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cifar_base.log
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2024-05-07 11:13:29,284 - 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+c19938d
------------------------------------------------------------
2024-05-07 11:13:29,285 - mmcls - INFO - Distributed training: True
2024-05-07 11:13:29,457 - 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=640,
version='ssm',
use_mlp=True,
num_layers=2,
use_residual_proj=False,
with_pos=True),
head=dict(
type='ETFHead',
num_classes=100,
eval_classes=60,
in_channels=640,
loss=dict(type='DRLoss', loss_weight=10.0),
topk=(1, 5),
cal_acc=True,
with_len=False),
train_cfg=dict(augments=[
dict(type='BatchMixupTwoLabel', alpha=0.8, num_classes=-1, prob=0.4),
dict(type='BatchCutMixTwoLabel', alpha=1.0, num_classes=-1, prob=0.4),
dict(type='IdentityTwoLabel', num_classes=-1, prob=0.2)
]))
img_size = 32
_img_resize_size = 36
img_norm_cfg = dict(
mean=[129.304, 124.07, 112.434], std=[68.17, 65.392, 70.418], to_rgb=False)
meta_keys = ('filename', 'ori_filename', 'ori_shape', 'img_shape', 'flip',
'flip_direction', 'img_norm_cfg', 'cls_id', 'img_id')
train_pipeline = [
dict(
type='RandomResizedCrop',
size=32,
scale=(0.6, 1.0),
interpolation='bicubic'),
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=[129.304, 124.07, 112.434],
std=[68.17, 65.392, 70.418],
to_rgb=False),
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='Resize', size=(36, -1), interpolation='bicubic'),
dict(type='CenterCrop', crop_size=32),
dict(
type='Normalize',
mean=[129.304, 124.07, 112.434],
std=[68.17, 65.392, 70.418],
to_rgb=False),
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=4,
dataset=dict(
type='CIFAR100FSCILDataset',
data_prefix='./data/cifar',
pipeline=[
dict(
type='RandomResizedCrop',
size=32,
scale=(0.6, 1.0),
interpolation='bicubic'),
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=[129.304, 124.07, 112.434],
std=[68.17, 65.392, 70.418],
to_rgb=False),
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='CIFAR100FSCILDataset',
data_prefix='./data/cifar',
pipeline=[
dict(type='Resize', size=(36, -1), interpolation='bicubic'),
dict(type='CenterCrop', crop_size=32),
dict(
type='Normalize',
mean=[129.304, 124.07, 112.434],
std=[68.17, 65.392, 70.418],
to_rgb=False),
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='CIFAR100FSCILDataset',
data_prefix='./data/cifar',
pipeline=[
dict(type='Resize', size=(36, -1), interpolation='bicubic'),
dict(type='CenterCrop', crop_size=32),
dict(
type='Normalize',
mean=[129.304, 124.07, 112.434],
std=[68.17, 65.392, 70.418],
to_rgb=False),
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='CosineAnnealingCooldown',
min_lr=None,
min_lr_ratio=0.01,
cool_down_ratio=0.1,
cool_down_time=10,
by_epoch=False,
warmup='linear',
warmup_iters=100,
warmup_ratio=0.1,
warmup_by_epoch=False)
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)
work_dir = './work_dirs/cifar_etf_2mlp_ssm_neckv3'
gpu_ids = range(0, 8)
2024-05-07 11:13:29,459 - mmcls - INFO - Set random seed to 0, deterministic: True
2024-05-07 11:13:29,563 - mmcls - INFO - ETF head : evaluating 60 out of 100 classes.
2024-05-07 11:13:29,564 - mmcls - INFO - ETF head : with_len : False
2024-05-07 11:13:37,841 - mmcls - INFO - Start running, host: lix0k@gpu210-10, work_dir:work_dirs/mamba_fscil/cifar_resnet12_mambafscil
2024-05-07 11:13:37,842 - mmcls - INFO - Hooks will be executed in the following order:
before_run:
(VERY_HIGH ) CosineAnnealingCooldownLrUpdaterHook
(NORMAL ) CheckpointHook
(LOW ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_epoch:
(VERY_HIGH ) CosineAnnealingCooldownLrUpdaterHook
(NORMAL ) DistSamplerSeedHook
(LOW ) IterTimerHook
(LOW ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_iter:
(VERY_HIGH ) CosineAnnealingCooldownLrUpdaterHook
(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
--------------------
2024-05-07 11:13:37,844 - mmcls - INFO - workflow: [('train', 1)], max: 50 epochs
2024-05-07 11:13:37,844 - mmcls - INFO - Checkpoints will be saved to /ibex/user/lix0k/code/FSCIL/work_dirs/cifar_etf_2mlp_ssm_neckv3 by HardDiskBackend.
2024-05-07 11:13:42,709 - mmcls - INFO - Epoch [1][10/235] lr: 4.525e-02, eta: 1:33:43, time: 0.479, data_time: 0.321, memory: 975, norm_input_base: 293.7389, norm_input_novel: 0.0000, norm_main_base: 327.1282, norm_main_novel: 0.0000, norm_residual_base: 293.7150, norm_residual_novel: 0.0000, top-1: 1.6406, top-5: 9.7656, loss_main: 2.1598, loss_aux: 2.8666, loss: 9.0381
2024-05-07 11:13:43,870 - mmcls - INFO - Epoch [1][20/235] lr: 6.775e-02, eta: 0:58:10, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 330.5644, norm_input_novel: 0.0000, norm_main_base: 926.5173, norm_main_novel: 0.0000, norm_residual_base: 303.3127, norm_residual_novel: 0.0000, top-1: 3.2031, top-5: 17.1094, loss_main: 3.0027, loss_aux: 1.7035, loss: 7.7603
2024-05-07 11:13:45,031 - mmcls - INFO - Epoch [1][30/235] lr: 9.025e-02, eta: 0:46:18, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 377.4548, norm_input_novel: 0.0000, norm_main_base: 2007.7804, norm_main_novel: 0.0000, norm_residual_base: 314.5840, norm_residual_novel: 0.0000, top-1: 6.0352, top-5: 20.5078, loss_main: 2.5138, loss_aux: 1.7243, loss: 7.6094
2024-05-07 11:13:46,197 - mmcls - INFO - Epoch [1][40/235] lr: 1.127e-01, eta: 0:40:23, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 358.3985, norm_input_novel: 0.0000, norm_main_base: 2363.6755, norm_main_novel: 0.0000, norm_residual_base: 312.5595, norm_residual_novel: 0.0000, top-1: 8.0859, top-5: 25.9180, loss_main: 2.4892, loss_aux: 1.5852, loss: 6.8354
2024-05-07 11:13:47,356 - mmcls - INFO - Epoch [1][50/235] lr: 1.352e-01, eta: 0:36:48, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 337.6244, norm_input_novel: 0.0000, norm_main_base: 3142.1523, norm_main_novel: 0.0000, norm_residual_base: 305.8109, norm_residual_novel: 0.0000, top-1: 10.2734, top-5: 29.1797, loss_main: 2.8483, loss_aux: 1.0969, loss: 7.0200
2024-05-07 11:13:48,515 - mmcls - INFO - Epoch [1][60/235] lr: 1.577e-01, eta: 0:34:24, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 336.3586, norm_input_novel: 0.0000, norm_main_base: 3194.7908, norm_main_novel: 0.0000, norm_residual_base: 301.1202, norm_residual_novel: 0.0000, top-1: 9.1211, top-5: 29.8828, loss_main: 2.3095, loss_aux: 1.5189, loss: 6.5557
2024-05-07 11:13:49,679 - mmcls - INFO - Epoch [1][70/235] lr: 1.802e-01, eta: 0:32:42, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 325.8811, norm_input_novel: 0.0000, norm_main_base: 3078.9510, norm_main_novel: 0.0000, norm_residual_base: 298.7382, norm_residual_novel: 0.0000, top-1: 9.3945, top-5: 27.7539, loss_main: 2.0975, loss_aux: 1.7510, loss: 6.6053
2024-05-07 11:13:50,851 - mmcls - INFO - Epoch [1][80/235] lr: 2.027e-01, eta: 0:31:26, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 330.4497, norm_input_novel: 0.0000, norm_main_base: 2917.0871, norm_main_novel: 0.0000, norm_residual_base: 294.2589, norm_residual_novel: 0.0000, top-1: 11.4062, top-5: 31.8555, loss_main: 2.3551, loss_aux: 1.4368, loss: 6.4077
2024-05-07 11:13:52,013 - mmcls - INFO - Epoch [1][90/235] lr: 2.252e-01, eta: 0:30:25, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 320.7775, norm_input_novel: 0.0000, norm_main_base: 2513.1864, norm_main_novel: 0.0000, norm_residual_base: 289.0723, norm_residual_novel: 0.0000, top-1: 11.7773, top-5: 33.7891, loss_main: 2.4175, loss_aux: 1.3530, loss: 7.0896
2024-05-07 11:13:53,172 - mmcls - INFO - Epoch [1][100/235] lr: 2.477e-01, eta: 0:29:36, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 327.7297, norm_input_novel: 0.0000, norm_main_base: 3063.7647, norm_main_novel: 0.0000, norm_residual_base: 289.5315, norm_residual_novel: 0.0000, top-1: 12.1289, top-5: 35.3320, loss_main: 2.1336, loss_aux: 1.6299, loss: 5.9179
2024-05-07 11:13:54,340 - mmcls - INFO - Epoch [1][110/235] lr: 2.499e-01, eta: 0:28:57, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 313.5841, norm_input_novel: 0.0000, norm_main_base: 3047.8450, norm_main_novel: 0.0000, norm_residual_base: 286.9393, norm_residual_novel: 0.0000, top-1: 13.2227, top-5: 36.9922, loss_main: 2.4138, loss_aux: 1.1803, loss: 6.8407
2024-05-07 11:13:55,501 - mmcls - INFO - Epoch [1][120/235] lr: 2.499e-01, eta: 0:28:23, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 308.9038, norm_input_novel: 0.0000, norm_main_base: 3044.9827, norm_main_novel: 0.0000, norm_residual_base: 283.8477, norm_residual_novel: 0.0000, top-1: 12.5391, top-5: 34.0625, loss_main: 2.0963, loss_aux: 1.4427, loss: 6.2098
2024-05-07 11:13:56,664 - mmcls - INFO - Epoch [1][130/235] lr: 2.499e-01, eta: 0:27:55, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 308.4785, norm_input_novel: 0.0000, norm_main_base: 3085.4823, norm_main_novel: 0.0000, norm_residual_base: 282.3165, norm_residual_novel: 0.0000, top-1: 11.0156, top-5: 30.1367, loss_main: 1.5038, loss_aux: 2.0349, loss: 7.0162
2024-05-07 11:13:57,823 - mmcls - INFO - Epoch [1][140/235] lr: 2.499e-01, eta: 0:27:30, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 306.2689, norm_input_novel: 0.0000, norm_main_base: 2941.0155, norm_main_novel: 0.0000, norm_residual_base: 281.8389, norm_residual_novel: 0.0000, top-1: 17.5586, top-5: 44.9414, loss_main: 1.9316, loss_aux: 1.4942, loss: 5.4608
2024-05-07 11:13:58,983 - mmcls - INFO - Epoch [1][150/235] lr: 2.499e-01, eta: 0:27:08, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 300.7989, norm_input_novel: 0.0000, norm_main_base: 2801.2608, norm_main_novel: 0.0000, norm_residual_base: 277.8409, norm_residual_novel: 0.0000, top-1: 21.1133, top-5: 51.1328, loss_main: 2.4670, loss_aux: 0.9024, loss: 5.1698
2024-05-07 11:14:00,149 - mmcls - INFO - Epoch [1][160/235] lr: 2.499e-01, eta: 0:26:50, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 289.9802, norm_input_novel: 0.0000, norm_main_base: 2784.9204, norm_main_novel: 0.0000, norm_residual_base: 273.7251, norm_residual_novel: 0.0000, top-1: 19.7852, top-5: 48.4180, loss_main: 2.2595, loss_aux: 1.0884, loss: 5.5716
2024-05-07 11:14:01,312 - mmcls - INFO - Epoch [1][170/235] lr: 2.499e-01, eta: 0:26:33, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 298.0830, norm_input_novel: 0.0000, norm_main_base: 2973.5982, norm_main_novel: 0.0000, norm_residual_base: 273.3378, norm_residual_novel: 0.0000, top-1: 14.9023, top-5: 38.9062, loss_main: 1.9671, loss_aux: 1.4742, loss: 6.2943
2024-05-07 11:14:02,476 - mmcls - INFO - Epoch [1][180/235] lr: 2.499e-01, eta: 0:26:18, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 296.9535, norm_input_novel: 0.0000, norm_main_base: 2772.8065, norm_main_novel: 0.0000, norm_residual_base: 270.1458, norm_residual_novel: 0.0000, top-1: 15.9180, top-5: 41.4453, loss_main: 2.0431, loss_aux: 1.4506, loss: 6.2730
2024-05-07 11:14:03,642 - mmcls - INFO - Epoch [1][190/235] lr: 2.498e-01, eta: 0:26:04, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 285.7859, norm_input_novel: 0.0000, norm_main_base: 2598.9839, norm_main_novel: 0.0000, norm_residual_base: 266.8289, norm_residual_novel: 0.0000, top-1: 19.1992, top-5: 44.2578, loss_main: 2.1704, loss_aux: 1.2215, loss: 6.0203
2024-05-07 11:14:04,810 - mmcls - INFO - Epoch [1][200/235] lr: 2.498e-01, eta: 0:25:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 287.4257, norm_input_novel: 0.0000, norm_main_base: 2734.0202, norm_main_novel: 0.0000, norm_residual_base: 260.6635, norm_residual_novel: 0.0000, top-1: 16.3477, top-5: 37.8320, loss_main: 1.5636, loss_aux: 1.5464, loss: 6.3629
2024-05-07 11:14:05,977 - mmcls - INFO - Epoch [1][210/235] lr: 2.498e-01, eta: 0:25:41, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 279.4723, norm_input_novel: 0.0000, norm_main_base: 2739.2028, norm_main_novel: 0.0000, norm_residual_base: 255.6182, norm_residual_novel: 0.0000, top-1: 13.8672, top-5: 34.4727, loss_main: 1.2031, loss_aux: 2.0610, loss: 6.3654
2024-05-07 11:14:07,131 - mmcls - INFO - Epoch [1][220/235] lr: 2.498e-01, eta: 0:25:30, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 273.4438, norm_input_novel: 0.0000, norm_main_base: 2625.6843, norm_main_novel: 0.0000, norm_residual_base: 251.1101, norm_residual_novel: 0.0000, top-1: 25.0391, top-5: 56.3672, loss_main: 1.8131, loss_aux: 1.5358, loss: 4.6373
2024-05-07 11:14:08,279 - mmcls - INFO - Epoch [1][230/235] lr: 2.498e-01, eta: 0:25:20, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 264.6548, norm_input_novel: 0.0000, norm_main_base: 2674.8605, norm_main_novel: 0.0000, norm_residual_base: 247.8576, norm_residual_novel: 0.0000, top-1: 20.8984, top-5: 47.6172, loss_main: 1.8766, loss_aux: 1.3490, loss: 5.7746
2024-05-07 11:14:08,801 - mmcls - INFO - Saving checkpoint at 1 epochs
2024-05-07 11:14:11,784 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:14:12,030 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_1.pth.
2024-05-07 11:14:12,031 - mmcls - INFO - Best acc is 30.5833 at 1 epoch.
2024-05-07 11:14:12,036 - mmcls - INFO - Epoch(val) [1][12] acc: 30.5833
2024-05-07 11:14:15,257 - mmcls - INFO - Epoch [2][10/235] lr: 2.497e-01, eta: 0:26:13, time: 0.315, data_time: 0.205, memory: 975, norm_input_base: 267.3025, norm_input_novel: 0.0000, norm_main_base: 2773.4114, norm_main_novel: 0.0000, norm_residual_base: 245.4545, norm_residual_novel: 0.0000, top-1: 15.2930, top-5: 36.5039, loss_main: 1.5991, loss_aux: 1.5738, loss: 6.4744
2024-05-07 11:14:16,428 - mmcls - INFO - Epoch [2][20/235] lr: 2.497e-01, eta: 0:26:03, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 264.5185, norm_input_novel: 0.0000, norm_main_base: 2792.7893, norm_main_novel: 0.0000, norm_residual_base: 242.7352, norm_residual_novel: 0.0000, top-1: 10.5469, top-5: 28.3984, loss_main: 1.4231, loss_aux: 1.8743, loss: 7.1500
2024-05-07 11:14:17,607 - mmcls - INFO - Epoch [2][30/235] lr: 2.497e-01, eta: 0:25:54, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 264.1486, norm_input_novel: 0.0000, norm_main_base: 2495.4211, norm_main_novel: 0.0000, norm_residual_base: 241.0522, norm_residual_novel: 0.0000, top-1: 29.1602, top-5: 63.1445, loss_main: 2.1096, loss_aux: 0.9414, loss: 4.8214
2024-05-07 11:14:18,779 - mmcls - INFO - Epoch [2][40/235] lr: 2.497e-01, eta: 0:25:45, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 256.2992, norm_input_novel: 0.0000, norm_main_base: 2671.4166, norm_main_novel: 0.0000, norm_residual_base: 236.7612, norm_residual_novel: 0.0000, top-1: 20.3906, top-5: 45.8789, loss_main: 1.7596, loss_aux: 1.2618, loss: 5.8128
2024-05-07 11:14:19,952 - mmcls - INFO - Epoch [2][50/235] lr: 2.496e-01, eta: 0:25:36, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 251.4757, norm_input_novel: 0.0000, norm_main_base: 2564.1752, norm_main_novel: 0.0000, norm_residual_base: 232.7210, norm_residual_novel: 0.0000, top-1: 24.5312, top-5: 56.3281, loss_main: 2.0235, loss_aux: 1.1312, loss: 5.4389
2024-05-07 11:14:21,132 - mmcls - INFO - Epoch [2][60/235] lr: 2.496e-01, eta: 0:25:29, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 256.9571, norm_input_novel: 0.0000, norm_main_base: 2568.1334, norm_main_novel: 0.0000, norm_residual_base: 234.5386, norm_residual_novel: 0.0000, top-1: 23.3203, top-5: 49.9023, loss_main: 1.5698, loss_aux: 1.3200, loss: 4.8497
2024-05-07 11:14:22,330 - mmcls - INFO - Epoch [2][70/235] lr: 2.496e-01, eta: 0:25:22, time: 0.120, data_time: 0.010, memory: 975, norm_input_base: 248.5832, norm_input_novel: 0.0000, norm_main_base: 2626.6333, norm_main_novel: 0.0000, norm_residual_base: 227.8888, norm_residual_novel: 0.0000, top-1: 26.7969, top-5: 55.0977, loss_main: 1.7490, loss_aux: 1.1825, loss: 5.6152
2024-05-07 11:14:23,510 - mmcls - INFO - Epoch [2][80/235] lr: 2.496e-01, eta: 0:25:15, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 239.7046, norm_input_novel: 0.0000, norm_main_base: 2558.1829, norm_main_novel: 0.0000, norm_residual_base: 226.0994, norm_residual_novel: 0.0000, top-1: 28.4180, top-5: 59.1602, loss_main: 1.9985, loss_aux: 1.0765, loss: 5.2868
2024-05-07 11:14:24,694 - mmcls - INFO - Epoch [2][90/235] lr: 2.495e-01, eta: 0:25:09, time: 0.118, data_time: 0.010, memory: 975, norm_input_base: 243.4009, norm_input_novel: 0.0000, norm_main_base: 2543.3527, norm_main_novel: 0.0000, norm_residual_base: 223.7175, norm_residual_novel: 0.0000, top-1: 33.3984, top-5: 65.6055, loss_main: 2.0604, loss_aux: 0.7985, loss: 4.8215
2024-05-07 11:14:25,862 - mmcls - INFO - Epoch [2][100/235] lr: 2.495e-01, eta: 0:25:03, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 232.6279, norm_input_novel: 0.0000, norm_main_base: 2544.6114, norm_main_novel: 0.0000, norm_residual_base: 218.9943, norm_residual_novel: 0.0000, top-1: 31.7383, top-5: 62.7148, loss_main: 1.7738, loss_aux: 1.1825, loss: 4.1405
2024-05-07 11:14:27,028 - mmcls - INFO - Epoch [2][110/235] lr: 2.495e-01, eta: 0:24:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 232.1494, norm_input_novel: 0.0000, norm_main_base: 2562.2958, norm_main_novel: 0.0000, norm_residual_base: 216.6494, norm_residual_novel: 0.0000, top-1: 21.2500, top-5: 47.2266, loss_main: 1.5380, loss_aux: 1.3806, loss: 5.9249
2024-05-07 11:14:28,200 - mmcls - INFO - Epoch [2][120/235] lr: 2.494e-01, eta: 0:24:50, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 239.2478, norm_input_novel: 0.0000, norm_main_base: 2490.9872, norm_main_novel: 0.0000, norm_residual_base: 213.5366, norm_residual_novel: 0.0000, top-1: 27.5195, top-5: 53.6133, loss_main: 1.5208, loss_aux: 1.0341, loss: 5.0289
2024-05-07 11:14:29,358 - mmcls - INFO - Epoch [2][130/235] lr: 2.494e-01, eta: 0:24:44, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 234.2268, norm_input_novel: 0.0000, norm_main_base: 2458.2673, norm_main_novel: 0.0000, norm_residual_base: 212.9913, norm_residual_novel: 0.0000, top-1: 31.6602, top-5: 63.4766, loss_main: 1.3579, loss_aux: 1.3112, loss: 4.1134
2024-05-07 11:14:30,516 - mmcls - INFO - Epoch [2][140/235] lr: 2.494e-01, eta: 0:24:39, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 225.7925, norm_input_novel: 0.0000, norm_main_base: 2491.7684, norm_main_novel: 0.0000, norm_residual_base: 207.1825, norm_residual_novel: 0.0000, top-1: 28.3398, top-5: 56.2695, loss_main: 1.5883, loss_aux: 1.1824, loss: 4.8275
2024-05-07 11:14:31,685 - mmcls - INFO - Epoch [2][150/235] lr: 2.493e-01, eta: 0:24:34, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 219.8945, norm_input_novel: 0.0000, norm_main_base: 2479.8813, norm_main_novel: 0.0000, norm_residual_base: 203.4762, norm_residual_novel: 0.0000, top-1: 27.1680, top-5: 55.3516, loss_main: 1.5318, loss_aux: 1.3604, loss: 5.5956
2024-05-07 11:14:32,857 - mmcls - INFO - Epoch [2][160/235] lr: 2.493e-01, eta: 0:24:29, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 217.5742, norm_input_novel: 0.0000, norm_main_base: 2493.5936, norm_main_novel: 0.0000, norm_residual_base: 202.6522, norm_residual_novel: 0.0000, top-1: 26.7383, top-5: 52.5586, loss_main: 1.3953, loss_aux: 1.3571, loss: 5.2437
2024-05-07 11:14:34,013 - mmcls - INFO - Epoch [2][170/235] lr: 2.493e-01, eta: 0:24:23, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 222.5641, norm_input_novel: 0.0000, norm_main_base: 2483.3688, norm_main_novel: 0.0000, norm_residual_base: 200.4940, norm_residual_novel: 0.0000, top-1: 28.0859, top-5: 55.4688, loss_main: 1.4586, loss_aux: 1.2040, loss: 4.8509
2024-05-07 11:14:35,169 - mmcls - INFO - Epoch [2][180/235] lr: 2.492e-01, eta: 0:24:19, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 219.5872, norm_input_novel: 0.0000, norm_main_base: 2384.4125, norm_main_novel: 0.0000, norm_residual_base: 196.6855, norm_residual_novel: 0.0000, top-1: 34.4531, top-5: 66.5820, loss_main: 1.8765, loss_aux: 0.8654, loss: 4.4567
2024-05-07 11:14:36,339 - mmcls - INFO - Epoch [2][190/235] lr: 2.492e-01, eta: 0:24:14, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 209.3400, norm_input_novel: 0.0000, norm_main_base: 2424.2536, norm_main_novel: 0.0000, norm_residual_base: 193.2625, norm_residual_novel: 0.0000, top-1: 24.3750, top-5: 49.2383, loss_main: 1.5059, loss_aux: 1.2538, loss: 5.6960
2024-05-07 11:14:37,507 - mmcls - INFO - Epoch [2][200/235] lr: 2.492e-01, eta: 0:24:10, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 210.4145, norm_input_novel: 0.0000, norm_main_base: 2319.6951, norm_main_novel: 0.0000, norm_residual_base: 190.5469, norm_residual_novel: 0.0000, top-1: 34.3359, top-5: 65.5664, loss_main: 1.7463, loss_aux: 1.0364, loss: 4.4789
2024-05-07 11:14:38,686 - mmcls - INFO - Epoch [2][210/235] lr: 2.491e-01, eta: 0:24:06, time: 0.118, data_time: 0.010, memory: 975, norm_input_base: 209.3426, norm_input_novel: 0.0000, norm_main_base: 2413.5164, norm_main_novel: 0.0000, norm_residual_base: 188.8627, norm_residual_novel: 0.0000, top-1: 32.6953, top-5: 64.2188, loss_main: 1.7178, loss_aux: 1.1957, loss: 4.3922
2024-05-07 11:14:39,850 - mmcls - INFO - Epoch [2][220/235] lr: 2.491e-01, eta: 0:24:02, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 210.4652, norm_input_novel: 0.0000, norm_main_base: 2300.4818, norm_main_novel: 0.0000, norm_residual_base: 187.2343, norm_residual_novel: 0.0000, top-1: 29.4922, top-5: 56.6602, loss_main: 1.5137, loss_aux: 1.2334, loss: 4.7435
2024-05-07 11:14:41,029 - mmcls - INFO - Epoch [2][230/235] lr: 2.490e-01, eta: 0:23:58, time: 0.118, data_time: 0.010, memory: 975, norm_input_base: 197.5374, norm_input_novel: 0.0000, norm_main_base: 2308.7444, norm_main_novel: 0.0000, norm_residual_base: 181.4376, norm_residual_novel: 0.0000, top-1: 30.6445, top-5: 59.9414, loss_main: 1.7296, loss_aux: 1.1243, loss: 5.5833
2024-05-07 11:14:41,545 - mmcls - INFO - Saving checkpoint at 2 epochs
2024-05-07 11:14:44,508 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:14:44,509 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_1.pth was removed
2024-05-07 11:14:44,744 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_2.pth.
2024-05-07 11:14:44,745 - mmcls - INFO - Best acc is 40.8500 at 2 epoch.
2024-05-07 11:14:44,747 - mmcls - INFO - Epoch(val) [2][12] acc: 40.8500
2024-05-07 11:14:47,950 - mmcls - INFO - Epoch [3][10/235] lr: 2.490e-01, eta: 0:24:25, time: 0.313, data_time: 0.205, memory: 975, norm_input_base: 195.5451, norm_input_novel: 0.0000, norm_main_base: 2443.2979, norm_main_novel: 0.0000, norm_residual_base: 176.9606, norm_residual_novel: 0.0000, top-1: 27.5977, top-5: 54.1602, loss_main: 1.4279, loss_aux: 1.4537, loss: 4.9810
2024-05-07 11:14:49,122 - mmcls - INFO - Epoch [3][20/235] lr: 2.489e-01, eta: 0:24:21, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 195.1399, norm_input_novel: 0.0000, norm_main_base: 2453.2025, norm_main_novel: 0.0000, norm_residual_base: 175.6564, norm_residual_novel: 0.0000, top-1: 16.0547, top-5: 35.9766, loss_main: 1.2355, loss_aux: 1.5932, loss: 6.1629
2024-05-07 11:14:50,296 - mmcls - INFO - Epoch [3][30/235] lr: 2.489e-01, eta: 0:24:16, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 190.7897, norm_input_novel: 0.0000, norm_main_base: 2328.4003, norm_main_novel: 0.0000, norm_residual_base: 172.9216, norm_residual_novel: 0.0000, top-1: 31.0352, top-5: 60.9375, loss_main: 1.4700, loss_aux: 1.3038, loss: 4.9349
2024-05-07 11:14:51,469 - mmcls - INFO - Epoch [3][40/235] lr: 2.489e-01, eta: 0:24:12, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 193.5949, norm_input_novel: 0.0000, norm_main_base: 2257.1624, norm_main_novel: 0.0000, norm_residual_base: 170.5046, norm_residual_novel: 0.0000, top-1: 39.4336, top-5: 70.1758, loss_main: 1.6718, loss_aux: 0.8748, loss: 4.0841
2024-05-07 11:14:52,626 - mmcls - INFO - Epoch [3][50/235] lr: 2.488e-01, eta: 0:24:08, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 181.8458, norm_input_novel: 0.0000, norm_main_base: 2296.0217, norm_main_novel: 0.0000, norm_residual_base: 166.9271, norm_residual_novel: 0.0000, top-1: 30.0195, top-5: 57.8125, loss_main: 1.4851, loss_aux: 1.1806, loss: 4.9636
2024-05-07 11:14:53,787 - mmcls - INFO - Epoch [3][60/235] lr: 2.488e-01, eta: 0:24:04, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 182.7965, norm_input_novel: 0.0000, norm_main_base: 2344.2694, norm_main_novel: 0.0000, norm_residual_base: 164.2734, norm_residual_novel: 0.0000, top-1: 29.3945, top-5: 56.8555, loss_main: 1.5641, loss_aux: 1.1953, loss: 5.3126
2024-05-07 11:14:54,954 - mmcls - INFO - Epoch [3][70/235] lr: 2.487e-01, eta: 0:24:00, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 183.3751, norm_input_novel: 0.0000, norm_main_base: 2267.7368, norm_main_novel: 0.0000, norm_residual_base: 162.0891, norm_residual_novel: 0.0000, top-1: 28.9453, top-5: 55.2148, loss_main: 1.4548, loss_aux: 1.1876, loss: 5.5598
2024-05-07 11:14:56,119 - mmcls - INFO - Epoch [3][80/235] lr: 2.487e-01, eta: 0:23:57, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 179.0420, norm_input_novel: 0.0000, norm_main_base: 2282.6758, norm_main_novel: 0.0000, norm_residual_base: 159.7568, norm_residual_novel: 0.0000, top-1: 30.1367, top-5: 57.8516, loss_main: 1.6011, loss_aux: 1.1150, loss: 5.2652
2024-05-07 11:14:57,281 - mmcls - INFO - Epoch [3][90/235] lr: 2.486e-01, eta: 0:23:53, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 175.5703, norm_input_novel: 0.0000, norm_main_base: 2298.1604, norm_main_novel: 0.0000, norm_residual_base: 157.8281, norm_residual_novel: 0.0000, top-1: 30.7812, top-5: 59.0234, loss_main: 1.6264, loss_aux: 1.2537, loss: 5.0385
2024-05-07 11:14:58,442 - mmcls - INFO - Epoch [3][100/235] lr: 2.486e-01, eta: 0:23:49, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 175.9929, norm_input_novel: 0.0000, norm_main_base: 2186.8471, norm_main_novel: 0.0000, norm_residual_base: 156.7462, norm_residual_novel: 0.0000, top-1: 35.4492, top-5: 64.6875, loss_main: 1.6607, loss_aux: 1.1065, loss: 5.0509
2024-05-07 11:14:59,603 - mmcls - INFO - Epoch [3][110/235] lr: 2.485e-01, eta: 0:23:46, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 173.8529, norm_input_novel: 0.0000, norm_main_base: 2291.5758, norm_main_novel: 0.0000, norm_residual_base: 153.9118, norm_residual_novel: 0.0000, top-1: 33.4180, top-5: 64.0820, loss_main: 1.6134, loss_aux: 1.2393, loss: 5.0860
2024-05-07 11:15:00,770 - mmcls - INFO - Epoch [3][120/235] lr: 2.485e-01, eta: 0:23:42, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 165.6654, norm_input_novel: 0.0000, norm_main_base: 2172.1543, norm_main_novel: 0.0000, norm_residual_base: 149.6574, norm_residual_novel: 0.0000, top-1: 30.2930, top-5: 60.7617, loss_main: 1.6810, loss_aux: 1.1933, loss: 5.2795
2024-05-07 11:15:01,932 - mmcls - INFO - Epoch [3][130/235] lr: 2.484e-01, eta: 0:23:39, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 164.6935, norm_input_novel: 0.0000, norm_main_base: 2152.5106, norm_main_novel: 0.0000, norm_residual_base: 148.5696, norm_residual_novel: 0.0000, top-1: 38.4375, top-5: 68.4180, loss_main: 1.6671, loss_aux: 1.0638, loss: 4.4562
2024-05-07 11:15:03,101 - mmcls - INFO - Epoch [3][140/235] lr: 2.484e-01, eta: 0:23:36, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 164.0873, norm_input_novel: 0.0000, norm_main_base: 2136.1674, norm_main_novel: 0.0000, norm_residual_base: 146.2389, norm_residual_novel: 0.0000, top-1: 34.2773, top-5: 60.6641, loss_main: 1.5139, loss_aux: 1.1219, loss: 4.9700
2024-05-07 11:15:04,260 - mmcls - INFO - Epoch [3][150/235] lr: 2.483e-01, eta: 0:23:33, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 157.7331, norm_input_novel: 0.0000, norm_main_base: 2211.5947, norm_main_novel: 0.0000, norm_residual_base: 143.7314, norm_residual_novel: 0.0000, top-1: 24.9805, top-5: 53.3398, loss_main: 1.6179, loss_aux: 1.3563, loss: 5.9033
2024-05-07 11:15:05,415 - mmcls - INFO - Epoch [3][160/235] lr: 2.483e-01, eta: 0:23:29, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 164.3956, norm_input_novel: 0.0000, norm_main_base: 2051.4564, norm_main_novel: 0.0000, norm_residual_base: 142.7784, norm_residual_novel: 0.0000, top-1: 45.0195, top-5: 76.4453, loss_main: 1.6670, loss_aux: 0.9462, loss: 3.4542
2024-05-07 11:15:06,576 - mmcls - INFO - Epoch [3][170/235] lr: 2.482e-01, eta: 0:23:26, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 162.7253, norm_input_novel: 0.0000, norm_main_base: 2122.0620, norm_main_novel: 0.0000, norm_residual_base: 140.9904, norm_residual_novel: 0.0000, top-1: 28.3398, top-5: 52.4023, loss_main: 1.3942, loss_aux: 1.2916, loss: 4.8366
2024-05-07 11:15:07,748 - mmcls - INFO - Epoch [3][180/235] lr: 2.481e-01, eta: 0:23:23, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 155.8491, norm_input_novel: 0.0000, norm_main_base: 2134.5813, norm_main_novel: 0.0000, norm_residual_base: 138.5563, norm_residual_novel: 0.0000, top-1: 31.3477, top-5: 60.8984, loss_main: 1.4312, loss_aux: 1.3527, loss: 4.9401
2024-05-07 11:15:08,904 - mmcls - INFO - Epoch [3][190/235] lr: 2.481e-01, eta: 0:23:20, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 159.0321, norm_input_novel: 0.0000, norm_main_base: 1980.0829, norm_main_novel: 0.0000, norm_residual_base: 137.4972, norm_residual_novel: 0.0000, top-1: 40.2539, top-5: 70.8594, loss_main: 1.6570, loss_aux: 1.0146, loss: 4.3228
2024-05-07 11:15:10,086 - mmcls - INFO - Epoch [3][200/235] lr: 2.480e-01, eta: 0:23:18, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 154.4674, norm_input_novel: 0.0000, norm_main_base: 2084.5897, norm_main_novel: 0.0000, norm_residual_base: 134.3180, norm_residual_novel: 0.0000, top-1: 30.4688, top-5: 55.2734, loss_main: 1.3474, loss_aux: 1.2493, loss: 4.6158
2024-05-07 11:15:11,255 - mmcls - INFO - Epoch [3][210/235] lr: 2.480e-01, eta: 0:23:15, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 149.8483, norm_input_novel: 0.0000, norm_main_base: 2066.9054, norm_main_novel: 0.0000, norm_residual_base: 133.0795, norm_residual_novel: 0.0000, top-1: 23.4180, top-5: 46.9922, loss_main: 1.3801, loss_aux: 1.3532, loss: 5.9157
2024-05-07 11:15:12,428 - mmcls - INFO - Epoch [3][220/235] lr: 2.479e-01, eta: 0:23:12, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 153.2738, norm_input_novel: 0.0000, norm_main_base: 2012.7252, norm_main_novel: 0.0000, norm_residual_base: 133.3783, norm_residual_novel: 0.0000, top-1: 32.4609, top-5: 61.5039, loss_main: 1.3372, loss_aux: 1.3010, loss: 4.7939
2024-05-07 11:15:13,589 - mmcls - INFO - Epoch [3][230/235] lr: 2.478e-01, eta: 0:23:09, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 153.1783, norm_input_novel: 0.0000, norm_main_base: 1937.1956, norm_main_novel: 0.0000, norm_residual_base: 131.4209, norm_residual_novel: 0.0000, top-1: 43.4180, top-5: 74.9609, loss_main: 1.5788, loss_aux: 0.9986, loss: 3.7892
2024-05-07 11:15:14,089 - mmcls - INFO - Saving checkpoint at 3 epochs
2024-05-07 11:15:16,882 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:15:16,886 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_2.pth was removed
2024-05-07 11:15:17,165 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_3.pth.
