diff --git "a/ntu60_xview/j_2/20250530_181434.log" "b/ntu60_xview/j_2/20250530_181434.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/j_2/20250530_181434.log" @@ -0,0 +1,4650 @@ +2025-05-30 18:14:34,390 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - 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_61,code=sm_61;-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;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -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 -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-30 18:14:34,710 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/j_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-30 18:14:34,711 - pyskl - INFO - Set random seed to 569269448, deterministic: False +2025-05-30 18:14:44,214 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-05-30 18:14:49,678 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-30 18:14:49,700 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2 +2025-05-30 18:14:49,700 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) 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 + -------------------- +2025-05-30 18:14:49,700 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-30 18:14:49,701 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2 by HardDiskBackend. +2025-05-30 18:15:53,921 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 14:56:29, time: 0.642, data_time: 0.204, memory: 13125, top1_acc: 0.0231, top5_acc: 0.1275, loss_cls: 12.2094, loss: 12.2094 +2025-05-30 18:16:37,136 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:38:02, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0450, top5_acc: 0.1950, loss_cls: 9.7019, loss: 9.7019 +2025-05-30 18:17:20,362 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 1:11:37, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0619, top5_acc: 0.2375, loss_cls: 9.4392, loss: 9.4392 +2025-05-30 18:18:03,601 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:28:14, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0788, top5_acc: 0.2731, loss_cls: 9.1262, loss: 9.1262 +2025-05-30 18:18:46,824 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:25:44, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1031, top5_acc: 0.3387, loss_cls: 8.9011, loss: 8.9011 +2025-05-30 18:19:30,108 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:44:25, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1231, top5_acc: 0.4156, loss_cls: 8.6292, loss: 8.6292 +2025-05-30 18:20:13,371 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 21:14:32, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1388, top5_acc: 0.4194, loss_cls: 8.4704, loss: 8.4704 +2025-05-30 18:20:56,652 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:52:04, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1487, top5_acc: 0.4400, loss_cls: 8.3195, loss: 8.3195 +2025-05-30 18:21:39,877 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:34:04, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1500, top5_acc: 0.4750, loss_cls: 8.2166, loss: 8.2166 +2025-05-30 18:22:23,093 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 20:19:28, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1750, top5_acc: 0.5138, loss_cls: 7.9984, loss: 7.9984 +2025-05-30 18:23:06,289 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 20:07:18, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1812, top5_acc: 0.5162, loss_cls: 7.9151, loss: 7.9151 +2025-05-30 18:23:49,556 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:57:22, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2006, top5_acc: 0.5463, loss_cls: 7.7609, loss: 7.7609 +2025-05-30 18:24:32,779 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:48:40, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2194, top5_acc: 0.5925, loss_cls: 7.6325, loss: 7.6325 +2025-05-30 18:25:15,957 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:40:55, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2213, top5_acc: 0.6106, loss_cls: 7.5884, loss: 7.5884 +2025-05-30 18:25:59,160 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:34:12, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2394, top5_acc: 0.6262, loss_cls: 7.4235, loss: 7.4235 +2025-05-30 18:26:42,314 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:28:03, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2431, top5_acc: 0.6425, loss_cls: 7.3180, loss: 7.3180 +2025-05-30 18:27:25,551 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:22:49, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2744, top5_acc: 0.6531, loss_cls: 7.2471, loss: 7.2471 +2025-05-30 18:28:08,831 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:18:15, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2769, top5_acc: 0.6594, loss_cls: 7.1813, loss: 7.1813 +2025-05-30 18:28:52,044 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:13:52, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.3156, top5_acc: 0.6900, loss_cls: 7.0230, loss: 7.0230 +2025-05-30 18:29:35,432 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:10:21, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3081, top5_acc: 0.6944, loss_cls: 7.0078, loss: 7.0078 +2025-05-30 18:30:18,961 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 19:07:30, time: 0.435, data_time: 0.000, memory: 13125, top1_acc: 0.3156, top5_acc: 0.7281, loss_cls: 6.7652, loss: 6.7652 +2025-05-30 18:31:02,618 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:05:12, time: 0.437, data_time: 0.000, memory: 13125, top1_acc: 0.3275, top5_acc: 0.7231, loss_cls: 6.7589, loss: 6.7589 +2025-05-30 18:31:46,122 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 19:02:38, time: 0.435, data_time: 0.000, memory: 13125, top1_acc: 0.3256, top5_acc: 0.7113, loss_cls: 6.8547, loss: 6.8547 +2025-05-30 18:32:09,608 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-30 18:33:36,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:33:36,276 - pyskl - INFO - +top1_acc 0.4025 +top5_acc 0.8164 +2025-05-30 18:33:37,305 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-30 18:33:37,306 - pyskl - INFO - Best top1_acc is 0.4025 at 1 epoch. +2025-05-30 18:33:37,309 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4025, top5_acc: 0.8164 +2025-05-30 18:34:41,087 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:52:21, time: 0.638, data_time: 0.205, memory: 13126, top1_acc: 0.3488, top5_acc: 0.7325, loss_cls: 6.7370, loss: 6.7370 +2025-05-30 18:35:24,403 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:49:59, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3762, top5_acc: 0.7625, loss_cls: 6.4996, loss: 6.4996 +2025-05-30 18:36:07,641 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:47:33, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4025, top5_acc: 0.7975, loss_cls: 6.2940, loss: 6.2940 +2025-05-30 18:36:50,925 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:45:21, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3987, top5_acc: 0.7844, loss_cls: 6.3765, loss: 6.3765 +2025-05-30 18:37:34,205 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:43:14, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3750, top5_acc: 0.7781, loss_cls: 6.5104, loss: 6.5104 +2025-05-30 18:38:17,375 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:41:00, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4106, top5_acc: 0.7806, loss_cls: 6.3824, loss: 6.3824 +2025-05-30 18:39:00,669 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:39:06, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4269, top5_acc: 0.7844, loss_cls: 6.2808, loss: 6.2808 +2025-05-30 18:39:43,845 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:37:04, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4037, top5_acc: 0.7994, loss_cls: 6.2959, loss: 6.2959 +2025-05-30 18:40:27,148 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:35:20, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4537, top5_acc: 0.8281, loss_cls: 6.1007, loss: 6.1007 +2025-05-30 18:41:10,402 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:33:35, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4387, top5_acc: 0.8237, loss_cls: 6.0982, loss: 6.0982 +2025-05-30 18:41:53,636 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:31:51, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4475, top5_acc: 0.8275, loss_cls: 5.9494, loss: 5.9494 +2025-05-30 18:42:36,925 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:30:16, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4544, top5_acc: 0.8237, loss_cls: 5.9000, loss: 5.9000 +2025-05-30 18:43:20,262 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:28:48, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4544, top5_acc: 0.8225, loss_cls: 6.0298, loss: 6.0298 +2025-05-30 18:44:03,602 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:27:23, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4556, top5_acc: 0.8294, loss_cls: 5.9954, loss: 5.9954 +2025-05-30 18:44:46,879 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:25:55, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4669, top5_acc: 0.8500, loss_cls: 5.8129, loss: 5.8129 +2025-05-30 18:45:30,109 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:24:25, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4838, top5_acc: 0.8456, loss_cls: 5.8086, loss: 5.8086 +2025-05-30 18:46:13,350 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:22:58, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4656, top5_acc: 0.8281, loss_cls: 5.9183, loss: 5.9183 +2025-05-30 18:46:56,592 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:21:33, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4637, top5_acc: 0.8375, loss_cls: 5.7536, loss: 5.7536 +2025-05-30 18:47:39,906 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 18:20:16, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4756, top5_acc: 0.8400, loss_cls: 5.7298, loss: 5.7298 +2025-05-30 18:48:23,301 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 18:19:07, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5119, top5_acc: 0.8550, loss_cls: 5.6545, loss: 5.6545 +2025-05-30 18:49:06,609 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 18:17:52, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.5175, top5_acc: 0.8575, loss_cls: 5.5946, loss: 5.5946 +2025-05-30 18:49:50,193 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 18:17:00, time: 0.436, data_time: 0.000, memory: 13126, top1_acc: 0.5162, top5_acc: 0.8562, loss_cls: 5.6485, loss: 5.6485 +2025-05-30 18:50:33,649 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 18:15:59, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5431, top5_acc: 0.8694, loss_cls: 5.4767, loss: 5.4767 +2025-05-30 18:50:57,179 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-30 18:52:23,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:52:23,528 - pyskl - INFO - +top1_acc 0.5626 +top5_acc 0.8921 +2025-05-30 18:52:23,582 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_1.pth was removed +2025-05-30 18:52:24,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-30 18:52:24,719 - pyskl - INFO - Best top1_acc is 0.5626 at 2 epoch. +2025-05-30 18:52:24,721 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5626, top5_acc: 0.8921 +2025-05-30 18:53:28,285 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 18:10:54, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.5400, top5_acc: 0.8681, loss_cls: 5.4774, loss: 5.4774 +2025-05-30 18:54:11,534 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 18:09:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5144, top5_acc: 0.8500, loss_cls: 5.6001, loss: 5.6001 +2025-05-30 18:54:54,902 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 18:08:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5350, top5_acc: 0.8712, loss_cls: 5.4627, loss: 5.4627 +2025-05-30 18:55:38,263 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 18:07:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5594, top5_acc: 0.8844, loss_cls: 5.2996, loss: 5.2996 +2025-05-30 18:56:21,605 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 18:06:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5531, top5_acc: 0.8875, loss_cls: 5.2552, loss: 5.2552 +2025-05-30 18:57:04,910 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 18:05:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5437, top5_acc: 0.8644, loss_cls: 5.4432, loss: 5.4432 +2025-05-30 18:57:48,253 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 18:04:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5400, top5_acc: 0.8825, loss_cls: 5.3869, loss: 5.3869 +2025-05-30 18:58:31,629 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 18:03:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.8788, loss_cls: 5.1963, loss: 5.1963 +2025-05-30 18:59:15,006 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 18:02:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5756, top5_acc: 0.9000, loss_cls: 5.2044, loss: 5.2044 +2025-05-30 18:59:58,319 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 18:01:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5606, top5_acc: 0.8838, loss_cls: 5.2573, loss: 5.2573 +2025-05-30 19:00:41,688 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 18:00:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5837, top5_acc: 0.8962, loss_cls: 5.1933, loss: 5.1933 +2025-05-30 19:01:24,956 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:59:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5719, top5_acc: 0.9012, loss_cls: 5.1020, loss: 5.1020 +2025-05-30 19:02:08,341 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5744, top5_acc: 0.9025, loss_cls: 5.1962, loss: 5.1962 +2025-05-30 19:02:51,682 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5775, top5_acc: 0.8931, loss_cls: 5.0524, loss: 5.0524 +2025-05-30 19:03:34,898 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:56:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6006, top5_acc: 0.8981, loss_cls: 4.9727, loss: 4.9727 +2025-05-30 19:04:18,204 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:56:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5750, top5_acc: 0.9031, loss_cls: 5.0393, loss: 5.0393 +2025-05-30 19:05:01,479 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:55:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9031, loss_cls: 4.9213, loss: 4.9213 +2025-05-30 19:05:44,737 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:54:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6125, top5_acc: 0.9075, loss_cls: 4.8712, loss: 4.8712 +2025-05-30 19:06:28,006 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:53:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.9038, loss_cls: 5.0485, loss: 5.0485 +2025-05-30 19:07:11,330 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:52:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6119, top5_acc: 0.9137, loss_cls: 4.9795, loss: 4.9795 +2025-05-30 19:07:54,886 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:51:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9113, loss_cls: 4.9493, loss: 4.9493 +2025-05-30 19:08:38,350 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:50:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6150, top5_acc: 0.9081, loss_cls: 4.8540, loss: 4.8540 +2025-05-30 19:09:21,757 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:49:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6169, top5_acc: 0.9056, loss_cls: 4.8903, loss: 4.8903 +2025-05-30 19:09:45,282 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-30 19:11:11,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:11:12,047 - pyskl - INFO - +top1_acc 0.6288 +top5_acc 0.9244 +2025-05-30 19:11:12,100 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_2.pth was removed +2025-05-30 19:11:13,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-30 19:11:13,120 - pyskl - INFO - Best top1_acc is 0.6288 at 3 epoch. +2025-05-30 19:11:13,122 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6288, top5_acc: 0.9244 +2025-05-30 19:12:16,832 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:46:25, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9156, loss_cls: 4.8074, loss: 4.8074 +2025-05-30 19:13:00,236 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:45:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9187, loss_cls: 4.7641, loss: 4.7641 +2025-05-30 19:13:43,565 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:44:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9125, loss_cls: 4.6942, loss: 4.6942 +2025-05-30 19:14:26,981 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:43:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9331, loss_cls: 4.7629, loss: 4.7629 +2025-05-30 19:15:10,409 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:43:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9294, loss_cls: 4.5838, loss: 4.5838 +2025-05-30 19:15:53,933 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:42:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9156, loss_cls: 4.8263, loss: 4.8263 +2025-05-30 19:16:37,426 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:41:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6419, top5_acc: 0.9175, loss_cls: 4.7157, loss: 4.7157 +2025-05-30 19:17:20,792 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:40:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6419, top5_acc: 0.9250, loss_cls: 4.6730, loss: 4.6730 +2025-05-30 19:18:04,224 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:40:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9163, loss_cls: 4.7603, loss: 4.7603 +2025-05-30 19:18:47,544 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6381, top5_acc: 0.9137, loss_cls: 4.8070, loss: 4.8070 +2025-05-30 19:19:30,844 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:38:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9294, loss_cls: 4.4970, loss: 4.4970 +2025-05-30 19:20:14,123 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:37:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9106, loss_cls: 4.6597, loss: 4.6597 +2025-05-30 19:20:57,410 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9369, loss_cls: 4.5129, loss: 4.5129 +2025-05-30 19:21:40,655 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:35:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9337, loss_cls: 4.7223, loss: 4.7223 +2025-05-30 19:22:23,847 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:35:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9194, loss_cls: 4.5553, loss: 4.5553 +2025-05-30 19:23:07,120 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:34:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9213, loss_cls: 4.6886, loss: 4.6886 +2025-05-30 19:23:50,450 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:33:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6556, top5_acc: 0.9313, loss_cls: 4.6286, loss: 4.6286 +2025-05-30 19:24:33,716 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:32:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 4.5552, loss: 4.5552 +2025-05-30 19:25:17,039 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:31:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9269, loss_cls: 4.5593, loss: 4.5593 +2025-05-30 19:26:00,495 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:30:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9219, loss_cls: 4.4956, loss: 4.4956 +2025-05-30 19:26:44,214 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:30:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9363, loss_cls: 4.4012, loss: 4.4012 +2025-05-30 19:27:27,926 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:29:49, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6637, top5_acc: 0.9294, loss_cls: 4.6178, loss: 4.6178 +2025-05-30 19:28:11,543 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:29:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9337, loss_cls: 4.4344, loss: 4.4344 +2025-05-30 19:28:35,171 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-30 19:30:01,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:30:01,766 - pyskl - INFO - +top1_acc 0.7110 +top5_acc 0.9570 +2025-05-30 19:30:01,820 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_3.pth was removed +2025-05-30 19:30:02,885 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-30 19:30:02,885 - pyskl - INFO - Best top1_acc is 0.7110 at 4 epoch. +2025-05-30 19:30:02,888 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7110, top5_acc: 0.9570 +2025-05-30 19:31:06,655 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 17:26:26, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.6600, top5_acc: 0.9300, loss_cls: 4.4913, loss: 4.4913 +2025-05-30 19:31:50,013 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 17:25:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9381, loss_cls: 4.3918, loss: 4.3918 +2025-05-30 19:32:33,427 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 17:24:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9350, loss_cls: 4.2707, loss: 4.2707 +2025-05-30 19:33:16,631 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 17:24:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9375, loss_cls: 4.4441, loss: 4.4441 +2025-05-30 19:33:59,898 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 17:23:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9306, loss_cls: 4.4378, loss: 4.4378 +2025-05-30 19:34:43,322 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 17:22:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6606, top5_acc: 0.9287, loss_cls: 4.5467, loss: 4.5467 +2025-05-30 19:35:26,767 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 17:21:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9287, loss_cls: 4.3894, loss: 4.3894 +2025-05-30 19:36:10,160 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:21:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9350, loss_cls: 4.3952, loss: 4.3952 +2025-05-30 19:36:53,361 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:20:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 4.3509, loss: 4.3509 +2025-05-30 19:37:36,687 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:19:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9306, loss_cls: 4.3749, loss: 4.3749 +2025-05-30 19:38:20,112 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:18:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9537, loss_cls: 4.1571, loss: 4.1571 +2025-05-30 19:39:03,386 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9287, loss_cls: 4.5017, loss: 4.5017 +2025-05-30 19:39:46,735 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9287, loss_cls: 4.3299, loss: 4.3299 +2025-05-30 19:40:30,153 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 17:16:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9513, loss_cls: 4.2297, loss: 4.2297 +2025-05-30 19:41:13,471 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 17:15:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9456, loss_cls: 4.2955, loss: 4.2955 +2025-05-30 19:41:56,754 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 17:14:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9444, loss_cls: 4.2189, loss: 4.2189 +2025-05-30 19:42:40,137 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 17:14:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 4.2740, loss: 4.2740 +2025-05-30 19:43:23,499 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 17:13:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9475, loss_cls: 4.1245, loss: 4.1245 +2025-05-30 19:44:06,933 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 17:12:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 4.2924, loss: 4.2924 +2025-05-30 19:44:50,433 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:11:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9369, loss_cls: 4.2158, loss: 4.2158 +2025-05-30 19:45:33,747 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 17:11:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9331, loss_cls: 4.2476, loss: 4.2476 +2025-05-30 19:46:17,095 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 17:10:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9425, loss_cls: 4.2305, loss: 4.2305 +2025-05-30 19:47:00,372 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 17:09:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 4.2596, loss: 4.2596 +2025-05-30 19:47:23,757 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-30 19:56:26,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:56:26,144 - pyskl - INFO - +top1_acc 0.6959 +top5_acc 0.9534 +2025-05-30 19:56:26,147 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.6959, top5_acc: 0.9534 +2025-05-30 19:57:29,726 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 17:07:05, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 4.1401, loss: 4.1401 +2025-05-30 19:58:12,878 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 