_input_base: 55.6162, norm_input_novel: 0.0000, norm_main_base: 167.6676, norm_main_novel: 0.0000, norm_residual_base: 13.9984, norm_residual_novel: 0.0000
2024-06-07 14:57:54,859 - mmcls - INFO - Epoch [12][30/586] lr: 2.500e-01, eta: 1:30:57, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1529, top-1: 66.0156, top-5: 87.9688, norm_input_base: 51.8008, norm_input_novel: 0.0000, norm_main_base: 166.5006, norm_main_novel: 0.0000, norm_residual_base: 14.3854, norm_residual_novel: 0.0000
2024-06-07 14:57:57,228 - mmcls - INFO - Epoch [12][40/586] lr: 2.500e-01, eta: 1:30:55, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1829, top-1: 65.0781, top-5: 87.4414, norm_input_base: 55.3472, norm_input_novel: 0.0000, norm_main_base: 167.4841, norm_main_novel: 0.0000, norm_residual_base: 14.4681, norm_residual_novel: 0.0000
2024-06-07 14:57:59,589 - mmcls - INFO - Epoch [12][50/586] lr: 2.500e-01, eta: 1:30:53, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1667, top-1: 65.0195, top-5: 87.4609, norm_input_base: 58.7504, norm_input_novel: 0.0000, norm_main_base: 172.9419, norm_main_novel: 0.0000, norm_residual_base: 14.1787, norm_residual_novel: 0.0000
2024-06-07 14:58:01,954 - mmcls - INFO - Epoch [12][60/586] lr: 2.500e-01, eta: 1:30:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1484, top-1: 65.4883, top-5: 87.8516, norm_input_base: 52.5927, norm_input_novel: 0.0000, norm_main_base: 167.6396, norm_main_novel: 0.0000, norm_residual_base: 14.1926, norm_residual_novel: 0.0000
2024-06-07 14:58:04,313 - mmcls - INFO - Epoch [12][70/586] lr: 2.500e-01, eta: 1:30:48, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1257, top-1: 65.8008, top-5: 88.1641, norm_input_base: 56.3084, norm_input_novel: 0.0000, norm_main_base: 172.6168, norm_main_novel: 0.0000, norm_residual_base: 13.9696, norm_residual_novel: 0.0000
2024-06-07 14:58:06,679 - mmcls - INFO - Epoch [12][80/586] lr: 2.500e-01, eta: 1:30:45, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1847, top-1: 64.8633, top-5: 87.0898, norm_input_base: 50.7873, norm_input_novel: 0.0000, norm_main_base: 170.5262, norm_main_novel: 0.0000, norm_residual_base: 13.8831, norm_residual_novel: 0.0000
2024-06-07 14:58:09,044 - mmcls - INFO - Epoch [12][90/586] lr: 2.500e-01, eta: 1:30:43, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1876, top-1: 64.1406, top-5: 87.3047, norm_input_base: 52.0846, norm_input_novel: 0.0000, norm_main_base: 167.1320, norm_main_novel: 0.0000, norm_residual_base: 13.7995, norm_residual_novel: 0.0000
2024-06-07 14:58:11,415 - mmcls - INFO - Epoch [12][100/586] lr: 2.500e-01, eta: 1:30:40, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1891, top-1: 64.5703, top-5: 87.4219, norm_input_base: 55.8447, norm_input_novel: 0.0000, norm_main_base: 170.6512, norm_main_novel: 0.0000, norm_residual_base: 14.4686, norm_residual_novel: 0.0000
2024-06-07 14:58:13,783 - mmcls - INFO - Epoch [12][110/586] lr: 2.500e-01, eta: 1:30:38, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1758, top-1: 64.5898, top-5: 87.1680, norm_input_base: 49.6432, norm_input_novel: 0.0000, norm_main_base: 168.8416, norm_main_novel: 0.0000, norm_residual_base: 14.7036, norm_residual_novel: 0.0000
2024-06-07 14:58:16,149 - mmcls - INFO - Epoch [12][120/586] lr: 2.500e-01, eta: 1:30:35, time: 0.237, data_time: 0.016, memory: 3159, loss: 1.1339, top-1: 65.3125, top-5: 88.7891, norm_input_base: 52.8940, norm_input_novel: 0.0000, norm_main_base: 167.8184, norm_main_novel: 0.0000, norm_residual_base: 14.1769, norm_residual_novel: 0.0000
2024-06-07 14:58:18,506 - mmcls - INFO - Epoch [12][130/586] lr: 2.500e-01, eta: 1:30:33, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1178, top-1: 66.1914, top-5: 88.8477, norm_input_base: 57.0376, norm_input_novel: 0.0000, norm_main_base: 169.5399, norm_main_novel: 0.0000, norm_residual_base: 14.1202, norm_residual_novel: 0.0000
2024-06-07 14:58:20,873 - mmcls - INFO - Epoch [12][140/586] lr: 2.500e-01, eta: 1:30:30, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1984, top-1: 64.9609, top-5: 87.0703, norm_input_base: 54.6501, norm_input_novel: 0.0000, norm_main_base: 172.1826, norm_main_novel: 0.0000, norm_residual_base: 14.4971, norm_residual_novel: 0.0000