2024-05-07 11:15:17,166 - mmcls - INFO - Best acc is 54.2333 at 3 epoch.
2024-05-07 11:15:17,171 - mmcls - INFO - Epoch(val) [3][12] acc: 54.2333
2024-05-07 11:15:20,370 - mmcls - INFO - Epoch [4][10/235] lr: 2.477e-01, eta: 0:23:27, time: 0.313, data_time: 0.205, memory: 975, norm_input_base: 149.7005, norm_input_novel: 0.0000, norm_main_base: 1938.3277, norm_main_novel: 0.0000, norm_residual_base: 129.2818, norm_residual_novel: 0.0000, top-1: 49.8633, top-5: 79.8633, loss_main: 1.4800, loss_aux: 0.9442, loss: 3.5128
2024-05-07 11:15:21,531 - mmcls - INFO - Epoch [4][20/235] lr: 2.477e-01, eta: 0:23:24, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.9037, norm_input_novel: 0.0000, norm_main_base: 1898.6056, norm_main_novel: 0.0000, norm_residual_base: 127.5641, norm_residual_novel: 0.0000, top-1: 34.3164, top-5: 60.3711, loss_main: 1.3312, loss_aux: 1.1378, loss: 4.8794
2024-05-07 11:15:22,702 - mmcls - INFO - Epoch [4][30/235] lr: 2.476e-01, eta: 0:23:21, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 142.0248, norm_input_novel: 0.0000, norm_main_base: 1928.0495, norm_main_novel: 0.0000, norm_residual_base: 125.2811, norm_residual_novel: 0.0000, top-1: 39.1992, top-5: 67.6758, loss_main: 1.4671, loss_aux: 0.9742, loss: 4.8052
2024-05-07 11:15:23,877 - mmcls - INFO - Epoch [4][40/235] lr: 2.476e-01, eta: 0:23:18, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 137.1348, norm_input_novel: 0.0000, norm_main_base: 2018.4288, norm_main_novel: 0.0000, norm_residual_base: 120.7006, norm_residual_novel: 0.0000, top-1: 31.7578, top-5: 62.4023, loss_main: 1.6160, loss_aux: 1.1720, loss: 4.9060
2024-05-07 11:15:25,045 - mmcls - INFO - Epoch [4][50/235] lr: 2.475e-01, eta: 0:23:15, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 140.7979, norm_input_novel: 0.0000, norm_main_base: 1946.0908, norm_main_novel: 0.0000, norm_residual_base: 120.1834, norm_residual_novel: 0.0000, top-1: 32.7539, top-5: 56.7383, loss_main: 1.1718, loss_aux: 1.2917, loss: 4.6353
2024-05-07 11:15:26,225 - mmcls - INFO - Epoch [4][60/235] lr: 2.474e-01, eta: 0:23:13, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 136.6620, norm_input_novel: 0.0000, norm_main_base: 1888.8163, norm_main_novel: 0.0000, norm_residual_base: 119.7648, norm_residual_novel: 0.0000, top-1: 31.4062, top-5: 56.7188, loss_main: 1.2459, loss_aux: 1.1296, loss: 4.9529
2024-05-07 11:15:27,397 - mmcls - INFO - Epoch [4][70/235] lr: 2.474e-01, eta: 0:23:10, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 137.2910, norm_input_novel: 0.0000, norm_main_base: 1936.4875, norm_main_novel: 0.0000, norm_residual_base: 118.1965, norm_residual_novel: 0.0000, top-1: 35.3320, top-5: 60.9570, loss_main: 1.3247, loss_aux: 1.1580, loss: 4.6199
2024-05-07 11:15:28,563 - mmcls - INFO - Epoch [4][80/235] lr: 2.473e-01, eta: 0:23:07, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 136.7174, norm_input_novel: 0.0000, norm_main_base: 1759.6018, norm_main_novel: 0.0000, norm_residual_base: 117.0822, norm_residual_novel: 0.0000, top-1: 38.8477, top-5: 68.4375, loss_main: 1.4954, loss_aux: 0.9933, loss: 4.5715
2024-05-07 11:15:29,726 - mmcls - INFO - Epoch [4][90/235] lr: 2.472e-01, eta: 0:23:05, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 130.0175, norm_input_novel: 0.0000, norm_main_base: 1915.2156, norm_main_novel: 0.0000, norm_residual_base: 114.4526, norm_residual_novel: 0.0000, top-1: 35.5078, top-5: 64.0625, loss_main: 1.5599, loss_aux: 1.1802, loss: 4.6367
2024-05-07 11:15:30,893 - mmcls - INFO - Epoch [4][100/235] lr: 2.471e-01, eta: 0:23:02, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 132.7613, norm_input_novel: 0.0000, norm_main_base: 1755.1061, norm_main_novel: 0.0000, norm_residual_base: 112.9750, norm_residual_novel: 0.0000, top-1: 46.9922, top-5: 76.4844, loss_main: 1.5880, loss_aux: 0.8973, loss: 3.5918
2024-05-07 11:15:32,060 - mmcls - INFO - Epoch [4][110/235] lr: 2.471e-01, eta: 0:23:00, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 131.2132, norm_input_novel: 0.0000, norm_main_base: 1766.0279, norm_main_novel: 0.0000, norm_residual_base: 111.4851, norm_residual_novel: 0.0000, top-1: 44.2773, top-5: 73.3984, loss_main: 1.4607, loss_aux: 0.8124, loss: 3.9805
2024-05-07 11:15:33,230 - mmcls - INFO - Epoch [4][120/235] lr: 2.470e-01, eta: 0:22:57, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 125.0418, norm_input_novel: 0.0000, norm_main_base: 1823.3659, norm_main_novel: 0.0000, norm_residual_base: 109.7625, norm_residual_novel: 0.0000, top-1: 37.4023, top-5: 62.1094, loss_main: 1.2252, loss_aux: 0.9267, loss: 4.4568
2024-05-07 11:15:34,397 - mmcls - INFO - Epoch [4][130/235] lr: 2.469e-01, eta: 0:22:55, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 129.9484, norm_input_novel: 0.0000, norm_main_base: 1749.5812, norm_main_novel: 0.0000, norm_residual_base: 108.5417, norm_residual_novel: 0.0000, top-1: 37.7344, top-5: 62.6953, loss_main: 1.2993, loss_aux: 0.9972, loss: 4.5107
2024-05-07 11:15:35,565 - mmcls - INFO - Epoch [4][140/235] lr: 2.469e-01, eta: 0:22:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 125.3540, norm_input_novel: 0.0000, norm_main_base: 1645.4543, norm_main_novel: 0.0000, norm_residual_base: 106.8788, norm_residual_novel: 0.0000, top-1: 43.3008, top-5: 73.0859, loss_main: 1.3482, loss_aux: 1.0708, loss: 4.1324
2024-05-07 11:15:36,734 - mmcls - INFO - Epoch [4][150/235] lr: 2.468e-01, eta: 0:22:50, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 127.4324, norm_input_novel: 0.0000, norm_main_base: 1655.6358, norm_main_novel: 0.0000, norm_residual_base: 106.6885, norm_residual_novel: 0.0000, top-1: 46.9531, top-5: 75.2344, loss_main: 1.3794, loss_aux: 0.9686, loss: 3.6049
2024-05-07 11:15:37,896 - mmcls - INFO - Epoch [4][160/235] lr: 2.467e-01, eta: 0:22:47, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 123.1439, norm_input_novel: 0.0000, norm_main_base: 1677.3124, norm_main_novel: 0.0000, norm_residual_base: 104.2307, norm_residual_novel: 0.0000, top-1: 49.1211, top-5: 76.7773, loss_main: 1.2981, loss_aux: 1.0020, loss: 3.0129
2024-05-07 11:15:39,059 - mmcls - INFO - Epoch [4][170/235] lr: 2.466e-01, eta: 0:22:45, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 124.7317, norm_input_novel: 0.0000, norm_main_base: 1556.1231, norm_main_novel: 0.0000, norm_residual_base: 103.9176, norm_residual_novel: 0.0000, top-1: 43.6328, top-5: 70.8398, loss_main: 1.3206, loss_aux: 0.8414, loss: 3.7355
2024-05-07 11:15:40,230 - mmcls - INFO - Epoch [4][180/235] lr: 2.466e-01, eta: 0:22:43, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 123.5566, norm_input_novel: 0.0000, norm_main_base: 1609.0254, norm_main_novel: 0.0000, norm_residual_base: 102.8819, norm_residual_novel: 0.0000, top-1: 27.0508, top-5: 48.0664, loss_main: 1.2600, loss_aux: 1.2182, loss: 5.0925
2024-05-07 11:15:41,393 - mmcls - INFO - Epoch [4][190/235] lr: 2.465e-01, eta: 0:22:40, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 122.9583, norm_input_novel: 0.0000, norm_main_base: 1535.4081, norm_main_novel: 0.0000, norm_residual_base: 101.8733, norm_residual_novel: 0.0000, top-1: 49.0430, top-5: 78.7891, loss_main: 1.3709, loss_aux: 1.0790, loss: 3.2607
2024-05-07 11:15:42,558 - mmcls - INFO - Epoch [4][200/235] lr: 2.464e-01, eta: 0:22:38, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 124.0741, norm_input_novel: 0.0000, norm_main_base: 1564.4379, norm_main_novel: 0.0000, norm_residual_base: 99.1666, norm_residual_novel: 0.0000, top-1: 33.1836, top-5: 56.6016, loss_main: 1.1633, loss_aux: 1.0112, loss: 4.3271
2024-05-07 11:15:43,722 - mmcls - INFO - Epoch [4][210/235] lr: 2.463e-01, eta: 0:22:36, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 115.8049, norm_input_novel: 0.0000, norm_main_base: 1624.9806, norm_main_novel: 0.0000, norm_residual_base: 97.2352, norm_residual_novel: 0.0000, top-1: 29.3555, top-5: 52.4219, loss_main: 1.1710, loss_aux: 1.3582, loss: 5.0224
2024-05-07 11:15:44,884 - mmcls - INFO - Epoch [4][220/235] lr: 2.462e-01, eta: 0:22:33, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 117.4705, norm_input_novel: 0.0000, norm_main_base: 1630.1242, norm_main_novel: 0.0000, norm_residual_base: 97.1710, norm_residual_novel: 0.0000, top-1: 32.4219, top-5: 57.4023, loss_main: 1.1651, loss_aux: 1.3485, loss: 4.8118
2024-05-07 11:15:46,037 - mmcls - INFO - Epoch [4][230/235] lr: 2.462e-01, eta: 0:22:31, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 114.6758, norm_input_novel: 0.0000, norm_main_base: 1528.0618, norm_main_novel: 0.0000, norm_residual_base: 93.5136, norm_residual_novel: 0.0000, top-1: 23.2031, top-5: 45.4492, loss_main: 1.1028, loss_aux: 1.2921, loss: 5.6720
2024-05-07 11:15:46,529 - mmcls - INFO - Saving checkpoint at 4 epochs
2024-05-07 11:15:49,249 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:15:49,253 - mmcls - INFO - Epoch(val) [4][12] acc: 48.3833
2024-05-07 11:15:52,587 - mmcls - INFO - Epoch [5][10/235] lr: 2.460e-01, eta: 0:22:45, time: 0.326, data_time: 0.212, memory: 975, norm_input_base: 109.9394, norm_input_novel: 0.0000, norm_main_base: 1503.6606, norm_main_novel: 0.0000, norm_residual_base: 92.7028, norm_residual_novel: 0.0000, loss: 4.6204, top-1: 32.5391, top-5: 55.5273, loss_main: 1.0699, loss_aux: 1.1659
2024-05-07 11:15:53,750 - mmcls - INFO - Epoch [5][20/235] lr: 2.459e-01, eta: 0:22:42, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 112.7450, norm_input_novel: 0.0000, norm_main_base: 1521.1844, norm_main_novel: 0.0000, norm_residual_base: 92.3737, norm_residual_novel: 0.0000, loss: 4.2826, top-1: 40.8984, top-5: 66.1133, loss_main: 1.3381, loss_aux: 0.8742
2024-05-07 11:15:54,906 - mmcls - INFO - Epoch [5][30/235] lr: 2.459e-01, eta: 0:22:40, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 107.0833, norm_input_novel: 0.0000, norm_main_base: 1490.7116, norm_main_novel: 0.0000, norm_residual_base: 89.3472, norm_residual_novel: 0.0000, loss: 3.7715, top-1: 46.0352, top-5: 75.1172, loss_main: 1.4924, loss_aux: 0.9017
2024-05-07 11:15:56,066 - mmcls - INFO - Epoch [5][40/235] lr: 2.458e-01, eta: 0:22:38, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 107.7801, norm_input_novel: 0.0000, norm_main_base: 1494.2632, norm_main_novel: 0.0000, norm_residual_base: 87.5195, norm_residual_novel: 0.0000, loss: 3.1606, top-1: 51.7773, top-5: 80.8203, loss_main: 1.4782, loss_aux: 0.9149
2024-05-07 11:15:57,232 - mmcls - INFO - Epoch [5][50/235] lr: 2.457e-01, eta: 0:22:35, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 105.7051, norm_input_novel: 0.0000, norm_main_base: 1443.5885, norm_main_novel: 0.0000, norm_residual_base: 86.8023, norm_residual_novel: 0.0000, loss: 4.1887, top-1: 45.4688, top-5: 74.4922, loss_main: 1.3620, loss_aux: 0.9960
2024-05-07 11:15:58,394 - mmcls - INFO - Epoch [5][60/235] lr: 2.456e-01, eta: 0:22:33, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 101.5670, norm_input_novel: 0.0000, norm_main_base: 1497.4802, norm_main_novel: 0.0000, norm_residual_base: 85.3734, norm_residual_novel: 0.0000, loss: 4.2269, top-1: 38.2031, top-5: 64.5508, loss_main: 1.3437, loss_aux: 1.1649
2024-05-07 11:15:59,559 - mmcls - INFO - Epoch [5][70/235] lr: 2.455e-01, eta: 0:22:31, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 107.6781, norm_input_novel: 0.0000, norm_main_base: 1337.8226, norm_main_novel: 0.0000, norm_residual_base: 86.6579, norm_residual_novel: 0.0000, loss: 3.8915, top-1: 39.9023, top-5: 63.4180, loss_main: 1.1325, loss_aux: 0.9753
2024-05-07 11:16:00,730 - mmcls - INFO - Epoch [5][80/235] lr: 2.454e-01, eta: 0:22:29, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 104.9718, norm_input_novel: 0.0000, norm_main_base: 1365.5464, norm_main_novel: 0.0000, norm_residual_base: 86.1966, norm_residual_novel: 0.0000, loss: 4.8651, top-1: 35.3320, top-5: 60.2148, loss_main: 1.2207, loss_aux: 1.0395
2024-05-07 11:16:01,890 - mmcls - INFO - Epoch [5][90/235] lr: 2.453e-01, eta: 0:22:26, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 107.3405, norm_input_novel: 0.0000, norm_main_base: 1324.0484, norm_main_novel: 0.0000, norm_residual_base: 85.1426, norm_residual_novel: 0.0000, loss: 3.3518, top-1: 45.6250, top-5: 71.0352, loss_main: 1.2024, loss_aux: 0.9346
2024-05-07 11:16:03,051 - mmcls - INFO - Epoch [5][100/235] lr: 2.452e-01, eta: 0:22:24, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 105.5101, norm_input_novel: 0.0000, norm_main_base: 1302.5516, norm_main_novel: 0.0000, norm_residual_base: 83.4741, norm_residual_novel: 0.0000, loss: 4.8820, top-1: 33.4766, top-5: 58.5938, loss_main: 1.3088, loss_aux: 1.1783
2024-05-07 11:16:04,225 - mmcls - INFO - Epoch [5][110/235] lr: 2.452e-01, eta: 0:22:22, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 101.0724, norm_input_novel: 0.0000, norm_main_base: 1334.5377, norm_main_novel: 0.0000, norm_residual_base: 83.0892, norm_residual_novel: 0.0000, loss: 3.4411, top-1: 46.9336, top-5: 74.6289, loss_main: 1.3437, loss_aux: 0.9930
2024-05-07 11:16:05,392 - mmcls - INFO - Epoch [5][120/235] lr: 2.451e-01, eta: 0:22:20, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 102.2073, norm_input_novel: 0.0000, norm_main_base: 1240.1578, norm_main_novel: 0.0000, norm_residual_base: 81.3191, norm_residual_novel: 0.0000, loss: 4.5572, top-1: 33.7305, top-5: 55.9375, loss_main: 1.1461, loss_aux: 0.9768
2024-05-07 11:16:06,564 - mmcls - INFO - Epoch [5][130/235] lr: 2.450e-01, eta: 0:22:18, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 100.7957, norm_input_novel: 0.0000, norm_main_base: 1181.6347, norm_main_novel: 0.0000, norm_residual_base: 81.7702, norm_residual_novel: 0.0000, loss: 3.9535, top-1: 43.8867, top-5: 69.6094, loss_main: 1.3078, loss_aux: 0.9252
2024-05-07 11:16:07,730 - mmcls - INFO - Epoch [5][140/235] lr: 2.449e-01, eta: 0:22:16, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 101.3127, norm_input_novel: 0.0000, norm_main_base: 1201.0304, norm_main_novel: 0.0000, norm_residual_base: 80.8900, norm_residual_novel: 0.0000, loss: 4.5874, top-1: 34.8047, top-5: 60.2539, loss_main: 1.2454, loss_aux: 1.2217
2024-05-07 11:16:08,894 - mmcls - INFO - Epoch [5][150/235] lr: 2.448e-01, eta: 0:22:14, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 102.2062, norm_input_novel: 0.0000, norm_main_base: 1182.4040, norm_main_novel: 0.0000, norm_residual_base: 81.8220, norm_residual_novel: 0.0000, loss: 3.4297, top-1: 47.7539, top-5: 76.7383, loss_main: 1.2322, loss_aux: 0.9987
2024-05-07 11:16:10,075 - mmcls - INFO - Epoch [5][160/235] lr: 2.447e-01, eta: 0:22:12, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 101.5930, norm_input_novel: 0.0000, norm_main_base: 1120.1769, norm_main_novel: 0.0000, norm_residual_base: 80.1510, norm_residual_novel: 0.0000, loss: 5.2825, top-1: 28.4180, top-5: 53.1250, loss_main: 1.1822, loss_aux: 1.1482
2024-05-07 11:16:11,236 - mmcls - INFO - Epoch [5][170/235] lr: 2.446e-01, eta: 0:22:09, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 96.0333, norm_input_novel: 0.0000, norm_main_base: 1114.3804, norm_main_novel: 0.0000, norm_residual_base: 77.9384, norm_residual_novel: 0.0000, loss: 5.1749, top-1: 29.8047, top-5: 58.0078, loss_main: 1.3695, loss_aux: 1.3011
2024-05-07 11:16:12,393 - mmcls - INFO - Epoch [5][180/235] lr: 2.445e-01, eta: 0:22:07, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 103.3355, norm_input_novel: 0.0000, norm_main_base: 1091.0880, norm_main_novel: 0.0000, norm_residual_base: 80.2473, norm_residual_novel: 0.0000, loss: 4.7146, top-1: 25.3906, top-5: 45.8008, loss_main: 0.9962, loss_aux: 1.3102
2024-05-07 11:16:13,554 - mmcls - INFO - Epoch [5][190/235] lr: 2.444e-01, eta: 0:22:05, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 101.4897, norm_input_novel: 0.0000, norm_main_base: 1066.5218, norm_main_novel: 0.0000, norm_residual_base: 79.7131, norm_residual_novel: 0.0000, loss: 4.4870, top-1: 41.8164, top-5: 66.7578, loss_main: 1.2563, loss_aux: 1.1532
2024-05-07 11:16:14,718 - mmcls - INFO - Epoch [5][200/235] lr: 2.443e-01, eta: 0:22:03, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 101.9937, norm_input_novel: 0.0000, norm_main_base: 1012.3243, norm_main_novel: 0.0000, norm_residual_base: 79.5519, norm_residual_novel: 0.0000, loss: 4.3740, top-1: 38.0078, top-5: 62.1875, loss_main: 1.2372, loss_aux: 1.1316
2024-05-07 11:16:15,879 - mmcls - INFO - Epoch [5][210/235] lr: 2.442e-01, eta: 0:22:01, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 100.5604, norm_input_novel: 0.0000, norm_main_base: 998.4068, norm_main_novel: 0.0000, norm_residual_base: 78.7265, norm_residual_novel: 0.0000, loss: 4.3153, top-1: 37.2070, top-5: 62.2461, loss_main: 1.3640, loss_aux: 1.2127
2024-05-07 11:16:17,039 - mmcls - INFO - Epoch [5][220/235] lr: 2.441e-01, eta: 0:21:59, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 99.2517, norm_input_novel: 0.0000, norm_main_base: 995.9263, norm_main_novel: 0.0000, norm_residual_base: 78.9364, norm_residual_novel: 0.0000, loss: 4.4241, top-1: 37.4805, top-5: 59.3750, loss_main: 1.0211, loss_aux: 1.0714
2024-05-07 11:16:18,193 - mmcls - INFO - Epoch [5][230/235] lr: 2.440e-01, eta: 0:21:57, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 99.2853, norm_input_novel: 0.0000, norm_main_base: 936.3245, norm_main_novel: 0.0000, norm_residual_base: 77.6825, norm_residual_novel: 0.0000, loss: 3.5437, top-1: 47.3633, top-5: 74.9219, loss_main: 1.2682, loss_aux: 0.9668
2024-05-07 11:16:18,689 - mmcls - INFO - Saving checkpoint at 5 epochs
2024-05-07 11:16:21,414 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:16:21,416 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_3.pth was removed
2024-05-07 11:16:21,635 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_5.pth.
2024-05-07 11:16:21,637 - mmcls - INFO - Best acc is 54.5500 at 5 epoch.
2024-05-07 11:16:21,640 - mmcls - INFO - Epoch(val) [5][12] acc: 54.5500
2024-05-07 11:16:24,855 - mmcls - INFO - Epoch [6][10/235] lr: 2.438e-01, eta: 0:22:07, time: 0.314, data_time: 0.205, memory: 975, norm_input_base: 100.1227, norm_input_novel: 0.0000, norm_main_base: 970.5418, norm_main_novel: 0.0000, norm_residual_base: 79.2524, norm_residual_novel: 0.0000, top-1: 20.3711, top-5: 39.8438, loss_main: 1.0874, loss_aux: 1.2176, loss: 5.7639
2024-05-07 11:16:26,018 - mmcls - INFO - Epoch [6][20/235] lr: 2.437e-01, eta: 0:22:04, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 104.9568, norm_input_novel: 0.0000, norm_main_base: 919.4448, norm_main_novel: 0.0000, norm_residual_base: 78.5025, norm_residual_novel: 0.0000, top-1: 37.5977, top-5: 61.8750, loss_main: 1.0694, loss_aux: 1.1947, loss: 4.1566
2024-05-07 11:16:27,188 - mmcls - INFO - Epoch [6][30/235] lr: 2.436e-01, eta: 0:22:02, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 101.3979, norm_input_novel: 0.0000, norm_main_base: 905.5554, norm_main_novel: 0.0000, norm_residual_base: 77.2657, norm_residual_novel: 0.0000, top-1: 35.6836, top-5: 61.4062, loss_main: 1.3589, loss_aux: 0.9122, loss: 4.8321
2024-05-07 11:16:28,356 - mmcls - INFO - Epoch [6][40/235] lr: 2.435e-01, eta: 0:22:00, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 97.6384, norm_input_novel: 0.0000, norm_main_base: 836.7490, norm_main_novel: 0.0000, norm_residual_base: 76.9558, norm_residual_novel: 0.0000, top-1: 45.7227, top-5: 71.4062, loss_main: 1.2997, loss_aux: 0.8560, loss: 4.0576
2024-05-07 11:16:29,534 - mmcls - INFO - Epoch [6][50/235] lr: 2.434e-01, eta: 0:21:59, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 98.2840, norm_input_novel: 0.0000, norm_main_base: 846.1040, norm_main_novel: 0.0000, norm_residual_base: 74.7899, norm_residual_novel: 0.0000, top-1: 33.4570, top-5: 60.5273, loss_main: 1.3671, loss_aux: 1.2492, loss: 4.9895
2024-05-07 11:16:30,705 - mmcls - INFO - Epoch [6][60/235] lr: 2.433e-01, eta: 0:21:57, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 100.1369, norm_input_novel: 0.0000, norm_main_base: 844.1510, norm_main_novel: 0.0000, norm_residual_base: 74.8608, norm_residual_novel: 0.0000, top-1: 40.1172, top-5: 67.0508, loss_main: 1.2980, loss_aux: 1.1302, loss: 4.5266
2024-05-07 11:16:31,871 - mmcls - INFO - Epoch [6][70/235] lr: 2.432e-01, eta: 0:21:55, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 98.5604, norm_input_novel: 0.0000, norm_main_base: 837.6289, norm_main_novel: 0.0000, norm_residual_base: 75.1739, norm_residual_novel: 0.0000, top-1: 33.5156, top-5: 55.8789, loss_main: 1.2092, loss_aux: 1.1241, loss: 4.4891
2024-05-07 11:16:33,048 - mmcls - INFO - Epoch [6][80/235] lr: 2.431e-01, eta: 0:21:53, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 100.7302, norm_input_novel: 0.0000, norm_main_base: 821.9958, norm_main_novel: 0.0000, norm_residual_base: 75.2230, norm_residual_novel: 0.0000, top-1: 52.7734, top-5: 81.2305, loss_main: 1.2345, loss_aux: 0.9209, loss: 3.4351
2024-05-07 11:16:34,219 - mmcls - INFO - Epoch [6][90/235] lr: 2.430e-01, eta: 0:21:51, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 97.3766, norm_input_novel: 0.0000, norm_main_base: 776.0050, norm_main_novel: 0.0000, norm_residual_base: 74.6019, norm_residual_novel: 0.0000, top-1: 37.4609, top-5: 62.8711, loss_main: 1.2780, loss_aux: 1.0310, loss: 4.6587
2024-05-07 11:16:35,389 - mmcls - INFO - Epoch [6][100/235] lr: 2.429e-01, eta: 0:21:49, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 99.7134, norm_input_novel: 0.0000, norm_main_base: 792.9490, norm_main_novel: 0.0000, norm_residual_base: 74.6212, norm_residual_novel: 0.0000, top-1: 42.2461, top-5: 66.5820, loss_main: 1.2640, loss_aux: 0.8761, loss: 4.1280
2024-05-07 11:16:36,554 - mmcls - INFO - Epoch [6][110/235] lr: 2.428e-01, eta: 0:21:47, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 98.5138, norm_input_novel: 0.0000, norm_main_base: 767.9408, norm_main_novel: 0.0000, norm_residual_base: 74.0971, norm_residual_novel: 0.0000, top-1: 47.8516, top-5: 75.2148, loss_main: 1.2668, loss_aux: 1.0244, loss: 3.6261
2024-05-07 11:16:37,716 - mmcls - INFO - Epoch [6][120/235] lr: 2.427e-01, eta: 0:21:45, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 97.9264, norm_input_novel: 0.0000, norm_main_base: 767.7819, norm_main_novel: 0.0000, norm_residual_base: 74.4992, norm_residual_novel: 0.0000, top-1: 45.8008, top-5: 70.3906, loss_main: 1.2274, loss_aux: 1.0726, loss: 3.5865
2024-05-07 11:16:38,882 - mmcls - INFO - Epoch [6][130/235] lr: 2.425e-01, eta: 0:21:43, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 101.4729, norm_input_novel: 0.0000, norm_main_base: 739.1020, norm_main_novel: 0.0000, norm_residual_base: 74.7147, norm_residual_novel: 0.0000, top-1: 36.1133, top-5: 57.4609, loss_main: 1.1285, loss_aux: 1.1261, loss: 4.2567
2024-05-07 11:16:40,048 - mmcls - INFO - Epoch [6][140/235] lr: 2.424e-01, eta: 0:21:41, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 99.5118, norm_input_novel: 0.0000, norm_main_base: 711.1694, norm_main_novel: 0.0000, norm_residual_base: 74.7852, norm_residual_novel: 0.0000, top-1: 47.3242, top-5: 74.6484, loss_main: 1.1763, loss_aux: 1.1360, loss: 3.6154
2024-05-07 11:16:41,207 - mmcls - INFO - Epoch [6][150/235] lr: 2.423e-01, eta: 0:21:39, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 101.5698, norm_input_novel: 0.0000, norm_main_base: 726.0061, norm_main_novel: 0.0000, norm_residual_base: 73.3617, norm_residual_novel: 0.0000, top-1: 52.9492, top-5: 81.6602, loss_main: 1.2855, loss_aux: 0.9462, loss: 2.9820
2024-05-07 11:16:42,367 - mmcls - INFO - Epoch [6][160/235] lr: 2.422e-01, eta: 0:21:37, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 99.9745, norm_input_novel: 0.0000, norm_main_base: 708.2258, norm_main_novel: 0.0000, norm_residual_base: 73.0787, norm_residual_novel: 0.0000, top-1: 56.1914, top-5: 83.2227, loss_main: 1.2784, loss_aux: 0.9104, loss: 2.8471
2024-05-07 11:16:43,536 - mmcls - INFO - Epoch [6][170/235] lr: 2.421e-01, eta: 0:21:35, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 92.0669, norm_input_novel: 0.0000, norm_main_base: 688.9788, norm_main_novel: 0.0000, norm_residual_base: 71.7669, norm_residual_novel: 0.0000, top-1: 36.0742, top-5: 62.8906, loss_main: 1.3705, loss_aux: 1.1214, loss: 4.8422
2024-05-07 11:16:44,704 - mmcls - INFO - Epoch [6][180/235] lr: 2.420e-01, eta: 0:21:34, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 96.0474, norm_input_novel: 0.0000, norm_main_base: 701.0576, norm_main_novel: 0.0000, norm_residual_base: 73.8090, norm_residual_novel: 0.0000, top-1: 32.2852, top-5: 54.8633, loss_main: 1.2628, loss_aux: 1.1575, loss: 4.9212
2024-05-07 11:16:45,877 - mmcls - INFO - Epoch [6][190/235] lr: 2.418e-01, eta: 0:21:32, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 96.7512, norm_input_novel: 0.0000, norm_main_base: 667.0459, norm_main_novel: 0.0000, norm_residual_base: 72.3237, norm_residual_novel: 0.0000, top-1: 47.7148, top-5: 77.0898, loss_main: 1.3288, loss_aux: 0.9599, loss: 3.9205
2024-05-07 11:16:47,049 - mmcls - INFO - Epoch [6][200/235] lr: 2.417e-01, eta: 0:21:30, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 98.7720, norm_input_novel: 0.0000, norm_main_base: 666.9721, norm_main_novel: 0.0000, norm_residual_base: 72.0661, norm_residual_novel: 0.0000, top-1: 43.7891, top-5: 70.6250, loss_main: 1.3220, loss_aux: 1.2255, loss: 4.1837
2024-05-07 11:16:48,224 - mmcls - INFO - Epoch [6][210/235] lr: 2.416e-01, eta: 0:21:28, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 95.8892, norm_input_novel: 0.0000, norm_main_base: 665.0253, norm_main_novel: 0.0000, norm_residual_base: 72.8765, norm_residual_novel: 0.0000, top-1: 32.8320, top-5: 57.0703, loss_main: 1.3515, loss_aux: 1.1972, loss: 4.9952
2024-05-07 11:16:49,393 - mmcls - INFO - Epoch [6][220/235] lr: 2.415e-01, eta: 0:21:26, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 98.0726, norm_input_novel: 0.0000, norm_main_base: 646.7184, norm_main_novel: 0.0000, norm_residual_base: 74.1170, norm_residual_novel: 0.0000, top-1: 49.4727, top-5: 74.2773, loss_main: 1.2779, loss_aux: 1.0715, loss: 3.1591
2024-05-07 11:16:50,559 - mmcls - INFO - Epoch [6][230/235] lr: 2.414e-01, eta: 0:21:25, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 99.6228, norm_input_novel: 0.0000, norm_main_base: 616.9185, norm_main_novel: 0.0000, norm_residual_base: 72.2969, norm_residual_novel: 0.0000, top-1: 51.9336, top-5: 79.8633, loss_main: 1.2995, loss_aux: 0.9086, loss: 3.3226
2024-05-07 11:16:51,065 - mmcls - INFO - Saving checkpoint at 6 epochs
2024-05-07 11:16:53,893 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:16:53,898 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_5.pth was removed
2024-05-07 11:16:54,156 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_6.pth.
2024-05-07 11:16:54,157 - mmcls - INFO - Best acc is 59.8167 at 6 epoch.