17:06:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9475, loss_cls: 4.2084, loss: 4.2084 +2025-05-30 19:58:56,123 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 17:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9406, loss_cls: 4.2467, loss: 4.2467 +2025-05-30 19:59:39,402 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 17:04:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9487, loss_cls: 4.0440, loss: 4.0440 +2025-05-30 20:00:22,720 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 17:03:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 4.0443, loss: 4.0443 +2025-05-30 20:01:06,076 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 17:03:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9500, loss_cls: 4.1886, loss: 4.1886 +2025-05-30 20:01:49,368 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 17:02:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9519, loss_cls: 3.9624, loss: 3.9624 +2025-05-30 20:02:32,609 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 17:01:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9437, loss_cls: 4.1289, loss: 4.1289 +2025-05-30 20:03:15,777 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 17:00:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 4.1214, loss: 4.1214 +2025-05-30 20:03:59,003 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:59:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9487, loss_cls: 4.0678, loss: 4.0678 +2025-05-30 20:04:42,245 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 4.1266, loss: 4.1266 +2025-05-30 20:05:25,462 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:58:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 4.1259, loss: 4.1259 +2025-05-30 20:06:08,674 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:57:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 4.1550, loss: 4.1550 +2025-05-30 20:06:52,031 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:56:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 4.0867, loss: 4.0867 +2025-05-30 20:07:35,486 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:56:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9406, loss_cls: 4.2920, loss: 4.2920 +2025-05-30 20:08:18,703 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:55:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9500, loss_cls: 4.1454, loss: 4.1454 +2025-05-30 20:09:02,058 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:54:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 4.1401, loss: 4.1401 +2025-05-30 20:09:45,558 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:53:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 4.0382, loss: 4.0382 +2025-05-30 20:10:28,740 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:53:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9425, loss_cls: 4.0476, loss: 4.0476 +2025-05-30 20:11:11,915 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:52:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9581, loss_cls: 4.0798, loss: 4.0798 +2025-05-30 20:11:54,982 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:51:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.1102, loss: 4.1102 +2025-05-30 20:12:38,344 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:50:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9519, loss_cls: 4.0707, loss: 4.0707 +2025-05-30 20:13:21,773 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:50:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 4.0270, loss: 4.0270 +2025-05-30 20:13:45,427 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-30 20:15:11,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:15:12,015 - pyskl - INFO - +top1_acc 0.7724 +top5_acc 0.9668 +2025-05-30 20:15:12,070 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_4.pth was removed +2025-05-30 20:15:13,112 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-30 20:15:13,113 - pyskl - INFO - Best top1_acc is 0.7724 at 6 epoch. +2025-05-30 20:15:13,116 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7724, top5_acc: 0.9668 +2025-05-30 20:16:17,344 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:48:07, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 3.9946, loss: 3.9946 +2025-05-30 20:17:00,685 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:47:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 4.1183, loss: 4.1183 +2025-05-30 20:17:44,015 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:46:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 3.9650, loss: 3.9650 +2025-05-30 20:18:27,316 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:45:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9519, loss_cls: 3.9738, loss: 3.9738 +2025-05-30 20:19:10,661 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:45:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 3.9913, loss: 3.9913 +2025-05-30 20:19:53,919 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:44:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 3.9791, loss: 3.9791 +2025-05-30 20:20:37,241 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 3.9755, loss: 3.9755 +2025-05-30 20:21:20,490 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:42:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 3.8865, loss: 3.8865 +2025-05-30 20:22:03,813 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:42:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9494, loss_cls: 4.0233, loss: 4.0233 +2025-05-30 20:22:47,074 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 3.8611, loss: 3.8611 +2025-05-30 20:23:30,418 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:40:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 3.8829, loss: 3.8829 +2025-05-30 20:24:13,733 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:39:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 3.9630, loss: 3.9630 +2025-05-30 20:24:56,874 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9581, loss_cls: 3.9263, loss: 3.9263 +2025-05-30 20:25:40,105 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:38:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9569, loss_cls: 3.9198, loss: 3.9198 +2025-05-30 20:26:23,421 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:37:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 3.9973, loss: 3.9973 +2025-05-30 20:27:06,667 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:36:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 3.9661, loss: 3.9661 +2025-05-30 20:27:49,924 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:36:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 4.0182, loss: 4.0182 +2025-05-30 20:28:33,289 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:35:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 3.9452, loss: 3.9452 +2025-05-30 20:29:16,917 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:34:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 4.0265, loss: 4.0265 +2025-05-30 20:30:00,368 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:34:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 3.9768, loss: 3.9768 +2025-05-30 20:30:43,851 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:33:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.0246, loss: 4.0246 +2025-05-30 20:31:27,362 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:32:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 3.9219, loss: 3.9219 +2025-05-30 20:32:10,914 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:32:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9563, loss_cls: 3.8737, loss: 3.8737 +2025-05-30 20:32:34,610 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-30 20:34:01,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:34:01,283 - pyskl - INFO - +top1_acc 0.7233 +top5_acc 0.9653 +2025-05-30 20:34:01,286 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7233, top5_acc: 0.9653 +2025-05-30 20:35:04,858 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:30:01, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.7436, loss: 3.7436 +2025-05-30 20:35:48,169 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:29:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 3.8185, loss: 3.8185 +2025-05-30 20:36:31,459 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:28:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9600, loss_cls: 3.8845, loss: 3.8845 +2025-05-30 20:37:14,803 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:27:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 3.9217, loss: 3.9217 +2025-05-30 20:37:58,130 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:27:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 4.0019, loss: 4.0019 +2025-05-30 20:38:41,418 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:26:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9600, loss_cls: 4.0005, loss: 4.0005 +2025-05-30 20:39:24,743 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:25:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 3.7762, loss: 3.7762 +2025-05-30 20:40:08,125 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:24:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 3.8162, loss: 3.8162 +2025-05-30 20:40:51,394 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:24:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 3.9003, loss: 3.9003 +2025-05-30 20:41:34,734 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:23:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 3.9884, loss: 3.9884 +2025-05-30 20:42:18,095 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 16:22:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 3.9172, loss: 3.9172 +2025-05-30 20:43:01,513 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 16:22:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 3.8978, loss: 3.8978 +2025-05-30 20:43:44,846 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 16:21:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 3.9492, loss: 3.9492 +2025-05-30 20:44:28,166 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 16:20:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 3.9543, loss: 3.9543 +2025-05-30 20:45:11,499 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 16:19:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9550, loss_cls: 3.8439, loss: 3.8439 +2025-05-30 20:45:54,832 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:19:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 3.9021, loss: 3.9021 +2025-05-30 20:46:38,088 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:18:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9606, loss_cls: 3.7903, loss: 3.7903 +2025-05-30 20:47:21,354 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:17:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.7999, loss: 3.7999 +2025-05-30 20:48:04,752 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 3.7961, loss: 3.7961 +2025-05-30 20:48:48,194 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 16:16:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9587, loss_cls: 3.8574, loss: 3.8574 +2025-05-30 20:49:31,725 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 16:15:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 3.9423, loss: 3.9423 +2025-05-30 20:50:15,274 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 16:14:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 3.7546, loss: 3.7546 +2025-05-30 20:50:58,703 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 16:14:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 3.8092, loss: 3.8092 +2025-05-30 20:51:22,262 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-30 20:52:48,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:52:49,037 - pyskl - INFO - +top1_acc 0.7720 +top5_acc 0.9661 +2025-05-30 20:52:49,040 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7720, top5_acc: 0.9661 +2025-05-30 20:53:52,746 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:12:19, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.7734, loss: 3.7734 +2025-05-30 20:54:35,930 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:11:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 3.7664, loss: 3.7664 +2025-05-30 20:55:19,209 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:10:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.8642, loss: 3.8642 +2025-05-30 20:56:02,431 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:10:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 3.6808, loss: 3.6808 +2025-05-30 20:56:45,650 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:09:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.8326, loss: 3.8326 +2025-05-30 20:57:28,920 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:08:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 3.9000, loss: 3.9000 +2025-05-30 20:58:12,091 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 16:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.7629, loss: 3.7629 +2025-05-30 20:58:55,426 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 16:07:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.5814, loss: 3.5814 +2025-05-30 20:59:38,776 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 16:06:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 3.8177, loss: 3.8177 +2025-05-30 21:00:22,003 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 16:05:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 3.7678, loss: 3.7678 +2025-05-30 21:01:05,351 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 16:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 3.8565, loss: 3.8565 +2025-05-30 21:01:48,685 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 16:04:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.7416, loss: 3.7416 +2025-05-30 21:02:31,976 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 16:03:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9663, loss_cls: 3.7074, loss: 3.7074 +2025-05-30 21:03:15,189 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 16:02:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.6848, loss: 3.6848 +2025-05-30 21:03:58,366 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 16:01:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 3.9045, loss: 3.9045 +2025-05-30 21:04:41,573 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 16:01:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 3.8746, loss: 3.8746 +2025-05-30 21:05:24,778 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 16:00:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 3.9933, loss: 3.9933 +2025-05-30 21:06:08,089 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8050, loss: 3.8050 +2025-05-30 21:06:51,474 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:58:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.7484, loss: 3.7484 +2025-05-30 21:07:34,804 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:58:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 3.8189, loss: 3.8189 +2025-05-30 21:08:18,503 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:57:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 3.7299, loss: 3.7299 +2025-05-30 21:09:01,994 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:56:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.8847, loss: 3.8847 +2025-05-30 21:09:45,418 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:56:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 3.7317, loss: 3.7317 +2025-05-30 21:10:08,982 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-30 21:11:35,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:11:35,730 - pyskl - INFO - +top1_acc 0.8102 +top5_acc 0.9795 +2025-05-30 21:11:35,782 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_6.pth was removed +2025-05-30 21:11:36,783 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-30 21:11:36,783 - pyskl - INFO - Best top1_acc is 0.8102 at 9 epoch. +2025-05-30 21:11:36,786 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8102, top5_acc: 0.9795 +2025-05-30 21:12:40,797 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:54:34, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 3.6453, loss: 3.6453 +2025-05-30 21:13:24,198 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:53:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9625, loss_cls: 3.6605, loss: 3.6605 +2025-05-30 21:14:07,653 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:53:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.7623, loss: 3.7623 +2025-05-30 21:14:50,936 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:52:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.5592, loss: 3.5592 +2025-05-30 21:15:34,391 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:51:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9644, loss_cls: 3.7801, loss: 3.7801 +2025-05-30 21:16:17,705 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:51:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.5972, loss: 3.5972 +2025-05-30 21:17:00,969 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.8603, loss: 3.8603 +2025-05-30 21:17:44,300 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:49:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.7638, loss: 3.7638 +2025-05-30 21:18:27,613 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:48:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9656, loss_cls: 3.7386, loss: 3.7386 +2025-05-30 21:19:10,886 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:48:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.7077, loss: 3.7077 +2025-05-30 21:19:54,159 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:47:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.7617, loss: 3.7617 +2025-05-30 21:20:37,476 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:46:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 3.7534, loss: 3.7534 +2025-05-30 21:21:20,769 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:45:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 3.7467, loss: 3.7467 +2025-05-30 21:22:03,994 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:45:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.8525, loss: 3.8525 +2025-05-30 21:22:47,250 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:44:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7238, loss: 3.7238 +2025-05-30 21:23:30,498 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:43:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 3.7557, loss: 3.7557 +2025-05-30 21:24:13,736 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:42:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9669, loss_cls: 3.6770, loss: 3.6770 +2025-05-30 21:24:57,026 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 3.7733, loss: 3.7733 +2025-05-30 21:25:40,339 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.7330, loss: 3.7330 +2025-05-30 21:26:23,698 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:40:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6400, loss: 3.6400 +2025-05-30 21:27:07,013 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:40:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 3.5983, loss: 3.5983 +2025-05-30 21:27:50,353 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 3.7847, loss: 3.7847 +2025-05-30 21:28:33,570 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:38:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.7087, loss: 3.7087 +2025-05-30 21:28:56,983 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-30 21:38:19,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:38:19,447 - pyskl - INFO - +top1_acc 0.7840 +top5_acc 0.9738 +2025-05-30 21:38:19,451 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7840, top5_acc: 0.9738 +2025-05-30 21:39:23,134 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:36:55, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.7907, loss: 3.7907 +2025-05-30 21:40:06,480 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:36:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.6234, loss: 3.6234 +2025-05-30 21:40:49,820 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:35:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.6194, loss: 3.6194 +2025-05-30 21:41:33,263 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:34:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 3.8038, loss: 3.8038 +2025-05-30 21:42:16,528 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.5295, loss: 3.5295 +2025-05-30 21:42:59,817 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:33:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.5554, loss: 3.5554 +2025-05-30 21:43:43,022 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:32:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.7140, loss: 3.7140 +2025-05-30 21:44:26,306 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:31:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.5939, loss: 3.5939 +2025-05-30 21:45:09,597 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:31:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.6685, loss: 3.6685 +2025-05-30 21:45:52,899 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:30:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 3.5832, loss: 3.5832 +2025-05-30 21:46:36,128 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:29:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.6748, loss: 3.6748 +2025-05-30 21:47:19,350 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:28:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.6204, loss: 3.6204 +2025-05-30 21:48:02,566 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:28:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.6628, loss: 3.6628 +2025-05-30 21:48:45,813 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:27:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9700, loss_cls: 3.6200, loss: 3.6200 +2025-05-30 21:49:29,101 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:26:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.6228, loss: 3.6228 +2025-05-30 21:50:12,308 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.5689, loss: 3.5689 +2025-05-30 21:50:55,535 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:25:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 3.7096, loss: 3.7096 +2025-05-30 21:51:38,883 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:24:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.5346, loss: 3.5346 +2025-05-30 21:52:22,405 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:23:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5802, loss: 3.5802 +2025-05-30 21:53:06,046 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:23:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.6261, loss: 3.6261 +2025-05-30 21:53:49,517 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:22:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.5527, loss: 3.5527 +2025-05-30 21:54:32,930 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:21:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.5953, loss: 3.5953 +2025-05-30 21:55:16,352 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:21:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.5361, loss: 3.5361 +2025-05-30 21:55:39,864 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-30 21:57:06,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:57:06,537 - pyskl - INFO - +top1_acc 0.7858 +top5_acc 0.9736 +2025-05-30 21:57:06,541 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7858, top5_acc: 0.9736 +2025-05-30 21:58:10,501 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:19:33, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 3.5265, loss: 3.5265 +2025-05-30 21:58:53,808 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9688, loss_cls: 3.5350, loss: 3.5350 +2025-05-30 21:59:37,302 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 15:18:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.5610, loss: 3.5610 +2025-05-30 22:00:20,673 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 15:17:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.4857, loss: 3.4857 +2025-05-30 22:01:03,982 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 15:16:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.6562, loss: 3.6562 +2025-05-30 22:01:47,239 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 15:16:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.6309, loss: 3.6309 +2025-05-30 22:02:30,582 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 15:15:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.4635, loss: 3.4635 +2025-05-30 22:03:13,896 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:14:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.6096, loss: 3.6096 +2025-05-30 22:03:57,220 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:13:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.5324, loss: 3.5324 +2025-05-30 22:04:40,574 