2024-06-07 14:58:23,233 - mmcls - INFO - Epoch [12][150/586] lr: 2.500e-01, eta: 1:30:28, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.2091, top-1: 64.4727, top-5: 86.9727, norm_input_base: 57.3568, norm_input_novel: 0.0000, norm_main_base: 175.2329, norm_main_novel: 0.0000, norm_residual_base: 14.6784, norm_residual_novel: 0.0000
2024-06-07 14:58:25,597 - mmcls - INFO - Epoch [12][160/586] lr: 2.500e-01, eta: 1:30:25, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1807, top-1: 65.0000, top-5: 87.7930, norm_input_base: 58.8971, norm_input_novel: 0.0000, norm_main_base: 172.5389, norm_main_novel: 0.0000, norm_residual_base: 15.0308, norm_residual_novel: 0.0000
2024-06-07 14:58:27,953 - mmcls - INFO - Epoch [12][170/586] lr: 2.500e-01, eta: 1:30:23, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1931, top-1: 64.6680, top-5: 87.4805, norm_input_base: 68.7761, norm_input_novel: 0.0000, norm_main_base: 176.3417, norm_main_novel: 0.0000, norm_residual_base: 14.6774, norm_residual_novel: 0.0000
2024-06-07 14:58:30,315 - mmcls - INFO - Epoch [12][180/586] lr: 2.500e-01, eta: 1:30:20, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1576, top-1: 65.4883, top-5: 87.6758, norm_input_base: 61.3692, norm_input_novel: 0.0000, norm_main_base: 171.7862, norm_main_novel: 0.0000, norm_residual_base: 14.3959, norm_residual_novel: 0.0000
2024-06-07 14:58:32,682 - mmcls - INFO - Epoch [12][190/586] lr: 2.500e-01, eta: 1:30:18, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1405, top-1: 65.8594, top-5: 87.7148, norm_input_base: 56.8102, norm_input_novel: 0.0000, norm_main_base: 168.9594, norm_main_novel: 0.0000, norm_residual_base: 14.7794, norm_residual_novel: 0.0000
2024-06-07 14:58:35,042 - mmcls - INFO - Epoch [12][200/586] lr: 2.500e-01, eta: 1:30:15, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1348, top-1: 66.2891, top-5: 88.1055, norm_input_base: 61.8855, norm_input_novel: 0.0000, norm_main_base: 171.7023, norm_main_novel: 0.0000, norm_residual_base: 14.3455, norm_residual_novel: 0.0000
2024-06-07 14:58:37,404 - mmcls - INFO - Epoch [12][210/586] lr: 2.500e-01, eta: 1:30:13, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1647, top-1: 64.8633, top-5: 87.9102, norm_input_base: 57.6032, norm_input_novel: 0.0000, norm_main_base: 167.8257, norm_main_novel: 0.0000, norm_residual_base: 14.3659, norm_residual_novel: 0.0000
2024-06-07 14:58:39,771 - mmcls - INFO - Epoch [12][220/586] lr: 2.500e-01, eta: 1:30:10, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1773, top-1: 64.3945, top-5: 87.8711, norm_input_base: 54.7857, norm_input_novel: 0.0000, norm_main_base: 170.5366, norm_main_novel: 0.0000, norm_residual_base: 13.9858, norm_residual_novel: 0.0000
2024-06-07 14:58:42,127 - mmcls - INFO - Epoch [12][230/586] lr: 2.500e-01, eta: 1:30:08, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1690, top-1: 64.0430, top-5: 87.6562, norm_input_base: 53.7776, norm_input_novel: 0.0000, norm_main_base: 173.5207, norm_main_novel: 0.0000, norm_residual_base: 13.6944, norm_residual_novel: 0.0000
2024-06-07 14:58:44,497 - mmcls - INFO - Epoch [12][240/586] lr: 2.500e-01, eta: 1:30:05, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.2135, top-1: 63.8086, top-5: 86.3477, norm_input_base: 57.4806, norm_input_novel: 0.0000, norm_main_base: 177.8948, norm_main_novel: 0.0000, norm_residual_base: 14.4423, norm_residual_novel: 0.0000
2024-06-07 14:58:46,858 - mmcls - INFO - Epoch [12][250/586] lr: 2.500e-01, eta: 1:30:03, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1849, top-1: 64.5508, top-5: 87.2656, norm_input_base: 61.1424, norm_input_novel: 0.0000, norm_main_base: 177.3926, norm_main_novel: 0.0000, norm_residual_base: 15.3382, norm_residual_novel: 0.0000
2024-06-07 14:58:49,219 - mmcls - INFO - Epoch [12][260/586] lr: 2.500e-01, eta: 1:30:00, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1727, top-1: 65.2734, top-5: 88.1250, norm_input_base: 62.1219, norm_input_novel: 0.0000, norm_main_base: 178.4156, norm_main_novel: 0.0000, norm_residual_base: 14.7092, norm_residual_novel: 0.0000