2024-05-07 11:16:54,167 - mmcls - INFO - Epoch(val) [6][12] acc: 59.8167
2024-05-07 11:16:57,378 - mmcls - INFO - Epoch [7][10/235] lr: 2.412e-01, eta: 0:21:32, time: 0.313, data_time: 0.205, memory: 975, norm_input_base: 94.9874, norm_input_novel: 0.0000, norm_main_base: 619.2799, norm_main_novel: 0.0000, norm_residual_base: 72.3270, norm_residual_novel: 0.0000, top-1: 36.8555, top-5: 61.0352, loss_main: 1.2570, loss_aux: 1.2999, loss: 4.3288
2024-05-07 11:16:58,536 - mmcls - INFO - Epoch [7][20/235] lr: 2.411e-01, eta: 0:21:30, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 98.6471, norm_input_novel: 0.0000, norm_main_base: 584.1123, norm_main_novel: 0.0000, norm_residual_base: 72.5674, norm_residual_novel: 0.0000, top-1: 56.7578, top-5: 83.9062, loss_main: 1.2486, loss_aux: 1.0270, loss: 2.8538
2024-05-07 11:16:59,690 - mmcls - INFO - Epoch [7][30/235] lr: 2.409e-01, eta: 0:21:28, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 100.3969, norm_input_novel: 0.0000, norm_main_base: 565.0372, norm_main_novel: 0.0000, norm_residual_base: 71.9858, norm_residual_novel: 0.0000, top-1: 58.4180, top-5: 85.3516, loss_main: 1.3083, loss_aux: 0.8608, loss: 2.4919
2024-05-07 11:17:00,852 - mmcls - INFO - Epoch [7][40/235] lr: 2.408e-01, eta: 0:21:26, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 101.0746, norm_input_novel: 0.0000, norm_main_base: 570.8648, norm_main_novel: 0.0000, norm_residual_base: 72.3150, norm_residual_novel: 0.0000, top-1: 39.6484, top-5: 61.7578, loss_main: 1.1434, loss_aux: 0.9793, loss: 3.8842
2024-05-07 11:17:02,017 - mmcls - INFO - Epoch [7][50/235] lr: 2.407e-01, eta: 0:21:24, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 98.3391, norm_input_novel: 0.0000, norm_main_base: 570.5962, norm_main_novel: 0.0000, norm_residual_base: 72.1938, norm_residual_novel: 0.0000, top-1: 47.6172, top-5: 73.8281, loss_main: 1.3307, loss_aux: 1.0613, loss: 3.7686
2024-05-07 11:17:03,172 - mmcls - INFO - Epoch [7][60/235] lr: 2.406e-01, eta: 0:21:23, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 99.9184, norm_input_novel: 0.0000, norm_main_base: 563.7147, norm_main_novel: 0.0000, norm_residual_base: 70.2295, norm_residual_novel: 0.0000, top-1: 46.0352, top-5: 73.1836, loss_main: 1.3346, loss_aux: 0.9804, loss: 3.5242
2024-05-07 11:17:04,335 - mmcls - INFO - Epoch [7][70/235] lr: 2.404e-01, eta: 0:21:21, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 98.2279, norm_input_novel: 0.0000, norm_main_base: 547.9315, norm_main_novel: 0.0000, norm_residual_base: 71.6054, norm_residual_novel: 0.0000, top-1: 54.6875, top-5: 80.2148, loss_main: 1.2529, loss_aux: 0.8738, loss: 3.0185
2024-05-07 11:17:05,489 - mmcls - INFO - Epoch [7][80/235] lr: 2.403e-01, eta: 0:21:19, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 102.2750, norm_input_novel: 0.0000, norm_main_base: 545.1930, norm_main_novel: 0.0000, norm_residual_base: 71.8016, norm_residual_novel: 0.0000, top-1: 58.9844, top-5: 85.8008, loss_main: 1.2372, loss_aux: 0.7022, loss: 2.4104
2024-05-07 11:17:06,651 - mmcls - INFO - Epoch [7][90/235] lr: 2.402e-01, eta: 0:21:17, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 96.0297, norm_input_novel: 0.0000, norm_main_base: 537.9478, norm_main_novel: 0.0000, norm_residual_base: 71.3268, norm_residual_novel: 0.0000, top-1: 29.5312, top-5: 51.3672, loss_main: 1.0997, loss_aux: 0.9907, loss: 5.0853
2024-05-07 11:17:07,816 - mmcls - INFO - Epoch [7][100/235] lr: 2.400e-01, eta: 0:21:15, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 103.6217, norm_input_novel: 0.0000, norm_main_base: 547.6223, norm_main_novel: 0.0000, norm_residual_base: 72.1642, norm_residual_novel: 0.0000, top-1: 31.3086, top-5: 53.3594, loss_main: 1.1715, loss_aux: 1.2105, loss: 4.7529
2024-05-07 11:17:08,985 - mmcls - INFO - Epoch [7][110/235] lr: 2.399e-01, eta: 0:21:13, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 99.5485, norm_input_novel: 0.0000, norm_main_base: 527.9641, norm_main_novel: 0.0000, norm_residual_base: 71.4059, norm_residual_novel: 0.0000, top-1: 49.7852, top-5: 75.6836, loss_main: 1.1520, loss_aux: 0.9012, loss: 3.4584
2024-05-07 11:17:10,150 - mmcls - INFO - Epoch [7][120/235] lr: 2.398e-01, eta: 0:21:12, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 99.0448, norm_input_novel: 0.0000, norm_main_base: 544.1359, norm_main_novel: 0.0000, norm_residual_base: 70.3260, norm_residual_novel: 0.0000, top-1: 38.9258, top-5: 63.7305, loss_main: 1.1467, loss_aux: 1.0630, loss: 4.3824
2024-05-07 11:17:11,304 - mmcls - INFO - Epoch [7][130/235] lr: 2.397e-01, eta: 0:21:10, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 94.2769, norm_input_novel: 0.0000, norm_main_base: 523.5693, norm_main_novel: 0.0000, norm_residual_base: 70.2003, norm_residual_novel: 0.0000, top-1: 44.7656, top-5: 74.2188, loss_main: 1.3105, loss_aux: 1.0429, loss: 3.8670
2024-05-07 11:17:12,464 - mmcls - INFO - Epoch [7][140/235] lr: 2.395e-01, eta: 0:21:08, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 102.3877, norm_input_novel: 0.0000, norm_main_base: 504.6738, norm_main_novel: 0.0000, norm_residual_base: 71.1300, norm_residual_novel: 0.0000, top-1: 52.4414, top-5: 79.0234, loss_main: 1.2959, loss_aux: 0.9574, loss: 3.2138
2024-05-07 11:17:13,628 - mmcls - INFO - Epoch [7][150/235] lr: 2.394e-01, eta: 0:21:06, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 104.3699, norm_input_novel: 0.0000, norm_main_base: 513.5684, norm_main_novel: 0.0000, norm_residual_base: 70.8273, norm_residual_novel: 0.0000, top-1: 27.8516, top-5: 49.1016, loss_main: 1.1924, loss_aux: 1.1515, loss: 5.2524
2024-05-07 11:17:14,793 - mmcls - INFO - Epoch [7][160/235] lr: 2.393e-01, eta: 0:21:05, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 102.2257, norm_input_novel: 0.0000, norm_main_base: 501.0309, norm_main_novel: 0.0000, norm_residual_base: 71.7622, norm_residual_novel: 0.0000, top-1: 44.1406, top-5: 68.9648, loss_main: 1.2745, loss_aux: 0.9112, loss: 4.1901
2024-05-07 11:17:15,958 - mmcls - INFO - Epoch [7][170/235] lr: 2.391e-01, eta: 0:21:03, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 98.6389, norm_input_novel: 0.0000, norm_main_base: 491.5796, norm_main_novel: 0.0000, norm_residual_base: 71.0487, norm_residual_novel: 0.0000, top-1: 43.8281, top-5: 69.1016, loss_main: 1.2848, loss_aux: 0.9102, loss: 3.8238
2024-05-07 11:17:17,118 - mmcls - INFO - Epoch [7][180/235] lr: 2.390e-01, eta: 0:21:01, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 99.0244, norm_input_novel: 0.0000, norm_main_base: 493.7516, norm_main_novel: 0.0000, norm_residual_base: 69.7776, norm_residual_novel: 0.0000, top-1: 40.9180, top-5: 66.6602, loss_main: 1.2997, loss_aux: 1.0170, loss: 4.2309
2024-05-07 11:17:18,280 - mmcls - INFO - Epoch [7][190/235] lr: 2.388e-01, eta: 0:20:59, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 98.9863, norm_input_novel: 0.0000, norm_main_base: 476.1564, norm_main_novel: 0.0000, norm_residual_base: 71.1281, norm_residual_novel: 0.0000, top-1: 26.1133, top-5: 44.2578, loss_main: 0.8522, loss_aux: 1.1986, loss: 4.9441
2024-05-07 11:17:19,442 - mmcls - INFO - Epoch [7][200/235] lr: 2.387e-01, eta: 0:20:58, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 101.3640, norm_input_novel: 0.0000, norm_main_base: 465.2348, norm_main_novel: 0.0000, norm_residual_base: 71.8146, norm_residual_novel: 0.0000, top-1: 39.1016, top-5: 61.7773, loss_main: 0.9918, loss_aux: 1.1434, loss: 3.9451
2024-05-07 11:17:20,612 - mmcls - INFO - Epoch [7][210/235] lr: 2.386e-01, eta: 0:20:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 101.2385, norm_input_novel: 0.0000, norm_main_base: 476.4369, norm_main_novel: 0.0000, norm_residual_base: 72.1528, norm_residual_novel: 0.0000, top-1: 40.8203, top-5: 63.7305, loss_main: 1.0455, loss_aux: 1.0774, loss: 4.1327
2024-05-07 11:17:21,774 - mmcls - INFO - Epoch [7][220/235] lr: 2.384e-01, eta: 0:20:54, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 100.5316, norm_input_novel: 0.0000, norm_main_base: 465.9044, norm_main_novel: 0.0000, norm_residual_base: 71.6509, norm_residual_novel: 0.0000, top-1: 51.2695, top-5: 78.3203, loss_main: 1.1073, loss_aux: 0.8703, loss: 3.3011
2024-05-07 11:17:22,928 - mmcls - INFO - Epoch [7][230/235] lr: 2.383e-01, eta: 0:20:52, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 98.7956, norm_input_novel: 0.0000, norm_main_base: 446.9145, norm_main_novel: 0.0000, norm_residual_base: 70.2815, norm_residual_novel: 0.0000, top-1: 50.6055, top-5: 76.8164, loss_main: 1.2192, loss_aux: 1.0167, loss: 3.1532
2024-05-07 11:17:23,425 - mmcls - INFO - Saving checkpoint at 7 epochs
2024-05-07 11:17:26,184 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:17:26,188 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_6.pth was removed
2024-05-07 11:17:26,413 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_7.pth.
2024-05-07 11:17:26,414 - mmcls - INFO - Best acc is 63.2833 at 7 epoch.
2024-05-07 11:17:26,417 - mmcls - INFO - Epoch(val) [7][12] acc: 63.2833
2024-05-07 11:17:29,629 - mmcls - INFO - Epoch [8][10/235] lr: 2.381e-01, eta: 0:20:58, time: 0.314, data_time: 0.205, memory: 975, norm_input_base: 96.2160, norm_input_novel: 0.0000, norm_main_base: 421.6854, norm_main_novel: 0.0000, norm_residual_base: 69.4209, norm_residual_novel: 0.0000, top-1: 35.2539, top-5: 58.0664, loss_main: 1.1713, loss_aux: 1.0806, loss: 4.2325
2024-05-07 11:17:30,791 - mmcls - INFO - Epoch [8][20/235] lr: 2.379e-01, eta: 0:20:57, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 98.0121, norm_input_novel: 0.0000, norm_main_base: 424.2031, norm_main_novel: 0.0000, norm_residual_base: 68.4039, norm_residual_novel: 0.0000, top-1: 50.8789, top-5: 78.4180, loss_main: 1.2577, loss_aux: 0.9030, loss: 3.9305
2024-05-07 11:17:31,943 - mmcls - INFO - Epoch [8][30/235] lr: 2.378e-01, eta: 0:20:55, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 98.1041, norm_input_novel: 0.0000, norm_main_base: 427.5646, norm_main_novel: 0.0000, norm_residual_base: 68.5761, norm_residual_novel: 0.0000, top-1: 53.4766, top-5: 80.2539, loss_main: 1.3232, loss_aux: 0.9673, loss: 2.8275
2024-05-07 11:17:33,100 - mmcls - INFO - Epoch [8][40/235] lr: 2.376e-01, eta: 0:20:53, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 97.2589, norm_input_novel: 0.0000, norm_main_base: 421.4244, norm_main_novel: 0.0000, norm_residual_base: 68.2017, norm_residual_novel: 0.0000, top-1: 47.3047, top-5: 74.6875, loss_main: 1.3519, loss_aux: 1.0186, loss: 3.7237
2024-05-07 11:17:34,258 - mmcls - INFO - Epoch [8][50/235] lr: 2.375e-01, eta: 0:20:51, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 99.1447, norm_input_novel: 0.0000, norm_main_base: 419.8226, norm_main_novel: 0.0000, norm_residual_base: 69.4333, norm_residual_novel: 0.0000, top-1: 45.0195, top-5: 68.8281, loss_main: 1.0757, loss_aux: 0.8067, loss: 3.5137
2024-05-07 11:17:35,424 - mmcls - INFO - Epoch [8][60/235] lr: 2.374e-01, eta: 0:20:49, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 99.0257, norm_input_novel: 0.0000, norm_main_base: 415.4880, norm_main_novel: 0.0000, norm_residual_base: 68.3946, norm_residual_novel: 0.0000, top-1: 37.6758, top-5: 64.1992, loss_main: 1.3293, loss_aux: 1.1122, loss: 4.8603
2024-05-07 11:17:36,586 - mmcls - INFO - Epoch [8][70/235] lr: 2.372e-01, eta: 0:20:48, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 95.3422, norm_input_novel: 0.0000, norm_main_base: 402.9347, norm_main_novel: 0.0000, norm_residual_base: 68.3020, norm_residual_novel: 0.0000, top-1: 42.0508, top-5: 69.0820, loss_main: 1.3179, loss_aux: 1.0129, loss: 4.0053
2024-05-07 11:17:37,747 - mmcls - INFO - Epoch [8][80/235] lr: 2.371e-01, eta: 0:20:46, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 100.5783, norm_input_novel: 0.0000, norm_main_base: 411.4281, norm_main_novel: 0.0000, norm_residual_base: 68.9157, norm_residual_novel: 0.0000, top-1: 50.1562, top-5: 75.1562, loss_main: 1.1291, loss_aux: 0.8304, loss: 3.3742
2024-05-07 11:17:38,905 - mmcls - INFO - Epoch [8][90/235] lr: 2.369e-01, eta: 0:20:44, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 101.1091, norm_input_novel: 0.0000, norm_main_base: 401.3475, norm_main_novel: 0.0000, norm_residual_base: 69.3753, norm_residual_novel: 0.0000, top-1: 49.8242, top-5: 73.9844, loss_main: 1.1017, loss_aux: 0.6553, loss: 3.0872
2024-05-07 11:17:40,080 - mmcls - INFO - Epoch [8][100/235] lr: 2.368e-01, eta: 0:20:43, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 100.2821, norm_input_novel: 0.0000, norm_main_base: 390.2807, norm_main_novel: 0.0000, norm_residual_base: 69.6054, norm_residual_novel: 0.0000, top-1: 36.8555, top-5: 57.1094, loss_main: 1.1166, loss_aux: 0.8688, loss: 4.3366
2024-05-07 11:17:41,249 - mmcls - INFO - Epoch [8][110/235] lr: 2.366e-01, eta: 0:20:41, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 101.9655, norm_input_novel: 0.0000, norm_main_base: 386.9405, norm_main_novel: 0.0000, norm_residual_base: 69.0446, norm_residual_novel: 0.0000, top-1: 56.1133, top-5: 80.1953, loss_main: 1.0301, loss_aux: 0.8716, loss: 3.0467
2024-05-07 11:17:42,415 - mmcls - INFO - Epoch [8][120/235] lr: 2.365e-01, eta: 0:20:39, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 101.9193, norm_input_novel: 0.0000, norm_main_base: 388.3704, norm_main_novel: 0.0000, norm_residual_base: 67.5781, norm_residual_novel: 0.0000, top-1: 43.5156, top-5: 66.8359, loss_main: 1.0314, loss_aux: 0.9304, loss: 4.2530
2024-05-07 11:17:43,581 - mmcls - INFO - Epoch [8][130/235] lr: 2.363e-01, eta: 0:20:38, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 98.3971, norm_input_novel: 0.0000, norm_main_base: 379.2457, norm_main_novel: 0.0000, norm_residual_base: 67.7033, norm_residual_novel: 0.0000, top-1: 53.0664, top-5: 80.4883, loss_main: 1.1946, loss_aux: 0.8594, loss: 3.5905
2024-05-07 11:17:44,752 - mmcls - INFO - Epoch [8][140/235] lr: 2.362e-01, eta: 0:20:36, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 100.5073, norm_input_novel: 0.0000, norm_main_base: 373.6901, norm_main_novel: 0.0000, norm_residual_base: 67.3905, norm_residual_novel: 0.0000, top-1: 40.7227, top-5: 70.4688, loss_main: 1.3765, loss_aux: 1.1233, loss: 4.6696
2024-05-07 11:17:45,912 - mmcls - INFO - Epoch [8][150/235] lr: 2.360e-01, eta: 0:20:34, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 102.5033, norm_input_novel: 0.0000, norm_main_base: 381.5932, norm_main_novel: 0.0000, norm_residual_base: 69.0677, norm_residual_novel: 0.0000, top-1: 38.9453, top-5: 63.0664, loss_main: 1.1941, loss_aux: 1.1004, loss: 4.2171
2024-05-07 11:17:47,072 - mmcls - INFO - Epoch [8][160/235] lr: 2.359e-01, eta: 0:20:33, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 102.2260, norm_input_novel: 0.0000, norm_main_base: 374.2405, norm_main_novel: 0.0000, norm_residual_base: 68.7303, norm_residual_novel: 0.0000, top-1: 44.1406, top-5: 67.5391, loss_main: 1.2728, loss_aux: 1.0113, loss: 3.9207
2024-05-07 11:17:48,240 - mmcls - INFO - Epoch [8][170/235] lr: 2.357e-01, eta: 0:20:31, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 97.3697, norm_input_novel: 0.0000, norm_main_base: 373.1734, norm_main_novel: 0.0000, norm_residual_base: 67.7684, norm_residual_novel: 0.0000, top-1: 45.3320, top-5: 72.7734, loss_main: 1.3554, loss_aux: 1.0183, loss: 3.8858
2024-05-07 11:17:49,402 - mmcls - INFO - Epoch [8][180/235] lr: 2.355e-01, eta: 0:20:29, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 103.3185, norm_input_novel: 0.0000, norm_main_base: 375.3337, norm_main_novel: 0.0000, norm_residual_base: 68.9757, norm_residual_novel: 0.0000, top-1: 48.5156, top-5: 72.3047, loss_main: 1.1595, loss_aux: 0.9024, loss: 3.4092
2024-05-07 11:17:50,574 - mmcls - INFO - Epoch [8][190/235] lr: 2.354e-01, eta: 0:20:28, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 101.4879, norm_input_novel: 0.0000, norm_main_base: 368.2708, norm_main_novel: 0.0000, norm_residual_base: 69.4426, norm_residual_novel: 0.0000, top-1: 36.4453, top-5: 58.6133, loss_main: 1.1203, loss_aux: 1.0870, loss: 4.3903
2024-05-07 11:17:51,736 - mmcls - INFO - Epoch [8][200/235] lr: 2.352e-01, eta: 0:20:26, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 105.8860, norm_input_novel: 0.0000, norm_main_base: 373.0978, norm_main_novel: 0.0000, norm_residual_base: 69.8753, norm_residual_novel: 0.0000, top-1: 26.5625, top-5: 42.9688, loss_main: 0.8277, loss_aux: 1.1169, loss: 4.5593
2024-05-07 11:17:52,899 - mmcls - INFO - Epoch [8][210/235] lr: 2.351e-01, eta: 0:20:24, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 100.6609, norm_input_novel: 0.0000, norm_main_base: 355.0399, norm_main_novel: 0.0000, norm_residual_base: 68.3136, norm_residual_novel: 0.0000, top-1: 39.3750, top-5: 66.8945, loss_main: 1.3471, loss_aux: 0.9993, loss: 4.6547
2024-05-07 11:17:54,080 - mmcls - INFO - Epoch [8][220/235] lr: 2.349e-01, eta: 0:20:23, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 103.4471, norm_input_novel: 0.0000, norm_main_base: 365.4358, norm_main_novel: 0.0000, norm_residual_base: 69.0283, norm_residual_novel: 0.0000, top-1: 51.1328, top-5: 75.9961, loss_main: 1.0954, loss_aux: 0.7673, loss: 3.6868
2024-05-07 11:17:55,237 - mmcls - INFO - Epoch [8][230/235] lr: 2.348e-01, eta: 0:20:21, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 100.6869, norm_input_novel: 0.0000, norm_main_base: 364.9726, norm_main_novel: 0.0000, norm_residual_base: 67.1025, norm_residual_novel: 0.0000, top-1: 50.8789, top-5: 75.6445, loss_main: 1.1168, loss_aux: 0.8779, loss: 3.4360
2024-05-07 11:17:55,733 - mmcls - INFO - Saving checkpoint at 8 epochs
2024-05-07 11:17:58,519 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:17:58,524 - mmcls - INFO - Epoch(val) [8][12] acc: 55.9833
2024-05-07 11:18:01,832 - mmcls - INFO - Epoch [9][10/235] lr: 2.345e-01, eta: 0:20:27, time: 0.324, data_time: 0.215, memory: 975, norm_input_base: 97.3728, norm_input_novel: 0.0000, norm_main_base: 358.4192, norm_main_novel: 0.0000, norm_residual_base: 67.1541, norm_residual_novel: 0.0000, top-1: 37.1094, top-5: 62.1680, loss_main: 1.3829, loss_aux: 1.2127, loss: 4.3123
2024-05-07 11:18:02,992 - mmcls - INFO - Epoch [9][20/235] lr: 2.344e-01, eta: 0:20:25, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 97.7206, norm_input_novel: 0.0000, norm_main_base: 352.0481, norm_main_novel: 0.0000, norm_residual_base: 66.9992, norm_residual_novel: 0.0000, top-1: 40.1562, top-5: 65.3906, loss_main: 1.3432, loss_aux: 1.3062, loss: 4.0060
2024-05-07 11:18:04,153 - mmcls - INFO - Epoch [9][30/235] lr: 2.342e-01, eta: 0:20:23, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 94.6958, norm_input_novel: 0.0000, norm_main_base: 358.5910, norm_main_novel: 0.0000, norm_residual_base: 65.9428, norm_residual_novel: 0.0000, top-1: 35.5664, top-5: 61.8555, loss_main: 1.3002, loss_aux: 1.1608, loss: 4.9747
2024-05-07 11:18:05,310 - mmcls - INFO - Epoch [9][40/235] lr: 2.340e-01, eta: 0:20:22, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 96.2724, norm_input_novel: 0.0000, norm_main_base: 360.6156, norm_main_novel: 0.0000, norm_residual_base: 67.5103, norm_residual_novel: 0.0000, top-1: 37.0898, top-5: 60.8203, loss_main: 1.2611, loss_aux: 1.1073, loss: 4.2762
2024-05-07 11:18:06,468 - mmcls - INFO - Epoch [9][50/235] lr: 2.339e-01, eta: 0:20:20, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 102.4637, norm_input_novel: 0.0000, norm_main_base: 351.7807, norm_main_novel: 0.0000, norm_residual_base: 66.9566, norm_residual_novel: 0.0000, top-1: 46.3281, top-5: 69.7656, loss_main: 1.1930, loss_aux: 0.9766, loss: 3.5497
2024-05-07 11:18:07,629 - mmcls - INFO - Epoch [9][60/235] lr: 2.337e-01, eta: 0:20:18, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 99.0491, norm_input_novel: 0.0000, norm_main_base: 341.5722, norm_main_novel: 0.0000, norm_residual_base: 66.6809, norm_residual_novel: 0.0000, top-1: 41.7773, top-5: 65.4688, loss_main: 1.1801, loss_aux: 1.0278, loss: 4.1477
2024-05-07 11:18:08,787 - mmcls - INFO - Epoch [9][70/235] lr: 2.335e-01, eta: 0:20:17, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 98.9589, norm_input_novel: 0.0000, norm_main_base: 325.4984, norm_main_novel: 0.0000, norm_residual_base: 65.7994, norm_residual_novel: 0.0000, top-1: 45.3516, top-5: 71.4648, loss_main: 1.3289, loss_aux: 1.1453, loss: 4.0653
2024-05-07 11:18:09,945 - mmcls - INFO - Epoch [9][80/235] lr: 2.334e-01, eta: 0:20:15, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 101.2017, norm_input_novel: 0.0000, norm_main_base: 336.2141, norm_main_novel: 0.0000, norm_residual_base: 67.8209, norm_residual_novel: 0.0000, top-1: 49.4727, top-5: 72.5195, loss_main: 1.0725, loss_aux: 0.8810, loss: 3.2627
2024-05-07 11:18:11,108 - mmcls - INFO - Epoch [9][90/235] lr: 2.332e-01, eta: 0:20:13, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 101.3475, norm_input_novel: 0.0000, norm_main_base: 327.0443, norm_main_novel: 0.0000, norm_residual_base: 67.0877, norm_residual_novel: 0.0000, top-1: 42.0117, top-5: 65.8398, loss_main: 1.1852, loss_aux: 1.0172, loss: 4.1615
2024-05-07 11:18:12,275 - mmcls - INFO - Epoch [9][100/235] lr: 2.330e-01, eta: 0:20:12, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 95.9869, norm_input_novel: 0.0000, norm_main_base: 322.0906, norm_main_novel: 0.0000, norm_residual_base: 67.5439, norm_residual_novel: 0.0000, top-1: 49.6094, top-5: 77.1680, loss_main: 1.2760, loss_aux: 1.0329, loss: 3.7284
2024-05-07 11:18:13,438 - mmcls - INFO - Epoch [9][110/235] lr: 2.329e-01, eta: 0:20:10, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 100.0714, norm_input_novel: 0.0000, norm_main_base: 324.4510, norm_main_novel: 0.0000, norm_residual_base: 66.9202, norm_residual_novel: 0.0000, top-1: 55.1758, top-5: 83.0859, loss_main: 1.2241, loss_aux: 1.0253, loss: 3.3221
2024-05-07 11:18:14,617 - mmcls - INFO - Epoch [9][120/235] lr: 2.327e-01, eta: 0:20:08, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 104.2492, norm_input_novel: 0.0000, norm_main_base: 323.6904, norm_main_novel: 0.0000, norm_residual_base: 67.7185, norm_residual_novel: 0.0000, top-1: 57.3633, top-5: 83.4375, loss_main: 1.1534, loss_aux: 0.7026, loss: 2.7897
2024-05-07 11:18:15,782 - mmcls - INFO - Epoch [9][130/235] lr: 2.325e-01, eta: 0:20:07, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 102.0552, norm_input_novel: 0.0000, norm_main_base: 320.9509, norm_main_novel: 0.0000, norm_residual_base: 66.7203, norm_residual_novel: 0.0000, top-1: 48.1641, top-5: 75.0586, loss_main: 1.2824, loss_aux: 0.9644, loss: 3.6949
2024-05-07 11:18:16,949 - mmcls - INFO - Epoch [9][140/235] lr: 2.324e-01, eta: 0:20:05, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 103.2829, norm_input_novel: 0.0000, norm_main_base: 318.7102, norm_main_novel: 0.0000, norm_residual_base: 67.7659, norm_residual_novel: 0.0000, top-1: 36.4258, top-5: 54.9023, loss_main: 0.9097, loss_aux: 0.9922, loss: 4.4571
2024-05-07 11:18:18,117 - mmcls - INFO - Epoch [9][150/235] lr: 2.322e-01, eta: 0:20:04, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 103.2169, norm_input_novel: 0.0000, norm_main_base: 319.8858, norm_main_novel: 0.0000, norm_residual_base: 68.3334, norm_residual_novel: 0.0000, top-1: 33.5938, top-5: 56.5820, loss_main: 1.1691, loss_aux: 1.1886, loss: 4.9323
2024-05-07 11:18:19,289 - mmcls - INFO - Epoch [9][160/235] lr: 2.320e-01, eta: 0:20:02, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 107.2960, norm_input_novel: 0.0000, norm_main_base: 328.6646, norm_main_novel: 0.0000, norm_residual_base: 69.2408, norm_residual_novel: 0.0000, top-1: 48.7891, top-5: 69.7656, loss_main: 1.0745, loss_aux: 0.7401, loss: 3.4556
2024-05-07 11:18:20,458 - mmcls - INFO - Epoch [9][170/235] lr: 2.319e-01, eta: 0:20:01, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 102.5670, norm_input_novel: 0.0000, norm_main_base: 325.9031, norm_main_novel: 0.0000, norm_residual_base: 66.8166, norm_residual_novel: 0.0000, top-1: 30.6836, top-5: 52.2656, loss_main: 1.0778, loss_aux: 1.0208, loss: 5.0214
2024-05-07 11:18:21,618 - mmcls - INFO - Epoch [9][180/235] lr: 2.317e-01, eta: 0:19:59, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 103.9546, norm_input_novel: 0.0000, norm_main_base: 321.2356, norm_main_novel: 0.0000, norm_residual_base: 67.0785, norm_residual_novel: 0.0000, top-1: 53.8086, top-5: 81.5625, loss_main: 1.2484, loss_aux: 1.1273, loss: 3.2710
2024-05-07 11:18:22,771 - mmcls - INFO - Epoch [9][190/235] lr: 2.315e-01, eta: 0:19:57, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 102.3350, norm_input_novel: 0.0000, norm_main_base: 326.8237, norm_main_novel: 0.0000, norm_residual_base: 67.0593, norm_residual_novel: 0.0000, top-1: 32.7734, top-5: 56.2109, loss_main: 1.2288, loss_aux: 1.2440, loss: 4.4997
2024-05-07 11:18:23,934 - mmcls - INFO - Epoch [9][200/235] lr: 2.313e-01, eta: 0:19:56, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 100.8964, norm_input_novel: 0.0000, norm_main_base: 334.9728, norm_main_novel: 0.0000, norm_residual_base: 68.4986, norm_residual_novel: 0.0000, top-1: 46.7383, top-5: 73.1055, loss_main: 1.1242, loss_aux: 1.0622, loss: 4.0900
2024-05-07 11:18:25,100 - mmcls - INFO - Epoch [9][210/235] lr: 2.312e-01, eta: 0:19:54, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 107.1197, norm_input_novel: 0.0000, norm_main_base: 325.3503, norm_main_novel: 0.0000, norm_residual_base: 69.2486, norm_residual_novel: 0.0000, top-1: 43.9648, top-5: 68.6719, loss_main: 1.2001, loss_aux: 0.9239, loss: 4.0334
2024-05-07 11:18:26,271 - mmcls - INFO - Epoch [9][220/235] lr: 2.310e-01, eta: 0:19:53, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 102.9328, norm_input_novel: 0.0000, norm_main_base: 326.8990, norm_main_novel: 0.0000, norm_residual_base: 68.0181, norm_residual_novel: 0.0000, top-1: 32.2461, top-5: 52.3438, loss_main: 0.8869, loss_aux: 0.9951, loss: 4.6419
2024-05-07 11:18:27,427 - mmcls - INFO - Epoch [9][230/235] lr: 2.308e-01, eta: 0:19:51, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 99.8259, norm_input_novel: 0.0000, norm_main_base: 317.8305, norm_main_novel: 0.0000, norm_residual_base: 67.5540, norm_residual_novel: 0.0000, top-1: 49.6875, top-5: 77.2461, loss_main: 1.2025, loss_aux: 1.0587, loss: 3.8567
2024-05-07 11:18:27,923 - mmcls - INFO - Saving checkpoint at 9 epochs
2024-05-07 11:18:30,694 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:18:30,699 - mmcls - INFO - Epoch(val) [9][12] acc: 62.8833
2024-05-07 11:18:34,022 - mmcls - INFO - Epoch [10][10/235] lr: 2.305e-01, eta: 0:19:56, time: 0.325, data_time: 0.210, memory: 975, norm_input_base: 103.8122, norm_input_novel: 0.0000, norm_main_base: 307.5619, norm_main_novel: 0.0000, norm_residual_base: 66.7039, norm_residual_novel: 0.0000, top-1: 57.1094, top-5: 83.6328, loss_main: 1.1488, loss_aux: 0.7734, loss: 3.2091
2024-05-07 11:18:35,196 - mmcls - INFO - Epoch [10][20/235] lr: 2.304e-01, eta: 0:19:54, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 102.2855, norm_input_novel: 0.0000, norm_main_base: 314.6773, norm_main_novel: 0.0000, norm_residual_base: 65.8533, norm_residual_novel: 0.0000, top-1: 37.9883, top-5: 61.8945, loss_main: 1.1538, loss_aux: 0.9918, loss: 4.2217
2024-05-07 11:18:36,376 - mmcls - INFO - Epoch [10][30/235] lr: 2.302e-01, eta: 0:19:52, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 103.0243, norm_input_novel: 0.0000, norm_main_base: 307.4002, norm_main_novel: 0.0000, norm_residual_base: 67.4415, norm_residual_novel: 0.0000, top-1: 43.2617, top-5: 70.3516, loss_main: 1.1365, loss_aux: 0.9649, loss: 4.1466
2024-05-07 11:18:37,545 - mmcls - INFO - Epoch [10][40/235] lr: 2.300e-01, eta: 0:19:51, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 104.5093, norm_input_novel: 0.0000, norm_main_base: 312.5874, norm_main_novel: 0.0000, norm_residual_base: 65.8121, norm_residual_novel: 0.0000, top-1: 41.0742, top-5: 68.1445, loss_main: 1.2043, loss_aux: 1.2266, loss: 4.0928
2024-05-07 11:18:38,717 - mmcls - INFO - Epoch [10][50/235] lr: 2.298e-01, eta: 0:19:49, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 103.7647, norm_input_novel: 0.0000, norm_main_base: 319.5458, norm_main_novel: 0.0000, norm_residual_base: 66.8065, norm_residual_novel: 0.0000, top-1: 39.6289, top-5: 63.9258, loss_main: 1.1915, loss_aux: 1.1424, loss: 4.1610
2024-05-07 11:18:39,890 - mmcls - INFO - Epoch [10][60/235] lr: 2.296e-01, eta: 0:19:48, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 106.0571, norm_input_novel: 0.0000, norm_main_base: 316.9847, norm_main_novel: 0.0000, norm_residual_base: 66.9856, norm_residual_novel: 0.0000, top-1: 53.4375, top-5: 79.2188, loss_main: 1.1837, loss_aux: 0.9154, loss: 3.0649
2024-05-07 11:18:41,060 - mmcls - INFO - Epoch [10][70/235] lr: 2.295e-01, eta: 0:19:46, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 104.5557, norm_input_novel: 0.0000, norm_main_base: 306.9620, norm_main_novel: 0.0000, norm_residual_base: 66.9449, norm_residual_novel: 0.0000, top-1: 41.2695, top-5: 63.8672, loss_main: 1.1463, loss_aux: 1.0346, loss: 4.0085
2024-05-07 11:18:42,232 - mmcls - INFO - Epoch [10][80/235] lr: 2.293e-01, eta: 0:19:45, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 99.5059, norm_input_novel: 0.0000, norm_main_base: 299.7867, norm_main_novel: 0.0000, norm_residual_base: 66.8961, norm_residual_novel: 0.0000, top-1: 41.4844, top-5: 64.9219, loss_main: 1.2176, loss_aux: 0.8349, loss: 4.0802
2024-05-07 11:18:43,399 - mmcls - INFO - Epoch [10][90/235] lr: 2.291e-01, eta: 0:19:43, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 107.1770, norm_input_novel: 0.0000, norm_main_base: 307.5106, norm_main_novel: 0.0000, norm_residual_base: 65.8060, norm_residual_novel: 0.0000, top-1: 51.5430, top-5: 80.0391, loss_main: 1.2613, loss_aux: 0.9348, loss: 3.5651
2024-05-07 11:18:44,566 - mmcls - INFO - Epoch [10][100/235] lr: 2.289e-01, eta: 0:19:42, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 100.6626, norm_input_novel: 0.0000, norm_main_base: 312.3744, norm_main_novel: 0.0000, norm_residual_base: 66.3114, norm_residual_novel: 0.0000, top-1: 38.5742, top-5: 64.3164, loss_main: 1.2770, loss_aux: 1.0407, loss: 4.2821
2024-05-07 11:18:45,727 - mmcls - INFO - Epoch [10][110/235] lr: 2.287e-01, eta: 0:19:40, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 99.0695, norm_input_novel: 0.0000, norm_main_base: 300.6229, norm_main_novel: 0.0000, norm_residual_base: 66.5908, norm_residual_novel: 0.0000, top-1: 50.7812, top-5: 76.6992, loss_main: 1.2816, loss_aux: 0.9463, loss: 3.1570
2024-05-07 11:18:46,883 - mmcls - INFO - Epoch [10][120/235] lr: 2.285e-01, eta: 0:19:38, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 105.6520, norm_input_novel: 0.0000, norm_main_base: 303.2206, norm_main_novel: 0.0000, norm_residual_base: 66.9009, norm_residual_novel: 0.0000, top-1: 44.6484, top-5: 67.4219, loss_main: 1.2126, loss_aux: 1.1503, loss: 3.8118