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:13:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.6372, loss: 3.6372 +2025-05-30 22:05:23,988 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:12:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 3.5004, loss: 3.5004 +2025-05-30 22:06:07,262 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:11:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.5957, loss: 3.5957 +2025-05-30 22:06:50,525 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:10:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 3.5628, loss: 3.5628 +2025-05-30 22:07:33,909 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:10:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.5892, loss: 3.5892 +2025-05-30 22:08:17,315 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:09:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.5010, loss: 3.5010 +2025-05-30 22:09:00,596 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:08:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.5385, loss: 3.5385 +2025-05-30 22:09:43,894 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 15:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.5629, loss: 3.5629 +2025-05-30 22:10:27,467 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 15:07:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.6418, loss: 3.6418 +2025-05-30 22:11:10,996 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 15:06:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.5264, loss: 3.5264 +2025-05-30 22:11:54,493 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 15:06:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.5090, loss: 3.5090 +2025-05-30 22:12:37,917 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 15:05:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.5337, loss: 3.5337 +2025-05-30 22:13:21,229 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 15:04:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.5345, loss: 3.5345 +2025-05-30 22:14:04,674 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 15:03:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5176, loss: 3.5176 +2025-05-30 22:14:28,170 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-30 22:15:54,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:15:54,815 - pyskl - INFO - +top1_acc 0.8097 +top5_acc 0.9781 +2025-05-30 22:15:54,818 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8097, top5_acc: 0.9781 +2025-05-30 22:16:58,223 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 15:02:20, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.4132, loss: 3.4132 +2025-05-30 22:17:41,485 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 15:01:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.5489, loss: 3.5489 +2025-05-30 22:18:24,734 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 15:00:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.5278, loss: 3.5278 +2025-05-30 22:19:08,114 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 15:00:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.5049, loss: 3.5049 +2025-05-30 22:19:51,349 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:59:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4223, loss: 3.4223 +2025-05-30 22:20:34,698 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:58:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.6434, loss: 3.6434 +2025-05-30 22:21:18,011 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.6326, loss: 3.6326 +2025-05-30 22:22:01,249 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:57:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.4806, loss: 3.4806 +2025-05-30 22:22:44,488 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:56:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.5576, loss: 3.5576 +2025-05-30 22:23:27,815 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:55:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.4706, loss: 3.4706 +2025-05-30 22:24:11,071 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.6945, loss: 3.6945 +2025-05-30 22:24:54,286 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:54:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.5827, loss: 3.5827 +2025-05-30 22:25:37,611 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:53:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.4707, loss: 3.4707 +2025-05-30 22:26:20,833 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:52:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.6065, loss: 3.6065 +2025-05-30 22:27:04,027 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:52:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 3.5159, loss: 3.5159 +2025-05-30 22:27:47,231 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:51:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.5667, loss: 3.5667 +2025-05-30 22:28:30,419 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.4041, loss: 3.4041 +2025-05-30 22:29:13,761 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:49:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.4356, loss: 3.4356 +2025-05-30 22:29:57,205 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:49:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 3.4608, loss: 3.4608 +2025-05-30 22:30:40,697 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:48:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5738, loss: 3.5738 +2025-05-30 22:31:24,006 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:47:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9731, loss_cls: 3.5128, loss: 3.5128 +2025-05-30 22:32:07,214 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:47:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.5435, loss: 3.5435 +2025-05-30 22:32:50,471 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.5353, loss: 3.5353 +2025-05-30 22:33:13,892 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-30 22:34:40,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:34:40,564 - pyskl - INFO - +top1_acc 0.8415 +top5_acc 0.9832 +2025-05-30 22:34:40,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_9.pth was removed +2025-05-30 22:34:41,663 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-30 22:34:41,664 - pyskl - INFO - Best top1_acc is 0.8415 at 13 epoch. +2025-05-30 22:34:41,667 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8415, top5_acc: 0.9832 +2025-05-30 22:35:45,498 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:44:53, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 3.4906, loss: 3.4906 +2025-05-30 22:36:28,985 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:44:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.4366, loss: 3.4366 +2025-05-30 22:37:12,461 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:43:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.5755, loss: 3.5755 +2025-05-30 22:37:55,876 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:42:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.4786, loss: 3.4786 +2025-05-30 22:38:39,181 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:42:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5590, loss: 3.5590 +2025-05-30 22:39:22,520 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:41:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.4567, loss: 3.4567 +2025-05-30 22:40:05,771 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:40:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.3694, loss: 3.3694 +2025-05-30 22:40:49,041 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:39:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.4863, loss: 3.4863 +2025-05-30 22:41:32,288 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:39:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.4584, loss: 3.4584 +2025-05-30 22:42:15,584 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:38:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4286, loss: 3.4286 +2025-05-30 22:42:58,865 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:37:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.4544, loss: 3.4544 +2025-05-30 22:43:42,138 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:37:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.4464, loss: 3.4464 +2025-05-30 22:44:25,361 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.5545, loss: 3.5545 +2025-05-30 22:45:08,616 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:35:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.4289, loss: 3.4289 +2025-05-30 22:45:51,894 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:34:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5323, loss: 3.5323 +2025-05-30 22:46:35,184 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:34:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.4564, loss: 3.4564 +2025-05-30 22:47:18,558 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:33:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2930, loss: 3.2930 +2025-05-30 22:48:02,038 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:32:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.3941, loss: 3.3941 +2025-05-30 22:48:45,560 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:32:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.4849, loss: 3.4849 +2025-05-30 22:49:29,040 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:31:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.4937, loss: 3.4937 +2025-05-30 22:50:12,562 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:30:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.5471, loss: 3.5471 +2025-05-30 22:50:55,938 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:29:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.5461, loss: 3.5461 +2025-05-30 22:51:39,307 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:29:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.6584, loss: 3.6584 +2025-05-30 22:52:02,819 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-30 22:53:29,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:53:29,680 - pyskl - INFO - +top1_acc 0.8386 +top5_acc 0.9833 +2025-05-30 22:53:29,683 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8386, top5_acc: 0.9833 +2025-05-30 22:54:33,502 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:27:46, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5094, loss: 3.5094 +2025-05-30 22:55:16,849 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:27:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.4927, loss: 3.4927 +2025-05-30 22:56:00,314 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:26:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 3.3891, loss: 3.3891 +2025-05-30 22:56:43,673 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:25:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.3911, loss: 3.3911 +2025-05-30 22:57:27,058 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 3.4187, loss: 3.4187 +2025-05-30 22:58:10,419 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:24:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 3.4021, loss: 3.4021 +2025-05-30 22:58:53,738 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:23:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.4336, loss: 3.4336 +2025-05-30 22:59:37,034 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:22:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9775, loss_cls: 3.4782, loss: 3.4782 +2025-05-30 23:00:20,434 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:22:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.2853, loss: 3.2853 +2025-05-30 23:01:03,830 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:21:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4200, loss: 3.4200 +2025-05-30 23:01:47,121 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:20:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.4563, loss: 3.4563 +2025-05-30 23:02:30,406 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:19:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.3614, loss: 3.3614 +2025-05-30 23:03:13,709 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:19:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.5940, loss: 3.5940 +2025-05-30 23:03:57,049 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:18:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.6309, loss: 3.6309 +2025-05-30 23:04:40,306 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:17:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 3.4932, loss: 3.4932 +2025-05-30 23:05:23,581 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:17:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.5362, loss: 3.5362 +2025-05-30 23:06:06,928 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:16:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.4526, loss: 3.4526 +2025-05-30 23:06:50,349 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 14:15:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.4069, loss: 3.4069 +2025-05-30 23:07:33,694 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 14:14:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.3873, loss: 3.3873 +2025-05-30 23:08:16,957 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:14:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3330, loss: 3.3330 +2025-05-30 23:09:00,152 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:13:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5140, loss: 3.5140 +2025-05-30 23:09:43,404 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:12:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.2692, loss: 3.2692 +2025-05-30 23:10:26,652 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:12:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.3618, loss: 3.3618 +2025-05-30 23:10:50,086 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-30 23:19:21,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:19:21,326 - pyskl - INFO - +top1_acc 0.8419 +top5_acc 0.9810 +2025-05-30 23:19:21,378 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_13.pth was removed +2025-05-30 23:19:22,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-30 23:19:22,361 - pyskl - INFO - Best top1_acc is 0.8419 at 15 epoch. +2025-05-30 23:19:22,364 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8419, top5_acc: 0.9810 +2025-05-30 23:20:25,762 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:10:30, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.4160, loss: 3.4160 +2025-05-30 23:21:09,013 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:09:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.2643, loss: 3.2643 +2025-05-30 23:21:52,272 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:09:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.3662, loss: 3.3662 +2025-05-30 23:22:35,657 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 3.3939, loss: 3.3939 +2025-05-30 23:23:19,060 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:07:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3478, loss: 3.3478 +2025-05-30 23:24:02,394 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 14:06:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.4158, loss: 3.4158 +2025-05-30 23:24:45,781 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 14:06:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 3.3482, loss: 3.3482 +2025-05-30 23:25:29,141 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 14:05:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.3826, loss: 3.3826 +2025-05-30 23:26:12,541 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 14:04:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.3620, loss: 3.3620 +2025-05-30 23:26:55,910 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 14:04:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.4047, loss: 3.4047 +2025-05-30 23:27:39,435 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 14:03:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3649, loss: 3.3649 +2025-05-30 23:28:22,942 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 14:02:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.3368, loss: 3.3368 +2025-05-30 23:29:06,414 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 14:02:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.4051, loss: 3.4051 +2025-05-30 23:29:49,720 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 14:01:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.3833, loss: 3.3833 +2025-05-30 23:30:33,074 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 14:00:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.3856, loss: 3.3856 +2025-05-30 23:31:16,426 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:59:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.3959, loss: 3.3959 +2025-05-30 23:31:59,897 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:59:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.3162, loss: 3.3162 +2025-05-30 23:32:43,380 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:58:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5360, loss: 3.5360 +2025-05-30 23:33:26,868 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:57:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.3960, loss: 3.3960 +2025-05-30 23:34:10,435 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:57:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.4036, loss: 3.4036 +2025-05-30 23:34:53,978 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:56:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.4547, loss: 3.4547 +2025-05-30 23:35:37,383 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:55:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.4601, loss: 3.4601 +2025-05-30 23:36:20,627 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:55:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.3944, loss: 3.3944 +2025-05-30 23:36:44,102 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-30 23:38:10,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:38:10,778 - pyskl - INFO - +top1_acc 0.8607 +top5_acc 0.9843 +2025-05-30 23:38:10,831 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_15.pth was removed +2025-05-30 23:38:11,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-30 23:38:11,984 - pyskl - INFO - Best top1_acc is 0.8607 at 16 epoch. +2025-05-30 23:38:11,987 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8607, top5_acc: 0.9843 +2025-05-30 23:39:15,673 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:53:34, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.3227, loss: 3.3227 +2025-05-30 23:39:59,072 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:52:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.3814, loss: 3.3814 +2025-05-30 23:40:42,498 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:52:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5162, loss: 3.5162 +2025-05-30 23:41:25,914 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2600, loss: 3.2600 +2025-05-30 23:42:09,378 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:50:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.3452, loss: 3.3452 +2025-05-30 23:42:52,813 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:50:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.4624, loss: 3.4624 +2025-05-30 23:43:36,386 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:49:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.3883, loss: 3.3883 +2025-05-30 23:44:20,001 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:48:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 3.3574, loss: 3.3574 +2025-05-30 23:45:03,313 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:47:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.2568, loss: 3.2568 +2025-05-30 23:45:46,695 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:47:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.5438, loss: 3.5438 +2025-05-30 23:46:30,007 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:46:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.4690, loss: 3.4690 +2025-05-30 23:47:13,078 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:45:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.4949, loss: 3.4949 +2025-05-30 23:47:56,403 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:45:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3408, loss: 3.3408 +2025-05-30 23:48:39,807 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:44:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.3942, loss: 3.3942 +2025-05-30 23:49:23,122 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.4369, loss: 3.4369 +2025-05-30 23:50:06,540 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:42:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9719, loss_cls: 3.5361, loss: 3.5361 +2025-05-30 23:50:49,942 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2948, loss: 3.2948 +2025-05-30 23:51:33,382 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:41:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.2569, loss: 3.2569 +2025-05-30 23:52:16,818 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:40:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3474, loss: 3.3474 +2025-05-30 23:53:00,458 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:40:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.3410, loss: 3.3410 +2025-05-30 23:53:43,966 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:39:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.2990, loss: 3.2990 +2025-05-30 23:54:27,354 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:38:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 3.4473, loss: 3.4473 +2025-05-30 23:55:10,707 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:38:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3591, loss: 3.3591 +2025-05-30 23:55:34,153 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-30 23:57:00,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:57:00,679 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9840 +2025-05-30 23:57:00,682 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8456, top5_acc: 0.9840 +2025-05-30 23:58:04,222 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:36:37, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.2166, loss: 3.2166 +2025-05-30 23:58:47,641 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:35:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.3607, loss: 3.3607 +2025-05-30 23:59:30,925 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:35:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4499, loss: 3.4499 +2025-05-31 00:00:14,269 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:34:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2949, loss: 3.2949 +2025-05-31 00:00:57,675 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:33:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.4107, loss: 3.4107 +2025-05-31 00:01:41,203 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:33:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 3.3588, loss: 3.3588 +2025-05-31 00:02:24,546 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:32:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.3567, loss: 3.3567 +2025-05-31 00:03:07,882 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:31:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3314, loss: 3.3314 +2025-05-31 00:03:51,269 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:30:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.4843, loss: 3.4843 +2025-05-31 00:04:34,610 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:30:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.3102, loss: 3.3102 +2025-05-31 00:05:17,850 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:29:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.4195, loss: 3.4195 +2025-05-31 00:06:01,247 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:28:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.2871, loss: 3.2871 +2025-05-31 00:06:44,591 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:28:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.3460, loss: 3.3460 +2025-05-31 00:07:27,953 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:27:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4699, loss: 3.4699 +2025-05-31 00:08:11,248 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:26:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3119, loss: 3.3119 +2025-05-31 00:08:54,689 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:25:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.4846, loss: 3.4846 +2025-05-31 00:09:38,096 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:25:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9744, loss_cls: 3.4234, loss: 3.4234 +2025-05-31 00:10:21,692 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:24:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.3611, loss: 3.3611 +2025-05-31 00:11:05,227 