2024-06-07 14:58:51,577 - mmcls - INFO - Epoch [12][270/586] lr: 2.500e-01, eta: 1:29:58, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1628, top-1: 64.8242, top-5: 88.1055, norm_input_base: 47.4669, norm_input_novel: 0.0000, norm_main_base: 173.0014, norm_main_novel: 0.0000, norm_residual_base: 14.4378, norm_residual_novel: 0.0000
2024-06-07 14:58:53,936 - mmcls - INFO - Epoch [12][280/586] lr: 2.500e-01, eta: 1:29:55, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1491, top-1: 64.8047, top-5: 87.8711, norm_input_base: 52.8357, norm_input_novel: 0.0000, norm_main_base: 175.4504, norm_main_novel: 0.0000, norm_residual_base: 14.8869, norm_residual_novel: 0.0000
2024-06-07 14:58:56,297 - mmcls - INFO - Epoch [12][290/586] lr: 2.500e-01, eta: 1:29:53, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1146, top-1: 66.5430, top-5: 88.1445, norm_input_base: 57.9231, norm_input_novel: 0.0000, norm_main_base: 175.7828, norm_main_novel: 0.0000, norm_residual_base: 14.6873, norm_residual_novel: 0.0000
2024-06-07 14:58:58,661 - mmcls - INFO - Epoch [12][300/586] lr: 2.500e-01, eta: 1:29:50, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1615, top-1: 65.5859, top-5: 87.5000, norm_input_base: 62.1218, norm_input_novel: 0.0000, norm_main_base: 174.8201, norm_main_novel: 0.0000, norm_residual_base: 13.7514, norm_residual_novel: 0.0000
2024-06-07 14:59:01,027 - mmcls - INFO - Epoch [12][310/586] lr: 2.500e-01, eta: 1:29:48, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1163, top-1: 65.6250, top-5: 88.2227, norm_input_base: 58.1521, norm_input_novel: 0.0000, norm_main_base: 171.0178, norm_main_novel: 0.0000, norm_residual_base: 14.3324, norm_residual_novel: 0.0000
2024-06-07 14:59:03,402 - mmcls - INFO - Epoch [12][320/586] lr: 2.500e-01, eta: 1:29:45, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1411, top-1: 65.1562, top-5: 87.5781, norm_input_base: 56.2269, norm_input_novel: 0.0000, norm_main_base: 171.7413, norm_main_novel: 0.0000, norm_residual_base: 14.3209, norm_residual_novel: 0.0000
2024-06-07 14:59:05,771 - mmcls - INFO - Epoch [12][330/586] lr: 2.500e-01, eta: 1:29:43, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1144, top-1: 66.3281, top-5: 88.3008, norm_input_base: 61.3421, norm_input_novel: 0.0000, norm_main_base: 173.8393, norm_main_novel: 0.0000, norm_residual_base: 14.2678, norm_residual_novel: 0.0000
2024-06-07 14:59:08,138 - mmcls - INFO - Epoch [12][340/586] lr: 2.500e-01, eta: 1:29:41, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1475, top-1: 65.8203, top-5: 88.4180, norm_input_base: 57.4738, norm_input_novel: 0.0000, norm_main_base: 178.4415, norm_main_novel: 0.0000, norm_residual_base: 14.0949, norm_residual_novel: 0.0000
2024-06-07 14:59:10,504 - mmcls - INFO - Epoch [12][350/586] lr: 2.500e-01, eta: 1:29:38, time: 0.236, data_time: 0.015, memory: 3159, loss: 1.1453, top-1: 64.9805, top-5: 88.3008, norm_input_base: 61.1725, norm_input_novel: 0.0000, norm_main_base: 172.3578, norm_main_novel: 0.0000, norm_residual_base: 13.9806, norm_residual_novel: 0.0000
2024-06-07 14:59:12,868 - mmcls - INFO - Epoch [12][360/586] lr: 2.500e-01, eta: 1:29:36, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1714, top-1: 65.0781, top-5: 87.5781, norm_input_base: 58.7575, norm_input_novel: 0.0000, norm_main_base: 171.2692, norm_main_novel: 0.0000, norm_residual_base: 14.4589, norm_residual_novel: 0.0000
2024-06-07 14:59:15,235 - mmcls - INFO - Epoch [12][370/586] lr: 2.500e-01, eta: 1:29:33, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1193, top-1: 67.4609, top-5: 88.3594, norm_input_base: 51.3017, norm_input_novel: 0.0000, norm_main_base: 171.7385, norm_main_novel: 0.0000, norm_residual_base: 13.7323, norm_residual_novel: 0.0000
2024-06-07 14:59:17,606 - mmcls - INFO - Epoch [12][380/586] lr: 2.500e-01, eta: 1:29:31, time: 0.237, data_time: 0.015, memory: 3159, loss: 1.1485, top-1: 65.7422, top-5: 87.7344, norm_input_base: 54.3855, norm_input_novel: 0.0000, norm_main_base: 173.9904, norm_main_novel: 0.0000, norm_residual_base: 13.5602, norm_residual_novel: 0.0000