2024-05-07 11:18:48,052 - mmcls - INFO - Epoch [10][130/235] lr: 2.284e-01, eta: 0:19:37, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 105.1356, norm_input_novel: 0.0000, norm_main_base: 307.0418, norm_main_novel: 0.0000, norm_residual_base: 66.5650, norm_residual_novel: 0.0000, top-1: 46.6797, top-5: 72.3828, loss_main: 1.2099, loss_aux: 1.1332, loss: 3.9060
2024-05-07 11:18:49,217 - mmcls - INFO - Epoch [10][140/235] lr: 2.282e-01, eta: 0:19:35, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 104.8480, norm_input_novel: 0.0000, norm_main_base: 307.6812, norm_main_novel: 0.0000, norm_residual_base: 65.7492, norm_residual_novel: 0.0000, top-1: 50.5273, top-5: 77.0508, loss_main: 1.2727, loss_aux: 0.9837, loss: 3.3499
2024-05-07 11:18:50,385 - mmcls - INFO - Epoch [10][150/235] lr: 2.280e-01, eta: 0:19:34, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 104.0249, norm_input_novel: 0.0000, norm_main_base: 298.2067, norm_main_novel: 0.0000, norm_residual_base: 66.7028, norm_residual_novel: 0.0000, top-1: 39.4727, top-5: 63.2812, loss_main: 1.0978, loss_aux: 1.0601, loss: 4.2925
2024-05-07 11:18:51,556 - mmcls - INFO - Epoch [10][160/235] lr: 2.278e-01, eta: 0:19:32, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 104.8403, norm_input_novel: 0.0000, norm_main_base: 299.6628, norm_main_novel: 0.0000, norm_residual_base: 66.3339, norm_residual_novel: 0.0000, top-1: 35.2344, top-5: 55.5078, loss_main: 1.0537, loss_aux: 1.1187, loss: 4.3682
2024-05-07 11:18:52,726 - mmcls - INFO - Epoch [10][170/235] lr: 2.276e-01, eta: 0:19:31, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 104.5230, norm_input_novel: 0.0000, norm_main_base: 291.1956, norm_main_novel: 0.0000, norm_residual_base: 65.4232, norm_residual_novel: 0.0000, top-1: 46.2891, top-5: 72.9492, loss_main: 1.1877, loss_aux: 1.0252, loss: 4.0176
2024-05-07 11:18:53,905 - mmcls - INFO - Epoch [10][180/235] lr: 2.274e-01, eta: 0:19:29, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 101.8153, norm_input_novel: 0.0000, norm_main_base: 298.7514, norm_main_novel: 0.0000, norm_residual_base: 65.9598, norm_residual_novel: 0.0000, top-1: 25.5469, top-5: 49.2773, loss_main: 1.2784, loss_aux: 1.1965, loss: 5.5545
2024-05-07 11:18:55,061 - mmcls - INFO - Epoch [10][190/235] lr: 2.272e-01, eta: 0:19:28, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 106.0019, norm_input_novel: 0.0000, norm_main_base: 309.6608, norm_main_novel: 0.0000, norm_residual_base: 67.7751, norm_residual_novel: 0.0000, top-1: 46.6797, top-5: 67.4805, loss_main: 1.1537, loss_aux: 0.9305, loss: 3.5039
2024-05-07 11:18:56,219 - mmcls - INFO - Epoch [10][200/235] lr: 2.270e-01, eta: 0:19:26, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 102.2256, norm_input_novel: 0.0000, norm_main_base: 294.7143, norm_main_novel: 0.0000, norm_residual_base: 66.1128, norm_residual_novel: 0.0000, top-1: 53.8867, top-5: 80.8789, loss_main: 1.2239, loss_aux: 0.9419, loss: 3.3888
2024-05-07 11:18:57,378 - mmcls - INFO - Epoch [10][210/235] lr: 2.268e-01, eta: 0:19:25, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 107.2683, norm_input_novel: 0.0000, norm_main_base: 296.8326, norm_main_novel: 0.0000, norm_residual_base: 66.1767, norm_residual_novel: 0.0000, top-1: 55.9961, top-5: 80.0586, loss_main: 1.1598, loss_aux: 0.9093, loss: 2.8547
2024-05-07 11:18:58,535 - mmcls - INFO - Epoch [10][220/235] lr: 2.266e-01, eta: 0:19:23, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 103.2429, norm_input_novel: 0.0000, norm_main_base: 286.4896, norm_main_novel: 0.0000, norm_residual_base: 65.6211, norm_residual_novel: 0.0000, top-1: 41.8164, top-5: 64.2773, loss_main: 1.0269, loss_aux: 0.9221, loss: 3.9436
2024-05-07 11:18:59,691 - mmcls - INFO - Epoch [10][230/235] lr: 2.264e-01, eta: 0:19:21, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 102.7756, norm_input_novel: 0.0000, norm_main_base: 287.8367, norm_main_novel: 0.0000, norm_residual_base: 66.0371, norm_residual_novel: 0.0000, top-1: 24.1406, top-5: 45.9375, loss_main: 1.1697, loss_aux: 1.0667, loss: 5.4537
2024-05-07 11:19:00,179 - mmcls - INFO - Saving checkpoint at 10 epochs
2024-05-07 11:19:03,170 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:19:03,174 - mmcls - INFO - Epoch(val) [10][12] acc: 58.0667
2024-05-07 11:19:06,466 - mmcls - INFO - Epoch [11][10/235] lr: 2.262e-01, eta: 0:19:25, time: 0.322, data_time: 0.213, memory: 975, norm_input_base: 112.9491, norm_input_novel: 0.0000, norm_main_base: 305.2343, norm_main_novel: 0.0000, norm_residual_base: 65.8578, norm_residual_novel: 0.0000, top-1: 64.3945, top-5: 89.7266, loss_main: 1.0550, loss_aux: 0.5414, loss: 2.2868
2024-05-07 11:19:07,625 - mmcls - INFO - Epoch [11][20/235] lr: 2.260e-01, eta: 0:19:23, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 107.4882, norm_input_novel: 0.0000, norm_main_base: 294.4509, norm_main_novel: 0.0000, norm_residual_base: 63.9625, norm_residual_novel: 0.0000, top-1: 42.0703, top-5: 64.5508, loss_main: 1.0312, loss_aux: 0.8013, loss: 3.9826
2024-05-07 11:19:08,816 - mmcls - INFO - Epoch [11][30/235] lr: 2.258e-01, eta: 0:19:22, time: 0.119, data_time: 0.011, memory: 975, norm_input_base: 103.0479, norm_input_novel: 0.0000, norm_main_base: 284.2892, norm_main_novel: 0.0000, norm_residual_base: 66.4933, norm_residual_novel: 0.0000, top-1: 41.4258, top-5: 63.1055, loss_main: 1.1521, loss_aux: 0.7673, loss: 4.3358
2024-05-07 11:19:09,969 - mmcls - INFO - Epoch [11][40/235] lr: 2.256e-01, eta: 0:19:20, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 112.3173, norm_input_novel: 0.0000, norm_main_base: 293.5614, norm_main_novel: 0.0000, norm_residual_base: 66.0769, norm_residual_novel: 0.0000, top-1: 48.2031, top-5: 72.5977, loss_main: 1.1711, loss_aux: 0.8867, loss: 3.5677
2024-05-07 11:19:11,127 - mmcls - INFO - Epoch [11][50/235] lr: 2.254e-01, eta: 0:19:19, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 112.1908, norm_input_novel: 0.0000, norm_main_base: 293.9474, norm_main_novel: 0.0000, norm_residual_base: 66.0614, norm_residual_novel: 0.0000, top-1: 50.6250, top-5: 73.1836, loss_main: 1.0810, loss_aux: 0.9061, loss: 3.0138
2024-05-07 11:19:12,282 - mmcls - INFO - Epoch [11][60/235] lr: 2.252e-01, eta: 0:19:17, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 101.7599, norm_input_novel: 0.0000, norm_main_base: 295.2071, norm_main_novel: 0.0000, norm_residual_base: 64.9325, norm_residual_novel: 0.0000, top-1: 47.2461, top-5: 72.5781, loss_main: 1.2060, loss_aux: 1.1940, loss: 3.7660
2024-05-07 11:19:13,445 - mmcls - INFO - Epoch [11][70/235] lr: 2.250e-01, eta: 0:19:16, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 106.7528, norm_input_novel: 0.0000, norm_main_base: 294.6319, norm_main_novel: 0.0000, norm_residual_base: 65.1063, norm_residual_novel: 0.0000, top-1: 50.4688, top-5: 74.9609, loss_main: 1.1840, loss_aux: 1.0107, loss: 3.6045
2024-05-07 11:19:14,614 - mmcls - INFO - Epoch [11][80/235] lr: 2.248e-01, eta: 0:19:14, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 106.2758, norm_input_novel: 0.0000, norm_main_base: 290.0315, norm_main_novel: 0.0000, norm_residual_base: 64.1755, norm_residual_novel: 0.0000, top-1: 51.4258, top-5: 76.6992, loss_main: 1.1044, loss_aux: 0.8206, loss: 3.4658
2024-05-07 11:19:15,773 - mmcls - INFO - Epoch [11][90/235] lr: 2.246e-01, eta: 0:19:13, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 103.0336, norm_input_novel: 0.0000, norm_main_base: 284.5090, norm_main_novel: 0.0000, norm_residual_base: 64.7921, norm_residual_novel: 0.0000, top-1: 39.3164, top-5: 64.5703, loss_main: 1.1823, loss_aux: 1.2022, loss: 4.4922
2024-05-07 11:19:16,938 - mmcls - INFO - Epoch [11][100/235] lr: 2.244e-01, eta: 0:19:11, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 106.6290, norm_input_novel: 0.0000, norm_main_base: 287.4277, norm_main_novel: 0.0000, norm_residual_base: 65.2623, norm_residual_novel: 0.0000, top-1: 36.7969, top-5: 61.6602, loss_main: 1.2075, loss_aux: 1.1611, loss: 4.3691
2024-05-07 11:19:18,097 - mmcls - INFO - Epoch [11][110/235] lr: 2.242e-01, eta: 0:19:10, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 112.1232, norm_input_novel: 0.0000, norm_main_base: 290.5010, norm_main_novel: 0.0000, norm_residual_base: 65.6644, norm_residual_novel: 0.0000, top-1: 55.0000, top-5: 80.4492, loss_main: 1.2385, loss_aux: 0.9085, loss: 3.0376
2024-05-07 11:19:19,263 - mmcls - INFO - Epoch [11][120/235] lr: 2.240e-01, eta: 0:19:08, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 114.2687, norm_input_novel: 0.0000, norm_main_base: 294.0712, norm_main_novel: 0.0000, norm_residual_base: 64.5547, norm_residual_novel: 0.0000, top-1: 46.8359, top-5: 71.5820, loss_main: 1.1739, loss_aux: 1.0319, loss: 3.7257
2024-05-07 11:19:20,426 - mmcls - INFO - Epoch [11][130/235] lr: 2.238e-01, eta: 0:19:07, time: 0.116, data_time: 0.009, memory: 975, norm_input_base: 106.5250, norm_input_novel: 0.0000, norm_main_base: 280.7132, norm_main_novel: 0.0000, norm_residual_base: 64.6694, norm_residual_novel: 0.0000, top-1: 42.5000, top-5: 67.0703, loss_main: 1.2096, loss_aux: 0.9979, loss: 3.8487
2024-05-07 11:19:21,604 - mmcls - INFO - Epoch [11][140/235] lr: 2.236e-01, eta: 0:19:05, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 108.5389, norm_input_novel: 0.0000, norm_main_base: 281.6983, norm_main_novel: 0.0000, norm_residual_base: 63.5036, norm_residual_novel: 0.0000, top-1: 57.1484, top-5: 84.4336, loss_main: 1.2004, loss_aux: 1.0198, loss: 3.1656
2024-05-07 11:19:22,787 - mmcls - INFO - Epoch [11][150/235] lr: 2.233e-01, eta: 0:19:04, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 107.6509, norm_input_novel: 0.0000, norm_main_base: 286.7444, norm_main_novel: 0.0000, norm_residual_base: 62.6146, norm_residual_novel: 0.0000, top-1: 32.2266, top-5: 54.3945, loss_main: 1.0841, loss_aux: 1.2320, loss: 4.6125
2024-05-07 11:19:23,953 - mmcls - INFO - Epoch [11][160/235] lr: 2.231e-01, eta: 0:19:02, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 104.5066, norm_input_novel: 0.0000, norm_main_base: 284.5402, norm_main_novel: 0.0000, norm_residual_base: 64.1694, norm_residual_novel: 0.0000, top-1: 42.9688, top-5: 67.8125, loss_main: 1.0268, loss_aux: 0.9307, loss: 4.1902
2024-05-07 11:19:25,125 - mmcls - INFO - Epoch [11][170/235] lr: 2.229e-01, eta: 0:19:01, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 108.6793, norm_input_novel: 0.0000, norm_main_base: 285.7879, norm_main_novel: 0.0000, norm_residual_base: 63.7402, norm_residual_novel: 0.0000, top-1: 41.5430, top-5: 68.6328, loss_main: 1.2449, loss_aux: 1.1037, loss: 4.5374
2024-05-07 11:19:26,298 - mmcls - INFO - Epoch [11][180/235] lr: 2.227e-01, eta: 0:18:59, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 108.4919, norm_input_novel: 0.0000, norm_main_base: 294.6557, norm_main_novel: 0.0000, norm_residual_base: 64.9791, norm_residual_novel: 0.0000, top-1: 32.4219, top-5: 51.5039, loss_main: 1.0236, loss_aux: 0.9814, loss: 4.6871
2024-05-07 11:19:27,472 - mmcls - INFO - Epoch [11][190/235] lr: 2.225e-01, eta: 0:18:58, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 105.2585, norm_input_novel: 0.0000, norm_main_base: 291.1141, norm_main_novel: 0.0000, norm_residual_base: 65.4461, norm_residual_novel: 0.0000, top-1: 38.1055, top-5: 55.8203, loss_main: 0.7318, loss_aux: 0.9657, loss: 3.9078
2024-05-07 11:19:28,646 - mmcls - INFO - Epoch [11][200/235] lr: 2.223e-01, eta: 0:18:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 110.7795, norm_input_novel: 0.0000, norm_main_base: 282.5159, norm_main_novel: 0.0000, norm_residual_base: 63.9020, norm_residual_novel: 0.0000, top-1: 52.6367, top-5: 79.0625, loss_main: 1.0993, loss_aux: 1.0336, loss: 3.1795
2024-05-07 11:19:29,821 - mmcls - INFO - Epoch [11][210/235] lr: 2.221e-01, eta: 0:18:55, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 118.3116, norm_input_novel: 0.0000, norm_main_base: 290.2191, norm_main_novel: 0.0000, norm_residual_base: 64.5839, norm_residual_novel: 0.0000, top-1: 57.6758, top-5: 81.2891, loss_main: 1.0161, loss_aux: 0.7643, loss: 2.8499
2024-05-07 11:19:30,996 - mmcls - INFO - Epoch [11][220/235] lr: 2.219e-01, eta: 0:18:54, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 111.1489, norm_input_novel: 0.0000, norm_main_base: 275.5417, norm_main_novel: 0.0000, norm_residual_base: 63.2185, norm_residual_novel: 0.0000, top-1: 53.3984, top-5: 78.1445, loss_main: 1.1133, loss_aux: 0.7584, loss: 3.4060
2024-05-07 11:19:32,167 - mmcls - INFO - Epoch [11][230/235] lr: 2.217e-01, eta: 0:18:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 103.5890, norm_input_novel: 0.0000, norm_main_base: 271.2867, norm_main_novel: 0.0000, norm_residual_base: 62.0342, norm_residual_novel: 0.0000, top-1: 38.4570, top-5: 61.5625, loss_main: 1.2592, loss_aux: 1.2459, loss: 4.2286
2024-05-07 11:19:32,670 - mmcls - INFO - Saving checkpoint at 11 epochs
2024-05-07 11:19:35,492 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:19:35,493 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_7.pth was removed
2024-05-07 11:19:35,753 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_11.pth.
2024-05-07 11:19:35,755 - mmcls - INFO - Best acc is 63.3833 at 11 epoch.
2024-05-07 11:19:35,776 - mmcls - INFO - Epoch(val) [11][12] acc: 63.3833
2024-05-07 11:19:38,993 - mmcls - INFO - Epoch [12][10/235] lr: 2.214e-01, eta: 0:18:55, time: 0.314, data_time: 0.205, memory: 975, norm_input_base: 110.6641, norm_input_novel: 0.0000, norm_main_base: 282.6788, norm_main_novel: 0.0000, norm_residual_base: 64.3945, norm_residual_novel: 0.0000, loss: 4.3639, top-1: 33.9648, top-5: 53.4375, loss_main: 1.0145, loss_aux: 0.9134
2024-05-07 11:19:40,164 - mmcls - INFO - Epoch [12][20/235] lr: 2.212e-01, eta: 0:18:53, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 109.4520, norm_input_novel: 0.0000, norm_main_base: 280.7731, norm_main_novel: 0.0000, norm_residual_base: 63.8976, norm_residual_novel: 0.0000, loss: 4.2585, top-1: 41.3477, top-5: 64.4922, loss_main: 1.1026, loss_aux: 0.9552
2024-05-07 11:19:41,334 - mmcls - INFO - Epoch [12][30/235] lr: 2.209e-01, eta: 0:18:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 108.5828, norm_input_novel: 0.0000, norm_main_base: 275.9832, norm_main_novel: 0.0000, norm_residual_base: 63.7304, norm_residual_novel: 0.0000, loss: 3.7796, top-1: 49.5508, top-5: 75.5273, loss_main: 1.1554, loss_aux: 1.0307
2024-05-07 11:19:42,503 - mmcls - INFO - Epoch [12][40/235] lr: 2.207e-01, eta: 0:18:50, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 112.4731, norm_input_novel: 0.0000, norm_main_base: 277.5441, norm_main_novel: 0.0000, norm_residual_base: 63.5680, norm_residual_novel: 0.0000, loss: 3.6010, top-1: 47.7344, top-5: 72.1484, loss_main: 1.1288, loss_aux: 0.9106
2024-05-07 11:19:43,668 - mmcls - INFO - Epoch [12][50/235] lr: 2.205e-01, eta: 0:18:49, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 111.9592, norm_input_novel: 0.0000, norm_main_base: 279.2108, norm_main_novel: 0.0000, norm_residual_base: 64.4508, norm_residual_novel: 0.0000, loss: 4.3331, top-1: 34.3164, top-5: 53.8672, loss_main: 1.0645, loss_aux: 0.8960
2024-05-07 11:19:44,837 - mmcls - INFO - Epoch [12][60/235] lr: 2.203e-01, eta: 0:18:47, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 105.5388, norm_input_novel: 0.0000, norm_main_base: 278.6232, norm_main_novel: 0.0000, norm_residual_base: 64.4448, norm_residual_novel: 0.0000, loss: 3.6529, top-1: 46.9922, top-5: 69.7656, loss_main: 1.1988, loss_aux: 0.9950
2024-05-07 11:19:46,009 - mmcls - INFO - Epoch [12][70/235] lr: 2.201e-01, eta: 0:18:46, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 114.2595, norm_input_novel: 0.0000, norm_main_base: 284.0967, norm_main_novel: 0.0000, norm_residual_base: 63.9942, norm_residual_novel: 0.0000, loss: 4.2870, top-1: 38.6133, top-5: 59.3750, loss_main: 1.0666, loss_aux: 0.9135
2024-05-07 11:19:47,178 - mmcls - INFO - Epoch [12][80/235] lr: 2.199e-01, eta: 0:18:44, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 103.0593, norm_input_novel: 0.0000, norm_main_base: 277.1153, norm_main_novel: 0.0000, norm_residual_base: 62.3928, norm_residual_novel: 0.0000, loss: 3.8318, top-1: 49.7461, top-5: 75.7031, loss_main: 1.1907, loss_aux: 0.9207
2024-05-07 11:19:48,347 - mmcls - INFO - Epoch [12][90/235] lr: 2.196e-01, eta: 0:18:43, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 110.1931, norm_input_novel: 0.0000, norm_main_base: 278.1986, norm_main_novel: 0.0000, norm_residual_base: 62.3285, norm_residual_novel: 0.0000, loss: 4.1262, top-1: 44.8633, top-5: 71.4648, loss_main: 1.2043, loss_aux: 1.0951
2024-05-07 11:19:49,516 - mmcls - INFO - Epoch [12][100/235] lr: 2.194e-01, eta: 0:18:41, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 108.2720, norm_input_novel: 0.0000, norm_main_base: 283.2418, norm_main_novel: 0.0000, norm_residual_base: 63.5594, norm_residual_novel: 0.0000, loss: 2.7342, top-1: 59.9023, top-5: 85.7227, loss_main: 1.2110, loss_aux: 0.9780
2024-05-07 11:19:50,687 - mmcls - INFO - Epoch [12][110/235] lr: 2.192e-01, eta: 0:18:40, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 113.1427, norm_input_novel: 0.0000, norm_main_base: 284.7508, norm_main_novel: 0.0000, norm_residual_base: 62.1030, norm_residual_novel: 0.0000, loss: 3.9421, top-1: 42.3242, top-5: 67.1289, loss_main: 1.2918, loss_aux: 1.0874
2024-05-07 11:19:51,849 - mmcls - INFO - Epoch [12][120/235] lr: 2.190e-01, eta: 0:18:38, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 105.4840, norm_input_novel: 0.0000, norm_main_base: 278.9144, norm_main_novel: 0.0000, norm_residual_base: 62.5016, norm_residual_novel: 0.0000, loss: 3.4998, top-1: 49.4531, top-5: 74.5117, loss_main: 1.1529, loss_aux: 0.9487
2024-05-07 11:19:53,012 - mmcls - INFO - Epoch [12][130/235] lr: 2.188e-01, eta: 0:18:37, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 119.4877, norm_input_novel: 0.0000, norm_main_base: 296.4525, norm_main_novel: 0.0000, norm_residual_base: 62.4921, norm_residual_novel: 0.0000, loss: 2.3517, top-1: 63.1445, top-5: 89.0430, loss_main: 1.0486, loss_aux: 0.9336
2024-05-07 11:19:54,174 - mmcls - INFO - Epoch [12][140/235] lr: 2.186e-01, eta: 0:18:36, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 111.8908, norm_input_novel: 0.0000, norm_main_base: 277.0536, norm_main_novel: 0.0000, norm_residual_base: 62.4830, norm_residual_novel: 0.0000, loss: 3.7272, top-1: 45.2344, top-5: 68.0273, loss_main: 1.0610, loss_aux: 0.9934
2024-05-07 11:19:55,343 - mmcls - INFO - Epoch [12][150/235] lr: 2.183e-01, eta: 0:18:34, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 110.4138, norm_input_novel: 0.0000, norm_main_base: 273.3148, norm_main_novel: 0.0000, norm_residual_base: 62.4829, norm_residual_novel: 0.0000, loss: 4.0375, top-1: 39.1992, top-5: 62.5781, loss_main: 1.1022, loss_aux: 1.0722
2024-05-07 11:19:56,507 - mmcls - INFO - Epoch [12][160/235] lr: 2.181e-01, eta: 0:18:33, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 105.8169, norm_input_novel: 0.0000, norm_main_base: 272.9500, norm_main_novel: 0.0000, norm_residual_base: 62.2036, norm_residual_novel: 0.0000, loss: 4.4603, top-1: 38.9648, top-5: 63.7109, loss_main: 1.2178, loss_aux: 1.2856
2024-05-07 11:19:57,670 - mmcls - INFO - Epoch [12][170/235] lr: 2.179e-01, eta: 0:18:31, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 110.5483, norm_input_novel: 0.0000, norm_main_base: 294.7081, norm_main_novel: 0.0000, norm_residual_base: 63.8281, norm_residual_novel: 0.0000, loss: 4.3974, top-1: 31.7969, top-5: 49.9219, loss_main: 1.0685, loss_aux: 1.1606
2024-05-07 11:19:58,856 - mmcls - INFO - Epoch [12][180/235] lr: 2.177e-01, eta: 0:18:30, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 103.8429, norm_input_novel: 0.0000, norm_main_base: 284.6525, norm_main_novel: 0.0000, norm_residual_base: 61.3649, norm_residual_novel: 0.0000, loss: 4.5809, top-1: 40.4492, top-5: 67.0898, loss_main: 1.1954, loss_aux: 1.0900
2024-05-07 11:20:00,044 - mmcls - INFO - Epoch [12][190/235] lr: 2.174e-01, eta: 0:18:28, time: 0.119, data_time: 0.009, memory: 975, norm_input_base: 104.3339, norm_input_novel: 0.0000, norm_main_base: 276.8339, norm_main_novel: 0.0000, norm_residual_base: 61.2489, norm_residual_novel: 0.0000, loss: 4.4805, top-1: 42.4609, top-5: 68.8672, loss_main: 1.2512, loss_aux: 1.0534
2024-05-07 11:20:01,216 - mmcls - INFO - Epoch [12][200/235] lr: 2.172e-01, eta: 0:18:27, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 111.5246, norm_input_novel: 0.0000, norm_main_base: 287.9868, norm_main_novel: 0.0000, norm_residual_base: 62.5101, norm_residual_novel: 0.0000, loss: 3.5390, top-1: 47.9297, top-5: 70.4297, loss_main: 1.0414, loss_aux: 0.7366
2024-05-07 11:20:02,384 - mmcls - INFO - Epoch [12][210/235] lr: 2.170e-01, eta: 0:18:25, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 119.7582, norm_input_novel: 0.0000, norm_main_base: 291.5121, norm_main_novel: 0.0000, norm_residual_base: 62.0764, norm_residual_novel: 0.0000, loss: 3.7882, top-1: 41.0742, top-5: 60.9766, loss_main: 0.8645, loss_aux: 0.9569
2024-05-07 11:20:03,550 - mmcls - INFO - Epoch [12][220/235] lr: 2.168e-01, eta: 0:18:24, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 108.2020, norm_input_novel: 0.0000, norm_main_base: 271.6048, norm_main_novel: 0.0000, norm_residual_base: 61.2070, norm_residual_novel: 0.0000, loss: 3.4451, top-1: 51.2305, top-5: 74.5508, loss_main: 0.9946, loss_aux: 1.1280
2024-05-07 11:20:04,720 - mmcls - INFO - Epoch [12][230/235] lr: 2.165e-01, eta: 0:18:23, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 114.0431, norm_input_novel: 0.0000, norm_main_base: 279.4644, norm_main_novel: 0.0000, norm_residual_base: 62.3693, norm_residual_novel: 0.0000, loss: 4.1692, top-1: 38.3789, top-5: 60.9375, loss_main: 1.0881, loss_aux: 1.1860
2024-05-07 11:20:05,220 - mmcls - INFO - Saving checkpoint at 12 epochs
2024-05-07 11:20:07,939 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:20:07,945 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_11.pth was removed
2024-05-07 11:20:08,169 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_12.pth.
2024-05-07 11:20:08,169 - mmcls - INFO - Best acc is 64.9500 at 12 epoch.
2024-05-07 11:20:08,173 - mmcls - INFO - Epoch(val) [12][12] acc: 64.9500
2024-05-07 11:20:11,393 - mmcls - INFO - Epoch [13][10/235] lr: 2.162e-01, eta: 0:18:25, time: 0.315, data_time: 0.206, memory: 975, norm_input_base: 110.9549, norm_input_novel: 0.0000, norm_main_base: 279.8006, norm_main_novel: 0.0000, norm_residual_base: 61.3580, norm_residual_novel: 0.0000, top-1: 52.7734, top-5: 79.4922, loss_main: 1.1600, loss_aux: 0.9022, loss: 3.5505
2024-05-07 11:20:12,561 - mmcls - INFO - Epoch [13][20/235] lr: 2.160e-01, eta: 0:18:23, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 115.0499, norm_input_novel: 0.0000, norm_main_base: 281.5735, norm_main_novel: 0.0000, norm_residual_base: 61.0098, norm_residual_novel: 0.0000, top-1: 40.0391, top-5: 64.1992, loss_main: 1.0844, loss_aux: 1.1157, loss: 4.3419
2024-05-07 11:20:13,724 - mmcls - INFO - Epoch [13][30/235] lr: 2.157e-01, eta: 0:18:22, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 105.9913, norm_input_novel: 0.0000, norm_main_base: 270.2352, norm_main_novel: 0.0000, norm_residual_base: 61.3513, norm_residual_novel: 0.0000, top-1: 44.2969, top-5: 68.3008, loss_main: 1.1330, loss_aux: 1.0457, loss: 3.8223
2024-05-07 11:20:14,894 - mmcls - INFO - Epoch [13][40/235] lr: 2.155e-01, eta: 0:18:20, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 112.9626, norm_input_novel: 0.0000, norm_main_base: 277.1170, norm_main_novel: 0.0000, norm_residual_base: 61.1542, norm_residual_novel: 0.0000, top-1: 34.5898, top-5: 56.0742, loss_main: 1.1326, loss_aux: 1.0726, loss: 4.6921
2024-05-07 11:20:16,062 - mmcls - INFO - Epoch [13][50/235] lr: 2.153e-01, eta: 0:18:19, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 109.0293, norm_input_novel: 0.0000, norm_main_base: 269.3345, norm_main_novel: 0.0000, norm_residual_base: 60.5565, norm_residual_novel: 0.0000, top-1: 44.5508, top-5: 69.5117, loss_main: 1.1137, loss_aux: 1.0158, loss: 4.0974
2024-05-07 11:20:17,227 - mmcls - INFO - Epoch [13][60/235] lr: 2.151e-01, eta: 0:18:17, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 119.8388, norm_input_novel: 0.0000, norm_main_base: 282.9845, norm_main_novel: 0.0000, norm_residual_base: 62.1024, norm_residual_novel: 0.0000, top-1: 48.8867, top-5: 68.9258, loss_main: 0.8823, loss_aux: 0.7304, loss: 3.3698
2024-05-07 11:20:18,397 - mmcls - INFO - Epoch [13][70/235] lr: 2.148e-01, eta: 0:18:16, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 117.5137, norm_input_novel: 0.0000, norm_main_base: 270.3443, norm_main_novel: 0.0000, norm_residual_base: 60.2751, norm_residual_novel: 0.0000, top-1: 60.9180, top-5: 86.2305, loss_main: 1.0143, loss_aux: 0.8290, loss: 3.0437
2024-05-07 11:20:19,564 - mmcls - INFO - Epoch [13][80/235] lr: 2.146e-01, eta: 0:18:15, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 116.1025, norm_input_novel: 0.0000, norm_main_base: 264.0497, norm_main_novel: 0.0000, norm_residual_base: 60.6495, norm_residual_novel: 0.0000, top-1: 44.4336, top-5: 68.6719, loss_main: 1.1994, loss_aux: 0.9545, loss: 3.8346
2024-05-07 11:20:20,740 - mmcls - INFO - Epoch [13][90/235] lr: 2.144e-01, eta: 0:18:13, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 117.9170, norm_input_novel: 0.0000, norm_main_base: 275.4036, norm_main_novel: 0.0000, norm_residual_base: 61.2990, norm_residual_novel: 0.0000, top-1: 37.1484, top-5: 59.2773, loss_main: 1.0319, loss_aux: 1.0273, loss: 4.4292
2024-05-07 11:20:21,914 - mmcls - INFO - Epoch [13][100/235] lr: 2.141e-01, eta: 0:18:12, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 112.1586, norm_input_novel: 0.0000, norm_main_base: 277.2913, norm_main_novel: 0.0000, norm_residual_base: 60.4630, norm_residual_novel: 0.0000, top-1: 35.8203, top-5: 60.9180, loss_main: 1.2445, loss_aux: 1.1607, loss: 4.8132
2024-05-07 11:20:23,081 - mmcls - INFO - Epoch [13][110/235] lr: 2.139e-01, eta: 0:18:10, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 107.8302, norm_input_novel: 0.0000, norm_main_base: 289.8648, norm_main_novel: 0.0000, norm_residual_base: 61.4789, norm_residual_novel: 0.0000, top-1: 41.5625, top-5: 61.9531, loss_main: 1.1226, loss_aux: 1.1042, loss: 4.0884
2024-05-07 11:20:24,248 - mmcls - INFO - Epoch [13][120/235] lr: 2.137e-01, eta: 0:18:09, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 119.2336, norm_input_novel: 0.0000, norm_main_base: 296.0098, norm_main_novel: 0.0000, norm_residual_base: 60.4859, norm_residual_novel: 0.0000, top-1: 45.2930, top-5: 65.8984, loss_main: 1.0074, loss_aux: 0.7727, loss: 3.8928
2024-05-07 11:20:25,414 - mmcls - INFO - Epoch [13][130/235] lr: 2.134e-01, eta: 0:18:07, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 115.0157, norm_input_novel: 0.0000, norm_main_base: 291.4840, norm_main_novel: 0.0000, norm_residual_base: 60.3694, norm_residual_novel: 0.0000, top-1: 52.1289, top-5: 75.5469, loss_main: 1.0528, loss_aux: 1.0260, loss: 3.0923
2024-05-07 11:20:26,587 - mmcls - INFO - Epoch [13][140/235] lr: 2.132e-01, eta: 0:18:06, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 116.1824, norm_input_novel: 0.0000, norm_main_base: 281.2736, norm_main_novel: 0.0000, norm_residual_base: 61.2899, norm_residual_novel: 0.0000, top-1: 45.6250, top-5: 65.6641, loss_main: 0.9268, loss_aux: 0.9550, loss: 3.7067
2024-05-07 11:20:27,750 - mmcls - INFO - Epoch [13][150/235] lr: 2.130e-01, eta: 0:18:04, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 116.8487, norm_input_novel: 0.0000, norm_main_base: 275.1726, norm_main_novel: 0.0000, norm_residual_base: 59.7484, norm_residual_novel: 0.0000, top-1: 58.4961, top-5: 82.4609, loss_main: 1.0614, loss_aux: 0.8663, loss: 2.6698
2024-05-07 11:20:28,918 - mmcls - INFO - Epoch [13][160/235] lr: 2.127e-01, eta: 0:18:03, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 106.7942, norm_input_novel: 0.0000, norm_main_base: 259.7010, norm_main_novel: 0.0000, norm_residual_base: 58.5387, norm_residual_novel: 0.0000, top-1: 44.6680, top-5: 70.9375, loss_main: 1.2504, loss_aux: 1.1182, loss: 4.1925
2024-05-07 11:20:30,085 - mmcls - INFO - Epoch [13][170/235] lr: 2.125e-01, eta: 0:18:02, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 112.7376, norm_input_novel: 0.0000, norm_main_base: 271.1690, norm_main_novel: 0.0000, norm_residual_base: 59.6374, norm_residual_novel: 0.0000, top-1: 44.3945, top-5: 66.7773, loss_main: 1.1267, loss_aux: 0.9544, loss: 3.6682
2024-05-07 11:20:31,254 - mmcls - INFO - Epoch [13][180/235] lr: 2.122e-01, eta: 0:18:00, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 113.7158, norm_input_novel: 0.0000, norm_main_base: 267.2935, norm_main_novel: 0.0000, norm_residual_base: 58.4588, norm_residual_novel: 0.0000, top-1: 46.2695, top-5: 72.3828, loss_main: 1.1016, loss_aux: 1.1152, loss: 3.7763
2024-05-07 11:20:32,416 - mmcls - INFO - Epoch [13][190/235] lr: 2.120e-01, eta: 0:17:59, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 113.4727, norm_input_novel: 0.0000, norm_main_base: 272.7152, norm_main_novel: 0.0000, norm_residual_base: 58.9778, norm_residual_novel: 0.0000, top-1: 43.6328, top-5: 66.6016, loss_main: 1.0759, loss_aux: 1.0879, loss: 3.7911
2024-05-07 11:20:33,586 - mmcls - INFO - Epoch [13][200/235] lr: 2.118e-01, eta: 0:17:57, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 112.7007, norm_input_novel: 0.0000, norm_main_base: 277.8678, norm_main_novel: 0.0000, norm_residual_base: 59.5660, norm_residual_novel: 0.0000, top-1: 34.0430, top-5: 54.1797, loss_main: 1.0419, loss_aux: 0.9437, loss: 4.6058
2024-05-07 11:20:34,760 - mmcls - INFO - Epoch [13][210/235] lr: 2.115e-01, eta: 0:17:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 114.8788, norm_input_novel: 0.0000, norm_main_base: 276.7129, norm_main_novel: 0.0000, norm_residual_base: 60.3415, norm_residual_novel: 0.0000, top-1: 47.7930, top-5: 68.5547, loss_main: 0.9244, loss_aux: 0.8509, loss: 3.7501
2024-05-07 11:20:35,939 - mmcls - INFO - Epoch [13][220/235] lr: 2.113e-01, eta: 0:17:55, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 118.0073, norm_input_novel: 0.0000, norm_main_base: 276.1666, norm_main_novel: 0.0000, norm_residual_base: 59.9284, norm_residual_novel: 0.0000, top-1: 45.4688, top-5: 69.5312, loss_main: 1.1951, loss_aux: 0.8787, loss: 3.6229
2024-05-07 11:20:37,104 - mmcls - INFO - Epoch [13][230/235] lr: 2.110e-01, eta: 0:17:53, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 113.4279, norm_input_novel: 0.0000, norm_main_base: 273.8062, norm_main_novel: 0.0000, norm_residual_base: 58.9996, norm_residual_novel: 0.0000, top-1: 30.2930, top-5: 48.4766, loss_main: 0.9578, loss_aux: 1.1449, loss: 4.8913
2024-05-07 11:20:37,605 - mmcls - INFO - Saving checkpoint at 13 epochs
2024-05-07 11:20:40,347 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:20:40,350 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_12.pth was removed
2024-05-07 11:20:40,554 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_13.pth.