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:23:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9806, loss_cls: 3.2428, loss: 3.2428 +2025-05-31 00:11:48,726 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:23:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.3702, loss: 3.3702 +2025-05-31 00:12:32,198 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:22:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2994, loss: 3.2994 +2025-05-31 00:13:15,462 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:21:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.4249, loss: 3.4249 +2025-05-31 00:13:58,777 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:21:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4100, loss: 3.4100 +2025-05-31 00:14:22,296 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-31 00:15:48,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:15:48,630 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9801 +2025-05-31 00:15:48,633 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8178, top5_acc: 0.9801 +2025-05-31 00:16:52,808 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:19:41, time: 0.642, data_time: 0.204, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.2026, loss: 3.2026 +2025-05-31 00:17:36,258 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:18:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.2068, loss: 3.2068 +2025-05-31 00:18:19,707 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:18:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.2246, loss: 3.2246 +2025-05-31 00:19:03,052 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:17:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.3294, loss: 3.3294 +2025-05-31 00:19:46,523 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:16:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-05-31 00:20:29,954 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9744, loss_cls: 3.3968, loss: 3.3968 +2025-05-31 00:21:13,418 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:15:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.4482, loss: 3.4482 +2025-05-31 00:21:56,758 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:14:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.3221, loss: 3.3221 +2025-05-31 00:22:40,081 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:14:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.2490, loss: 3.2490 +2025-05-31 00:23:23,495 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:13:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.4040, loss: 3.4040 +2025-05-31 00:24:06,908 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:12:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.2640, loss: 3.2640 +2025-05-31 00:24:50,233 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:11:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.2972, loss: 3.2972 +2025-05-31 00:25:33,539 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:11:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.4411, loss: 3.4411 +2025-05-31 00:26:16,841 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:10:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.3946, loss: 3.3946 +2025-05-31 00:27:00,021 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2827, loss: 3.2827 +2025-05-31 00:27:43,341 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:09:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.3087, loss: 3.3087 +2025-05-31 00:28:26,662 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:08:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.2604, loss: 3.2604 +2025-05-31 00:29:10,088 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:07:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.3543, loss: 3.3543 +2025-05-31 00:29:53,554 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 13:06:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 3.4321, loss: 3.4321 +2025-05-31 00:30:36,942 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 13:06:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9781, loss_cls: 3.3331, loss: 3.3331 +2025-05-31 00:31:20,314 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 13:05:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.2962, loss: 3.2962 +2025-05-31 00:32:03,650 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 13:04:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3163, loss: 3.3163 +2025-05-31 00:32:46,961 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 13:04:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 3.4188, loss: 3.4188 +2025-05-31 00:33:10,416 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-31 00:34:36,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:34:36,948 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9846 +2025-05-31 00:34:36,951 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8517, top5_acc: 0.9846 +2025-05-31 00:35:40,402 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 13:02:38, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.2465, loss: 3.2465 +2025-05-31 00:36:23,597 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 13:01:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.3739, loss: 3.3739 +2025-05-31 00:37:06,828 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 13:01:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.2705, loss: 3.2705 +2025-05-31 00:37:49,994 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 13:00:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1724, loss: 3.1724 +2025-05-31 00:38:33,265 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.1422, loss: 3.1422 +2025-05-31 00:39:16,562 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:59:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.3108, loss: 3.3108 +2025-05-31 00:39:59,881 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:58:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.2163, loss: 3.2163 +2025-05-31 00:40:43,064 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:57:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.2954, loss: 3.2954 +2025-05-31 00:41:26,252 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:56:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2592, loss: 3.2592 +2025-05-31 00:42:09,476 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:56:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.1847, loss: 3.1847 +2025-05-31 00:42:52,671 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.3150, loss: 3.3150 +2025-05-31 00:43:35,819 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:54:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.4388, loss: 3.4388 +2025-05-31 00:44:19,051 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:53:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2557, loss: 3.2557 +2025-05-31 00:45:02,199 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.3115, loss: 3.3115 +2025-05-31 00:45:45,423 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:52:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1734, loss: 3.1734 +2025-05-31 00:46:28,807 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:51:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2779, loss: 3.2779 +2025-05-31 00:47:12,556 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:51:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2882, loss: 3.2882 +2025-05-31 00:47:56,271 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:50:23, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.4002, loss: 3.4002 +2025-05-31 00:48:39,722 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:49:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2519, loss: 3.2519 +2025-05-31 00:49:22,930 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.3102, loss: 3.3102 +2025-05-31 00:50:06,005 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:48:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.2599, loss: 3.2599 +2025-05-31 00:50:49,012 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:47:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.2848, loss: 3.2848 +2025-05-31 00:51:32,070 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:46:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.4331, loss: 3.4331 +2025-05-31 00:51:55,413 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-31 01:00:54,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:00:54,762 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9849 +2025-05-31 01:00:54,766 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8492, top5_acc: 0.9849 +2025-05-31 01:01:58,711 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:45:22, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.2047, loss: 3.2047 +2025-05-31 01:02:41,966 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:44:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.1483, loss: 3.1483 +2025-05-31 01:03:25,169 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:43:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1499, loss: 3.1499 +2025-05-31 01:04:08,424 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:43:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.1995, loss: 3.1995 +2025-05-31 01:04:51,705 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:42:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.3350, loss: 3.3350 +2025-05-31 01:05:34,961 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:41:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.3978, loss: 3.3978 +2025-05-31 01:06:18,394 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:41:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.4315, loss: 3.4315 +2025-05-31 01:07:01,645 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:40:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0437, loss: 3.0437 +2025-05-31 01:07:44,878 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:39:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.3652, loss: 3.3652 +2025-05-31 01:08:28,026 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:38:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.3007, loss: 3.3007 +2025-05-31 01:09:11,213 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:38:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.3539, loss: 3.3539 +2025-05-31 01:09:54,416 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:37:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.3413, loss: 3.3413 +2025-05-31 01:10:37,657 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:36:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3089, loss: 3.3089 +2025-05-31 01:11:20,828 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:35:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.4133, loss: 3.4133 +2025-05-31 01:12:04,267 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:35:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2670, loss: 3.2670 +2025-05-31 01:12:47,770 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:34:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 3.2611, loss: 3.2611 +2025-05-31 01:13:31,113 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:33:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.2883, loss: 3.2883 +2025-05-31 01:14:14,595 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:33:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2443, loss: 3.2443 +2025-05-31 01:14:58,125 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:32:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.3419, loss: 3.3419 +2025-05-31 01:15:41,580 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:31:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1497, loss: 3.1497 +2025-05-31 01:16:25,040 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:31:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.1842, loss: 3.1842 +2025-05-31 01:17:08,373 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2021, loss: 3.2021 +2025-05-31 01:17:51,646 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3640, loss: 3.3640 +2025-05-31 01:18:15,172 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-31 01:19:41,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:19:41,605 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9849 +2025-05-31 01:19:41,608 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8454, top5_acc: 0.9849 +2025-05-31 01:20:45,379 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:28:14, time: 0.638, data_time: 0.202, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.3074, loss: 3.3074 +2025-05-31 01:21:28,795 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:27:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.2222, loss: 3.2222 +2025-05-31 01:22:12,170 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.1242, loss: 3.1242 +2025-05-31 01:22:55,561 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:26:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.3253, loss: 3.3253 +2025-05-31 01:23:38,895 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:25:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.2618, loss: 3.2618 +2025-05-31 01:24:22,237 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:24:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.1765, loss: 3.1765 +2025-05-31 01:25:05,733 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:23:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.2059, loss: 3.2059 +2025-05-31 01:25:48,959 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:23:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.1274, loss: 3.1274 +2025-05-31 01:26:32,251 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:22:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.2131, loss: 3.2131 +2025-05-31 01:27:15,576 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:21:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2646, loss: 3.2646 +2025-05-31 01:27:58,850 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:21:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.4069, loss: 3.4069 +2025-05-31 01:28:42,125 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:20:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.0956, loss: 3.0956 +2025-05-31 01:29:25,508 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:19:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.1633, loss: 3.1633 +2025-05-31 01:30:08,893 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:18:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.3306, loss: 3.3306 +2025-05-31 01:30:52,398 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:18:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.2010, loss: 3.2010 +2025-05-31 01:31:35,889 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:17:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3223, loss: 3.3223 +2025-05-31 01:32:19,290 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:16:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1948, loss: 3.1948 +2025-05-31 01:33:02,925 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:16:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.3139, loss: 3.3139 +2025-05-31 01:33:46,389 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:15:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2493, loss: 3.2493 +2025-05-31 01:34:29,797 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:14:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.3382, loss: 3.3382 +2025-05-31 01:35:13,073 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:14:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.1606, loss: 3.1606 +2025-05-31 01:35:56,442 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:13:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2632, loss: 3.2632 +2025-05-31 01:36:39,714 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:12:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.2855, loss: 3.2855 +2025-05-31 01:37:03,131 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-31 01:38:29,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:38:29,565 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9862 +2025-05-31 01:38:29,568 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8573, top5_acc: 0.9862 +2025-05-31 01:39:33,402 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:11:16, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.2531, loss: 3.2531 +2025-05-31 01:40:16,818 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:10:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.1485, loss: 3.1485 +2025-05-31 01:41:00,230 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 12:09:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2285, loss: 3.2285 +2025-05-31 01:41:43,594 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 12:09:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.1606, loss: 3.1606 +2025-05-31 01:42:27,054 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 12:08:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9825, loss_cls: 3.1829, loss: 3.1829 +2025-05-31 01:43:10,491 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 12:07:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3185, loss: 3.3185 +2025-05-31 01:43:54,020 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 12:07:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.2247, loss: 3.2247 +2025-05-31 01:44:37,418 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 12:06:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.3650, loss: 3.3650 +2025-05-31 01:45:20,789 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 12:05:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.3106, loss: 3.3106 +2025-05-31 01:46:04,114 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 12:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.2747, loss: 3.2747 +2025-05-31 01:46:47,383 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 12:04:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1578, loss: 3.1578 +2025-05-31 01:47:30,660 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 12:03:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3308, loss: 3.3308 +2025-05-31 01:48:13,908 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 12:02:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.1649, loss: 3.1649 +2025-05-31 01:48:57,282 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 12:02:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3909, loss: 3.3909 +2025-05-31 01:49:40,672 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 12:01:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0670, loss: 3.0670 +2025-05-31 01:50:24,101 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 12:00:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.2599, loss: 3.2599 +2025-05-31 01:51:07,670 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:59:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3016, loss: 3.3016 +2025-05-31 01:51:51,269 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:59:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.3007, loss: 3.3007 +2025-05-31 01:52:34,875 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:58:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2988, loss: 3.2988 +2025-05-31 01:53:18,443 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:57:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.3363, loss: 3.3363 +2025-05-31 01:54:01,995 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:57:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.2306, loss: 3.2306 +2025-05-31 01:54:45,394 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:56:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2216, loss: 3.2216 +2025-05-31 01:55:28,723 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.3618, loss: 3.3618 +2025-05-31 01:55:52,239 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-31 01:57:18,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:57:18,685 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9812 +2025-05-31 01:57:18,689 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8317, top5_acc: 0.9812 +2025-05-31 01:58:21,798 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:54:20, time: 0.631, data_time: 0.200, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.1075, loss: 3.1075 +2025-05-31 01:59:04,948 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:53:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.1210, loss: 3.1210 +2025-05-31 01:59:48,159 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:52:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 3.1567, loss: 3.1567 +2025-05-31 02:00:31,414 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:52:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2978, loss: 3.2978 +2025-05-31 02:01:14,695 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:51:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.1677, loss: 3.1677 +2025-05-31 02:01:57,871 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.1946, loss: 3.1946 +2025-05-31 02:02:41,146 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:49:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.1870, loss: 3.1870 +2025-05-31 02:03:24,346 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:49:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.1608, loss: 3.1608 +2025-05-31 02:04:07,586 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:48:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.2988, loss: 3.2988 +2025-05-31 02:04:50,831 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:47:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2139, loss: 3.2139 +2025-05-31 02:05:33,987 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:47:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.3012, loss: 3.3012 +2025-05-31 02:06:17,130 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.2360, loss: 3.2360 +2025-05-31 02:07:00,323 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:45:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.1742, loss: 3.1742 +2025-05-31 02:07:43,626 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0829, loss: 3.0829 +2025-05-31 02:08:26,977 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2325, loss: 3.2325 +2025-05-31 02:09:10,266 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:43:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.2174, loss: 3.2174 +2025-05-31 02:09:53,578 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:42:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1416, loss: 3.1416 +2025-05-31 02:10:37,195 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:42:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.2428, loss: 3.2428 +2025-05-31 02:11:20,664 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:41:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.2448, loss: 3.2448 +2025-05-31 02:12:04,147 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:40:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.1045, loss: 3.1045 +2025-05-31 02:12:47,486 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:39:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2583, loss: 3.2583 +2025-05-31 02:13:30,755 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:39:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1204, loss: 3.1204 +2025-05-31 02:14:14,060 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:38:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.1974, loss: 3.1974 +2025-05-31 02:14:37,628 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-31 02:16:04,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:16:04,589 - pyskl - INFO - +top1_acc 0.8623 +top5_acc 0.9863 +2025-05-31 02:16:04,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_16.pth was removed +2025-05-31 02:16:05,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-31 02:16:05,709 - pyskl - INFO - Best top1_acc is 0.8623 at 24 epoch. +2025-05-31 02:16:05,712 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8623, top5_acc: 0.9863 +2025-05-31 02:17:09,582 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:37:11, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.1693, loss: 3.1693 +2025-05-31 02:17:52,923 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:36:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.1415, loss: 3.1415 +2025-05-31 02:18:36,222 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.2053, loss: 3.2053 +2025-05-31 02:19:19,530 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:35:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1144, loss: 3.1144 +2025-05-31 02:20:02,782 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:34:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.1236, loss: 3.1236 +2025-05-31 02:20:46,006 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:33:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 3.2758, loss: 3.2758 +2025-05-31 02:21:29,294 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:32:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1639, loss: 