2024-05-07 11:20:40,555 - mmcls - INFO - Best acc is 65.2500 at 13 epoch.
2024-05-07 11:20:40,561 - mmcls - INFO - Epoch(val) [13][12] acc: 65.2500
2024-05-07 11:20:43,783 - mmcls - INFO - Epoch [14][10/235] lr: 2.107e-01, eta: 0:17:55, time: 0.315, data_time: 0.206, memory: 975, norm_input_base: 116.4126, norm_input_novel: 0.0000, norm_main_base: 275.5061, norm_main_novel: 0.0000, norm_residual_base: 58.5316, norm_residual_novel: 0.0000, top-1: 50.3711, top-5: 76.4648, loss_main: 1.1699, loss_aux: 0.9554, loss: 3.5250
2024-05-07 11:20:44,956 - mmcls - INFO - Epoch [14][20/235] lr: 2.104e-01, eta: 0:17:53, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 113.9255, norm_input_novel: 0.0000, norm_main_base: 274.9883, norm_main_novel: 0.0000, norm_residual_base: 58.8233, norm_residual_novel: 0.0000, top-1: 45.0391, top-5: 67.5391, loss_main: 1.2110, loss_aux: 1.0848, loss: 3.7659
2024-05-07 11:20:46,132 - mmcls - INFO - Epoch [14][30/235] lr: 2.102e-01, eta: 0:17:52, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 107.6960, norm_input_novel: 0.0000, norm_main_base: 272.6846, norm_main_novel: 0.0000, norm_residual_base: 58.2123, norm_residual_novel: 0.0000, top-1: 34.7656, top-5: 58.3594, loss_main: 1.1704, loss_aux: 1.0578, loss: 4.6437
2024-05-07 11:20:47,304 - mmcls - INFO - Epoch [14][40/235] lr: 2.100e-01, eta: 0:17:51, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 112.8779, norm_input_novel: 0.0000, norm_main_base: 278.3301, norm_main_novel: 0.0000, norm_residual_base: 58.4057, norm_residual_novel: 0.0000, top-1: 47.7344, top-5: 72.1680, loss_main: 1.1398, loss_aux: 1.1829, loss: 3.7471
2024-05-07 11:20:48,475 - mmcls - INFO - Epoch [14][50/235] lr: 2.097e-01, eta: 0:17:49, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 115.7528, norm_input_novel: 0.0000, norm_main_base: 282.3354, norm_main_novel: 0.0000, norm_residual_base: 59.7811, norm_residual_novel: 0.0000, top-1: 36.7383, top-5: 58.5938, loss_main: 1.0111, loss_aux: 1.0448, loss: 4.5476
2024-05-07 11:20:49,658 - mmcls - INFO - Epoch [14][60/235] lr: 2.095e-01, eta: 0:17:48, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 112.4312, norm_input_novel: 0.0000, norm_main_base: 284.8818, norm_main_novel: 0.0000, norm_residual_base: 59.0837, norm_residual_novel: 0.0000, top-1: 58.0273, top-5: 84.9023, loss_main: 1.1090, loss_aux: 0.9090, loss: 2.7950
2024-05-07 11:20:50,819 - mmcls - INFO - Epoch [14][70/235] lr: 2.092e-01, eta: 0:17:46, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 125.2104, norm_input_novel: 0.0000, norm_main_base: 290.5347, norm_main_novel: 0.0000, norm_residual_base: 58.0320, norm_residual_novel: 0.0000, top-1: 62.0508, top-5: 86.5820, loss_main: 1.0480, loss_aux: 0.7477, loss: 2.8038
2024-05-07 11:20:51,989 - mmcls - INFO - Epoch [14][80/235] lr: 2.090e-01, eta: 0:17:45, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 114.5451, norm_input_novel: 0.0000, norm_main_base: 268.6109, norm_main_novel: 0.0000, norm_residual_base: 57.2116, norm_residual_novel: 0.0000, top-1: 49.6094, top-5: 75.1367, loss_main: 1.0862, loss_aux: 0.9949, loss: 3.6127
2024-05-07 11:20:53,163 - mmcls - INFO - Epoch [14][90/235] lr: 2.087e-01, eta: 0:17:44, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 115.8514, norm_input_novel: 0.0000, norm_main_base: 268.4753, norm_main_novel: 0.0000, norm_residual_base: 58.6085, norm_residual_novel: 0.0000, top-1: 48.0469, top-5: 70.4688, loss_main: 1.1343, loss_aux: 0.8629, loss: 3.7608
2024-05-07 11:20:54,327 - mmcls - INFO - Epoch [14][100/235] lr: 2.085e-01, eta: 0:17:42, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 126.0474, norm_input_novel: 0.0000, norm_main_base: 280.7986, norm_main_novel: 0.0000, norm_residual_base: 57.6771, norm_residual_novel: 0.0000, top-1: 46.7188, top-5: 67.9688, loss_main: 0.9631, loss_aux: 0.9050, loss: 3.4631
2024-05-07 11:20:55,488 - mmcls - INFO - Epoch [14][110/235] lr: 2.082e-01, eta: 0:17:41, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 119.0031, norm_input_novel: 0.0000, norm_main_base: 276.8283, norm_main_novel: 0.0000, norm_residual_base: 57.9371, norm_residual_novel: 0.0000, top-1: 47.8711, top-5: 73.9648, loss_main: 1.1549, loss_aux: 1.0814, loss: 3.5873
2024-05-07 11:20:56,646 - mmcls - INFO - Epoch [14][120/235] lr: 2.080e-01, eta: 0:17:39, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 119.1834, norm_input_novel: 0.0000, norm_main_base: 278.5365, norm_main_novel: 0.0000, norm_residual_base: 58.6378, norm_residual_novel: 0.0000, top-1: 56.6016, top-5: 81.9922, loss_main: 1.1493, loss_aux: 0.9230, loss: 3.2286
2024-05-07 11:20:57,821 - mmcls - INFO - Epoch [14][130/235] lr: 2.077e-01, eta: 0:17:38, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 119.1483, norm_input_novel: 0.0000, norm_main_base: 279.6373, norm_main_novel: 0.0000, norm_residual_base: 56.1153, norm_residual_novel: 0.0000, top-1: 51.9336, top-5: 75.9961, loss_main: 1.0979, loss_aux: 1.0446, loss: 3.4106
2024-05-07 11:20:59,011 - mmcls - INFO - Epoch [14][140/235] lr: 2.075e-01, eta: 0:17:36, time: 0.119, data_time: 0.008, memory: 975, norm_input_base: 120.8330, norm_input_novel: 0.0000, norm_main_base: 280.4425, norm_main_novel: 0.0000, norm_residual_base: 58.7040, norm_residual_novel: 0.0000, top-1: 63.9062, top-5: 85.6641, loss_main: 1.0054, loss_aux: 0.8153, loss: 2.0719
2024-05-07 11:21:00,176 - mmcls - INFO - Epoch [14][150/235] lr: 2.072e-01, eta: 0:17:35, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 127.6852, norm_input_novel: 0.0000, norm_main_base: 276.2087, norm_main_novel: 0.0000, norm_residual_base: 56.7020, norm_residual_novel: 0.0000, top-1: 54.2188, top-5: 78.9062, loss_main: 1.0866, loss_aux: 0.8447, loss: 3.1757
2024-05-07 11:21:01,356 - mmcls - INFO - Epoch [14][160/235] lr: 2.070e-01, eta: 0:17:34, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 111.5211, norm_input_novel: 0.0000, norm_main_base: 260.2845, norm_main_novel: 0.0000, norm_residual_base: 56.3115, norm_residual_novel: 0.0000, top-1: 45.5273, top-5: 70.7031, loss_main: 1.1382, loss_aux: 1.2128, loss: 4.1609
2024-05-07 11:21:02,534 - mmcls - INFO - Epoch [14][170/235] lr: 2.067e-01, eta: 0:17:32, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 111.3717, norm_input_novel: 0.0000, norm_main_base: 261.0847, norm_main_novel: 0.0000, norm_residual_base: 57.5060, norm_residual_novel: 0.0000, top-1: 34.1992, top-5: 59.4922, loss_main: 1.3072, loss_aux: 1.1577, loss: 5.0793
2024-05-07 11:21:03,709 - mmcls - INFO - Epoch [14][180/235] lr: 2.065e-01, eta: 0:17:31, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 117.8821, norm_input_novel: 0.0000, norm_main_base: 283.8208, norm_main_novel: 0.0000, norm_residual_base: 57.0205, norm_residual_novel: 0.0000, top-1: 41.6016, top-5: 65.5859, loss_main: 1.2842, loss_aux: 1.0695, loss: 4.0834
2024-05-07 11:21:04,881 - mmcls - INFO - Epoch [14][190/235] lr: 2.062e-01, eta: 0:17:29, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 117.2453, norm_input_novel: 0.0000, norm_main_base: 286.3194, norm_main_novel: 0.0000, norm_residual_base: 56.6465, norm_residual_novel: 0.0000, top-1: 50.0977, top-5: 73.5156, loss_main: 1.1373, loss_aux: 1.0545, loss: 3.6464
2024-05-07 11:21:06,048 - mmcls - INFO - Epoch [14][200/235] lr: 2.060e-01, eta: 0:17:28, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 126.0462, norm_input_novel: 0.0000, norm_main_base: 293.3844, norm_main_novel: 0.0000, norm_residual_base: 57.2949, norm_residual_novel: 0.0000, top-1: 49.4336, top-5: 69.5703, loss_main: 0.9535, loss_aux: 0.7488, loss: 3.1957
2024-05-07 11:21:07,214 - mmcls - INFO - Epoch [14][210/235] lr: 2.057e-01, eta: 0:17:27, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 121.2811, norm_input_novel: 0.0000, norm_main_base: 270.0711, norm_main_novel: 0.0000, norm_residual_base: 56.0882, norm_residual_novel: 0.0000, top-1: 58.6523, top-5: 84.2578, loss_main: 1.1076, loss_aux: 0.8961, loss: 3.0047
2024-05-07 11:21:08,384 - mmcls - INFO - Epoch [14][220/235] lr: 2.055e-01, eta: 0:17:25, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 121.9989, norm_input_novel: 0.0000, norm_main_base: 268.8375, norm_main_novel: 0.0000, norm_residual_base: 57.6227, norm_residual_novel: 0.0000, top-1: 40.7422, top-5: 62.5000, loss_main: 0.9485, loss_aux: 0.9908, loss: 3.9338
2024-05-07 11:21:09,548 - mmcls - INFO - Epoch [14][230/235] lr: 2.052e-01, eta: 0:17:24, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 114.4550, norm_input_novel: 0.0000, norm_main_base: 266.2600, norm_main_novel: 0.0000, norm_residual_base: 58.4861, norm_residual_novel: 0.0000, top-1: 47.0703, top-5: 70.2148, loss_main: 1.0977, loss_aux: 1.0182, loss: 3.5539
2024-05-07 11:21:10,052 - mmcls - INFO - Saving checkpoint at 14 epochs
2024-05-07 11:21:12,904 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:21:12,914 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_13.pth was removed
2024-05-07 11:21:13,237 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_14.pth.
2024-05-07 11:21:13,238 - mmcls - INFO - Best acc is 66.4000 at 14 epoch.
2024-05-07 11:21:13,241 - mmcls - INFO - Epoch(val) [14][12] acc: 66.4000
2024-05-07 11:21:16,471 - mmcls - INFO - Epoch [15][10/235] lr: 2.048e-01, eta: 0:17:25, time: 0.315, data_time: 0.205, memory: 975, norm_input_base: 116.9490, norm_input_novel: 0.0000, norm_main_base: 273.7701, norm_main_novel: 0.0000, norm_residual_base: 55.7512, norm_residual_novel: 0.0000, top-1: 49.0234, top-5: 74.8242, loss_main: 1.1072, loss_aux: 1.0233, loss: 4.0057
2024-05-07 11:21:17,641 - mmcls - INFO - Epoch [15][20/235] lr: 2.046e-01, eta: 0:17:24, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 121.7909, norm_input_novel: 0.0000, norm_main_base: 284.0370, norm_main_novel: 0.0000, norm_residual_base: 56.4371, norm_residual_novel: 0.0000, top-1: 47.1484, top-5: 67.0508, loss_main: 0.9615, loss_aux: 0.9995, loss: 3.3069
2024-05-07 11:21:18,813 - mmcls - INFO - Epoch [15][30/235] lr: 2.043e-01, eta: 0:17:23, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 125.0547, norm_input_novel: 0.0000, norm_main_base: 280.2574, norm_main_novel: 0.0000, norm_residual_base: 56.2843, norm_residual_novel: 0.0000, top-1: 53.2422, top-5: 73.8281, loss_main: 0.8617, loss_aux: 0.8732, loss: 3.1329
2024-05-07 11:21:19,986 - mmcls - INFO - Epoch [15][40/235] lr: 2.041e-01, eta: 0:17:21, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 114.5991, norm_input_novel: 0.0000, norm_main_base: 269.8769, norm_main_novel: 0.0000, norm_residual_base: 55.2975, norm_residual_novel: 0.0000, top-1: 51.9141, top-5: 79.0234, loss_main: 1.1490, loss_aux: 1.0956, loss: 3.7036
2024-05-07 11:21:21,157 - mmcls - INFO - Epoch [15][50/235] lr: 2.038e-01, eta: 0:17:20, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 112.9594, norm_input_novel: 0.0000, norm_main_base: 267.8832, norm_main_novel: 0.0000, norm_residual_base: 55.8053, norm_residual_novel: 0.0000, top-1: 32.0508, top-5: 57.0508, loss_main: 1.2416, loss_aux: 1.3064, loss: 5.0125
2024-05-07 11:21:22,323 - mmcls - INFO - Epoch [15][60/235] lr: 2.035e-01, eta: 0:17:18, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 120.4362, norm_input_novel: 0.0000, norm_main_base: 294.8778, norm_main_novel: 0.0000, norm_residual_base: 57.8475, norm_residual_novel: 0.0000, top-1: 61.9531, top-5: 83.1250, loss_main: 1.0639, loss_aux: 0.9421, loss: 2.3625
2024-05-07 11:21:23,495 - mmcls - INFO - Epoch [15][70/235] lr: 2.033e-01, eta: 0:17:17, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 123.8399, norm_input_novel: 0.0000, norm_main_base: 278.8910, norm_main_novel: 0.0000, norm_residual_base: 55.9150, norm_residual_novel: 0.0000, top-1: 50.1367, top-5: 73.3594, loss_main: 1.1257, loss_aux: 0.9210, loss: 3.7942
2024-05-07 11:21:24,668 - mmcls - INFO - Epoch [15][80/235] lr: 2.030e-01, eta: 0:17:16, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 119.8661, norm_input_novel: 0.0000, norm_main_base: 279.5797, norm_main_novel: 0.0000, norm_residual_base: 56.2317, norm_residual_novel: 0.0000, top-1: 30.9961, top-5: 50.2930, loss_main: 0.9085, loss_aux: 0.9175, loss: 4.6917
2024-05-07 11:21:25,844 - mmcls - INFO - Epoch [15][90/235] lr: 2.028e-01, eta: 0:17:14, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 113.4121, norm_input_novel: 0.0000, norm_main_base: 281.5591, norm_main_novel: 0.0000, norm_residual_base: 54.4681, norm_residual_novel: 0.0000, top-1: 41.1719, top-5: 68.4570, loss_main: 1.1816, loss_aux: 0.9969, loss: 4.2975
2024-05-07 11:21:27,012 - mmcls - INFO - Epoch [15][100/235] lr: 2.025e-01, eta: 0:17:13, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 118.6244, norm_input_novel: 0.0000, norm_main_base: 292.5776, norm_main_novel: 0.0000, norm_residual_base: 56.0167, norm_residual_novel: 0.0000, top-1: 60.5078, top-5: 84.7656, loss_main: 1.1545, loss_aux: 0.9673, loss: 2.6046
2024-05-07 11:21:28,182 - mmcls - INFO - Epoch [15][110/235] lr: 2.022e-01, eta: 0:17:11, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 120.9051, norm_input_novel: 0.0000, norm_main_base: 295.2177, norm_main_novel: 0.0000, norm_residual_base: 55.6316, norm_residual_novel: 0.0000, top-1: 56.5234, top-5: 79.8047, loss_main: 0.9561, loss_aux: 0.9362, loss: 3.0789
2024-05-07 11:21:29,358 - mmcls - INFO - Epoch [15][120/235] lr: 2.020e-01, eta: 0:17:10, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 119.7807, norm_input_novel: 0.0000, norm_main_base: 279.3758, norm_main_novel: 0.0000, norm_residual_base: 55.5181, norm_residual_novel: 0.0000, top-1: 30.5859, top-5: 51.5039, loss_main: 1.0912, loss_aux: 0.9895, loss: 4.8064
2024-05-07 11:21:30,527 - mmcls - INFO - Epoch [15][130/235] lr: 2.017e-01, eta: 0:17:09, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 115.6050, norm_input_novel: 0.0000, norm_main_base: 272.9823, norm_main_novel: 0.0000, norm_residual_base: 56.2566, norm_residual_novel: 0.0000, top-1: 53.8086, top-5: 80.4297, loss_main: 1.1991, loss_aux: 1.0493, loss: 3.3971
2024-05-07 11:21:31,693 - mmcls - INFO - Epoch [15][140/235] lr: 2.015e-01, eta: 0:17:07, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 133.4935, norm_input_novel: 0.0000, norm_main_base: 295.3828, norm_main_novel: 0.0000, norm_residual_base: 56.5083, norm_residual_novel: 0.0000, top-1: 53.2031, top-5: 75.8203, loss_main: 1.0152, loss_aux: 0.9138, loss: 3.0023
2024-05-07 11:21:32,866 - mmcls - INFO - Epoch [15][150/235] lr: 2.012e-01, eta: 0:17:06, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 122.8676, norm_input_novel: 0.0000, norm_main_base: 280.7968, norm_main_novel: 0.0000, norm_residual_base: 55.9286, norm_residual_novel: 0.0000, top-1: 29.1992, top-5: 48.9062, loss_main: 0.9748, loss_aux: 0.9999, loss: 4.8468
2024-05-07 11:21:34,035 - mmcls - INFO - Epoch [15][160/235] lr: 2.009e-01, eta: 0:17:04, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 116.1284, norm_input_novel: 0.0000, norm_main_base: 275.8905, norm_main_novel: 0.0000, norm_residual_base: 57.5002, norm_residual_novel: 0.0000, top-1: 40.6445, top-5: 63.0664, loss_main: 1.1243, loss_aux: 1.0594, loss: 4.3700
2024-05-07 11:21:35,198 - mmcls - INFO - Epoch [15][170/235] lr: 2.007e-01, eta: 0:17:03, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 122.4131, norm_input_novel: 0.0000, norm_main_base: 283.7951, norm_main_novel: 0.0000, norm_residual_base: 55.8341, norm_residual_novel: 0.0000, top-1: 60.7617, top-5: 85.0391, loss_main: 1.1616, loss_aux: 1.0067, loss: 2.5612
2024-05-07 11:21:36,369 - mmcls - INFO - Epoch [15][180/235] lr: 2.004e-01, eta: 0:17:02, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 126.9429, norm_input_novel: 0.0000, norm_main_base: 282.0754, norm_main_novel: 0.0000, norm_residual_base: 54.3746, norm_residual_novel: 0.0000, top-1: 39.3164, top-5: 59.4727, loss_main: 0.9574, loss_aux: 0.9065, loss: 4.2714
2024-05-07 11:21:37,529 - mmcls - INFO - Epoch [15][190/235] lr: 2.001e-01, eta: 0:17:00, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 123.3286, norm_input_novel: 0.0000, norm_main_base: 284.5481, norm_main_novel: 0.0000, norm_residual_base: 56.4411, norm_residual_novel: 0.0000, top-1: 59.1602, top-5: 78.6914, loss_main: 0.8888, loss_aux: 0.8669, loss: 2.0785
2024-05-07 11:21:38,707 - mmcls - INFO - Epoch [15][200/235] lr: 1.999e-01, eta: 0:16:59, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 125.7098, norm_input_novel: 0.0000, norm_main_base: 273.5689, norm_main_novel: 0.0000, norm_residual_base: 55.5255, norm_residual_novel: 0.0000, top-1: 51.9531, top-5: 73.2227, loss_main: 0.9512, loss_aux: 0.6458, loss: 3.2033
2024-05-07 11:21:39,880 - mmcls - INFO - Epoch [15][210/235] lr: 1.996e-01, eta: 0:16:57, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 128.3769, norm_input_novel: 0.0000, norm_main_base: 270.4356, norm_main_novel: 0.0000, norm_residual_base: 54.6373, norm_residual_novel: 0.0000, top-1: 46.3281, top-5: 68.8672, loss_main: 1.1083, loss_aux: 0.9875, loss: 3.8077
2024-05-07 11:21:41,062 - mmcls - INFO - Epoch [15][220/235] lr: 1.993e-01, eta: 0:16:56, time: 0.118, data_time: 0.010, memory: 975, norm_input_base: 124.6699, norm_input_novel: 0.0000, norm_main_base: 277.9763, norm_main_novel: 0.0000, norm_residual_base: 54.5791, norm_residual_novel: 0.0000, top-1: 57.4219, top-5: 83.1445, loss_main: 1.0953, loss_aux: 0.9330, loss: 3.1030
2024-05-07 11:21:42,215 - mmcls - INFO - Epoch [15][230/235] lr: 1.991e-01, eta: 0:16:55, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 121.0185, norm_input_novel: 0.0000, norm_main_base: 280.5225, norm_main_novel: 0.0000, norm_residual_base: 53.2400, norm_residual_novel: 0.0000, top-1: 38.3398, top-5: 59.1992, loss_main: 0.9524, loss_aux: 1.0419, loss: 4.1172
2024-05-07 11:21:42,709 - mmcls - INFO - Saving checkpoint at 15 epochs
2024-05-07 11:21:45,557 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:21:45,570 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_14.pth was removed
2024-05-07 11:21:45,827 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_15.pth.
2024-05-07 11:21:45,827 - mmcls - INFO - Best acc is 67.7500 at 15 epoch.
2024-05-07 11:21:45,835 - mmcls - INFO - Epoch(val) [15][12] acc: 67.7500
2024-05-07 11:21:49,061 - mmcls - INFO - Epoch [16][10/235] lr: 1.987e-01, eta: 0:16:56, time: 0.315, data_time: 0.206, memory: 975, norm_input_base: 125.4834, norm_input_novel: 0.0000, norm_main_base: 285.3136, norm_main_novel: 0.0000, norm_residual_base: 54.2607, norm_residual_novel: 0.0000, top-1: 42.0703, top-5: 64.8828, loss_main: 1.1611, loss_aux: 1.0055, loss: 4.0393
2024-05-07 11:21:50,223 - mmcls - INFO - Epoch [16][20/235] lr: 1.984e-01, eta: 0:16:54, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 118.4406, norm_input_novel: 0.0000, norm_main_base: 278.1223, norm_main_novel: 0.0000, norm_residual_base: 55.5563, norm_residual_novel: 0.0000, top-1: 64.9609, top-5: 89.1797, loss_main: 1.1294, loss_aux: 0.9361, loss: 1.9840
2024-05-07 11:21:51,394 - mmcls - INFO - Epoch [16][30/235] lr: 1.981e-01, eta: 0:16:53, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 129.2101, norm_input_novel: 0.0000, norm_main_base: 280.6478, norm_main_novel: 0.0000, norm_residual_base: 54.6805, norm_residual_novel: 0.0000, top-1: 32.8906, top-5: 53.8281, loss_main: 1.0628, loss_aux: 0.9878, loss: 4.7939
2024-05-07 11:21:52,562 - mmcls - INFO - Epoch [16][40/235] lr: 1.979e-01, eta: 0:16:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 116.8015, norm_input_novel: 0.0000, norm_main_base: 284.0287, norm_main_novel: 0.0000, norm_residual_base: 55.6650, norm_residual_novel: 0.0000, top-1: 45.0977, top-5: 67.7734, loss_main: 1.2152, loss_aux: 1.1156, loss: 3.7727
2024-05-07 11:21:53,733 - mmcls - INFO - Epoch [16][50/235] lr: 1.976e-01, eta: 0:16:50, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 113.9588, norm_input_novel: 0.0000, norm_main_base: 277.4802, norm_main_novel: 0.0000, norm_residual_base: 54.3277, norm_residual_novel: 0.0000, top-1: 43.7305, top-5: 68.1445, loss_main: 1.1733, loss_aux: 1.1941, loss: 4.1383
2024-05-07 11:21:54,909 - mmcls - INFO - Epoch [16][60/235] lr: 1.973e-01, eta: 0:16:49, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 120.9600, norm_input_novel: 0.0000, norm_main_base: 285.2942, norm_main_novel: 0.0000, norm_residual_base: 55.9202, norm_residual_novel: 0.0000, top-1: 32.1289, top-5: 54.4141, loss_main: 1.0208, loss_aux: 1.1706, loss: 5.0016
2024-05-07 11:21:56,080 - mmcls - INFO - Epoch [16][70/235] lr: 1.970e-01, eta: 0:16:47, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 124.3646, norm_input_novel: 0.0000, norm_main_base: 297.0369, norm_main_novel: 0.0000, norm_residual_base: 56.1442, norm_residual_novel: 0.0000, top-1: 60.3516, top-5: 81.5625, loss_main: 0.9560, loss_aux: 0.9630, loss: 2.6715
2024-05-07 11:21:57,248 - mmcls - INFO - Epoch [16][80/235] lr: 1.968e-01, eta: 0:16:46, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 134.3614, norm_input_novel: 0.0000, norm_main_base: 287.5017, norm_main_novel: 0.0000, norm_residual_base: 53.9494, norm_residual_novel: 0.0000, top-1: 57.7148, top-5: 80.2930, loss_main: 0.9082, loss_aux: 0.7277, loss: 2.6428
2024-05-07 11:21:58,426 - mmcls - INFO - Epoch [16][90/235] lr: 1.965e-01, eta: 0:16:45, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 125.3840, norm_input_novel: 0.0000, norm_main_base: 265.3799, norm_main_novel: 0.0000, norm_residual_base: 53.0055, norm_residual_novel: 0.0000, top-1: 45.3906, top-5: 69.6094, loss_main: 0.9903, loss_aux: 1.0498, loss: 4.1576
2024-05-07 11:21:59,588 - mmcls - INFO - Epoch [16][100/235] lr: 1.962e-01, eta: 0:16:43, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 117.9008, norm_input_novel: 0.0000, norm_main_base: 266.2446, norm_main_novel: 0.0000, norm_residual_base: 54.1989, norm_residual_novel: 0.0000, top-1: 45.2734, top-5: 67.9492, loss_main: 1.0417, loss_aux: 1.1378, loss: 4.0713
2024-05-07 11:22:00,750 - mmcls - INFO - Epoch [16][110/235] lr: 1.960e-01, eta: 0:16:42, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 127.9617, norm_input_novel: 0.0000, norm_main_base: 283.4498, norm_main_novel: 0.0000, norm_residual_base: 53.0052, norm_residual_novel: 0.0000, top-1: 45.8789, top-5: 70.4297, loss_main: 1.2212, loss_aux: 1.1328, loss: 3.7130
2024-05-07 11:22:01,907 - mmcls - INFO - Epoch [16][120/235] lr: 1.957e-01, eta: 0:16:40, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 124.5215, norm_input_novel: 0.0000, norm_main_base: 284.9025, norm_main_novel: 0.0000, norm_residual_base: 54.2060, norm_residual_novel: 0.0000, top-1: 53.3008, top-5: 75.8594, loss_main: 1.0145, loss_aux: 0.9190, loss: 3.0676
2024-05-07 11:22:03,077 - mmcls - INFO - Epoch [16][130/235] lr: 1.954e-01, eta: 0:16:39, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 116.9476, norm_input_novel: 0.0000, norm_main_base: 268.4775, norm_main_novel: 0.0000, norm_residual_base: 51.7997, norm_residual_novel: 0.0000, top-1: 41.4258, top-5: 68.0273, loss_main: 1.1640, loss_aux: 1.1875, loss: 4.3765
2024-05-07 11:22:04,249 - mmcls - INFO - Epoch [16][140/235] lr: 1.951e-01, eta: 0:16:38, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 111.4287, norm_input_novel: 0.0000, norm_main_base: 275.1400, norm_main_novel: 0.0000, norm_residual_base: 53.1024, norm_residual_novel: 0.0000, top-1: 32.0117, top-5: 57.2461, loss_main: 1.1620, loss_aux: 1.0774, loss: 4.9725
2024-05-07 11:22:05,429 - mmcls - INFO - Epoch [16][150/235] lr: 1.949e-01, eta: 0:16:36, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 120.3928, norm_input_novel: 0.0000, norm_main_base: 296.0556, norm_main_novel: 0.0000, norm_residual_base: 54.6742, norm_residual_novel: 0.0000, top-1: 42.5195, top-5: 64.4727, loss_main: 1.0768, loss_aux: 1.1237, loss: 4.0185
2024-05-07 11:22:06,604 - mmcls - INFO - Epoch [16][160/235] lr: 1.946e-01, eta: 0:16:35, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 126.7340, norm_input_novel: 0.0000, norm_main_base: 293.7761, norm_main_novel: 0.0000, norm_residual_base: 55.2287, norm_residual_novel: 0.0000, top-1: 48.2422, top-5: 71.4648, loss_main: 0.9714, loss_aux: 1.0440, loss: 3.6395
2024-05-07 11:22:07,784 - mmcls - INFO - Epoch [16][170/235] lr: 1.943e-01, eta: 0:16:34, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 118.0660, norm_input_novel: 0.0000, norm_main_base: 287.9042, norm_main_novel: 0.0000, norm_residual_base: 54.7087, norm_residual_novel: 0.0000, top-1: 41.6211, top-5: 62.6367, loss_main: 1.0665, loss_aux: 1.0006, loss: 4.1531
2024-05-07 11:22:08,960 - mmcls - INFO - Epoch [16][180/235] lr: 1.940e-01, eta: 0:16:32, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 127.3095, norm_input_novel: 0.0000, norm_main_base: 287.2151, norm_main_novel: 0.0000, norm_residual_base: 54.0349, norm_residual_novel: 0.0000, top-1: 38.7305, top-5: 59.6094, loss_main: 0.9421, loss_aux: 0.9829, loss: 4.3544
2024-05-07 11:22:10,132 - mmcls - INFO - Epoch [16][190/235] lr: 1.938e-01, eta: 0:16:31, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 124.9866, norm_input_novel: 0.0000, norm_main_base: 287.6640, norm_main_novel: 0.0000, norm_residual_base: 54.5023, norm_residual_novel: 0.0000, top-1: 67.2656, top-5: 90.4883, loss_main: 0.9734, loss_aux: 0.7683, loss: 2.5568
2024-05-07 11:22:11,307 - mmcls - INFO - Epoch [16][200/235] lr: 1.935e-01, eta: 0:16:30, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 138.4471, norm_input_novel: 0.0000, norm_main_base: 289.3118, norm_main_novel: 0.0000, norm_residual_base: 53.3085, norm_residual_novel: 0.0000, top-1: 59.2188, top-5: 82.9883, loss_main: 0.9653, loss_aux: 0.7854, loss: 2.7356
2024-05-07 11:22:12,478 - mmcls - INFO - Epoch [16][210/235] lr: 1.932e-01, eta: 0:16:28, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 127.0753, norm_input_novel: 0.0000, norm_main_base: 271.6721, norm_main_novel: 0.0000, norm_residual_base: 53.6132, norm_residual_novel: 0.0000, top-1: 25.7812, top-5: 43.2227, loss_main: 1.0961, loss_aux: 1.0267, loss: 4.9940
2024-05-07 11:22:13,749 - mmcls - INFO - Epoch [16][220/235] lr: 1.929e-01, eta: 0:16:27, time: 0.127, data_time: 0.008, memory: 975, norm_input_base: 119.9279, norm_input_novel: 0.0000, norm_main_base: 273.7503, norm_main_novel: 0.0000, norm_residual_base: 54.9413, norm_residual_novel: 0.0000, top-1: 46.2109, top-5: 70.3906, loss_main: 1.1173, loss_aux: 0.9109, loss: 4.1000
2024-05-07 11:22:14,921 - mmcls - INFO - Epoch [16][230/235] lr: 1.926e-01, eta: 0:16:26, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 134.7944, norm_input_novel: 0.0000, norm_main_base: 301.6784, norm_main_novel: 0.0000, norm_residual_base: 54.1287, norm_residual_novel: 0.0000, top-1: 37.7930, top-5: 55.5859, loss_main: 0.9135, loss_aux: 0.8952, loss: 4.2811
2024-05-07 11:22:15,426 - mmcls - INFO - Saving checkpoint at 16 epochs
2024-05-07 11:22:18,197 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:22:18,208 - mmcls - INFO - Epoch(val) [16][12] acc: 63.6667
2024-05-07 11:22:21,474 - mmcls - INFO - Epoch [17][10/235] lr: 1.922e-01, eta: 0:16:27, time: 0.319, data_time: 0.210, memory: 975, norm_input_base: 128.6500, norm_input_novel: 0.0000, norm_main_base: 286.1033, norm_main_novel: 0.0000, norm_residual_base: 53.1555, norm_residual_novel: 0.0000, loss: 2.7948, top-1: 61.0742, top-5: 84.6680, loss_main: 1.0679, loss_aux: 0.9627
2024-05-07 11:22:22,640 - mmcls - INFO - Epoch [17][20/235] lr: 1.919e-01, eta: 0:16:25, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 121.3928, norm_input_novel: 0.0000, norm_main_base: 275.1312, norm_main_novel: 0.0000, norm_residual_base: 52.2382, norm_residual_novel: 0.0000, loss: 3.7265, top-1: 50.5664, top-5: 75.3125, loss_main: 1.1949, loss_aux: 1.1141
2024-05-07 11:22:23,815 - mmcls - INFO - Epoch [17][30/235] lr: 1.917e-01, eta: 0:16:24, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 119.3689, norm_input_novel: 0.0000, norm_main_base: 274.1588, norm_main_novel: 0.0000, norm_residual_base: 53.3693, norm_residual_novel: 0.0000, loss: 3.8780, top-1: 46.5234, top-5: 68.1250, loss_main: 1.1441, loss_aux: 1.1408
2024-05-07 11:22:24,980 - mmcls - INFO - Epoch [17][40/235] lr: 1.914e-01, eta: 0:16:23, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 126.3766, norm_input_novel: 0.0000, norm_main_base: 284.2112, norm_main_novel: 0.0000, norm_residual_base: 53.6380, norm_residual_novel: 0.0000, loss: 3.5549, top-1: 46.7188, top-5: 68.1445, loss_main: 1.0122, loss_aux: 1.0489
2024-05-07 11:22:26,152 - mmcls - INFO - Epoch [17][50/235] lr: 1.911e-01, eta: 0:16:21, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 121.9849, norm_input_novel: 0.0000, norm_main_base: 275.2313, norm_main_novel: 0.0000, norm_residual_base: 52.4025, norm_residual_novel: 0.0000, loss: 3.6940, top-1: 52.1875, top-5: 78.1641, loss_main: 1.1191, loss_aux: 0.9908
2024-05-07 11:22:27,324 - mmcls - INFO - Epoch [17][60/235] lr: 1.908e-01, eta: 0:16:20, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 129.1892, norm_input_novel: 0.0000, norm_main_base: 283.2560, norm_main_novel: 0.0000, norm_residual_base: 54.1054, norm_residual_novel: 0.0000, loss: 3.3200, top-1: 48.8477, top-5: 70.1953, loss_main: 1.0672, loss_aux: 0.9272
2024-05-07 11:22:28,500 - mmcls - INFO - Epoch [17][70/235] lr: 1.905e-01, eta: 0:16:18, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 122.6597, norm_input_novel: 0.0000, norm_main_base: 273.6461, norm_main_novel: 0.0000, norm_residual_base: 52.4462, norm_residual_novel: 0.0000, loss: 3.8196, top-1: 43.6719, top-5: 64.2578, loss_main: 1.1333, loss_aux: 1.1075
2024-05-07 11:22:29,673 - mmcls - INFO - Epoch [17][80/235] lr: 1.902e-01, eta: 0:16:17, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 117.2519, norm_input_novel: 0.0000, norm_main_base: 268.8370, norm_main_novel: 0.0000, norm_residual_base: 52.3643, norm_residual_novel: 0.0000, loss: 5.3710, top-1: 27.8125, top-5: 50.4297, loss_main: 1.1448, loss_aux: 1.2119
2024-05-07 11:22:30,845 - mmcls - INFO - Epoch [17][90/235] lr: 1.900e-01, eta: 0:16:16, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 121.1883, norm_input_novel: 0.0000, norm_main_base: 285.0863, norm_main_novel: 0.0000, norm_residual_base: 53.6473, norm_residual_novel: 0.0000, loss: 4.4080, top-1: 41.1523, top-5: 63.7891, loss_main: 1.0945, loss_aux: 0.9549
2024-05-07 11:22:32,008 - mmcls - INFO - Epoch [17][100/235] lr: 1.897e-01, eta: 0:16:14, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 122.7133, norm_input_novel: 0.0000, norm_main_base: 295.6596, norm_main_novel: 0.0000, norm_residual_base: 52.9844, norm_residual_novel: 0.0000, loss: 3.9567, top-1: 44.1797, top-5: 69.1406, loss_main: 1.2113, loss_aux: 1.0591
2024-05-07 11:22:33,177 - mmcls - INFO - Epoch [17][110/235] lr: 1.894e-01, eta: 0:16:13, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 128.5435, norm_input_novel: 0.0000, norm_main_base: 302.3469, norm_main_novel: 0.0000, norm_residual_base: 53.8761, norm_residual_novel: 0.0000, loss: 3.5661, top-1: 47.9883, top-5: 68.4180, loss_main: 0.9920, loss_aux: 0.7100
2024-05-07 11:22:34,353 - mmcls - INFO - Epoch [17][120/235] lr: 1.891e-01, eta: 0:16:12, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 130.4745, norm_input_novel: 0.0000, norm_main_base: 288.5594, norm_main_novel: 0.0000, norm_residual_base: 53.5526, norm_residual_novel: 0.0000, loss: 2.6627, top-1: 64.3555, top-5: 87.9102, loss_main: 0.8717, loss_aux: 0.8563
2024-05-07 11:22:35,513 - mmcls - INFO - Epoch [17][130/235] lr: 1.888e-01, eta: 0:16:10, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 127.1544, norm_input_novel: 0.0000, norm_main_base: 268.0146, norm_main_novel: 0.0000, norm_residual_base: 51.8187, norm_residual_novel: 0.0000, loss: 4.8049, top-1: 33.8281, top-5: 57.3633, loss_main: 1.1590, loss_aux: 1.0541
2024-05-07 11:22:36,678 - mmcls - INFO - Epoch [17][140/235] lr: 1.885e-01, eta: 0:16:09, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 122.1708, norm_input_novel: 0.0000, norm_main_base: 278.0047, norm_main_novel: 0.0000, norm_residual_base: 52.9776, norm_residual_novel: 0.0000, loss: 3.0123, top-1: 57.5195, top-5: 82.3828, loss_main: 1.1576, loss_aux: 1.1045
2024-05-07 11:22:37,842 - mmcls - INFO - Epoch [17][150/235] lr: 1.882e-01, eta: 0:16:07, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 136.2602, norm_input_novel: 0.0000, norm_main_base: 300.3622, norm_main_novel: 0.0000, norm_residual_base: 52.7068, norm_residual_novel: 0.0000, loss: 3.3129, top-1: 53.9648, top-5: 76.3672, loss_main: 1.0226, loss_aux: 1.0690
2024-05-07 11:22:39,008 - mmcls - INFO - Epoch [17][160/235] lr: 1.880e-01, eta: 0:16:06, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 130.0169, norm_input_novel: 0.0000, norm_main_base: 285.7421, norm_main_novel: 0.0000, norm_residual_base: 52.6984, norm_residual_novel: 0.0000, loss: 4.4586, top-1: 38.7695, top-5: 58.6719, loss_main: 0.9457, loss_aux: 0.9397
2024-05-07 11:22:40,171 - mmcls - INFO - Epoch [17][170/235] lr: 1.877e-01, eta: 0:16:05, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 131.7316, norm_input_novel: 0.0000, norm_main_base: 276.9505, norm_main_novel: 0.0000, norm_residual_base: 52.3749, norm_residual_novel: 0.0000, loss: 2.9082, top-1: 58.7500, top-5: 81.9922, loss_main: 1.0670, loss_aux: 0.9274
2024-05-07 11:22:41,331 - mmcls - INFO - Epoch [17][180/235] lr: 1.874e-01, eta: 0:16:03, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 131.2766, norm_input_novel: 0.0000, norm_main_base: 274.4602, norm_main_novel: 0.0000, norm_residual_base: 52.4016, norm_residual_novel: 0.0000, loss: 4.0806, top-1: 40.0781, top-5: 64.5703, loss_main: 1.2721, loss_aux: 1.1265
2024-05-07 11:22:42,500 - mmcls - INFO - Epoch [17][190/235] lr: 1.871e-01, eta: 0:16:02, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 121.5427, norm_input_novel: 0.0000, norm_main_base: 278.9786, norm_main_novel: 0.0000, norm_residual_base: 53.7040, norm_residual_novel: 0.0000, loss: 3.6943, top-1: 49.5898, top-5: 74.7266, loss_main: 1.1648, loss_aux: 1.0715
2024-05-07 11:22:43,666 - mmcls - INFO - Epoch [17][200/235] lr: 1.868e-01, eta: 0:16:01, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 124.5984, norm_input_novel: 0.0000, norm_main_base: 292.8422, norm_main_novel: 0.0000, norm_residual_base: 52.6893, norm_residual_novel: 0.0000, loss: 3.2020, top-1: 54.2383, top-5: 79.5312, loss_main: 1.1670, loss_aux: 0.9444
2024-05-07 11:22:44,829 - mmcls - INFO - Epoch [17][210/235] lr: 1.865e-01, eta: 0:15:59, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 132.1670, norm_input_novel: 0.0000, norm_main_base: 296.6502, norm_main_novel: 0.0000, norm_residual_base: 53.3062, norm_residual_novel: 0.0000, loss: 3.4222, top-1: 48.8672, top-5: 69.3555, loss_main: 1.0979, loss_aux: 0.9913
2024-05-07 11:22:45,997 - mmcls - INFO - Epoch [17][220/235] lr: 1.862e-01, eta: 0:15:58, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 125.7767, norm_input_novel: 0.0000, norm_main_base: 276.9436, norm_main_novel: 0.0000, norm_residual_base: 51.3311, norm_residual_novel: 0.0000, loss: 4.2208, top-1: 44.6680, top-5: 70.2539, loss_main: 1.0940, loss_aux: 1.0119
2024-05-07 11:22:47,164 - mmcls - INFO - Epoch [17][230/235] lr: 1.859e-01, eta: 0:15:56, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 125.4936, norm_input_novel: 0.0000, norm_main_base: 283.4684, norm_main_novel: 0.0000, norm_residual_base: 51.1699, norm_residual_novel: 0.0000, loss: 3.9945, top-1: 41.3281, top-5: 65.7031, loss_main: 1.1625, loss_aux: 1.0196
2024-05-07 11:22:47,662 - mmcls - INFO - Saving checkpoint at 17 epochs
2024-05-07 11:22:50,514 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:22:50,518 - mmcls - INFO - Epoch(val) [17][12] acc: 66.4833
2024-05-07 11:22:53,803 - mmcls - INFO - Epoch [18][10/235] lr: 1.855e-01, eta: 0:15:57, time: 0.321, data_time: 0.211, memory: 975, norm_input_base: 122.1211, norm_input_novel: 0.0000, norm_main_base: 277.9741, norm_main_novel: 0.0000, norm_residual_base: 51.6100, norm_residual_novel: 0.0000, top-1: 46.6602, top-5: 73.2422, loss_main: 1.1682, loss_aux: 1.1785, loss: 4.1050
2024-05-07 11:22:54,974 - mmcls - INFO - Epoch [18][20/235] lr: 1.852e-01, eta: 0:15:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 123.7158, norm_input_novel: 0.0000, norm_main_base: 286.0291, norm_main_novel: 0.0000, norm_residual_base: 52.6009, norm_residual_novel: 0.0000, top-1: 40.9180, top-5: 63.1055, loss_main: 1.1034, loss_aux: 0.7713, loss: 4.2738
2024-05-07 11:22:56,131 - mmcls - INFO - Epoch [18][30/235] lr: 1.849e-01, eta: 0:15:55, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 126.3144, norm_input_novel: 0.0000, norm_main_base: 289.8813, norm_main_novel: 0.0000, norm_residual_base: 53.1093, norm_residual_novel: 0.0000, top-1: 61.9141, top-5: 83.0859, loss_main: 1.0363, loss_aux: 0.7618, loss: 2.5669
2024-05-07 11:22:57,294 - mmcls - INFO - Epoch [18][40/235] lr: 1.846e-01, eta: 0:15:53, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 136.6984, norm_input_novel: 0.0000, norm_main_base: 288.1450, norm_main_novel: 0.0000, norm_residual_base: 51.6503, norm_residual_novel: 0.0000, top-1: 37.5977, top-5: 58.5938, loss_main: 0.9386, loss_aux: 1.0484, loss: 4.3171
2024-05-07 11:22:58,460 - mmcls - INFO - Epoch [18][50/235] lr: 1.843e-01, eta: 0:15:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 120.0948, norm_input_novel: 0.0000, norm_main_base: 266.4512, norm_main_novel: 0.0000, norm_residual_base: 51.8286, norm_residual_novel: 0.0000, top-1: 27.8711, top-5: 50.9570, loss_main: 1.0388, loss_aux: 1.1564, loss: 5.0354
2024-05-07 11:22:59,625 - mmcls - INFO - Epoch [18][60/235] lr: 1.840e-01, eta: 0:15:50, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 126.9343, norm_input_novel: 0.0000, norm_main_base: 290.8760, norm_main_novel: 0.0000, norm_residual_base: 52.7699, norm_residual_novel: 0.0000, top-1: 43.4570, top-5: 67.0898, loss_main: 1.0563, loss_aux: 1.0781, loss: 3.9967
2024-05-07 11:23:00,788 - mmcls - INFO - Epoch [18][70/235] lr: 1.838e-01, eta: 0:15:49, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 125.9807, norm_input_novel: 0.0000, norm_main_base: 293.4816, norm_main_novel: 0.0000, norm_residual_base: 52.1215, norm_residual_novel: 0.0000, top-1: 42.3633, top-5: 67.3633, loss_main: 1.0622, loss_aux: 1.0206, loss: 4.3080
2024-05-07 11:23:01,946 - mmcls - INFO - Epoch [18][80/235] lr: 1.835e-01, eta: 0:15:48, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 120.4820, norm_input_novel: 0.0000, norm_main_base: 286.0043, norm_main_novel: 0.0000, norm_residual_base: 52.4200, norm_residual_novel: 0.0000, top-1: 45.2734, top-5: 70.8984, loss_main: 1.2224, loss_aux: 1.1224, loss: 3.9990
2024-05-07 11:23:03,100 - mmcls - INFO - Epoch [18][90/235] lr: 1.832e-01, eta: 0:15:46, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 127.3740, norm_input_novel: 0.0000, norm_main_base: 302.1295, norm_main_novel: 0.0000, norm_residual_base: 52.0416, norm_residual_novel: 0.0000, top-1: 61.0938, top-5: 84.5312, loss_main: 1.1662, loss_aux: 0.9204, loss: 2.4472
2024-05-07 11:23:04,267 - mmcls - INFO - Epoch [18][100/235] lr: 1.829e-01, eta: 0:15:45, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 129.4618, norm_input_novel: 0.0000, norm_main_base: 293.7550, norm_main_novel: 0.0000, norm_residual_base: 51.7992, norm_residual_novel: 0.0000, top-1: 51.2500, top-5: 72.8516, loss_main: 0.9781, loss_aux: 0.8418, loss: 3.3747
2024-05-07 11:23:05,438 - mmcls - INFO - Epoch [18][110/235] lr: 1.826e-01, eta: 0:15:44, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 133.6119, norm_input_novel: 0.0000, norm_main_base: 280.1538, norm_main_novel: 0.0000, norm_residual_base: 52.4800, norm_residual_novel: 0.0000, top-1: 57.8516, top-5: 79.5898, loss_main: 1.0069, loss_aux: 0.9874, loss: 2.8981
2024-05-07 11:23:06,594 - mmcls - INFO - Epoch [18][120/235] lr: 1.823e-01, eta: 0:15:42, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 143.0631, norm_input_novel: 0.0000, norm_main_base: 283.1978, norm_main_novel: 0.0000, norm_residual_base: 52.3581, norm_residual_novel: 0.0000, top-1: 62.5586, top-5: 83.1445, loss_main: 0.8411, loss_aux: 0.7968, loss: 2.3444
2024-05-07 11:23:07,756 - mmcls - INFO - Epoch [18][130/235] lr: 1.820e-01, eta: 0:15:41, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 137.5116, norm_input_novel: 0.0000, norm_main_base: 261.9113, norm_main_novel: 0.0000, norm_residual_base: 50.5291, norm_residual_novel: 0.0000, top-1: 35.3320, top-5: 54.8438, loss_main: 0.9210, loss_aux: 0.9261, loss: 4.5952
2024-05-07 11:23:08,927 - mmcls - INFO - Epoch [18][140/235] lr: 1.817e-01, eta: 0:15:39, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 120.5193, norm_input_novel: 0.0000, norm_main_base: 257.1817, norm_main_novel: 0.0000, norm_residual_base: 50.6269, norm_residual_novel: 0.0000, top-1: 46.4062, top-5: 74.2188, loss_main: 1.2251, loss_aux: 1.1891, loss: 4.1679
2024-05-07 11:23:10,088 - mmcls - INFO - Epoch [18][150/235] lr: 1.814e-01, eta: 0:15:38, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 138.2203, norm_input_novel: 0.0000, norm_main_base: 290.5460, norm_main_novel: 0.0000, norm_residual_base: 51.2917, norm_residual_novel: 0.0000, top-1: 45.0195, top-5: 65.4688, loss_main: 1.0123, loss_aux: 0.8427, loss: 3.9334
2024-05-07 11:23:11,251 - mmcls - INFO - Epoch [18][160/235] lr: 1.811e-01, eta: 0:15:37, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 124.9423, norm_input_novel: 0.0000, norm_main_base: 287.1533, norm_main_novel: 0.0000, norm_residual_base: 50.6941, norm_residual_novel: 0.0000, top-1: 48.0664, top-5: 70.1562, loss_main: 0.9549, loss_aux: 1.0414, loss: 3.7754
2024-05-07 11:23:12,412 - mmcls - INFO - Epoch [18][170/235] lr: 1.808e-01, eta: 0:15:35, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 124.5354, norm_input_novel: 0.0000, norm_main_base: 272.5596, norm_main_novel: 0.0000, norm_residual_base: 50.0548, norm_residual_novel: 0.0000, top-1: 46.8359, top-5: 73.3789, loss_main: 1.1991, loss_aux: 1.1467, loss: 4.3164
2024-05-07 11:23:13,583 - mmcls - INFO - Epoch [18][180/235] lr: 1.805e-01, eta: 0:15:34, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 130.7701, norm_input_novel: 0.0000, norm_main_base: 286.1811, norm_main_novel: 0.0000, norm_residual_base: 51.9681, norm_residual_novel: 0.0000, top-1: 40.7422, top-5: 61.0156, loss_main: 0.9922, loss_aux: 0.9336, loss: 3.8342
2024-05-07 11:23:14,748 - mmcls - INFO - Epoch [18][190/235] lr: 1.802e-01, eta: 0:15:33, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 139.3533, norm_input_novel: 0.0000, norm_main_base: 283.1582, norm_main_novel: 0.0000, norm_residual_base: 52.2146, norm_residual_novel: 0.0000, top-1: 51.0156, top-5: 71.9531, loss_main: 0.8887, loss_aux: 0.7546, loss: 3.5910
2024-05-07 11:23:15,912 - mmcls - INFO - Epoch [18][200/235] lr: 1.799e-01, eta: 0:15:31, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 136.3974, norm_input_novel: 0.0000, norm_main_base: 271.0067, norm_main_novel: 0.0000, norm_residual_base: 50.5616, norm_residual_novel: 0.0000, top-1: 43.7695, top-5: 68.8477, loss_main: 1.0639, loss_aux: 1.0149, loss: 4.2474
2024-05-07 11:23:17,089 - mmcls - INFO - Epoch [18][210/235] lr: 1.796e-01, eta: 0:15:30, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 123.2835, norm_input_novel: 0.0000, norm_main_base: 267.6582, norm_main_novel: 0.0000, norm_residual_base: 49.5632, norm_residual_novel: 0.0000, top-1: 39.9414, top-5: 66.9922, loss_main: 1.2075, loss_aux: 1.0699, loss: 4.5545
2024-05-07 11:23:18,242 - mmcls - INFO - Epoch [18][220/235] lr: 1.793e-01, eta: 0:15:29, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 125.3667, norm_input_novel: 0.0000, norm_main_base: 284.1655, norm_main_novel: 0.0000, norm_residual_base: 52.1258, norm_residual_novel: 0.0000, top-1: 48.5742, top-5: 72.4414, loss_main: 1.2536, loss_aux: 1.2185, loss: 3.5231
2024-05-07 11:23:19,394 - mmcls - INFO - Epoch [18][230/235] lr: 1.790e-01, eta: 0:15:27, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 131.3779, norm_input_novel: 0.0000, norm_main_base: 293.6186, norm_main_novel: 0.0000, norm_residual_base: 50.9983, norm_residual_novel: 0.0000, top-1: 54.2969, top-5: 76.2109, loss_main: 1.1203, loss_aux: 0.9892, loss: 3.0828
2024-05-07 11:23:19,898 - mmcls - INFO - Saving checkpoint at 18 epochs
2024-05-07 11:23:22,645 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:23:22,649 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_15.pth was removed
2024-05-07 11:23:23,002 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_18.pth.
2024-05-07 11:23:23,003 - mmcls - INFO - Best acc is 68.8167 at 18 epoch.
2024-05-07 11:23:23,006 - mmcls - INFO - Epoch(val) [18][12] acc: 68.8167
2024-05-07 11:23:26,227 - mmcls - INFO - Epoch [19][10/235] lr: 1.786e-01, eta: 0:15:28, time: 0.314, data_time: 0.205, memory: 975, norm_input_base: 132.9281, norm_input_novel: 0.0000, norm_main_base: 279.2879, norm_main_novel: 0.0000, norm_residual_base: 50.6619, norm_residual_novel: 0.0000, top-1: 37.7930, top-5: 58.8086, loss_main: 1.1542, loss_aux: 1.0182, loss: 4.3127
2024-05-07 11:23:27,400 - mmcls - INFO - Epoch [19][20/235] lr: 1.783e-01, eta: 0:15:26, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 126.7238, norm_input_novel: 0.0000, norm_main_base: 275.7242, norm_main_novel: 0.0000, norm_residual_base: 51.9756, norm_residual_novel: 0.0000, top-1: 36.5234, top-5: 55.9766, loss_main: 0.8863, loss_aux: 0.9974, loss: 4.3063
2024-05-07 11:23:28,558 - mmcls - INFO - Epoch [19][30/235] lr: 1.780e-01, eta: 0:15:25, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 138.8591, norm_input_novel: 0.0000, norm_main_base: 281.2977, norm_main_novel: 0.0000, norm_residual_base: 50.7444, norm_residual_novel: 0.0000, top-1: 63.4375, top-5: 86.9922, loss_main: 0.8811, loss_aux: 0.9238, loss: 2.6014
2024-05-07 11:23:29,728 - mmcls - INFO - Epoch [19][40/235] lr: 1.777e-01, eta: 0:15:24, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 148.8912, norm_input_novel: 0.0000, norm_main_base: 290.0523, norm_main_novel: 0.0000, norm_residual_base: 50.9977, norm_residual_novel: 0.0000, top-1: 49.5117, top-5: 68.8477, loss_main: 0.9484, loss_aux: 0.8932, loss: 3.1147
2024-05-07 11:23:30,897 - mmcls - INFO - Epoch [19][50/235] lr: 1.774e-01, eta: 0:15:22, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 134.7125, norm_input_novel: 0.0000, norm_main_base: 270.4594, norm_main_novel: 0.0000, norm_residual_base: 51.1027, norm_residual_novel: 0.0000, top-1: 58.1250, top-5: 80.2539, loss_main: 1.0357, loss_aux: 0.9352, loss: 3.0913
2024-05-07 11:23:32,062 - mmcls - INFO - Epoch [19][60/235] lr: 1.771e-01, eta: 0:15:21, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 135.5038, norm_input_novel: 0.0000, norm_main_base: 271.9604, norm_main_novel: 0.0000, norm_residual_base: 49.5545, norm_residual_novel: 0.0000, top-1: 39.0625, top-5: 60.5859, loss_main: 1.0835, loss_aux: 1.0718, loss: 4.1511
2024-05-07 11:23:33,226 - mmcls - INFO - Epoch [19][70/235] lr: 1.768e-01, eta: 0:15:19, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 135.6557, norm_input_novel: 0.0000, norm_main_base: 279.2507, norm_main_novel: 0.0000, norm_residual_base: 51.0292, norm_residual_novel: 0.0000, top-1: 37.5977, top-5: 56.7773, loss_main: 0.8770, loss_aux: 0.7965, loss: 4.3359
2024-05-07 11:23:34,386 - mmcls - INFO - Epoch [19][80/235] lr: 1.765e-01, eta: 0:15:18, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 133.5708, norm_input_novel: 0.0000, norm_main_base: 275.7182, norm_main_novel: 0.0000, norm_residual_base: 49.9004, norm_residual_novel: 0.0000, top-1: 48.1250, top-5: 71.4062, loss_main: 1.0071, loss_aux: 1.0442, loss: 3.7701
2024-05-07 11:23:35,548 - mmcls - INFO - Epoch [19][90/235] lr: 1.761e-01, eta: 0:15:17, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 135.9985, norm_input_novel: 0.0000, norm_main_base: 278.5516, norm_main_novel: 0.0000, norm_residual_base: 48.7640, norm_residual_novel: 0.0000, top-1: 62.1484, top-5: 85.5859, loss_main: 1.0227, loss_aux: 0.9568, loss: 2.8583
2024-05-07 11:23:36,710 - mmcls - INFO - Epoch [19][100/235] lr: 1.758e-01, eta: 0:15:15, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 142.4515, norm_input_novel: 0.0000, norm_main_base: 281.7346, norm_main_novel: 0.0000, norm_residual_base: 48.9036, norm_residual_novel: 0.0000, top-1: 55.5664, top-5: 78.5742, loss_main: 1.0504, loss_aux: 0.9668, loss: 3.3733
2024-05-07 11:23:37,874 - mmcls - INFO - Epoch [19][110/235] lr: 1.755e-01, eta: 0:15:14, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 134.4023, norm_input_novel: 0.0000, norm_main_base: 274.1620, norm_main_novel: 0.0000, norm_residual_base: 49.5417, norm_residual_novel: 0.0000, top-1: 51.5039, top-5: 74.6484, loss_main: 1.0149, loss_aux: 0.9312, loss: 3.6270
2024-05-07 11:23:39,037 - mmcls - INFO - Epoch [19][120/235] lr: 1.752e-01, eta: 0:15:13, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 132.4916, norm_input_novel: 0.0000, norm_main_base: 270.7188, norm_main_novel: 0.0000, norm_residual_base: 49.5858, norm_residual_novel: 0.0000, top-1: 50.8594, top-5: 74.8438, loss_main: 1.0448, loss_aux: 0.9127, loss: 3.6207
2024-05-07 11:23:40,200 - mmcls - INFO - Epoch [19][130/235] lr: 1.749e-01, eta: 0:15:11, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.1312, norm_input_novel: 0.0000, norm_main_base: 275.6859, norm_main_novel: 0.0000, norm_residual_base: 50.5796, norm_residual_novel: 0.0000, top-1: 52.3047, top-5: 74.8828, loss_main: 1.0471, loss_aux: 1.1206, loss: 3.4645
2024-05-07 11:23:41,362 - mmcls - INFO - Epoch [19][140/235] lr: 1.746e-01, eta: 0:15:10, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 140.2218, norm_input_novel: 0.0000, norm_main_base: 284.4567, norm_main_novel: 0.0000, norm_residual_base: 51.2398, norm_residual_novel: 0.0000, top-1: 42.6562, top-5: 62.7148, loss_main: 1.0665, loss_aux: 1.0562, loss: 3.7963
2024-05-07 11:23:42,523 - mmcls - INFO - Epoch [19][150/235] lr: 1.743e-01, eta: 0:15:09, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 137.4224, norm_input_novel: 0.0000, norm_main_base: 280.5372, norm_main_novel: 0.0000, norm_residual_base: 50.2129, norm_residual_novel: 0.0000, top-1: 52.2852, top-5: 73.1641, loss_main: 0.9791, loss_aux: 0.8321, loss: 3.2628
2024-05-07 11:23:43,692 - mmcls - INFO - Epoch [19][160/235] lr: 1.740e-01, eta: 0:15:07, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 129.3799, norm_input_novel: 0.0000, norm_main_base: 274.9081, norm_main_novel: 0.0000, norm_residual_base: 49.4829, norm_residual_novel: 0.0000, top-1: 54.3164, top-5: 76.8555, loss_main: 0.9421, loss_aux: 1.0646, loss: 3.5957
2024-05-07 11:23:44,858 - mmcls - INFO - Epoch [19][170/235] lr: 1.737e-01, eta: 0:15:06, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.0661, norm_input_novel: 0.0000, norm_main_base: 289.6911, norm_main_novel: 0.0000, norm_residual_base: 49.6995, norm_residual_novel: 0.0000, top-1: 44.1211, top-5: 63.6914, loss_main: 0.9970, loss_aux: 1.0710, loss: 3.5140
2024-05-07 11:23:46,020 - mmcls - INFO - Epoch [19][180/235] lr: 1.734e-01, eta: 0:15:05, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 131.5362, norm_input_novel: 0.0000, norm_main_base: 272.5637, norm_main_novel: 0.0000, norm_residual_base: 48.6254, norm_residual_novel: 0.0000, top-1: 60.4688, top-5: 85.7617, loss_main: 0.9041, loss_aux: 0.8436, loss: 2.9947
2024-05-07 11:23:47,182 - mmcls - INFO - Epoch [19][190/235] lr: 1.731e-01, eta: 0:15:03, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 139.9021, norm_input_novel: 0.0000, norm_main_base: 282.8871, norm_main_novel: 0.0000, norm_residual_base: 47.9576, norm_residual_novel: 0.0000, top-1: 41.4648, top-5: 63.0273, loss_main: 1.0456, loss_aux: 1.1605, loss: 4.0478
2024-05-07 11:23:48,346 - mmcls - INFO - Epoch [19][200/235] lr: 1.728e-01, eta: 0:15:02, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 130.5424, norm_input_novel: 0.0000, norm_main_base: 279.4233, norm_main_novel: 0.0000, norm_residual_base: 49.5238, norm_residual_novel: 0.0000, top-1: 30.6641, top-5: 49.9219, loss_main: 0.9148, loss_aux: 0.9395, loss: 4.8499
2024-05-07 11:23:49,502 - mmcls - INFO - Epoch [19][210/235] lr: 1.725e-01, eta: 0:15:01, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 139.7824, norm_input_novel: 0.0000, norm_main_base: 288.2500, norm_main_novel: 0.0000, norm_residual_base: 50.5001, norm_residual_novel: 0.0000, top-1: 51.6602, top-5: 72.6172, loss_main: 0.8348, loss_aux: 0.7954, loss: 3.0515
2024-05-07 11:23:50,669 - mmcls - INFO - Epoch [19][220/235] lr: 1.722e-01, eta: 0:14:59, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 147.5257, norm_input_novel: 0.0000, norm_main_base: 281.8909, norm_main_novel: 0.0000, norm_residual_base: 49.0490, norm_residual_novel: 0.0000, top-1: 35.3516, top-5: 55.7227, loss_main: 0.9578, loss_aux: 1.0158, loss: 4.4095
2024-05-07 11:23:51,828 - mmcls - INFO - Epoch [19][230/235] lr: 1.719e-01, eta: 0:14:58, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 136.6288, norm_input_novel: 0.0000, norm_main_base: 275.6081, norm_main_novel: 0.0000, norm_residual_base: 49.2208, norm_residual_novel: 0.0000, top-1: 62.3242, top-5: 85.5859, loss_main: 1.0206, loss_aux: 1.0647, loss: 2.6118
2024-05-07 11:23:52,329 - mmcls - INFO - Saving checkpoint at 19 epochs
2024-05-07 11:23:55,136 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:23:55,155 - mmcls - INFO - Epoch(val) [19][12] acc: 68.4000
2024-05-07 11:23:58,445 - mmcls - INFO - Epoch [20][10/235] lr: 1.714e-01, eta: 0:14:58, time: 0.321, data_time: 0.210, memory: 975, norm_input_base: 145.9484, norm_input_novel: 0.0000, norm_main_base: 277.1808, norm_main_novel: 0.0000, norm_residual_base: 47.6915, norm_residual_novel: 0.0000, top-1: 39.0625, top-5: 62.8711, loss_main: 1.1405, loss_aux: 1.2013, loss: 4.3125
2024-05-07 11:23:59,602 - mmcls - INFO - Epoch [20][20/235] lr: 1.711e-01, eta: 0:14:57, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 131.8269, norm_input_novel: 0.0000, norm_main_base: 278.3943, norm_main_novel: 0.0000, norm_residual_base: 49.4127, norm_residual_novel: 0.0000, top-1: 46.7383, top-5: 72.2266, loss_main: 1.0444, loss_aux: 1.0812, loss: 3.7823
2024-05-07 11:24:00,760 - mmcls - INFO - Epoch [20][30/235] lr: 1.708e-01, eta: 0:14:55, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 141.6542, norm_input_novel: 0.0000, norm_main_base: 292.6627, norm_main_novel: 0.0000, norm_residual_base: 49.4671, norm_residual_novel: 0.0000, top-1: 53.3984, top-5: 77.2070, loss_main: 1.0051, loss_aux: 0.9336, loss: 3.1879
2024-05-07 11:24:01,913 - mmcls - INFO - Epoch [20][40/235] lr: 1.705e-01, eta: 0:14:54, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 154.5010, norm_input_novel: 0.0000, norm_main_base: 291.6901, norm_main_novel: 0.0000, norm_residual_base: 49.7226, norm_residual_novel: 0.0000, top-1: 61.8750, top-5: 81.7773, loss_main: 0.9778, loss_aux: 0.8334, loss: 2.3767
2024-05-07 11:24:03,076 - mmcls - INFO - Epoch [20][50/235] lr: 1.702e-01, eta: 0:14:53, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 128.3551, norm_input_novel: 0.0000, norm_main_base: 252.6582, norm_main_novel: 0.0000, norm_residual_base: 46.9298, norm_residual_novel: 0.0000, top-1: 44.3359, top-5: 72.3828, loss_main: 1.1695, loss_aux: 1.2250, loss: 4.2979
2024-05-07 11:24:04,234 - mmcls - INFO - Epoch [20][60/235] lr: 1.699e-01, eta: 0:14:51, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 134.9952, norm_input_novel: 0.0000, norm_main_base: 276.0444, norm_main_novel: 0.0000, norm_residual_base: 50.4866, norm_residual_novel: 0.0000, top-1: 47.6758, top-5: 71.4258, loss_main: 1.1731, loss_aux: 1.0312, loss: 3.5189
2024-05-07 11:24:05,397 - mmcls - INFO - Epoch [20][70/235] lr: 1.696e-01, eta: 0:14:50, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 145.2588, norm_input_novel: 0.0000, norm_main_base: 288.0629, norm_main_novel: 0.0000, norm_residual_base: 49.6171, norm_residual_novel: 0.0000, top-1: 59.2969, top-5: 81.9727, loss_main: 1.0366, loss_aux: 0.9187, loss: 2.9643
2024-05-07 11:24:06,558 - mmcls - INFO - Epoch [20][80/235] lr: 1.692e-01, eta: 0:14:49, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 145.0473, norm_input_novel: 0.0000, norm_main_base: 285.9207, norm_main_novel: 0.0000, norm_residual_base: 49.1285, norm_residual_novel: 0.0000, top-1: 63.6133, top-5: 84.8633, loss_main: 0.9136, loss_aux: 0.7288, loss: 2.6190
2024-05-07 11:24:07,728 - mmcls - INFO - Epoch [20][90/235] lr: 1.689e-01, eta: 0:14:47, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 143.5801, norm_input_novel: 0.0000, norm_main_base: 270.6651, norm_main_novel: 0.0000, norm_residual_base: 48.3377, norm_residual_novel: 0.0000, top-1: 48.4961, top-5: 69.9609, loss_main: 0.9008, loss_aux: 0.9612, loss: 3.6581
2024-05-07 11:24:08,890 - mmcls - INFO - Epoch [20][100/235] lr: 1.686e-01, eta: 0:14:46, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 141.3135, norm_input_novel: 0.0000, norm_main_base: 268.6944, norm_main_novel: 0.0000, norm_residual_base: 48.2938, norm_residual_novel: 0.0000, top-1: 53.1641, top-5: 77.0312, loss_main: 0.9454, loss_aux: 0.9333, loss: 3.3475
2024-05-07 11:24:10,053 - mmcls - INFO - Epoch [20][110/235] lr: 1.683e-01, eta: 0:14:45, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 151.7238, norm_input_novel: 0.0000, norm_main_base: 276.3212, norm_main_novel: 0.0000, norm_residual_base: 48.1232, norm_residual_novel: 0.0000, top-1: 41.4844, top-5: 59.6289, loss_main: 0.8959, loss_aux: 0.7149, loss: 4.0124
2024-05-07 11:24:11,214 - mmcls - INFO - Epoch [20][120/235] lr: 1.680e-01, eta: 0:14:43, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 138.8371, norm_input_novel: 0.0000, norm_main_base: 265.8578, norm_main_novel: 0.0000, norm_residual_base: 47.6438, norm_residual_novel: 0.0000, top-1: 63.3008, top-5: 88.3398, loss_main: 1.0339, loss_aux: 0.9757, loss: 2.7186
2024-05-07 11:24:12,376 - mmcls - INFO - Epoch [20][130/235] lr: 1.677e-01, eta: 0:14:42, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 155.8901, norm_input_novel: 0.0000, norm_main_base: 284.6596, norm_main_novel: 0.0000, norm_residual_base: 47.9081, norm_residual_novel: 0.0000, top-1: 56.4062, top-5: 75.5664, loss_main: 0.9622, loss_aux: 0.8894, loss: 2.5472
2024-05-07 11:24:13,548 - mmcls - INFO - Epoch [20][140/235] lr: 1.674e-01, eta: 0:14:41, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 142.5910, norm_input_novel: 0.0000, norm_main_base: 265.4708, norm_main_novel: 0.0000, norm_residual_base: 46.9289, norm_residual_novel: 0.0000, top-1: 46.3086, top-5: 70.2539, loss_main: 1.0941, loss_aux: 0.9293, loss: 4.0044
2024-05-07 11:24:14,712 - mmcls - INFO - Epoch [20][150/235] lr: 1.671e-01, eta: 0:14:39, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 143.4405, norm_input_novel: 0.0000, norm_main_base: 268.6202, norm_main_novel: 0.0000, norm_residual_base: 47.4788, norm_residual_novel: 0.0000, top-1: 54.6484, top-5: 77.8711, loss_main: 1.0318, loss_aux: 0.8621, loss: 3.3315
2024-05-07 11:24:15,875 - mmcls - INFO - Epoch [20][160/235] lr: 1.668e-01, eta: 0:14:38, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.1640, norm_input_novel: 0.0000, norm_main_base: 273.7674, norm_main_novel: 0.0000, norm_residual_base: 47.3842, norm_residual_novel: 0.0000, top-1: 44.0039, top-5: 66.2891, loss_main: 1.0559, loss_aux: 0.9449, loss: 3.7285
2024-05-07 11:24:17,034 - mmcls - INFO - Epoch [20][170/235] lr: 1.664e-01, eta: 0:14:37, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 133.1460, norm_input_novel: 0.0000, norm_main_base: 270.4191, norm_main_novel: 0.0000, norm_residual_base: 47.8038, norm_residual_novel: 0.0000, top-1: 53.0469, top-5: 77.9492, loss_main: 1.0909, loss_aux: 0.9261, loss: 3.3917
2024-05-07 11:24:18,195 - mmcls - INFO - Epoch [20][180/235] lr: 1.661e-01, eta: 0:14:35, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 142.1069, norm_input_novel: 0.0000, norm_main_base: 276.2937, norm_main_novel: 0.0000, norm_residual_base: 48.1259, norm_residual_novel: 0.0000, top-1: 53.3984, top-5: 75.6055, loss_main: 1.0483, loss_aux: 1.0768, loss: 3.2885
2024-05-07 11:24:19,358 - mmcls - INFO - Epoch [20][190/235] lr: 1.658e-01, eta: 0:14:34, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 148.5730, norm_input_novel: 0.0000, norm_main_base: 286.5763, norm_main_novel: 0.0000, norm_residual_base: 48.2755, norm_residual_novel: 0.0000, top-1: 58.5156, top-5: 78.3398, loss_main: 0.9996, loss_aux: 0.9700, loss: 2.6348
2024-05-07 11:24:20,521 - mmcls - INFO - Epoch [20][200/235] lr: 1.655e-01, eta: 0:14:33, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.7224, norm_input_novel: 0.0000, norm_main_base: 270.7730, norm_main_novel: 0.0000, norm_residual_base: 46.5920, norm_residual_novel: 0.0000, top-1: 37.2461, top-5: 58.9844, loss_main: 1.1551, loss_aux: 1.0916, loss: 4.3308
2024-05-07 11:24:21,681 - mmcls - INFO - Epoch [20][210/235] lr: 1.652e-01, eta: 0:14:31, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 133.3523, norm_input_novel: 0.0000, norm_main_base: 268.2827, norm_main_novel: 0.0000, norm_residual_base: 47.2115, norm_residual_novel: 0.0000, top-1: 48.9648, top-5: 72.2266, loss_main: 1.1159, loss_aux: 1.1043, loss: 3.9440
2024-05-07 11:24:22,850 - mmcls - INFO - Epoch [20][220/235] lr: 1.649e-01, eta: 0:14:30, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 137.1081, norm_input_novel: 0.0000, norm_main_base: 283.8452, norm_main_novel: 0.0000, norm_residual_base: 46.9037, norm_residual_novel: 0.0000, top-1: 61.6797, top-5: 84.1016, loss_main: 0.9673, loss_aux: 0.7879, loss: 2.8584
2024-05-07 11:24:24,010 - mmcls - INFO - Epoch [20][230/235] lr: 1.646e-01, eta: 0:14:29, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 141.8127, norm_input_novel: 0.0000, norm_main_base: 273.5188, norm_main_novel: 0.0000, norm_residual_base: 46.7549, norm_residual_novel: 0.0000, top-1: 39.2969, top-5: 61.0156, loss_main: 1.1130, loss_aux: 1.0963, loss: 4.2333
2024-05-07 11:24:24,504 - mmcls - INFO - Saving checkpoint at 20 epochs
2024-05-07 11:24:27,280 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:24:27,284 - mmcls - INFO - Epoch(val) [20][12] acc: 67.0667
2024-05-07 11:24:30,604 - mmcls - INFO - Epoch [21][10/235] lr: 1.641e-01, eta: 0:14:29, time: 0.325, data_time: 0.213, memory: 975, norm_input_base: 142.8575, norm_input_novel: 0.0000, norm_main_base: 281.6689, norm_main_novel: 0.0000, norm_residual_base: 47.1980, norm_residual_novel: 0.0000, top-1: 66.1523, top-5: 89.0234, loss_main: 0.9413, loss_aux: 0.6307, loss: 2.5517
2024-05-07 11:24:31,758 - mmcls - INFO - Epoch [21][20/235] lr: 1.638e-01, eta: 0:14:27, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 149.6957, norm_input_novel: 0.0000, norm_main_base: 282.7234, norm_main_novel: 0.0000, norm_residual_base: 47.0097, norm_residual_novel: 0.0000, top-1: 44.1016, top-5: 63.5352, loss_main: 0.9596, loss_aux: 0.9559, loss: 3.7094
2024-05-07 11:24:32,920 - mmcls - INFO - Epoch [21][30/235] lr: 1.635e-01, eta: 0:14:26, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 136.1615, norm_input_novel: 0.0000, norm_main_base: 263.6653, norm_main_novel: 0.0000, norm_residual_base: 46.0682, norm_residual_novel: 0.0000, top-1: 55.6250, top-5: 77.3047, loss_main: 0.9719, loss_aux: 0.9327, loss: 3.4059
2024-05-07 11:24:34,081 - mmcls - INFO - Epoch [21][40/235] lr: 1.631e-01, eta: 0:14:25, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 138.2482, norm_input_novel: 0.0000, norm_main_base: 270.7151, norm_main_novel: 0.0000, norm_residual_base: 45.6878, norm_residual_novel: 0.0000, top-1: 51.4844, top-5: 75.8789, loss_main: 1.0476, loss_aux: 0.9376, loss: 3.8052
2024-05-07 11:24:35,239 - mmcls - INFO - Epoch [21][50/235] lr: 1.628e-01, eta: 0:14:23, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 143.6959, norm_input_novel: 0.0000, norm_main_base: 280.7231, norm_main_novel: 0.0000, norm_residual_base: 46.6901, norm_residual_novel: 0.0000, top-1: 52.0898, top-5: 74.6094, loss_main: 1.0138, loss_aux: 0.8262, loss: 3.3935
2024-05-07 11:24:36,400 - mmcls - INFO - Epoch [21][60/235] lr: 1.625e-01, eta: 0:14:22, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 134.8681, norm_input_novel: 0.0000, norm_main_base: 270.0356, norm_main_novel: 0.0000, norm_residual_base: 45.8807, norm_residual_novel: 0.0000, top-1: 41.5039, top-5: 66.7578, loss_main: 1.1268, loss_aux: 0.9931, loss: 4.2874
2024-05-07 11:24:37,556 - mmcls - INFO - Epoch [21][70/235] lr: 1.622e-01, eta: 0:14:21, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.6335, norm_input_novel: 0.0000, norm_main_base: 294.5233, norm_main_novel: 0.0000, norm_residual_base: 47.8734, norm_residual_novel: 0.0000, top-1: 66.0547, top-5: 85.6836, loss_main: 0.8947, loss_aux: 0.7274, loss: 1.9841