3.1639 +2025-05-31 02:22:12,689 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:32:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.1682, loss: 3.1682 +2025-05-31 02:22:56,061 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:31:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.2816, loss: 3.2816 +2025-05-31 02:23:39,338 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:30:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1496, loss: 3.1496 +2025-05-31 02:24:22,538 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:30:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0921, loss: 3.0921 +2025-05-31 02:25:05,782 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:29:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.2260, loss: 3.2260 +2025-05-31 02:25:48,969 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:28:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.2153, loss: 3.2153 +2025-05-31 02:26:32,236 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:27:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.1922, loss: 3.1922 +2025-05-31 02:27:15,782 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:27:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1956, loss: 3.1956 +2025-05-31 02:27:59,267 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:26:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.2376, loss: 3.2376 +2025-05-31 02:28:42,727 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:25:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.3344, loss: 3.3344 +2025-05-31 02:29:26,121 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:25:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.1453, loss: 3.1453 +2025-05-31 02:30:09,446 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:24:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3224, loss: 3.3224 +2025-05-31 02:30:52,721 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:23:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2651, loss: 3.2651 +2025-05-31 02:31:35,942 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:22:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2145, loss: 3.2145 +2025-05-31 02:32:19,275 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:22:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1279, loss: 3.1279 +2025-05-31 02:33:02,466 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:21:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.1693, loss: 3.1693 +2025-05-31 02:33:26,041 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-31 02:42:35,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:42:35,288 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9845 +2025-05-31 02:42:35,291 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8328, top5_acc: 0.9845 +2025-05-31 02:43:39,342 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:20:07, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.0786, loss: 3.0786 +2025-05-31 02:44:22,573 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:19:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 3.1871, loss: 3.1871 +2025-05-31 02:45:05,841 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:18:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.1528, loss: 3.1528 +2025-05-31 02:45:49,088 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:17:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.1705, loss: 3.1705 +2025-05-31 02:46:32,573 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:17:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2142, loss: 3.2142 +2025-05-31 02:47:15,841 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0587, loss: 3.0587 +2025-05-31 02:47:59,098 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:15:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2360, loss: 3.2360 +2025-05-31 02:48:42,302 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:15:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 3.1225, loss: 3.1225 +2025-05-31 02:49:25,533 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:14:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.2066, loss: 3.2066 +2025-05-31 02:50:09,027 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:13:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.2470, loss: 3.2470 +2025-05-31 02:50:52,310 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1177, loss: 3.1177 +2025-05-31 02:51:35,643 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:12:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.2534, loss: 3.2534 +2025-05-31 02:52:18,998 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:11:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.1301, loss: 3.1301 +2025-05-31 02:53:02,378 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:10:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1199, loss: 3.1199 +2025-05-31 02:53:45,711 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:10:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2314, loss: 3.2314 +2025-05-31 02:54:29,036 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:09:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2875, loss: 3.2875 +2025-05-31 02:55:12,457 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:08:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.2666, loss: 3.2666 +2025-05-31 02:55:55,826 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:07:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.1934, loss: 3.1934 +2025-05-31 02:56:39,386 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 11:07:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1246, loss: 3.1246 +2025-05-31 02:57:22,708 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 11:06:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.1710, loss: 3.1710 +2025-05-31 02:58:05,881 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 11:05:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.2528, loss: 3.2528 +2025-05-31 02:58:49,086 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 11:05:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1776, loss: 3.1776 +2025-05-31 02:59:32,330 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 11:04:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.3071, loss: 3.3071 +2025-05-31 02:59:55,837 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-31 03:01:22,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:01:22,259 - pyskl - INFO - +top1_acc 0.8278 +top5_acc 0.9812 +2025-05-31 03:01:22,262 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8278, top5_acc: 0.9812 +2025-05-31 03:02:25,899 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 11:03:03, time: 0.636, data_time: 0.200, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.0701, loss: 3.0701 +2025-05-31 03:03:09,329 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 11:02:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.1310, loss: 3.1310 +2025-05-31 03:03:52,562 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 11:01:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.1488, loss: 3.1488 +2025-05-31 03:04:35,877 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 11:00:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.1957, loss: 3.1957 +2025-05-31 03:05:19,100 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 11:00:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.1666, loss: 3.1666 +2025-05-31 03:06:02,385 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:59:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0674, loss: 3.0674 +2025-05-31 03:06:45,574 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:58:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.2148, loss: 3.2148 +2025-05-31 03:07:28,869 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.0871, loss: 3.0871 +2025-05-31 03:08:12,127 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:57:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1015, loss: 3.1015 +2025-05-31 03:08:55,410 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:56:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 3.0716, loss: 3.0716 +2025-05-31 03:09:38,676 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.9569, loss: 2.9569 +2025-05-31 03:10:21,955 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:55:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.1949, loss: 3.1949 +2025-05-31 03:11:05,248 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:54:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0878, loss: 3.0878 +2025-05-31 03:11:48,617 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:53:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.2207, loss: 3.2207 +2025-05-31 03:12:31,902 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:52:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1030, loss: 3.1030 +2025-05-31 03:13:15,163 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:52:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 3.1203, loss: 3.1203 +2025-05-31 03:13:58,758 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:51:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2350, loss: 3.2350 +2025-05-31 03:14:42,287 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:50:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2068, loss: 3.2068 +2025-05-31 03:15:25,958 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:50:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.2414, loss: 3.2414 +2025-05-31 03:16:09,408 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:49:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.0792, loss: 3.0792 +2025-05-31 03:16:52,766 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:48:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.0567, loss: 3.0567 +2025-05-31 03:17:36,012 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:48:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.1924, loss: 3.1924 +2025-05-31 03:18:19,302 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:47:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.2275, loss: 3.2275 +2025-05-31 03:18:42,787 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-31 03:20:08,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:20:09,025 - pyskl - INFO - +top1_acc 0.8343 +top5_acc 0.9791 +2025-05-31 03:20:09,028 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8343, top5_acc: 0.9791 +2025-05-31 03:21:12,438 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:45:59, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.1163, loss: 3.1163 +2025-05-31 03:21:55,674 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:45:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9862, loss_cls: 3.0170, loss: 3.0170 +2025-05-31 03:22:38,989 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:44:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.2420, loss: 3.2420 +2025-05-31 03:23:22,312 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:43:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9979, loss: 2.9979 +2025-05-31 03:24:05,633 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:43:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.0284, loss: 3.0284 +2025-05-31 03:24:48,931 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:42:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0782, loss: 3.0782 +2025-05-31 03:25:32,213 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:41:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.0475, loss: 3.0475 +2025-05-31 03:26:15,589 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:40:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.0872, loss: 3.0872 +2025-05-31 03:26:58,892 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:40:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1806, loss: 3.1806 +2025-05-31 03:27:42,271 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:39:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1046, loss: 3.1046 +2025-05-31 03:28:25,581 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:38:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.1544, loss: 3.1544 +2025-05-31 03:29:08,821 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:38:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.1641, loss: 3.1641 +2025-05-31 03:29:52,104 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:37:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1861, loss: 3.1861 +2025-05-31 03:30:35,509 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:36:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1417, loss: 3.1417 +2025-05-31 03:31:18,823 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.2337, loss: 3.2337 +2025-05-31 03:32:02,194 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:35:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 3.0839, loss: 3.0839 +2025-05-31 03:32:45,910 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:34:33, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.1228, loss: 3.1228 +2025-05-31 03:33:29,702 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:33:52, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.1445, loss: 3.1445 +2025-05-31 03:34:13,297 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:33:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1674, loss: 3.1674 +2025-05-31 03:34:56,671 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:32:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2088, loss: 3.2088 +2025-05-31 03:35:40,110 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:31:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.1557, loss: 3.1557 +2025-05-31 03:36:23,559 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:31:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.1623, loss: 3.1623 +2025-05-31 03:37:06,907 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.1304, loss: 3.1304 +2025-05-31 03:37:30,350 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-31 03:38:56,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:38:57,009 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9809 +2025-05-31 03:38:57,012 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8500, top5_acc: 0.9809 +2025-05-31 03:40:00,649 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:29:02, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.2139, loss: 3.2139 +2025-05-31 03:40:43,945 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1423, loss: 3.1423 +2025-05-31 03:41:27,185 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:27:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.1376, loss: 3.1376 +2025-05-31 03:42:10,490 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:26:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.1900, loss: 3.1900 +2025-05-31 03:42:53,817 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:26:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0827, loss: 3.0827 +2025-05-31 03:43:37,118 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:25:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.1342, loss: 3.1342 +2025-05-31 03:44:20,310 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:24:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0453, loss: 3.0453 +2025-05-31 03:45:03,562 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:24:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 3.0668, loss: 3.0668 +2025-05-31 03:45:46,906 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:23:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.1356, loss: 3.1356 +2025-05-31 03:46:30,260 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:22:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1903, loss: 3.1903 +2025-05-31 03:47:13,622 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:21:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1755, loss: 3.1755 +2025-05-31 03:47:57,090 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:21:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.0858, loss: 3.0858 +2025-05-31 03:48:40,639 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:20:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0723, loss: 3.0723 +2025-05-31 03:49:24,087 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:19:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.1331, loss: 3.1331 +2025-05-31 03:50:07,557 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:19:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.1288, loss: 3.1288 +2025-05-31 03:50:50,969 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:18:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.2389, loss: 3.2389 +2025-05-31 03:51:34,448 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:17:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9880, loss: 2.9880 +2025-05-31 03:52:17,967 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:16:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0225, loss: 3.0225 +2025-05-31 03:53:01,562 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:16:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1543, loss: 3.1543 +2025-05-31 03:53:45,103 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:15:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.1402, loss: 3.1402 +2025-05-31 03:54:28,438 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:14:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.1767, loss: 3.1767 +2025-05-31 03:55:11,797 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:14:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.0702, loss: 3.0702 +2025-05-31 03:55:55,061 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.2543, loss: 3.2543 +2025-05-31 03:56:18,520 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-31 03:57:44,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:57:44,947 - pyskl - INFO - +top1_acc 0.8752 +top5_acc 0.9853 +2025-05-31 03:57:44,999 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_24.pth was removed +2025-05-31 03:57:45,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-31 03:57:45,981 - pyskl - INFO - Best top1_acc is 0.8752 at 29 epoch. +2025-05-31 03:57:45,983 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8752, top5_acc: 0.9853 +2025-05-31 03:58:49,465 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:12:04, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.0493, loss: 3.0493 +2025-05-31 03:59:32,723 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:11:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9969, loss: 2.9969 +2025-05-31 04:00:15,999 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.0931, loss: 3.0931 +2025-05-31 04:00:59,228 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:09:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 3.1102, loss: 3.1102 +2025-05-31 04:01:42,530 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:09:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.2267, loss: 3.2267 +2025-05-31 04:02:25,780 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:08:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 3.1355, loss: 3.1355 +2025-05-31 04:03:09,098 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 10:07:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.1333, loss: 3.1333 +2025-05-31 04:03:52,396 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 10:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1850, loss: 3.1850 +2025-05-31 04:04:35,739 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 10:06:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.0988, loss: 3.0988 +2025-05-31 04:05:19,006 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 10:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0586, loss: 3.0586 +2025-05-31 04:06:02,337 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 10:04:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.1020, loss: 3.1020 +2025-05-31 04:06:45,698 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 10:04:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.2074, loss: 3.2074 +2025-05-31 04:07:29,063 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 10:03:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.2304, loss: 3.2304 +2025-05-31 04:08:12,663 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 10:02:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.1776, loss: 3.1776 +2025-05-31 04:08:56,220 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 10:02:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0795, loss: 3.0795 +2025-05-31 04:09:39,715 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 10:01:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0978, loss: 3.0978 +2025-05-31 04:10:23,377 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 10:00:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.1143, loss: 3.1143 +2025-05-31 04:11:06,700 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:59:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2513, loss: 3.2513 +2025-05-31 04:11:49,837 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0891, loss: 3.0891 +2025-05-31 04:12:33,030 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:58:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.1293, loss: 3.1293 +2025-05-31 04:13:16,340 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:57:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.0685, loss: 3.0685 +2025-05-31 04:13:59,630 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:57:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0144, loss: 3.0144 +2025-05-31 04:14:42,739 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:56:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1499, loss: 3.1499 +2025-05-31 04:15:06,247 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-31 04:24:27,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:24:27,340 - pyskl - INFO - +top1_acc 0.8246 +top5_acc 0.9816 +2025-05-31 04:24:27,343 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8246, top5_acc: 0.9816 +2025-05-31 04:25:30,822 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:55:02, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9869, loss_cls: 3.0831, loss: 3.0831 +2025-05-31 04:26:13,918 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 3.0084, loss: 3.0084 +2025-05-31 04:26:57,090 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0722, loss: 3.0722 +2025-05-31 04:27:40,325 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:52:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.0254, loss: 3.0254 +2025-05-31 04:28:23,554 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:52:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1107, loss: 3.1107 +2025-05-31 04:29:07,031 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:51:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.0442, loss: 3.0442 +2025-05-31 04:29:50,431 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:50:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.1174, loss: 3.1174 +2025-05-31 04:30:33,831 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:50:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1169, loss: 3.1169 +2025-05-31 04:31:17,164 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:49:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0988, loss: 3.0988 +2025-05-31 04:32:00,566 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:48:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1472, loss: 3.1472 +2025-05-31 04:32:43,690 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:47:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9782, loss: 2.9782 +2025-05-31 04:33:26,910 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:47:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.0914, loss: 3.0914 +2025-05-31 04:34:10,259 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:46:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9850, loss_cls: 3.0935, loss: 3.0935 +2025-05-31 04:34:53,607 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:45:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9998, loss: 2.9998 +2025-05-31 04:35:36,934 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:44:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1111, loss: 3.1111 +2025-05-31 04:36:20,365 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:44:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.1101, loss: 3.1101 +2025-05-31 04:37:03,867 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:43:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.0875, loss: 3.0875 +2025-05-31 04:37:47,202 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:42:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0248, loss: 3.0248 +2025-05-31 04:38:30,499 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:42:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0149, loss: 3.0149 +2025-05-31 04:39:13,805 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.0923, loss: 