2024-05-07 11:24:38,712 - mmcls - INFO - Epoch [21][80/235] lr: 1.619e-01, eta: 0:14:19, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 155.9659, norm_input_novel: 0.0000, norm_main_base: 288.5200, norm_main_novel: 0.0000, norm_residual_base: 46.4279, norm_residual_novel: 0.0000, top-1: 50.2344, top-5: 70.0781, loss_main: 0.7422, loss_aux: 0.7604, loss: 3.2021
2024-05-07 11:24:39,886 - mmcls - INFO - Epoch [21][90/235] lr: 1.616e-01, eta: 0:14:18, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 139.1506, norm_input_novel: 0.0000, norm_main_base: 257.8998, norm_main_novel: 0.0000, norm_residual_base: 45.2005, norm_residual_novel: 0.0000, top-1: 49.3164, top-5: 75.5469, loss_main: 1.0439, loss_aux: 1.0766, loss: 3.5882
2024-05-07 11:24:41,047 - mmcls - INFO - Epoch [21][100/235] lr: 1.612e-01, eta: 0:14:17, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 139.7910, norm_input_novel: 0.0000, norm_main_base: 272.0661, norm_main_novel: 0.0000, norm_residual_base: 45.0575, norm_residual_novel: 0.0000, top-1: 46.9141, top-5: 69.4141, loss_main: 1.0176, loss_aux: 1.1152, loss: 3.7097
2024-05-07 11:24:42,207 - mmcls - INFO - Epoch [21][110/235] lr: 1.609e-01, eta: 0:14:15, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 150.5140, norm_input_novel: 0.0000, norm_main_base: 284.4814, norm_main_novel: 0.0000, norm_residual_base: 46.6557, norm_residual_novel: 0.0000, top-1: 54.6289, top-5: 74.4336, loss_main: 0.8419, loss_aux: 0.7336, loss: 3.1243
2024-05-07 11:24:43,363 - mmcls - INFO - Epoch [21][120/235] lr: 1.606e-01, eta: 0:14:14, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 143.1419, norm_input_novel: 0.0000, norm_main_base: 271.8424, norm_main_novel: 0.0000, norm_residual_base: 45.6832, norm_residual_novel: 0.0000, top-1: 38.4375, top-5: 59.2578, loss_main: 0.9412, loss_aux: 0.9614, loss: 4.1944
2024-05-07 11:24:44,516 - mmcls - INFO - Epoch [21][130/235] lr: 1.603e-01, eta: 0:14:13, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 144.6799, norm_input_novel: 0.0000, norm_main_base: 272.0592, norm_main_novel: 0.0000, norm_residual_base: 47.6360, norm_residual_novel: 0.0000, top-1: 63.1055, top-5: 81.7773, loss_main: 0.9071, loss_aux: 0.7696, loss: 2.1844
2024-05-07 11:24:45,678 - mmcls - INFO - Epoch [21][140/235] lr: 1.600e-01, eta: 0:14:11, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 145.5000, norm_input_novel: 0.0000, norm_main_base: 263.8297, norm_main_novel: 0.0000, norm_residual_base: 44.5938, norm_residual_novel: 0.0000, top-1: 48.8281, top-5: 72.8516, loss_main: 1.0102, loss_aux: 0.9027, loss: 3.7424
2024-05-07 11:24:46,830 - mmcls - INFO - Epoch [21][150/235] lr: 1.596e-01, eta: 0:14:10, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 149.8829, norm_input_novel: 0.0000, norm_main_base: 273.1717, norm_main_novel: 0.0000, norm_residual_base: 45.8859, norm_residual_novel: 0.0000, top-1: 61.9727, top-5: 83.4766, loss_main: 1.0851, loss_aux: 1.0616, loss: 2.1614
2024-05-07 11:24:47,988 - mmcls - INFO - Epoch [21][160/235] lr: 1.593e-01, eta: 0:14:09, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 152.5722, norm_input_novel: 0.0000, norm_main_base: 275.3688, norm_main_novel: 0.0000, norm_residual_base: 45.7145, norm_residual_novel: 0.0000, top-1: 48.1641, top-5: 66.6211, loss_main: 0.7829, loss_aux: 0.8096, loss: 3.4813
2024-05-07 11:24:49,155 - mmcls - INFO - Epoch [21][170/235] lr: 1.590e-01, eta: 0:14:07, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 145.1637, norm_input_novel: 0.0000, norm_main_base: 259.1184, norm_main_novel: 0.0000, norm_residual_base: 44.2698, norm_residual_novel: 0.0000, top-1: 52.0898, top-5: 78.1641, loss_main: 1.0997, loss_aux: 1.0660, loss: 3.4883
2024-05-07 11:24:50,322 - mmcls - INFO - Epoch [21][180/235] lr: 1.587e-01, eta: 0:14:06, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 144.6568, norm_input_novel: 0.0000, norm_main_base: 264.1595, norm_main_novel: 0.0000, norm_residual_base: 45.1385, norm_residual_novel: 0.0000, top-1: 58.6133, top-5: 79.9609, loss_main: 0.9611, loss_aux: 1.0126, loss: 3.0383
2024-05-07 11:24:51,495 - mmcls - INFO - Epoch [21][190/235] lr: 1.584e-01, eta: 0:14:05, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 141.3931, norm_input_novel: 0.0000, norm_main_base: 261.5645, norm_main_novel: 0.0000, norm_residual_base: 44.6674, norm_residual_novel: 0.0000, top-1: 52.2266, top-5: 77.5977, loss_main: 1.0468, loss_aux: 1.0369, loss: 3.6397
2024-05-07 11:24:52,668 - mmcls - INFO - Epoch [21][200/235] lr: 1.580e-01, eta: 0:14:03, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 146.0686, norm_input_novel: 0.0000, norm_main_base: 267.0884, norm_main_novel: 0.0000, norm_residual_base: 45.6037, norm_residual_novel: 0.0000, top-1: 42.6758, top-5: 64.8047, loss_main: 0.9385, loss_aux: 0.9664, loss: 4.2094
2024-05-07 11:24:53,833 - mmcls - INFO - Epoch [21][210/235] lr: 1.577e-01, eta: 0:14:02, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 142.4749, norm_input_novel: 0.0000, norm_main_base: 264.5785, norm_main_novel: 0.0000, norm_residual_base: 46.4350, norm_residual_novel: 0.0000, top-1: 49.4141, top-5: 71.7969, loss_main: 0.9702, loss_aux: 1.0292, loss: 3.6062
2024-05-07 11:24:54,997 - mmcls - INFO - Epoch [21][220/235] lr: 1.574e-01, eta: 0:14:01, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 154.5372, norm_input_novel: 0.0000, norm_main_base: 276.8360, norm_main_novel: 0.0000, norm_residual_base: 46.1605, norm_residual_novel: 0.0000, top-1: 65.3320, top-5: 86.8945, loss_main: 1.0325, loss_aux: 0.8336, loss: 2.3323
2024-05-07 11:24:56,169 - mmcls - INFO - Epoch [21][230/235] lr: 1.571e-01, eta: 0:13:59, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 156.8494, norm_input_novel: 0.0000, norm_main_base: 272.9004, norm_main_novel: 0.0000, norm_residual_base: 44.9088, norm_residual_novel: 0.0000, top-1: 36.6797, top-5: 53.2422, loss_main: 0.6823, loss_aux: 0.7710, loss: 4.1328
2024-05-07 11:24:56,668 - mmcls - INFO - Saving checkpoint at 21 epochs
2024-05-07 11:24:59,433 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:24:59,444 - mmcls - INFO - Epoch(val) [21][12] acc: 67.2667
2024-05-07 11:25:02,745 - mmcls - INFO - Epoch [22][10/235] lr: 1.566e-01, eta: 0:14:00, time: 0.323, data_time: 0.208, memory: 975, norm_input_base: 148.1611, norm_input_novel: 0.0000, norm_main_base: 266.2550, norm_main_novel: 0.0000, norm_residual_base: 44.9491, norm_residual_novel: 0.0000, loss: 3.2487, top-1: 52.3047, top-5: 74.9414, loss_main: 1.0408, loss_aux: 1.0183
2024-05-07 11:25:03,910 - mmcls - INFO - Epoch [22][20/235] lr: 1.563e-01, eta: 0:13:58, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 153.4671, norm_input_novel: 0.0000, norm_main_base: 267.0988, norm_main_novel: 0.0000, norm_residual_base: 45.8179, norm_residual_novel: 0.0000, loss: 3.7389, top-1: 45.8984, top-5: 65.1172, loss_main: 0.7804, loss_aux: 0.8843
2024-05-07 11:25:05,080 - mmcls - INFO - Epoch [22][30/235] lr: 1.560e-01, eta: 0:13:57, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 145.2564, norm_input_novel: 0.0000, norm_main_base: 256.0336, norm_main_novel: 0.0000, norm_residual_base: 45.3959, norm_residual_novel: 0.0000, loss: 4.0911, top-1: 44.8242, top-5: 68.5156, loss_main: 1.0466, loss_aux: 1.0315
2024-05-07 11:25:06,248 - mmcls - INFO - Epoch [22][40/235] lr: 1.556e-01, eta: 0:13:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 149.4100, norm_input_novel: 0.0000, norm_main_base: 275.0650, norm_main_novel: 0.0000, norm_residual_base: 45.2822, norm_residual_novel: 0.0000, loss: 3.2420, top-1: 53.9453, top-5: 75.4883, loss_main: 0.9823, loss_aux: 0.8655
2024-05-07 11:25:07,416 - mmcls - INFO - Epoch [22][50/235] lr: 1.553e-01, eta: 0:13:54, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 148.6763, norm_input_novel: 0.0000, norm_main_base: 270.3548, norm_main_novel: 0.0000, norm_residual_base: 44.0880, norm_residual_novel: 0.0000, loss: 4.1874, top-1: 41.0547, top-5: 63.3398, loss_main: 1.0926, loss_aux: 0.9882
2024-05-07 11:25:08,581 - mmcls - INFO - Epoch [22][60/235] lr: 1.550e-01, eta: 0:13:53, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 136.3868, norm_input_novel: 0.0000, norm_main_base: 280.2965, norm_main_novel: 0.0000, norm_residual_base: 45.8437, norm_residual_novel: 0.0000, loss: 3.7441, top-1: 46.1523, top-5: 68.7305, loss_main: 1.0283, loss_aux: 0.9992
2024-05-07 11:25:09,746 - mmcls - INFO - Epoch [22][70/235] lr: 1.547e-01, eta: 0:13:52, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 139.7810, norm_input_novel: 0.0000, norm_main_base: 279.5030, norm_main_novel: 0.0000, norm_residual_base: 45.4163, norm_residual_novel: 0.0000, loss: 4.1384, top-1: 39.4336, top-5: 61.8750, loss_main: 0.8933, loss_aux: 1.0333
2024-05-07 11:25:10,906 - mmcls - INFO - Epoch [22][80/235] lr: 1.543e-01, eta: 0:13:50, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 146.4424, norm_input_novel: 0.0000, norm_main_base: 277.1195, norm_main_novel: 0.0000, norm_residual_base: 44.6689, norm_residual_novel: 0.0000, loss: 3.4108, top-1: 55.6836, top-5: 78.9648, loss_main: 0.9053, loss_aux: 1.0552
2024-05-07 11:25:12,068 - mmcls - INFO - Epoch [22][90/235] lr: 1.540e-01, eta: 0:13:49, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 158.9443, norm_input_novel: 0.0000, norm_main_base: 288.4155, norm_main_novel: 0.0000, norm_residual_base: 45.1060, norm_residual_novel: 0.0000, loss: 2.7296, top-1: 59.9805, top-5: 81.6406, loss_main: 0.9563, loss_aux: 1.0209
2024-05-07 11:25:13,224 - mmcls - INFO - Epoch [22][100/235] lr: 1.537e-01, eta: 0:13:48, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 147.1838, norm_input_novel: 0.0000, norm_main_base: 273.1864, norm_main_novel: 0.0000, norm_residual_base: 45.0801, norm_residual_novel: 0.0000, loss: 3.4390, top-1: 51.0938, top-5: 72.4414, loss_main: 0.9564, loss_aux: 0.9745
2024-05-07 11:25:14,384 - mmcls - INFO - Epoch [22][110/235] lr: 1.534e-01, eta: 0:13:46, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 139.3280, norm_input_novel: 0.0000, norm_main_base: 256.6204, norm_main_novel: 0.0000, norm_residual_base: 43.7907, norm_residual_novel: 0.0000, loss: 3.5277, top-1: 53.5938, top-5: 79.6875, loss_main: 1.0928, loss_aux: 1.0619
2024-05-07 11:25:15,559 - mmcls - INFO - Epoch [22][120/235] lr: 1.531e-01, eta: 0:13:45, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 145.2654, norm_input_novel: 0.0000, norm_main_base: 274.1659, norm_main_novel: 0.0000, norm_residual_base: 43.8704, norm_residual_novel: 0.0000, loss: 3.1955, top-1: 55.3516, top-5: 77.9102, loss_main: 0.9445, loss_aux: 0.9875
2024-05-07 11:25:16,721 - mmcls - INFO - Epoch [22][130/235] lr: 1.527e-01, eta: 0:13:44, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 150.8915, norm_input_novel: 0.0000, norm_main_base: 270.3326, norm_main_novel: 0.0000, norm_residual_base: 44.4247, norm_residual_novel: 0.0000, loss: 3.1238, top-1: 58.1836, top-5: 82.5977, loss_main: 1.0302, loss_aux: 0.7316
2024-05-07 11:25:17,883 - mmcls - INFO - Epoch [22][140/235] lr: 1.524e-01, eta: 0:13:42, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 138.9780, norm_input_novel: 0.0000, norm_main_base: 259.1341, norm_main_novel: 0.0000, norm_residual_base: 43.5178, norm_residual_novel: 0.0000, loss: 4.0715, top-1: 43.6328, top-5: 68.2812, loss_main: 1.1711, loss_aux: 1.0832
2024-05-07 11:25:19,053 - mmcls - INFO - Epoch [22][150/235] lr: 1.521e-01, eta: 0:13:41, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 143.9766, norm_input_novel: 0.0000, norm_main_base: 280.2158, norm_main_novel: 0.0000, norm_residual_base: 45.5915, norm_residual_novel: 0.0000, loss: 3.0486, top-1: 53.4766, top-5: 75.0000, loss_main: 1.0609, loss_aux: 1.1114
2024-05-07 11:25:20,237 - mmcls - INFO - Epoch [22][160/235] lr: 1.518e-01, eta: 0:13:40, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 142.0118, norm_input_novel: 0.0000, norm_main_base: 275.4750, norm_main_novel: 0.0000, norm_residual_base: 44.4949, norm_residual_novel: 0.0000, loss: 3.6221, top-1: 50.5078, top-5: 76.8750, loss_main: 1.0717, loss_aux: 1.1449
2024-05-07 11:25:21,420 - mmcls - INFO - Epoch [22][170/235] lr: 1.514e-01, eta: 0:13:38, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 139.9985, norm_input_novel: 0.0000, norm_main_base: 273.4046, norm_main_novel: 0.0000, norm_residual_base: 45.0632, norm_residual_novel: 0.0000, loss: 4.0104, top-1: 43.9844, top-5: 67.1680, loss_main: 0.9387, loss_aux: 0.8555
2024-05-07 11:25:22,592 - mmcls - INFO - Epoch [22][180/235] lr: 1.511e-01, eta: 0:13:37, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 146.1850, norm_input_novel: 0.0000, norm_main_base: 275.4993, norm_main_novel: 0.0000, norm_residual_base: 44.9152, norm_residual_novel: 0.0000, loss: 3.5796, top-1: 49.6875, top-5: 73.7109, loss_main: 1.0797, loss_aux: 0.9207
2024-05-07 11:25:23,763 - mmcls - INFO - Epoch [22][190/235] lr: 1.508e-01, eta: 0:13:36, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 153.2042, norm_input_novel: 0.0000, norm_main_base: 290.8514, norm_main_novel: 0.0000, norm_residual_base: 45.7407, norm_residual_novel: 0.0000, loss: 2.5850, top-1: 61.7383, top-5: 83.7109, loss_main: 1.0239, loss_aux: 0.8098
2024-05-07 11:25:24,938 - mmcls - INFO - Epoch [22][200/235] lr: 1.505e-01, eta: 0:13:34, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 147.8077, norm_input_novel: 0.0000, norm_main_base: 279.5058, norm_main_novel: 0.0000, norm_residual_base: 45.6039, norm_residual_novel: 0.0000, loss: 2.5115, top-1: 60.6641, top-5: 80.7031, loss_main: 0.9593, loss_aux: 0.8726
2024-05-07 11:25:26,110 - mmcls - INFO - Epoch [22][210/235] lr: 1.501e-01, eta: 0:13:33, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 147.3961, norm_input_novel: 0.0000, norm_main_base: 264.9827, norm_main_novel: 0.0000, norm_residual_base: 43.9673, norm_residual_novel: 0.0000, loss: 3.7979, top-1: 44.5312, top-5: 67.6953, loss_main: 1.0917, loss_aux: 1.0553
2024-05-07 11:25:27,267 - mmcls - INFO - Epoch [22][220/235] lr: 1.498e-01, eta: 0:13:32, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 132.8428, norm_input_novel: 0.0000, norm_main_base: 250.9901, norm_main_novel: 0.0000, norm_residual_base: 44.0620, norm_residual_novel: 0.0000, loss: 3.8247, top-1: 46.5039, top-5: 71.8359, loss_main: 1.0665, loss_aux: 1.1784
2024-05-07 11:25:28,417 - mmcls - INFO - Epoch [22][230/235] lr: 1.495e-01, eta: 0:13:30, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 153.9074, norm_input_novel: 0.0000, norm_main_base: 287.5957, norm_main_novel: 0.0000, norm_residual_base: 45.4094, norm_residual_novel: 0.0000, loss: 3.2283, top-1: 49.7852, top-5: 68.1445, loss_main: 0.9155, loss_aux: 1.0476
2024-05-07 11:25:28,917 - mmcls - INFO - Saving checkpoint at 22 epochs
2024-05-07 11:25:31,712 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:25:31,727 - mmcls - INFO - Epoch(val) [22][12] acc: 68.1667
2024-05-07 11:25:35,018 - mmcls - INFO - Epoch [23][10/235] lr: 1.490e-01, eta: 0:13:30, time: 0.321, data_time: 0.208, memory: 975, norm_input_base: 142.3207, norm_input_novel: 0.0000, norm_main_base: 273.1421, norm_main_novel: 0.0000, norm_residual_base: 44.4331, norm_residual_novel: 0.0000, loss: 3.0221, top-1: 58.4180, top-5: 82.8906, loss_main: 0.9781, loss_aux: 0.9928
2024-05-07 11:25:36,186 - mmcls - INFO - Epoch [23][20/235] lr: 1.487e-01, eta: 0:13:29, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 150.5685, norm_input_novel: 0.0000, norm_main_base: 271.8974, norm_main_novel: 0.0000, norm_residual_base: 44.0884, norm_residual_novel: 0.0000, loss: 3.6880, top-1: 47.3633, top-5: 68.2812, loss_main: 0.9362, loss_aux: 0.9911
2024-05-07 11:25:37,364 - mmcls - INFO - Epoch [23][30/235] lr: 1.484e-01, eta: 0:13:28, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 150.3969, norm_input_novel: 0.0000, norm_main_base: 267.2284, norm_main_novel: 0.0000, norm_residual_base: 44.1463, norm_residual_novel: 0.0000, loss: 3.9982, top-1: 44.5117, top-5: 67.2461, loss_main: 1.0576, loss_aux: 0.9537
2024-05-07 11:25:38,536 - mmcls - INFO - Epoch [23][40/235] lr: 1.480e-01, eta: 0:13:26, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 147.1548, norm_input_novel: 0.0000, norm_main_base: 270.9230, norm_main_novel: 0.0000, norm_residual_base: 43.6877, norm_residual_novel: 0.0000, loss: 3.3177, top-1: 51.6016, top-5: 73.7891, loss_main: 0.9868, loss_aux: 0.9054
2024-05-07 11:25:39,703 - mmcls - INFO - Epoch [23][50/235] lr: 1.477e-01, eta: 0:13:25, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 144.9429, norm_input_novel: 0.0000, norm_main_base: 268.6646, norm_main_novel: 0.0000, norm_residual_base: 43.5213, norm_residual_novel: 0.0000, loss: 3.7633, top-1: 48.1250, top-5: 70.4297, loss_main: 1.1298, loss_aux: 1.1218
2024-05-07 11:25:40,872 - mmcls - INFO - Epoch [23][60/235] lr: 1.474e-01, eta: 0:13:24, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 151.0645, norm_input_novel: 0.0000, norm_main_base: 281.9974, norm_main_novel: 0.0000, norm_residual_base: 44.6319, norm_residual_novel: 0.0000, loss: 2.3342, top-1: 65.4688, top-5: 86.9336, loss_main: 0.9561, loss_aux: 0.8997
2024-05-07 11:25:42,030 - mmcls - INFO - Epoch [23][70/235] lr: 1.470e-01, eta: 0:13:22, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 162.6864, norm_input_novel: 0.0000, norm_main_base: 288.6154, norm_main_novel: 0.0000, norm_residual_base: 45.0805, norm_residual_novel: 0.0000, loss: 2.3145, top-1: 66.1914, top-5: 86.5234, loss_main: 0.9232, loss_aux: 0.7457
2024-05-07 11:25:43,191 - mmcls - INFO - Epoch [23][80/235] lr: 1.467e-01, eta: 0:13:21, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 149.6182, norm_input_novel: 0.0000, norm_main_base: 261.1913, norm_main_novel: 0.0000, norm_residual_base: 43.8586, norm_residual_novel: 0.0000, loss: 4.1093, top-1: 41.3477, top-5: 62.0703, loss_main: 0.9902, loss_aux: 0.8912
2024-05-07 11:25:44,349 - mmcls - INFO - Epoch [23][90/235] lr: 1.464e-01, eta: 0:13:20, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 150.4905, norm_input_novel: 0.0000, norm_main_base: 261.7102, norm_main_novel: 0.0000, norm_residual_base: 44.2182, norm_residual_novel: 0.0000, loss: 2.8284, top-1: 60.4688, top-5: 82.9297, loss_main: 0.8924, loss_aux: 0.7766
2024-05-07 11:25:45,517 - mmcls - INFO - Epoch [23][100/235] lr: 1.461e-01, eta: 0:13:18, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 154.8058, norm_input_novel: 0.0000, norm_main_base: 262.9133, norm_main_novel: 0.0000, norm_residual_base: 43.5612, norm_residual_novel: 0.0000, loss: 3.4289, top-1: 54.0820, top-5: 76.1133, loss_main: 0.9694, loss_aux: 0.9317
2024-05-07 11:25:46,675 - mmcls - INFO - Epoch [23][110/235] lr: 1.457e-01, eta: 0:13:17, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 153.3393, norm_input_novel: 0.0000, norm_main_base: 267.7152, norm_main_novel: 0.0000, norm_residual_base: 43.1785, norm_residual_novel: 0.0000, loss: 3.2712, top-1: 52.0117, top-5: 76.0156, loss_main: 0.9601, loss_aux: 0.8561
2024-05-07 11:25:47,837 - mmcls - INFO - Epoch [23][120/235] lr: 1.454e-01, eta: 0:13:16, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 145.9287, norm_input_novel: 0.0000, norm_main_base: 263.9188, norm_main_novel: 0.0000, norm_residual_base: 43.3582, norm_residual_novel: 0.0000, loss: 3.2253, top-1: 52.7539, top-5: 74.8438, loss_main: 0.9403, loss_aux: 0.9187
2024-05-07 11:25:49,006 - mmcls - INFO - Epoch [23][130/235] lr: 1.451e-01, eta: 0:13:15, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 144.3457, norm_input_novel: 0.0000, norm_main_base: 260.8690, norm_main_novel: 0.0000, norm_residual_base: 42.4140, norm_residual_novel: 0.0000, loss: 5.0282, top-1: 31.6602, top-5: 56.4062, loss_main: 1.1389, loss_aux: 1.1307
2024-05-07 11:25:50,171 - mmcls - INFO - Epoch [23][140/235] lr: 1.448e-01, eta: 0:13:13, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 143.9950, norm_input_novel: 0.0000, norm_main_base: 272.7323, norm_main_novel: 0.0000, norm_residual_base: 43.8313, norm_residual_novel: 0.0000, loss: 4.2243, top-1: 40.0391, top-5: 59.7070, loss_main: 0.8594, loss_aux: 0.8478
2024-05-07 11:25:51,336 - mmcls - INFO - Epoch [23][150/235] lr: 1.444e-01, eta: 0:13:12, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 151.1956, norm_input_novel: 0.0000, norm_main_base: 276.0647, norm_main_novel: 0.0000, norm_residual_base: 42.6005, norm_residual_novel: 0.0000, loss: 4.5070, top-1: 37.5391, top-5: 59.5508, loss_main: 0.9445, loss_aux: 0.9941
2024-05-07 11:25:52,502 - mmcls - INFO - Epoch [23][160/235] lr: 1.441e-01, eta: 0:13:11, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 152.1453, norm_input_novel: 0.0000, norm_main_base: 276.5425, norm_main_novel: 0.0000, norm_residual_base: 44.1495, norm_residual_novel: 0.0000, loss: 3.8335, top-1: 44.7852, top-5: 63.9844, loss_main: 0.9479, loss_aux: 0.9800
2024-05-07 11:25:53,664 - mmcls - INFO - Epoch [23][170/235] lr: 1.438e-01, eta: 0:13:09, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 153.9612, norm_input_novel: 0.0000, norm_main_base: 272.4824, norm_main_novel: 0.0000, norm_residual_base: 44.5451, norm_residual_novel: 0.0000, loss: 2.5797, top-1: 65.2734, top-5: 88.0469, loss_main: 0.9752, loss_aux: 1.0348
2024-05-07 11:25:54,835 - mmcls - INFO - Epoch [23][180/235] lr: 1.434e-01, eta: 0:13:08, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 149.6013, norm_input_novel: 0.0000, norm_main_base: 265.1876, norm_main_novel: 0.0000, norm_residual_base: 42.7564, norm_residual_novel: 0.0000, loss: 4.1686, top-1: 44.0039, top-5: 67.2656, loss_main: 0.9951, loss_aux: 0.9740
2024-05-07 11:25:56,001 - mmcls - INFO - Epoch [23][190/235] lr: 1.431e-01, eta: 0:13:07, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 158.1322, norm_input_novel: 0.0000, norm_main_base: 276.0617, norm_main_novel: 0.0000, norm_residual_base: 43.2926, norm_residual_novel: 0.0000, loss: 3.3791, top-1: 50.3516, top-5: 70.3125, loss_main: 0.9802, loss_aux: 0.8940
2024-05-07 11:25:57,164 - mmcls - INFO - Epoch [23][200/235] lr: 1.428e-01, eta: 0:13:05, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 152.2405, norm_input_novel: 0.0000, norm_main_base: 266.0939, norm_main_novel: 0.0000, norm_residual_base: 42.7983, norm_residual_novel: 0.0000, loss: 3.6536, top-1: 49.6680, top-5: 70.9766, loss_main: 1.0317, loss_aux: 0.8878
2024-05-07 11:25:58,326 - mmcls - INFO - Epoch [23][210/235] lr: 1.425e-01, eta: 0:13:04, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 147.6396, norm_input_novel: 0.0000, norm_main_base: 265.4903, norm_main_novel: 0.0000, norm_residual_base: 42.8561, norm_residual_novel: 0.0000, loss: 3.5805, top-1: 52.7344, top-5: 76.8555, loss_main: 1.0331, loss_aux: 1.0392
2024-05-07 11:25:59,488 - mmcls - INFO - Epoch [23][220/235] lr: 1.421e-01, eta: 0:13:03, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 156.9051, norm_input_novel: 0.0000, norm_main_base: 270.1803, norm_main_novel: 0.0000, norm_residual_base: 43.5039, norm_residual_novel: 0.0000, loss: 4.5687, top-1: 34.4727, top-5: 55.3906, loss_main: 0.9763, loss_aux: 1.0460
2024-05-07 11:26:00,642 - mmcls - INFO - Epoch [23][230/235] lr: 1.418e-01, eta: 0:13:01, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 139.7308, norm_input_novel: 0.0000, norm_main_base: 260.9227, norm_main_novel: 0.0000, norm_residual_base: 43.1389, norm_residual_novel: 0.0000, loss: 3.2767, top-1: 59.2383, top-5: 83.0469, loss_main: 0.9638, loss_aux: 0.9824
2024-05-07 11:26:01,140 - mmcls - INFO - Saving checkpoint at 23 epochs
2024-05-07 11:26:03,933 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:26:03,940 - mmcls - INFO - Epoch(val) [23][12] acc: 67.2167
2024-05-07 11:26:07,254 - mmcls - INFO - Epoch [24][10/235] lr: 1.413e-01, eta: 0:13:01, time: 0.324, data_time: 0.215, memory: 975, norm_input_base: 167.2153, norm_input_novel: 0.0000, norm_main_base: 282.3272, norm_main_novel: 0.0000, norm_residual_base: 43.9726, norm_residual_novel: 0.0000, top-1: 56.9727, top-5: 76.7383, loss_main: 0.8955, loss_aux: 0.7781, loss: 2.6824
2024-05-07 11:26:08,415 - mmcls - INFO - Epoch [24][20/235] lr: 1.410e-01, eta: 0:13:00, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 157.7717, norm_input_novel: 0.0000, norm_main_base: 268.3555, norm_main_novel: 0.0000, norm_residual_base: 43.3898, norm_residual_novel: 0.0000, top-1: 58.7500, top-5: 78.6328, loss_main: 0.7831, loss_aux: 0.8091, loss: 2.7919
2024-05-07 11:26:09,585 - mmcls - INFO - Epoch [24][30/235] lr: 1.407e-01, eta: 0:12:59, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 153.3735, norm_input_novel: 0.0000, norm_main_base: 261.9214, norm_main_novel: 0.0000, norm_residual_base: 42.6042, norm_residual_novel: 0.0000, top-1: 49.3750, top-5: 69.3164, loss_main: 0.9323, loss_aux: 0.9948, loss: 3.4077
2024-05-07 11:26:10,747 - mmcls - INFO - Epoch [24][40/235] lr: 1.403e-01, eta: 0:12:57, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 159.3300, norm_input_novel: 0.0000, norm_main_base: 260.5255, norm_main_novel: 0.0000, norm_residual_base: 42.7390, norm_residual_novel: 0.0000, top-1: 45.8203, top-5: 65.4102, loss_main: 0.8351, loss_aux: 0.7418, loss: 3.5974
2024-05-07 11:26:11,913 - mmcls - INFO - Epoch [24][50/235] lr: 1.400e-01, eta: 0:12:56, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 149.0471, norm_input_novel: 0.0000, norm_main_base: 255.0980, norm_main_novel: 0.0000, norm_residual_base: 41.3965, norm_residual_novel: 0.0000, top-1: 49.7266, top-5: 72.7734, loss_main: 1.0750, loss_aux: 1.0035, loss: 3.6220
2024-05-07 11:26:13,075 - mmcls - INFO - Epoch [24][60/235] lr: 1.397e-01, eta: 0:12:55, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 156.2381, norm_input_novel: 0.0000, norm_main_base: 267.6656, norm_main_novel: 0.0000, norm_residual_base: 42.4809, norm_residual_novel: 0.0000, top-1: 60.2734, top-5: 82.8711, loss_main: 0.8991, loss_aux: 0.8683, loss: 2.8223
2024-05-07 11:26:14,246 - mmcls - INFO - Epoch [24][70/235] lr: 1.393e-01, eta: 0:12:53, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 157.7013, norm_input_novel: 0.0000, norm_main_base: 269.9750, norm_main_novel: 0.0000, norm_residual_base: 41.7119, norm_residual_novel: 0.0000, top-1: 34.2578, top-5: 53.3984, loss_main: 0.8653, loss_aux: 1.0380, loss: 4.3545
2024-05-07 11:26:15,417 - mmcls - INFO - Epoch [24][80/235] lr: 1.390e-01, eta: 0:12:52, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 156.1553, norm_input_novel: 0.0000, norm_main_base: 261.3235, norm_main_novel: 0.0000, norm_residual_base: 43.0754, norm_residual_novel: 0.0000, top-1: 42.6953, top-5: 63.1055, loss_main: 0.9487, loss_aux: 0.9881, loss: 4.0519
2024-05-07 11:26:16,589 - mmcls - INFO - Epoch [24][90/235] lr: 1.387e-01, eta: 0:12:51, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 151.2213, norm_input_novel: 0.0000, norm_main_base: 265.0364, norm_main_novel: 0.0000, norm_residual_base: 41.6596, norm_residual_novel: 0.0000, top-1: 57.2461, top-5: 80.3711, loss_main: 0.9402, loss_aux: 1.0062, loss: 3.2621
2024-05-07 11:26:17,766 - mmcls - INFO - Epoch [24][100/235] lr: 1.384e-01, eta: 0:12:49, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 168.2416, norm_input_novel: 0.0000, norm_main_base: 278.8885, norm_main_novel: 0.0000, norm_residual_base: 41.8332, norm_residual_novel: 0.0000, top-1: 45.9375, top-5: 66.5820, loss_main: 0.9410, loss_aux: 0.9568, loss: 3.8274
2024-05-07 11:26:18,936 - mmcls - INFO - Epoch [24][110/235] lr: 1.380e-01, eta: 0:12:48, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 153.8475, norm_input_novel: 0.0000, norm_main_base: 268.8925, norm_main_novel: 0.0000, norm_residual_base: 42.2544, norm_residual_novel: 0.0000, top-1: 55.5078, top-5: 78.2227, loss_main: 1.1258, loss_aux: 1.1874, loss: 3.3534
2024-05-07 11:26:20,108 - mmcls - INFO - Epoch [24][120/235] lr: 1.377e-01, eta: 0:12:47, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 141.8789, norm_input_novel: 0.0000, norm_main_base: 261.3995, norm_main_novel: 0.0000, norm_residual_base: 41.5590, norm_residual_novel: 0.0000, top-1: 54.6484, top-5: 80.5078, loss_main: 1.0579, loss_aux: 1.1214, loss: 3.2966
2024-05-07 11:26:21,286 - mmcls - INFO - Epoch [24][130/235] lr: 1.374e-01, eta: 0:12:46, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 165.9648, norm_input_novel: 0.0000, norm_main_base: 278.1545, norm_main_novel: 0.0000, norm_residual_base: 42.4493, norm_residual_novel: 0.0000, top-1: 45.1172, top-5: 64.9219, loss_main: 0.9362, loss_aux: 1.0481, loss: 3.7256
2024-05-07 11:26:22,463 - mmcls - INFO - Epoch [24][140/235] lr: 1.370e-01, eta: 0:12:44, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 151.3318, norm_input_novel: 0.0000, norm_main_base: 263.0318, norm_main_novel: 0.0000, norm_residual_base: 41.0855, norm_residual_novel: 0.0000, top-1: 47.4023, top-5: 74.6680, loss_main: 1.1611, loss_aux: 1.2051, loss: 3.7832
2024-05-07 11:26:23,642 - mmcls - INFO - Epoch [24][150/235] lr: 1.367e-01, eta: 0:12:43, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 140.7374, norm_input_novel: 0.0000, norm_main_base: 272.4499, norm_main_novel: 0.0000, norm_residual_base: 41.5613, norm_residual_novel: 0.0000, top-1: 48.6719, top-5: 70.7617, loss_main: 0.9802, loss_aux: 1.0303, loss: 3.7721
2024-05-07 11:26:24,818 - mmcls - INFO - Epoch [24][160/235] lr: 1.364e-01, eta: 0:12:42, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 154.8697, norm_input_novel: 0.0000, norm_main_base: 279.3371, norm_main_novel: 0.0000, norm_residual_base: 43.1305, norm_residual_novel: 0.0000, top-1: 49.4531, top-5: 72.6367, loss_main: 1.0156, loss_aux: 0.9386, loss: 3.3896
2024-05-07 11:26:25,978 - mmcls - INFO - Epoch [24][170/235] lr: 1.360e-01, eta: 0:12:40, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 152.8365, norm_input_novel: 0.0000, norm_main_base: 276.3070, norm_main_novel: 0.0000, norm_residual_base: 43.3632, norm_residual_novel: 0.0000, top-1: 50.9766, top-5: 70.1172, loss_main: 0.8078, loss_aux: 0.8694, loss: 3.1777
2024-05-07 11:26:27,139 - mmcls - INFO - Epoch [24][180/235] lr: 1.357e-01, eta: 0:12:39, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 152.7145, norm_input_novel: 0.0000, norm_main_base: 264.0458, norm_main_novel: 0.0000, norm_residual_base: 42.2156, norm_residual_novel: 0.0000, top-1: 42.3828, top-5: 63.0469, loss_main: 0.9226, loss_aux: 0.9786, loss: 3.8987
2024-05-07 11:26:28,293 - mmcls - INFO - Epoch [24][190/235] lr: 1.354e-01, eta: 0:12:38, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 157.0831, norm_input_novel: 0.0000, norm_main_base: 270.4996, norm_main_novel: 0.0000, norm_residual_base: 42.5054, norm_residual_novel: 0.0000, top-1: 73.4570, top-5: 93.4961, loss_main: 0.8986, loss_aux: 0.9628, loss: 1.8306
2024-05-07 11:26:29,462 - mmcls - INFO - Epoch [24][200/235] lr: 1.351e-01, eta: 0:12:36, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 158.7706, norm_input_novel: 0.0000, norm_main_base: 262.0027, norm_main_novel: 0.0000, norm_residual_base: 40.9302, norm_residual_novel: 0.0000, top-1: 57.4414, top-5: 80.8203, loss_main: 0.9650, loss_aux: 1.0825, loss: 3.3506
2024-05-07 11:26:30,644 - mmcls - INFO - Epoch [24][210/235] lr: 1.347e-01, eta: 0:12:35, time: 0.118, data_time: 0.010, memory: 975, norm_input_base: 160.5941, norm_input_novel: 0.0000, norm_main_base: 263.0889, norm_main_novel: 0.0000, norm_residual_base: 41.1935, norm_residual_novel: 0.0000, top-1: 47.7344, top-5: 71.3086, loss_main: 0.9424, loss_aux: 0.9352, loss: 3.8792
2024-05-07 11:26:31,800 - mmcls - INFO - Epoch [24][220/235] lr: 1.344e-01, eta: 0:12:34, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 156.2075, norm_input_novel: 0.0000, norm_main_base: 264.6601, norm_main_novel: 0.0000, norm_residual_base: 41.8315, norm_residual_novel: 0.0000, top-1: 51.0742, top-5: 72.0703, loss_main: 0.7785, loss_aux: 0.8626, loss: 3.5047
2024-05-07 11:26:32,964 - mmcls - INFO - Epoch [24][230/235] lr: 1.341e-01, eta: 0:12:32, time: 0.116, data_time: 0.009, memory: 975, norm_input_base: 164.6890, norm_input_novel: 0.0000, norm_main_base: 275.5944, norm_main_novel: 0.0000, norm_residual_base: 41.4142, norm_residual_novel: 0.0000, top-1: 63.9648, top-5: 83.4570, loss_main: 0.7511, loss_aux: 0.8618, loss: 2.4104
2024-05-07 11:26:33,454 - mmcls - INFO - Saving checkpoint at 24 epochs
2024-05-07 11:26:36,341 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:26:36,353 - mmcls - INFO - The previous best checkpoint work_dirs/mamba_fscil/cifar_resnet12_mambafscil/best_acc_epoch_18.pth was removed
2024-05-07 11:26:36,683 - mmcls - INFO - Now best checkpoint is saved as best_acc_epoch_24.pth.
2024-05-07 11:26:36,684 - mmcls - INFO - Best acc is 71.8000 at 24 epoch.
2024-05-07 11:26:36,714 - mmcls - INFO - Epoch(val) [24][12] acc: 71.8000
2024-05-07 11:26:39,956 - mmcls - INFO - Epoch [25][10/235] lr: 1.336e-01, eta: 0:12:32, time: 0.316, data_time: 0.206, memory: 975, norm_input_base: 160.3424, norm_input_novel: 0.0000, norm_main_base: 252.2538, norm_main_novel: 0.0000, norm_residual_base: 40.4550, norm_residual_novel: 0.0000, top-1: 52.8125, top-5: 76.6602, loss_main: 1.0487, loss_aux: 1.1237, loss: 3.6905
2024-05-07 11:26:41,130 - mmcls - INFO - Epoch [25][20/235] lr: 1.332e-01, eta: 0:12:31, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 155.3467, norm_input_novel: 0.0000, norm_main_base: 258.8926, norm_main_novel: 0.0000, norm_residual_base: 41.9633, norm_residual_novel: 0.0000, top-1: 54.0039, top-5: 74.0625, loss_main: 0.9562, loss_aux: 0.8492, loss: 3.1081
2024-05-07 11:26:42,301 - mmcls - INFO - Epoch [25][30/235] lr: 1.329e-01, eta: 0:12:29, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 163.8267, norm_input_novel: 0.0000, norm_main_base: 270.2795, norm_main_novel: 0.0000, norm_residual_base: 41.9564, norm_residual_novel: 0.0000, top-1: 52.9688, top-5: 70.7812, loss_main: 0.7816, loss_aux: 0.6929, loss: 2.9369
2024-05-07 11:26:43,473 - mmcls - INFO - Epoch [25][40/235] lr: 1.326e-01, eta: 0:12:28, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 169.5588, norm_input_novel: 0.0000, norm_main_base: 267.0718, norm_main_novel: 0.0000, norm_residual_base: 41.6066, norm_residual_novel: 0.0000, top-1: 29.2578, top-5: 44.6289, loss_main: 0.6853, loss_aux: 0.7246, loss: 4.4347
2024-05-07 11:26:44,640 - mmcls - INFO - Epoch [25][50/235] lr: 1.322e-01, eta: 0:12:27, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 173.0735, norm_input_novel: 0.0000, norm_main_base: 267.1836, norm_main_novel: 0.0000, norm_residual_base: 41.7018, norm_residual_novel: 0.0000, top-1: 62.2070, top-5: 77.8711, loss_main: 0.5639, loss_aux: 0.7279, loss: 2.3411
2024-05-07 11:26:45,816 - mmcls - INFO - Epoch [25][60/235] lr: 1.319e-01, eta: 0:12:26, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 155.6656, norm_input_novel: 0.0000, norm_main_base: 248.2902, norm_main_novel: 0.0000, norm_residual_base: 39.2339, norm_residual_novel: 0.0000, top-1: 54.7656, top-5: 77.8320, loss_main: 0.9214, loss_aux: 1.0725, loss: 3.6713
2024-05-07 11:26:46,991 - mmcls - INFO - Epoch [25][70/235] lr: 1.316e-01, eta: 0:12:24, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 175.4668, norm_input_novel: 0.0000, norm_main_base: 265.9091, norm_main_novel: 0.0000, norm_residual_base: 41.0063, norm_residual_novel: 0.0000, top-1: 64.3164, top-5: 83.2227, loss_main: 0.7986, loss_aux: 0.8042, loss: 2.5015
2024-05-07 11:26:48,165 - mmcls - INFO - Epoch [25][80/235] lr: 1.312e-01, eta: 0:12:23, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 173.1161, norm_input_novel: 0.0000, norm_main_base: 263.6751, norm_main_novel: 0.0000, norm_residual_base: 41.3577, norm_residual_novel: 0.0000, top-1: 60.2344, top-5: 78.6719, loss_main: 0.7811, loss_aux: 0.9026, loss: 2.7371
2024-05-07 11:26:49,342 - mmcls - INFO - Epoch [25][90/235] lr: 1.309e-01, eta: 0:12:22, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 162.1150, norm_input_novel: 0.0000, norm_main_base: 243.9708, norm_main_novel: 0.0000, norm_residual_base: 39.5749, norm_residual_novel: 0.0000, top-1: 50.0586, top-5: 71.5039, loss_main: 0.9503, loss_aux: 0.9179, loss: 3.8242
2024-05-07 11:26:50,521 - mmcls - INFO - Epoch [25][100/235] lr: 1.306e-01, eta: 0:12:20, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 172.0944, norm_input_novel: 0.0000, norm_main_base: 265.5461, norm_main_novel: 0.0000, norm_residual_base: 41.0927, norm_residual_novel: 0.0000, top-1: 74.1406, top-5: 93.7695, loss_main: 0.7068, loss_aux: 0.4720, loss: 1.9855
2024-05-07 11:26:51,687 - mmcls - INFO - Epoch [25][110/235] lr: 1.303e-01, eta: 0:12:19, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 176.5611, norm_input_novel: 0.0000, norm_main_base: 267.3913, norm_main_novel: 0.0000, norm_residual_base: 40.0156, norm_residual_novel: 0.0000, top-1: 71.4062, top-5: 91.1523, loss_main: 0.7494, loss_aux: 0.5557, loss: 1.8998
2024-05-07 11:26:52,859 - mmcls - INFO - Epoch [25][120/235] lr: 1.299e-01, eta: 0:12:18, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 186.3772, norm_input_novel: 0.0000, norm_main_base: 269.7004, norm_main_novel: 0.0000, norm_residual_base: 40.4704, norm_residual_novel: 0.0000, top-1: 66.1328, top-5: 85.6641, loss_main: 0.8359, loss_aux: 0.7792, loss: 2.1886
2024-05-07 11:26:54,027 - mmcls - INFO - Epoch [25][130/235] lr: 1.296e-01, eta: 0:12:16, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 166.0051, norm_input_novel: 0.0000, norm_main_base: 252.0149, norm_main_novel: 0.0000, norm_residual_base: 39.4903, norm_residual_novel: 0.0000, top-1: 33.7695, top-5: 53.1836, loss_main: 0.8586, loss_aux: 1.0236, loss: 4.4805
2024-05-07 11:26:55,197 - mmcls - INFO - Epoch [25][140/235] lr: 1.293e-01, eta: 0:12:15, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 171.2439, norm_input_novel: 0.0000, norm_main_base: 255.0751, norm_main_novel: 0.0000, norm_residual_base: 40.5730, norm_residual_novel: 0.0000, top-1: 67.3047, top-5: 89.4531, loss_main: 0.8502, loss_aux: 0.9246, loss: 2.5530
2024-05-07 11:26:56,369 - mmcls - INFO - Epoch [25][150/235] lr: 1.289e-01, eta: 0:12:14, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 176.3576, norm_input_novel: 0.0000, norm_main_base: 268.7056, norm_main_novel: 0.0000, norm_residual_base: 39.8349, norm_residual_novel: 0.0000, top-1: 40.8984, top-5: 60.9375, loss_main: 0.9242, loss_aux: 1.0535, loss: 4.0194
2024-05-07 11:26:57,535 - mmcls - INFO - Epoch [25][160/235] lr: 1.286e-01, eta: 0:12:13, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 181.1342, norm_input_novel: 0.0000, norm_main_base: 267.9333, norm_main_novel: 0.0000, norm_residual_base: 40.4746, norm_residual_novel: 0.0000, top-1: 54.4336, top-5: 75.8203, loss_main: 0.9756, loss_aux: 1.1240, loss: 3.1221
2024-05-07 11:26:58,709 - mmcls - INFO - Epoch [25][170/235] lr: 1.283e-01, eta: 0:12:11, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 164.5100, norm_input_novel: 0.0000, norm_main_base: 262.9355, norm_main_novel: 0.0000, norm_residual_base: 40.1415, norm_residual_novel: 0.0000, top-1: 64.7461, top-5: 88.4375, loss_main: 0.8971, loss_aux: 1.1202, loss: 2.9095
2024-05-07 11:26:59,884 - mmcls - INFO - Epoch [25][180/235] lr: 1.279e-01, eta: 0:12:10, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 176.8949, norm_input_novel: 0.0000, norm_main_base: 272.3795, norm_main_novel: 0.0000, norm_residual_base: 40.8914, norm_residual_novel: 0.0000, top-1: 65.3125, top-5: 83.8867, loss_main: 0.7384, loss_aux: 0.6485, loss: 2.6755
2024-05-07 11:27:01,052 - mmcls - INFO - Epoch [25][190/235] lr: 1.276e-01, eta: 0:12:09, time: 0.117, data_time: 0.007, memory: 975, norm_input_base: 174.7865, norm_input_novel: 0.0000, norm_main_base: 266.4216, norm_main_novel: 0.0000, norm_residual_base: 41.2642, norm_residual_novel: 0.0000, top-1: 46.0742, top-5: 64.3945, loss_main: 0.8456, loss_aux: 0.7746, loss: 3.5439
2024-05-07 11:27:02,231 - mmcls - INFO - Epoch [25][200/235] lr: 1.273e-01, eta: 0:12:07, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 166.7433, norm_input_novel: 0.0000, norm_main_base: 254.4665, norm_main_novel: 0.0000, norm_residual_base: 40.7196, norm_residual_novel: 0.0000, top-1: 63.1836, top-5: 81.8164, loss_main: 0.7702, loss_aux: 0.7509, loss: 2.6260
2024-05-07 11:27:03,405 - mmcls - INFO - Epoch [25][210/235] lr: 1.269e-01, eta: 0:12:06, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 162.0026, norm_input_novel: 0.0000, norm_main_base: 249.3382, norm_main_novel: 0.0000, norm_residual_base: 38.6557, norm_residual_novel: 0.0000, top-1: 48.4570, top-5: 70.9961, loss_main: 0.9688, loss_aux: 0.9471, loss: 3.9319
2024-05-07 11:27:04,576 - mmcls - INFO - Epoch [25][220/235] lr: 1.266e-01, eta: 0:12:05, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 169.4828, norm_input_novel: 0.0000, norm_main_base: 256.6646, norm_main_novel: 0.0000, norm_residual_base: 40.1893, norm_residual_novel: 0.0000, top-1: 64.3945, top-5: 84.9023, loss_main: 0.9156, loss_aux: 0.8918, loss: 2.4785
2024-05-07 11:27:05,741 - mmcls - INFO - Epoch [25][230/235] lr: 1.263e-01, eta: 0:12:04, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 166.6621, norm_input_novel: 0.0000, norm_main_base: 258.5410, norm_main_novel: 0.0000, norm_residual_base: 39.4407, norm_residual_novel: 0.0000, top-1: 39.4531, top-5: 57.9883, loss_main: 0.7770, loss_aux: 0.8574, loss: 4.0944
2024-05-07 11:27:06,243 - mmcls - INFO - Saving checkpoint at 25 epochs
2024-05-07 11:27:09,055 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:27:09,065 - mmcls - INFO - Epoch(val) [25][12] acc: 70.9667
2024-05-07 11:27:12,348 - mmcls - INFO - Epoch [26][10/235] lr: 1.258e-01, eta: 0:12:03, time: 0.321, data_time: 0.213, memory: 975, norm_input_base: 178.2846, norm_input_novel: 0.0000, norm_main_base: 264.5071, norm_main_novel: 0.0000, norm_residual_base: 39.8808, norm_residual_novel: 0.0000, top-1: 51.1523, top-5: 67.7539, loss_main: 0.7072, loss_aux: 0.7651, loss: 3.2357
2024-05-07 11:27:13,594 - mmcls - INFO - Epoch [26][20/235] lr: 1.255e-01, eta: 0:12:02, time: 0.125, data_time: 0.008, memory: 975, norm_input_base: 176.0359, norm_input_novel: 0.0000, norm_main_base: 263.3531, norm_main_novel: 0.0000, norm_residual_base: 39.6314, norm_residual_novel: 0.0000, top-1: 71.2500, top-5: 90.3320, loss_main: 0.7958, loss_aux: 0.8562, loss: 1.7596
2024-05-07 11:27:14,755 - mmcls - INFO - Epoch [26][30/235] lr: 1.251e-01, eta: 0:12:01, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 170.3107, norm_input_novel: 0.0000, norm_main_base: 251.7609, norm_main_novel: 0.0000, norm_residual_base: 38.9824, norm_residual_novel: 0.0000, top-1: 61.0352, top-5: 82.2656, loss_main: 0.9201, loss_aux: 0.9461, loss: 2.8095
2024-05-07 11:27:15,917 - mmcls - INFO - Epoch [26][40/235] lr: 1.248e-01, eta: 0:11:59, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 170.8057, norm_input_novel: 0.0000, norm_main_base: 253.3292, norm_main_novel: 0.0000, norm_residual_base: 38.5583, norm_residual_novel: 0.0000, top-1: 54.7266, top-5: 77.3633, loss_main: 0.8765, loss_aux: 1.0457, loss: 3.2044
2024-05-07 11:27:17,079 - mmcls - INFO - Epoch [26][50/235] lr: 1.245e-01, eta: 0:11:58, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 157.9672, norm_input_novel: 0.0000, norm_main_base: 243.8126, norm_main_novel: 0.0000, norm_residual_base: 38.0318, norm_residual_novel: 0.0000, top-1: 47.6562, top-5: 72.6562, loss_main: 1.0451, loss_aux: 1.1710, loss: 3.8081
2024-05-07 11:27:18,336 - mmcls - INFO - Epoch [26][60/235] lr: 1.241e-01, eta: 0:11:57, time: 0.126, data_time: 0.008, memory: 975, norm_input_base: 172.9570, norm_input_novel: 0.0000, norm_main_base: 262.3854, norm_main_novel: 0.0000, norm_residual_base: 39.9448, norm_residual_novel: 0.0000, top-1: 50.2734, top-5: 69.9219, loss_main: 1.0266, loss_aux: 1.0448, loss: 3.3321
2024-05-07 11:27:19,505 - mmcls - INFO - Epoch [26][70/235] lr: 1.238e-01, eta: 0:11:55, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 168.4280, norm_input_novel: 0.0000, norm_main_base: 267.6703, norm_main_novel: 0.0000, norm_residual_base: 40.0953, norm_residual_novel: 0.0000, top-1: 33.5938, top-5: 48.3203, loss_main: 0.6440, loss_aux: 0.6995, loss: 4.3388
2024-05-07 11:27:20,670 - mmcls - INFO - Epoch [26][80/235] lr: 1.235e-01, eta: 0:11:54, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 161.4286, norm_input_novel: 0.0000, norm_main_base: 252.6650, norm_main_novel: 0.0000, norm_residual_base: 38.7636, norm_residual_novel: 0.0000, top-1: 35.8203, top-5: 56.6992, loss_main: 0.8062, loss_aux: 0.8769, loss: 4.3812
2024-05-07 11:27:21,836 - mmcls - INFO - Epoch [26][90/235] lr: 1.231e-01, eta: 0:11:53, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 164.5049, norm_input_novel: 0.0000, norm_main_base: 256.3799, norm_main_novel: 0.0000, norm_residual_base: 38.2785, norm_residual_novel: 0.0000, top-1: 57.2266, top-5: 78.8867, loss_main: 0.8887, loss_aux: 0.9966, loss: 3.1705
2024-05-07 11:27:22,998 - mmcls - INFO - Epoch [26][100/235] lr: 1.228e-01, eta: 0:11:52, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 170.4286, norm_input_novel: 0.0000, norm_main_base: 263.2435, norm_main_novel: 0.0000, norm_residual_base: 39.2735, norm_residual_novel: 0.0000, top-1: 62.2070, top-5: 81.8945, loss_main: 0.7973, loss_aux: 0.7780, loss: 2.8692
2024-05-07 11:27:24,160 - mmcls - INFO - Epoch [26][110/235] lr: 1.225e-01, eta: 0:11:50, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 178.8542, norm_input_novel: 0.0000, norm_main_base: 263.8919, norm_main_novel: 0.0000, norm_residual_base: 39.6554, norm_residual_novel: 0.0000, top-1: 58.8672, top-5: 76.8359, loss_main: 0.8867, loss_aux: 0.7346, loss: 2.6703
2024-05-07 11:27:25,320 - mmcls - INFO - Epoch [26][120/235] lr: 1.221e-01, eta: 0:11:49, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 179.0907, norm_input_novel: 0.0000, norm_main_base: 259.0870, norm_main_novel: 0.0000, norm_residual_base: 39.3461, norm_residual_novel: 0.0000, top-1: 64.3945, top-5: 83.9648, loss_main: 0.7056, loss_aux: 0.8183, loss: 2.5653
2024-05-07 11:27:26,480 - mmcls - INFO - Epoch [26][130/235] lr: 1.218e-01, eta: 0:11:48, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 166.4235, norm_input_novel: 0.0000, norm_main_base: 242.6498, norm_main_novel: 0.0000, norm_residual_base: 38.4252, norm_residual_novel: 0.0000, top-1: 48.0273, top-5: 71.9336, loss_main: 1.1026, loss_aux: 1.0010, loss: 3.9244
2024-05-07 11:27:27,635 - mmcls - INFO - Epoch [26][140/235] lr: 1.215e-01, eta: 0:11:46, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 172.5261, norm_input_novel: 0.0000, norm_main_base: 258.4276, norm_main_novel: 0.0000, norm_residual_base: 40.1541, norm_residual_novel: 0.0000, top-1: 60.8984, top-5: 80.6250, loss_main: 0.9206, loss_aux: 0.8892, loss: 2.4987
2024-05-07 11:27:28,788 - mmcls - INFO - Epoch [26][150/235] lr: 1.212e-01, eta: 0:11:45, time: 0.115, data_time: 0.007, memory: 975, norm_input_base: 168.4617, norm_input_novel: 0.0000, norm_main_base: 260.9425, norm_main_novel: 0.0000, norm_residual_base: 39.4102, norm_residual_novel: 0.0000, top-1: 65.8594, top-5: 87.4414, loss_main: 0.9708, loss_aux: 0.9733, loss: 2.0735
2024-05-07 11:27:29,939 - mmcls - INFO - Epoch [26][160/235] lr: 1.208e-01, eta: 0:11:44, time: 0.115, data_time: 0.008, memory: 975, norm_input_base: 177.2935, norm_input_novel: 0.0000, norm_main_base: 268.7465, norm_main_novel: 0.0000, norm_residual_base: 39.2307, norm_residual_novel: 0.0000, top-1: 68.3398, top-5: 85.3125, loss_main: 0.9228, loss_aux: 1.0126, loss: 1.7185
2024-05-07 11:27:31,097 - mmcls - INFO - Epoch [26][170/235] lr: 1.205e-01, eta: 0:11:42, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 179.9282, norm_input_novel: 0.0000, norm_main_base: 260.7334, norm_main_novel: 0.0000, norm_residual_base: 38.7268, norm_residual_novel: 0.0000, top-1: 72.1875, top-5: 91.9922, loss_main: 0.7729, loss_aux: 0.8540, loss: 1.9857
2024-05-07 11:27:32,355 - mmcls - INFO - Epoch [26][180/235] lr: 1.202e-01, eta: 0:11:41, time: 0.126, data_time: 0.008, memory: 975, norm_input_base: 179.5849, norm_input_novel: 0.0000, norm_main_base: 252.9246, norm_main_novel: 0.0000, norm_residual_base: 38.9310, norm_residual_novel: 0.0000, top-1: 62.9883, top-5: 81.4258, loss_main: 0.7234, loss_aux: 0.6896, loss: 2.6446
2024-05-07 11:27:33,519 - mmcls - INFO - Epoch [26][190/235] lr: 1.198e-01, eta: 0:11:40, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 158.0216, norm_input_novel: 0.0000, norm_main_base: 228.9759, norm_main_novel: 0.0000, norm_residual_base: 37.3779, norm_residual_novel: 0.0000, top-1: 37.1484, top-5: 59.1406, loss_main: 1.0766, loss_aux: 1.1307, loss: 4.5727
2024-05-07 11:27:34,691 - mmcls - INFO - Epoch [26][200/235] lr: 1.195e-01, eta: 0:11:39, time: 0.117, data_time: 0.009, memory: 975, norm_input_base: 173.3826, norm_input_novel: 0.0000, norm_main_base: 261.8540, norm_main_novel: 0.0000, norm_residual_base: 39.2851, norm_residual_novel: 0.0000, top-1: 63.8477, top-5: 83.4375, loss_main: 0.8844, loss_aux: 1.0204, loss: 2.5644
2024-05-07 11:27:35,853 - mmcls - INFO - Epoch [26][210/235] lr: 1.192e-01, eta: 0:11:37, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 178.7527, norm_input_novel: 0.0000, norm_main_base: 272.4769, norm_main_novel: 0.0000, norm_residual_base: 38.1511, norm_residual_novel: 0.0000, top-1: 66.3281, top-5: 84.8828, loss_main: 0.7113, loss_aux: 0.6467, loss: 2.3523
2024-05-07 11:27:37,015 - mmcls - INFO - Epoch [26][220/235] lr: 1.188e-01, eta: 0:11:36, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 174.3862, norm_input_novel: 0.0000, norm_main_base: 257.1715, norm_main_novel: 0.0000, norm_residual_base: 37.5498, norm_residual_novel: 0.0000, top-1: 57.9297, top-5: 75.7422, loss_main: 0.6270, loss_aux: 0.7945, loss: 2.9742
2024-05-07 11:27:38,176 - mmcls - INFO - Epoch [26][230/235] lr: 1.185e-01, eta: 0:11:35, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 179.8742, norm_input_novel: 0.0000, norm_main_base: 249.1066, norm_main_novel: 0.0000, norm_residual_base: 37.4344, norm_residual_novel: 0.0000, top-1: 61.5820, top-5: 82.3828, loss_main: 0.6737, loss_aux: 0.9257, loss: 2.8249
2024-05-07 11:27:38,699 - mmcls - INFO - Saving checkpoint at 26 epochs
2024-05-07 11:27:41,625 - mmcls - INFO - Dist Eval Hook : There are 6000 samples in total.
2024-05-07 11:27:41,645 - mmcls - INFO - Epoch(val) [26][12] acc: 69.9000
2024-05-07 11:27:44,954 - mmcls - INFO - Epoch [27][10/235] lr: 1.180e-01, eta: 0:11:34, time: 0.323, data_time: 0.215, memory: 975, norm_input_base: 174.9179, norm_input_novel: 0.0000, norm_main_base: 242.8589, norm_main_novel: 0.0000, norm_residual_base: 37.6759, norm_residual_novel: 0.0000, top-1: 56.2891, top-5: 76.1133, loss_main: 0.9616, loss_aux: 0.8212, loss: 3.1219
2024-05-07 11:27:46,121 - mmcls - INFO - Epoch [27][20/235] lr: 1.177e-01, eta: 0:11:33, time: 0.117, data_time: 0.008, memory: 975, norm_input_base: 164.7683, norm_input_novel: 0.0000, norm_main_base: 237.4889, norm_main_novel: 0.0000, norm_residual_base: 37.2070, norm_residual_novel: 0.0000, top-1: 40.6836, top-5: 62.0508, loss_main: 0.9882, loss_aux: 0.9823, loss: 4.2158
2024-05-07 11:27:47,283 - mmcls - INFO - Epoch [27][30/235] lr: 1.173e-01, eta: 0:11:32, time: 0.116, data_time: 0.008, memory: 975, norm_input_base: 167.0953, norm_input_novel: 0.0000, norm_main_base: 242.9152, norm_main_novel: 0.0000, norm_residual_base: 37.7169, norm_residual_novel: 0.0000, top-1: 60.5078, top-5: 83.0273, loss_main: 1.0608, loss_aux: 1.0283, loss: 3.0306
2024-05-07 11:27:48,448 - mmcls - INFO - Epoch [27][40/235] lr: 1.170e-01, eta: 0:11:30, time: 0.116, data_time: 0.007, memory: 975, norm_input_base: 173.9151, norm_input_novel: 0.0000, norm_main_base: 260.6292, norm_main_novel: 0.0000, norm_residual_base: 38.1292, norm_residual_novel: 0.0000, top-1: 60.6055, top-5: 79.1016, loss_main: 0.8987, loss_aux: 0.9405, loss: 2.5217
2024-05-07 11:27:49,624 - mmcls - INFO - Epoch [27][50/235] lr: 1.167e-01, eta: 0:11:29, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 176.9860, norm_input_novel: 0.0000, norm_main_base: 253.8632, norm_main_novel: 0.0000, norm_residual_base: 37.9803, norm_residual_novel: 0.0000, top-1: 41.5039, top-5: 58.5156, loss_main: 0.8348, loss_aux: 0.8789, loss: 3.9989
2024-05-07 11:27:50,800 - mmcls - INFO - Epoch [27][60/235] lr: 1.164e-01, eta: 0:11:28, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 159.5060, norm_input_novel: 0.0000, norm_main_base: 242.6050, norm_main_novel: 0.0000, norm_residual_base: 37.6244, norm_residual_novel: 0.0000, top-1: 35.0000, top-5: 56.0352, loss_main: 0.9737, loss_aux: 1.0088, loss: 4.7094
2024-05-07 11:27:51,978 - mmcls - INFO - Epoch [27][70/235] lr: 1.160e-01, eta: 0:11:26, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 160.6536, norm_input_novel: 0.0000, norm_main_base: 243.9071, norm_main_novel: 0.0000, norm_residual_base: 36.8817, norm_residual_novel: 0.0000, top-1: 55.3906, top-5: 77.8320, loss_main: 0.7899, loss_aux: 1.0509, loss: 3.3787
2024-05-07 11:27:53,161 - mmcls - INFO - Epoch [27][80/235] lr: 1.157e-01, eta: 0:11:25, time: 0.118, data_time: 0.008, memory: 975, norm_input_base: 178.6560, norm_input_novel: 0.0000, norm_main_base: 260.0948, norm_main_novel: 0.0000, norm_residual_base: 37.7887, norm_residual_novel: 0.0000, top-1: 40.9570, top-5: 58.4180, loss_main: 0.8082, loss_aux: 0.7988, loss: 3.8906
2024-05-07 11:27:54,339 - mmcls - INFO - Epoch [27][90/235] lr: 1.154e-01, eta: 0:11:24, time: 0.118, data_time: 0.009, memory: 975, norm_input_base: 188.3796, norm_input_novel: 0.0000, norm_main_base: 267.2556, norm_main_novel: 0.0000, norm_residual_base: 39.3120, norm_residual_novel: 0.0000, top-1: 65.4102, top-5: 81.3672, loss_main: 0.6917, loss_aux: 0.5606, loss: 2.0865