3.0923 +2025-05-31 04:39:57,075 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:40:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1526, loss: 3.1526 +2025-05-31 04:40:40,293 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:39:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.1280, loss: 3.1280 +2025-05-31 04:41:23,581 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:39:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.2487, loss: 3.2487 +2025-05-31 04:41:47,121 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-31 04:43:13,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:43:13,216 - pyskl - INFO - +top1_acc 0.8818 +top5_acc 0.9881 +2025-05-31 04:43:13,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_29.pth was removed +2025-05-31 04:43:14,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-05-31 04:43:14,250 - pyskl - INFO - Best top1_acc is 0.8818 at 31 epoch. +2025-05-31 04:43:14,253 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8818, top5_acc: 0.9881 +2025-05-31 04:44:18,269 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:37:59, time: 0.640, data_time: 0.202, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0116, loss: 3.0116 +2025-05-31 04:45:01,744 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:37:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0879, loss: 3.0879 +2025-05-31 04:45:45,191 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:36:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.1070, loss: 3.1070 +2025-05-31 04:46:28,630 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:35:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0001, loss: 3.0001 +2025-05-31 04:47:12,045 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:35:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0365, loss: 3.0365 +2025-05-31 04:47:55,384 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:34:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.1685, loss: 3.1685 +2025-05-31 04:48:38,676 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:33:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9875, loss_cls: 3.0184, loss: 3.0184 +2025-05-31 04:49:21,922 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:33:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9554, loss: 2.9554 +2025-05-31 04:50:05,250 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:32:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9640, loss: 2.9640 +2025-05-31 04:50:48,566 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:31:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9270, loss: 2.9270 +2025-05-31 04:51:31,726 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:30:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0892, loss: 3.0892 +2025-05-31 04:52:15,147 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:30:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.1288, loss: 3.1288 +2025-05-31 04:52:58,460 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:29:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0672, loss: 3.0672 +2025-05-31 04:53:41,802 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:28:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.1437, loss: 3.1437 +2025-05-31 04:54:25,156 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:27:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 3.0833, loss: 3.0833 +2025-05-31 04:55:08,598 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:27:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.1612, loss: 3.1612 +2025-05-31 04:55:52,004 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:26:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.0708, loss: 3.0708 +2025-05-31 04:56:35,331 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:25:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1160, loss: 3.1160 +2025-05-31 04:57:18,609 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:25:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1408, loss: 3.1408 +2025-05-31 04:58:01,945 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:24:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9490, loss: 2.9490 +2025-05-31 04:58:45,341 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:23:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1334, loss: 3.1334 +2025-05-31 04:59:28,598 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:22:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9784, loss: 2.9784 +2025-05-31 05:00:11,867 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:22:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1551, loss: 3.1551 +2025-05-31 05:00:35,386 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-31 05:02:01,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:02:01,860 - pyskl - INFO - +top1_acc 0.8370 +top5_acc 0.9840 +2025-05-31 05:02:01,864 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8370, top5_acc: 0.9840 +2025-05-31 05:03:05,352 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:20:59, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9664, loss: 2.9664 +2025-05-31 05:03:48,566 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:20:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0602, loss: 3.0602 +2025-05-31 05:04:31,945 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:19:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0092, loss: 3.0092 +2025-05-31 05:05:15,282 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9601, loss: 2.9601 +2025-05-31 05:05:58,589 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:18:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0516, loss: 3.0516 +2025-05-31 05:06:41,991 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:17:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 2.9494, loss: 2.9494 +2025-05-31 05:07:25,384 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:16:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.1389, loss: 3.1389 +2025-05-31 05:08:08,711 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.0827, loss: 3.0827 +2025-05-31 05:08:52,039 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:15:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0171, loss: 3.0171 +2025-05-31 05:09:35,414 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:14:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.0864, loss: 3.0864 +2025-05-31 05:10:18,695 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:13:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9700, loss_cls: 3.0886, loss: 3.0886 +2025-05-31 05:11:02,085 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:13:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0247, loss: 3.0247 +2025-05-31 05:11:45,328 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:12:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0054, loss: 3.0054 +2025-05-31 05:12:28,665 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:11:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.1361, loss: 3.1361 +2025-05-31 05:13:12,077 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:10:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.1196, loss: 3.1196 +2025-05-31 05:13:55,773 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:10:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9764, loss: 2.9764 +2025-05-31 05:14:39,302 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:09:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.0588, loss: 3.0588 +2025-05-31 05:15:22,626 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:08:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0942, loss: 3.0942 +2025-05-31 05:16:05,904 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:08:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9850, loss_cls: 3.0523, loss: 3.0523 +2025-05-31 05:16:49,281 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 9:07:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2039, loss: 3.2039 +2025-05-31 05:17:32,605 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 9:06:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.9547, loss: 2.9547 +2025-05-31 05:18:15,935 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 9:05:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.0479, loss: 3.0479 +2025-05-31 05:18:59,037 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 9:05:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.1402, loss: 3.1402 +2025-05-31 05:19:22,477 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-31 05:20:48,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:20:48,760 - pyskl - INFO - +top1_acc 0.8787 +top5_acc 0.9894 +2025-05-31 05:20:48,763 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8787, top5_acc: 0.9894 +2025-05-31 05:21:52,636 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 9:04:00, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0289, loss: 3.0289 +2025-05-31 05:22:36,107 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 9:03:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1144, loss: 3.1144 +2025-05-31 05:23:19,587 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 9:02:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9748, loss: 2.9748 +2025-05-31 05:24:03,026 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 9:01:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9856, loss_cls: 3.0565, loss: 3.0565 +2025-05-31 05:24:46,469 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 9:01:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9432, loss: 2.9432 +2025-05-31 05:25:29,926 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 9:00:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.9860, loss: 2.9860 +2025-05-31 05:26:13,304 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:59:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.9658, loss: 2.9658 +2025-05-31 05:26:56,717 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:59:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0721, loss: 3.0721 +2025-05-31 05:27:40,028 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:58:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1818, loss: 3.1818 +2025-05-31 05:28:23,413 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:57:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0415, loss: 3.0415 +2025-05-31 05:29:06,931 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:56:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0373, loss: 3.0373 +2025-05-31 05:29:50,364 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:56:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.0777, loss: 3.0777 +2025-05-31 05:30:33,727 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:55:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1179, loss: 3.1179 +2025-05-31 05:31:17,130 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:54:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0593, loss: 3.0593 +2025-05-31 05:32:00,745 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:54:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1092, loss: 3.1092 +2025-05-31 05:32:44,131 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:53:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0154, loss: 3.0154 +2025-05-31 05:33:27,659 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:52:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0258, loss: 3.0258 +2025-05-31 05:34:11,080 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:51:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.1320, loss: 3.1320 +2025-05-31 05:34:54,428 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:51:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1418, loss: 3.1418 +2025-05-31 05:35:37,898 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:50:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.1688, loss: 3.1688 +2025-05-31 05:36:21,383 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:49:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1552, loss: 3.1552 +2025-05-31 05:37:04,986 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:49:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.1281, loss: 3.1281 +2025-05-31 05:37:48,202 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:48:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9875, loss_cls: 2.9722, loss: 2.9722 +2025-05-31 05:38:11,731 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-31 05:39:37,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:39:37,564 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9864 +2025-05-31 05:39:37,567 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8619, top5_acc: 0.9864 +2025-05-31 05:40:41,266 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:47:07, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9820, loss: 2.9820 +2025-05-31 05:41:24,721 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:46:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1027, loss: 3.1027 +2025-05-31 05:42:08,096 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:45:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1382, loss: 3.1382 +2025-05-31 05:42:51,554 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:44:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 2.8684, loss: 2.8684 +2025-05-31 05:43:34,894 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:44:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.0216, loss: 3.0216 +2025-05-31 05:44:18,335 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:43:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.9827, loss: 2.9827 +2025-05-31 05:45:01,745 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:42:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.0303, loss: 3.0303 +2025-05-31 05:45:45,121 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:42:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9887, loss: 2.9887 +2025-05-31 05:46:28,497 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:41:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 3.0465, loss: 3.0465 +2025-05-31 05:47:11,906 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:40:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 3.0932, loss: 3.0932 +2025-05-31 05:47:55,402 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:40:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0906, loss: 3.0906 +2025-05-31 05:48:38,852 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:39:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 3.0344, loss: 3.0344 +2025-05-31 05:49:22,299 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:38:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2412, loss: 3.2412 +2025-05-31 05:50:05,677 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:37:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9937, loss: 2.9937 +2025-05-31 05:50:49,108 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:37:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0249, loss: 3.0249 +2025-05-31 05:51:32,256 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:36:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0770, loss: 3.0770 +2025-05-31 05:52:15,412 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:35:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1357, loss: 3.1357 +2025-05-31 05:52:58,508 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:34:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0390, loss: 3.0390 +2025-05-31 05:53:41,601 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0504, loss: 3.0504 +2025-05-31 05:54:24,758 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:33:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0208, loss: 3.0208 +2025-05-31 05:55:07,858 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:32:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9844, loss: 2.9844 +2025-05-31 05:55:50,983 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.1357, loss: 3.1357 +2025-05-31 05:56:34,168 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:31:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0966, loss: 3.0966 +2025-05-31 05:56:57,580 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-31 06:06:09,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:06:09,273 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9850 +2025-05-31 06:06:09,276 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8522, top5_acc: 0.9850 +2025-05-31 06:07:12,877 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:30:05, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.9818, loss: 2.9818 +2025-05-31 06:07:56,073 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:29:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.9544, loss: 2.9544 +2025-05-31 06:08:39,453 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:28:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9106, loss: 2.9106 +2025-05-31 06:09:22,988 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:27:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.0850, loss: 3.0850 +2025-05-31 06:10:06,248 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9143, loss: 2.9143 +2025-05-31 06:10:49,445 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:26:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9780, loss: 2.9780 +2025-05-31 06:11:32,641 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:25:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0869, loss: 3.0869 +2025-05-31 06:12:15,857 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:25:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9593, loss: 2.9593 +2025-05-31 06:12:59,138 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:24:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 3.0044, loss: 3.0044 +2025-05-31 06:13:42,295 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:23:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9809, loss: 2.9809 +2025-05-31 06:14:25,555 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:22:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.0122, loss: 3.0122 +2025-05-31 06:15:08,763 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:22:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.1183, loss: 3.1183 +2025-05-31 06:15:51,937 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:21:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0840, loss: 3.0840 +2025-05-31 06:16:35,166 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:20:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.2578, loss: 3.2578 +2025-05-31 06:17:18,753 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:20:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9531, loss: 2.9531 +2025-05-31 06:18:01,997 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:19:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1406, loss: 3.1406 +2025-05-31 06:18:45,366 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:18:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 2.9871, loss: 2.9871 +2025-05-31 06:19:28,713 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:17:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.1305, loss: 3.1305 +2025-05-31 06:20:12,106 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:17:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0123, loss: 3.0123 +2025-05-31 06:20:55,510 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:16:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9593, loss: 2.9593 +2025-05-31 06:21:38,805 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:15:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0280, loss: 3.0280 +2025-05-31 06:22:21,732 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:14:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0820, loss: 3.0820 +2025-05-31 06:23:04,941 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:14:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0678, loss: 3.0678 +2025-05-31 06:23:28,385 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-31 06:24:54,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:24:54,732 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9790 +2025-05-31 06:24:54,735 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8337, top5_acc: 0.9790 +2025-05-31 06:25:58,181 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:13:00, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0329, loss: 3.0329 +2025-05-31 06:26:41,320 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:12:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.0332, loss: 3.0332 +2025-05-31 06:27:24,646 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:11:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9804, loss: 2.9804 +2025-05-31 06:28:07,914 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:10:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0709, loss: 3.0709 +2025-05-31 06:28:51,170 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:10:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.9683, loss: 2.9683 +2025-05-31 06:29:34,476 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:09:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0430, loss: 3.0430 +2025-05-31 06:30:17,702 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:08:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.9001, loss: 2.9001 +2025-05-31 06:31:00,998 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.8823, loss: 2.8823 +2025-05-31 06:31:44,288 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:07:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.0837, loss: 3.0837 +2025-05-31 06:32:27,549 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 8:06:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1579, loss: 3.1579 +2025-05-31 06:33:10,802 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 8:05:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0457, loss: 3.0457 +2025-05-31 06:33:54,112 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 8:05:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0303, loss: 3.0303 +2025-05-31 06:34:37,406 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 8:04:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9574, loss: 2.9574 +2025-05-31 06:35:20,759 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 8:03:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9789, loss: 2.9789 +2025-05-31 06:36:04,284 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 8:02:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0196, loss: 3.0196 +2025-05-31 06:36:47,771 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 8:02:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.0836, loss: 3.0836 +2025-05-31 06:37:31,241 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 8:01:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0352, loss: 3.0352 +2025-05-31 06:38:14,638 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 8:00:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0289, loss: 3.0289 +2025-05-31 06:38:57,982 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 8:00:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9952, loss: 2.9952 +2025-05-31 06:39:41,256 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:59:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9596, loss: 2.9596 +2025-05-31 06:40:24,615 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:58:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9282, loss: 2.9282 +2025-05-31 06:41:07,871 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:57:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 3.0243, loss: 3.0243 +2025-05-31 06:41:51,126 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.2044, loss: 3.2044 +2025-05-31 06:42:14,546 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-31 06:43:41,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:43:41,291 - pyskl - INFO - +top1_acc 0.8721 +top5_acc 0.9861 +2025-05-31 06:43:41,294 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8721, top5_acc: 0.9861 +2025-05-31 06:44:45,083 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:55:59, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9703, loss: 2.9703 +2025-05-31 06:45:28,386 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:55:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.9173, loss: 2.9173 +2025-05-31 06:46:11,713 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:54:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9833, loss: 2.9833 +2025-05-31 06:46:55,130 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:53:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 2.9966, loss: 2.9966 +2025-05-31 06:47:38,463 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:53:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 2.9616, loss: 2.9616 +2025-05-31 06:48:21,858 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:52:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0297, loss: 3.0297 +2025-05-31 06:49:05,190 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9673, loss: 2.9673 +2025-05-31 06:49:48,525 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.0832, loss: 3.0832 +2025-05-31 06:50:31,999 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:50:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.9007, loss: 2.9007 +2025-05-31 06:51:15,292 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:49:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-05-31 06:51:58,649 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:48:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.0863, loss: 3.0863 +2025-05-31 06:52:42,039 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:48:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8138, loss: 2.8138 +2025-05-31 06:53:25,513 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:47:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9752, loss: 2.9752 +2025-05-31 06:54:09,247 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:46:42, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0231, loss: 3.0231 +2025-05-31 06:54:52,877 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:46:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9844, loss_cls: 3.0293, loss: 3.0293 +2025-05-31 06:55:36,701 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:45:18, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.0978, loss: 3.0978 +2025-05-31 06:56:20,339 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:44:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9682, loss: 2.9682 +2025-05-31 06:57:03,884 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:43:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.9819, loss: 2.9819 +2025-05-31 06:57:47,133 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:43:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9896, loss: 2.9896 +2025-05-31 06:58:30,354 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9691, loss: 2.9691 +2025-05-31 06:59:13,366 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:41:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.0232, loss: 3.0232 +2025-05-31 06:59:56,878 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:41:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8687, loss: 2.8687 +2025-05-31 07:00:40,262 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:40:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0700, loss: 3.0700 +2025-05-31 07:01:03,808 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-31 07:02:30,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:02:30,423 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9852 +2025-05-31 07:02:30,426 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8590, top5_acc: 0.9852 +2025-05-31 07:03:34,061 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:39:04, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.9353, loss: 2.9353 +2025-05-31 07:04:17,373 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:38:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.1291, loss: 3.1291 +2025-05-31 07:05:00,623 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:37:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9057, loss: 2.9057 +2025-05-31 07:05:43,869 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:36:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9999, loss: 2.9999 +2025-05-31 07:06:27,045 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:36:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.0064, loss: 3.0064 +2025-05-31 07:07:10,228 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:35:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.0282, loss: 3.0282 +2025-05-31 07:07:53,472 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:34:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.9774, loss: 2.9774 +2025-05-31 07:08:36,742 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:34:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8891, loss: 2.8891 +2025-05-31 07:09:20,076 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:33:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.8999, loss: 2.8999 +2025-05-31 07:10:03,433 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:32:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.8815, loss: 2.8815 +2025-05-31 07:10:46,702 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:31:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.9792, loss: 2.9792 +2025-05-31 07:11:30,021 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:31:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 2.9669, loss: 2.9669 +2025-05-31 07:12:13,408 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:30:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9480, loss: 2.9480 +2025-05-31 07:12:56,932 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:29:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0425, loss: 3.0425 +2025-05-31 07:13:40,453 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:29:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.9450, loss: 2.9450 +2025-05-31 07:14:24,071 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:28:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.0513, loss: 3.0513 +2025-05-31 07:15:07,502 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:27:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.0091, loss: 3.0091 +2025-05-31 07:15:50,797 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:26:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9322, loss: 2.9322 +2025-05-31 07:16:34,209 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:26:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9923, loss: 2.9923 +2025-05-31 07:17:17,618 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:25:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.9308, loss: 2.9308 +2025-05-31 07:18:00,970 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:24:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9757, loss: 2.9757 +2025-05-31 07:18:44,329 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:24:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.9800, loss: 2.9800 +2025-05-31 07:19:27,612 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:23:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9253, loss: 2.9253 +2025-05-31 07:19:51,106 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-31 07:21:17,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:21:17,353 - pyskl - INFO - +top1_acc 0.8514 +top5_acc 0.9834 +2025-05-31 07:21:17,357 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8514, top5_acc: 0.9834 +2025-05-31 07:22:20,884 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:22:05, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9750, loss: 2.9750 +2025-05-31 07:23:04,153 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:21:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9580, loss: 2.9580 +2025-05-31 07:23:47,443 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:20:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.0102, loss: 3.0102 +2025-05-31 07:24:30,822 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:19:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9558, loss: 2.9558 +2025-05-31 07:25:14,137 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:19:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.8978, loss: 2.8978 +2025-05-31 07:25:57,413 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:18:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9451, loss: 2.9451 +2025-05-31 07:26:40,770 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:17:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9556, loss: 2.9556 +2025-05-31 07:27:24,035 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:17:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.1078, loss: 3.1078 +2025-05-31 07:28:07,293 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:16:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9972, loss: 2.9972 +2025-05-31 07:28:50,584 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:15:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9108, loss: 2.9108 +2025-05-31 07:29:34,029 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:14:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9723, loss: 2.9723 +2025-05-31 07:30:17,506 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:14:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9444, loss: 2.9444 +2025-05-31 07:31:01,302 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:13:29, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0536, loss: 3.0536 +2025-05-31 07:31:44,912 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:12:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8282, loss: 2.8282 +2025-05-31 07:32:28,511 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:12:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9252, loss: 2.9252 +2025-05-31 07:33:11,967 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:11:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9732, loss: 2.9732 +2025-05-31 07:33:55,355 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:10:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0511, loss: 3.0511 +2025-05-31 07:34:39,187 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:09:58, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8960, loss: 2.8960 +2025-05-31 07:35:22,925 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:09:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9600, loss: 2.9600 +2025-05-31 07:36:06,637 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:08:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.0586, loss: 3.0586 +2025-05-31 07:36:50,210 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:07:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9130, loss: 2.9130 +2025-05-31 07:37:33,456 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 7:07:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0389, loss: 3.0389 +2025-05-31 07:38:16,710 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 7:06:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0655, loss: 3.0655 +2025-05-31 07:38:40,201 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-31 07:47:17,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:47:17,141 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9874 +2025-05-31 07:47:17,145 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8724, top5_acc: 0.9874 +2025-05-31 07:48:20,472 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 7:05:11, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.8497, loss: 2.8497 +2025-05-31 07:49:03,802 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 7:04:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.9353, loss: 2.9353 +2025-05-31 07:49:47,162 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 7:03:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7988, loss: 2.7988 +2025-05-31 07:50:30,499 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 7:03:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9900, loss_cls: 2.8842, loss: 2.8842 +2025-05-31 07:51:13,825 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 7:02:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 3.0826, loss: 3.0826 +2025-05-31 07:51:57,134 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 7:01:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8846, loss: 2.8846 +2025-05-31 07:52:40,454 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 7:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9463, loss: 2.9463 +2025-05-31 07:53:23,851 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 7:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.7598, loss: 2.7598 +2025-05-31 07:54:07,210 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:59:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0264, loss: 3.0264 +2025-05-31 07:54:50,580 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:58:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.9041, loss: 2.9041 +2025-05-31 07:55:33,843 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.9851, loss: 2.9851 +2025-05-31 07:56:17,089 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:57:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 3.0026, loss: 3.0026 +2025-05-31 07:57:00,474 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0504, loss: 3.0504 +2025-05-31 07:57:43,866 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.0393, loss: 3.0393 +2025-05-31 07:58:27,515 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:55:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.9610, loss: 2.9610 +2025-05-31 07:59:11,074 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:54:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.9191, loss: 2.9191 +2025-05-31 07:59:54,329 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:53:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9515, loss: 2.9515 +2025-05-31 08:00:37,530 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:53:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0309, loss: 3.0309 +2025-05-31 08:01:20,777 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:52:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.9070, loss: 2.9070 +2025-05-31 08:02:03,942 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:51:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.1138, loss: 3.1138 +2025-05-31 08:02:47,150 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:50:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.0526, loss: 3.0526 +2025-05-31 08:03:30,442 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:50:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0480, loss: 3.0480 +2025-05-31 08:04:13,694 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.8974, loss: 2.8974 +2025-05-31 08:04:37,168 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-31 08:06:03,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:06:03,343 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9863 +2025-05-31 08:06:03,346 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8497, top5_acc: 0.9863 +2025-05-31 08:07:06,698 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:48:10, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0016, loss: 3.0016 +2025-05-31 08:07:49,939 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:47:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8757, loss: 2.8757 +2025-05-31 08:08:33,189 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:46:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.9329, loss: 2.9329 +2025-05-31 08:09:16,404 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:46:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.7650, loss: 2.7650 +2025-05-31 08:09:59,666 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:45:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9894, loss_cls: 2.9541, loss: 2.9541 +2025-05-31 08:10:42,909 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:44:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0292, loss: 3.0292 +2025-05-31 08:11:26,223 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:43:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9881, loss_cls: 2.9987, loss: 2.9987 +2025-05-31 08:12:09,683 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:43:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9037, loss: 2.9037 +2025-05-31 08:12:53,061 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:42:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9767, loss: 2.9767 +2025-05-31 08:13:36,300 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:41:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9665, loss: 2.9665 +2025-05-31 08:14:19,553 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:40:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.9663, loss: 2.9663 +2025-05-31 08:15:02,953 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:40:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8373, loss: 2.8373 +2025-05-31 08:15:46,482 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:39:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0905, loss: 3.0905 +2025-05-31 08:16:30,015 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:38:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0091, loss: 3.0091 +2025-05-31 08:17:13,557 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:38:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.8627, loss: 2.8627 +2025-05-31 08:17:56,927 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:37:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7750, loss: 2.7750 +2025-05-31 08:18:40,309 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:36:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.0008, loss: 3.0008 +2025-05-31 08:19:23,654 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:35:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.9791, loss: 2.9791 +2025-05-31 08:20:07,015 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:35:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8689, loss: 2.8689 +2025-05-31 08:20:50,322 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:34:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0572, loss: 3.0572 +2025-05-31 08:21:33,641 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:33:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.9573, loss: 2.9573 +2025-05-31 08:22:16,932 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:33:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.0215, loss: 3.0215 +2025-05-31 08:23:00,375 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:32:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0570, loss: 3.0570 +2025-05-31 08:23:24,114 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-31 08:24:50,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:24:50,328 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9869 +2025-05-31 08:24:50,331 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8732, top5_acc: 0.9869 +2025-05-31 08:25:54,244 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:31:12, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8116, loss: 2.8116 +2025-05-31 08:26:37,689 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:30:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.8513, loss: 2.8513 +2025-05-31 08:27:21,033 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:29:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8923, loss: 2.8923 +2025-05-31 08:28:04,363 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 2.8756, loss: 2.8756 +2025-05-31 08:28:47,686 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:28:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 3.0496, loss: 3.0496 +2025-05-31 08:29:31,079 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:27:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9131, loss: 2.9131 +2025-05-31 08:30:14,474 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:26:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9719, loss: 2.9719 +2025-05-31 08:30:57,684 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:26:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9736, loss: 2.9736 +2025-05-31 08:31:41,035 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:25:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.0011, loss: 3.0011 +2025-05-31 08:32:24,377 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:24:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9479, loss: 2.9479 +2025-05-31 08:33:07,786 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:24:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.8660, loss: 2.8660 +2025-05-31 08:33:51,160 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:23:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0101, loss: 3.0101 +2025-05-31 08:34:34,706 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:22:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9544, loss: 2.9544 +2025-05-31 08:35:18,246 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:21:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.9611, loss: 2.9611 +2025-05-31 08:36:01,666 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:21:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.0236, loss: 3.0236 +2025-05-31 08:36:45,042 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:20:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9969, loss: 2.9969 +2025-05-31 08:37:28,449 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:19:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9731, loss_cls: 3.0424, loss: 3.0424 +2025-05-31 08:38:11,863 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:19:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9354, loss: 2.9354 +2025-05-31 08:38:55,263 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:18:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.9630, loss: 2.9630 +2025-05-31 08:39:38,702 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:17:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.9796, loss: 2.9796 +2025-05-31 08:40:21,918 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:16:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9250, loss: 2.9250 +2025-05-31 08:41:05,360 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9227, loss: 2.9227 +2025-05-31 08:41:48,653 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:15:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.8541, loss: 2.8541 +2025-05-31 08:42:12,211 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-31 08:43:38,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:43:38,354 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9866 +2025-05-31 08:43:38,405 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_31.pth was removed +2025-05-31 08:43:39,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-31 08:43:39,384 - pyskl - INFO - Best top1_acc is 0.8831 at 43 epoch. +2025-05-31 08:43:39,387 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8831, top5_acc: 0.9866 +2025-05-31 08:44:42,891 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:14:14, time: 0.635, data_time: 0.200, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7129, loss: 2.7129 +2025-05-31 08:45:26,306 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:13:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 2.9293, loss: 2.9293 +2025-05-31 08:46:09,669 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:12:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.8235, loss: 2.8235 +2025-05-31 08:46:53,063 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:12:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 08:47:36,434 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:11:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0141, loss: 3.0141 +2025-05-31 08:48:19,804 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:10:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 08:49:03,258 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:09:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 3.0265, loss: 3.0265 +2025-05-31 08:49:46,522 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:09:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9894, loss_cls: 2.7593, loss: 2.7593 +2025-05-31 08:50:29,864 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.7893, loss: 2.7893 +2025-05-31 08:51:13,164 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:07:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.0886, loss: 3.0886 +2025-05-31 08:51:56,459 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 6:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.8925, loss: 2.8925 +2025-05-31 08:52:39,818 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 6:06:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8538, loss: 2.8538 +2025-05-31 08:53:23,185 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 6:05:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8684, loss: 2.8684 +2025-05-31 08:54:06,834 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 6:04:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8357, loss: 2.8357 +2025-05-31 08:54:50,295 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 6:04:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 2.9795, loss: 2.9795 +2025-05-31 08:55:33,734 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 6:03:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9086, loss: 2.9086 +2025-05-31 08:56:17,167 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 6:02:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9506, loss: 2.9506 +2025-05-31 08:57:00,408 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 6:02:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9861, loss: 2.9861 +2025-05-31 08:57:43,720 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 6:01:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.9192, loss: 2.9192 +2025-05-31 08:58:27,099 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 6:00:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.9623, loss: 2.9623 +2025-05-31 08:59:10,417 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:59:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.9270, loss: 2.9270 +2025-05-31 08:59:53,658 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9454, loss: 2.9454 +2025-05-31 09:00:36,841 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:58:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.9873, loss: 2.9873 +2025-05-31 09:01:00,205 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-31 09:02:26,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:02:26,832 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9882 +2025-05-31 09:02:26,835 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8825, top5_acc: 0.9882 +2025-05-31 09:03:30,261 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:57:16, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9380, loss: 2.9380 +2025-05-31 09:04:13,486 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:56:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.0522, loss: 3.0522 +2025-05-31 09:04:56,776 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:55:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8824, loss: 2.8824 +2025-05-31 09:05:40,053 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8413, loss: 2.8413 +2025-05-31 09:06:23,267 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:54:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8829, loss: 2.8829 +2025-05-31 09:07:06,478 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:53:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8761, loss: 2.8761 +2025-05-31 09:07:49,624 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:52:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8445, loss: 2.8445 +2025-05-31 09:08:32,846 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:52:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9160, loss: 2.9160 +2025-05-31 09:09:16,027 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:51:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8511, loss: 2.8511 +2025-05-31 09:09:59,250 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:50:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9466, loss: 2.9466 +2025-05-31 09:10:42,717 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:50:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.8374, loss: 2.8374 +2025-05-31 09:11:26,096 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.0018, loss: 3.0018 +2025-05-31 09:12:09,329 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:48:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.9710, loss: 2.9710 +2025-05-31 09:12:52,352 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:47:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.8624, loss: 2.8624 +2025-05-31 09:13:35,563 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:47:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7811, loss: 2.7811 +2025-05-31 09:14:18,775 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:46:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.8341, loss: 2.8341 +2025-05-31 09:15:01,683 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:45:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9636, loss: 2.9636 +2025-05-31 09:15:44,868 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:44:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.8589, loss: 2.8589 +2025-05-31 09:16:28,016 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:44:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.0195, loss: 3.0195 +2025-05-31 09:17:11,112 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:43:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.8080, loss: 2.8080 +2025-05-31 09:17:54,258 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.9816, loss: 2.9816 +2025-05-31 09:18:37,475 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:42:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.9433, loss: 2.9433 +2025-05-31 09:19:20,907 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:41:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9136, loss: 2.9136 +2025-05-31 09:19:44,383 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-31 09:29:09,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:29:09,345 - pyskl - INFO - +top1_acc 0.8625 +top5_acc 0.9859 +2025-05-31 09:29:09,348 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8625, top5_acc: 0.9859 +2025-05-31 09:30:12,838 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:40:09, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.9265, loss: 2.9265 +2025-05-31 09:30:56,159 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:39:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.8865, loss: 2.8865 +2025-05-31 09:31:39,428 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:38:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9621, loss: 2.9621 +2025-05-31 09:32:22,699 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:38:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.0297, loss: 3.0297 +2025-05-31 09:33:06,025 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:37:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 2.8426, loss: 2.8426 +2025-05-31 09:33:49,401 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:36:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 09:34:32,725 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:35:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9071, loss: 2.9071 +2025-05-31 09:35:16,073 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:35:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.9502, loss: 2.9502 +2025-05-31 09:35:59,284 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:34:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8964, loss: 2.8964 +2025-05-31 09:36:42,656 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:33:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.8012, loss: 2.8012 +2025-05-31 09:37:26,089 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:32:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9080, loss: 2.9080 +2025-05-31 09:38:09,363 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:32:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9544, loss: 2.9544 +2025-05-31 09:38:52,806 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:31:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9470, loss: 2.9470 +2025-05-31 09:39:36,153 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:30:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.9004, loss: 2.9004 +2025-05-31 09:40:19,618 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:30:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.9106, loss: 2.9106 +2025-05-31 09:41:03,004 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:29:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8870, loss: 2.8870 +2025-05-31 09:41:46,305 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.8868, loss: 2.8868 +2025-05-31 09:42:29,620 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:27:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9639, loss: 2.9639 +2025-05-31 09:43:12,907 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9253, loss: 2.9253 +2025-05-31 09:43:56,246 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:26:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0304, loss: 3.0304 +2025-05-31 09:44:39,545 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:25:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.8795, loss: 2.8795 +2025-05-31 09:45:22,830 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:25:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.8315, loss: 2.8315 +2025-05-31 09:46:06,077 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:24:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.9310, loss: 2.9310 +2025-05-31 09:46:29,457 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-31 09:47:55,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:47:55,492 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9881 +2025-05-31 09:47:55,496 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8630, top5_acc: 0.9881 +2025-05-31 09:48:58,908 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:23:09, time: 0.634, data_time: 0.197, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.7663, loss: 2.7663 +2025-05-31 09:49:42,333 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:22:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8596, loss: 2.8596 +2025-05-31 09:50:25,547 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:21:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8185, loss: 2.8185 +2025-05-31 09:51:08,733 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:21:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.8164, loss: 2.8164 +2025-05-31 09:51:51,943 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:20:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8764, loss: 2.8764 +2025-05-31 09:52:35,133 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:19:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9345, loss: 2.9345 +2025-05-31 09:53:18,340 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:18:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 09:54:01,572 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:18:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.8451, loss: 2.8451 +2025-05-31 09:54:44,761 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:17:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9632, loss: 2.9632 +2025-05-31 09:55:28,033 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:16:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.8756, loss: 2.8756 +2025-05-31 09:56:11,313 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:15:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 2.8015, loss: 2.8015 +2025-05-31 09:56:54,596 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:15:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0429, loss: 3.0429 +2025-05-31 09:57:37,978 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:14:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.0161, loss: 3.0161 +2025-05-31 09:58:21,271 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:13:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9458, loss: 2.9458 +2025-05-31 09:59:04,527 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:13:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9366, loss: 2.9366 +2025-05-31 09:59:47,750 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:12:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8252, loss: 2.8252 +2025-05-31 10:00:31,042 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:11:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 3.0744, loss: 3.0744 +2025-05-31 10:01:14,330 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:10:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8986, loss: 2.8986 +2025-05-31 10:01:57,665 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:10:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.8912, loss: 2.8912 +2025-05-31 10:02:40,974 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:09:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.9994, loss: 2.9994 +2025-05-31 10:03:24,350 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:08:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.9186, loss: 2.9186 +2025-05-31 10:04:07,629 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:08:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.7947, loss: 2.7947 +2025-05-31 10:04:50,861 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:07:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 2.7817, loss: 2.7817 +2025-05-31 10:05:14,316 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-31 10:06:40,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:06:40,536 - pyskl - INFO - +top1_acc 0.8799 +top5_acc 0.9870 +2025-05-31 10:06:40,539 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8799, top5_acc: 0.9870 +2025-05-31 10:07:43,967 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 5:06:07, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7837, loss: 2.7837 +2025-05-31 10:08:27,185 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 5:05:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7850, loss: 2.7850 +2025-05-31 10:09:10,240 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 5:04:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7961, loss: 2.7961 +2025-05-31 10:09:53,442 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 5:03:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.8349, loss: 2.8349 +2025-05-31 10:10:36,871 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 5:03:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.8558, loss: 2.8558 +2025-05-31 10:11:20,055 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 5:02:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9465, loss: 2.9465 +2025-05-31 10:12:03,466 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 5:01:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9912, loss_cls: 2.9344, loss: 2.9344 +2025-05-31 10:12:46,813 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 5:01:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8469, loss: 2.8469 +2025-05-31 10:13:30,282 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 5:00:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8002, loss: 2.8002 +2025-05-31 10:14:13,683 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:59:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7575, loss: 2.7575 +2025-05-31 10:14:57,185 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:58:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9241, loss: 2.9241 +2025-05-31 10:15:40,478 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:58:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8843, loss: 2.8843 +2025-05-31 10:16:23,765 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:57:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9174, loss: 2.9174 +2025-05-31 10:17:07,163 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:56:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.8908, loss: 2.8908 +2025-05-31 10:17:50,367 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:56:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9693, loss: 2.9693 +2025-05-31 10:18:33,598 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:55:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8895, loss: 2.8895 +2025-05-31 10:19:16,842 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:54:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9109, loss: 2.9109 +2025-05-31 10:20:00,157 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:53:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9056, loss: 2.9056 +2025-05-31 10:20:43,435 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7585, loss: 2.7585 +2025-05-31 10:21:26,613 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:52:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 2.8629, loss: 2.8629 +2025-05-31 10:22:09,868 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:51:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9972, loss: 2.9972 +2025-05-31 10:22:53,106 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:51:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 2.9681, loss: 2.9681 +2025-05-31 10:23:36,373 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9434, loss: 2.9434 +2025-05-31 10:23:59,846 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-31 10:25:26,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:25:26,144 - pyskl - INFO - +top1_acc 0.8888 +top5_acc 0.9907 +2025-05-31 10:25:26,200 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_43.pth was removed +2025-05-31 10:25:27,224 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-05-31 10:25:27,225 - pyskl - INFO - Best top1_acc is 0.8888 at 48 epoch. +2025-05-31 10:25:27,228 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8888, top5_acc: 0.9907 +2025-05-31 10:26:30,722 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:49:06, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7474, loss: 2.7474 +2025-05-31 10:27:13,894 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:48:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.7431, loss: 2.7431 +2025-05-31 10:27:57,277 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:47:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0128, loss: 3.0128 +2025-05-31 10:28:40,621 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:46:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.8356, loss: 2.8356 +2025-05-31 10:29:23,870 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:46:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.8881, loss: 2.8881 +2025-05-31 10:30:07,119 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:45:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.8979, loss: 2.8979 +2025-05-31 10:30:50,421 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.8104, loss: 2.8104 +2025-05-31 10:31:33,698 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:44:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7668, loss: 2.7668 +2025-05-31 10:32:17,024 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:43:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8742, loss: 2.8742 +2025-05-31 10:33:00,303 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:42:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9445, loss: 2.9445 +2025-05-31 10:33:43,659 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:41:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8481, loss: 2.8481 +2025-05-31 10:34:26,844 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:41:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8848, loss: 2.8848 +2025-05-31 10:35:10,396 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:40:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8718, loss: 2.8718 +2025-05-31 10:35:53,789 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:39:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.8246, loss: 2.8246 +2025-05-31 10:36:37,046 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:39:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0130, loss: 3.0130 +2025-05-31 10:37:20,284 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:38:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.8638, loss: 2.8638 +2025-05-31 10:38:03,546 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:37:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8839, loss: 2.8839 +2025-05-31 10:38:46,846 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:36:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.8511, loss: 2.8511 +2025-05-31 10:39:30,154 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:36:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7996, loss: 2.7996 +2025-05-31 10:40:13,471 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:35:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8454, loss: 2.8454 +2025-05-31 10:40:56,782 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:34:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8482, loss: 2.8482 +2025-05-31 10:41:40,020 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:34:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8962, loss: 2.8962 +2025-05-31 10:42:23,222 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:33:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8430, loss: 2.8430 +2025-05-31 10:42:46,690 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-31 10:44:12,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:44:12,768 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9867 +2025-05-31 10:44:12,771 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8529, top5_acc: 0.9867 +2025-05-31 10:45:16,681 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:32:06, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6787, loss: 2.6787 +2025-05-31 10:46:00,285 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:31:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.7950, loss: 2.7950 +2025-05-31 10:46:43,594 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:30:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8162, loss: 2.8162 +2025-05-31 10:47:26,764 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:29:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9881, loss_cls: 2.8242, loss: 2.8242 +2025-05-31 10:48:09,955 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:29:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.7997, loss: 2.7997 +2025-05-31 10:48:53,124 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:28:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8898, loss: 2.8898 +2025-05-31 10:49:36,214 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:27:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8312, loss: 2.8312 +2025-05-31 10:50:19,357 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:27:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8837, loss: 2.8837 +2025-05-31 10:51:02,562 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:26:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.8403, loss: 2.8403 +2025-05-31 10:51:45,976 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:25:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9174, loss: 2.9174 +2025-05-31 10:52:29,213 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:24:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.8076, loss: 2.8076 +2025-05-31 10:53:12,542 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:24:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8164, loss: 2.8164 +2025-05-31 10:53:55,766 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:23:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.7643, loss: 2.7643 +2025-05-31 10:54:38,933 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:22:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8506, loss: 2.8506 +2025-05-31 10:55:22,202 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:22:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8160, loss: 2.8160 +2025-05-31 10:56:05,484 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:21:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 2.9508, loss: 2.9508 +2025-05-31 10:56:48,667 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:20:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7947, loss: 2.7947 +2025-05-31 10:57:31,814 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:19:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8156, loss: 2.8156 +2025-05-31 10:58:15,149 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:19:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8430, loss: 2.8430 +2025-05-31 10:58:58,466 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:18:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.8556, loss: 2.8556 +2025-05-31 10:59:41,668 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:17:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7770, loss: 2.7770 +2025-05-31 11:00:25,126 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:16:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9038, loss: 2.9038 +2025-05-31 11:01:08,490 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9684, loss: 2.9684 +2025-05-31 11:01:31,998 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-31 11:10:16,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:10:16,266 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9848 +2025-05-31 11:10:16,270 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8422, top5_acc: 0.9848 +2025-05-31 11:11:20,290 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:15:05, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7621, loss: 2.7621 +2025-05-31 11:12:03,682 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:14:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.8857, loss: 2.8857 +2025-05-31 11:12:46,936 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:13:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.7827, loss: 2.7827 +2025-05-31 11:13:30,254 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7589, loss: 2.7589 +2025-05-31 11:14:13,572 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:12:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.7478, loss: 2.7478 +2025-05-31 11:14:56,893 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:11:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8059, loss: 2.8059 +2025-05-31 11:15:40,212 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:10:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9028, loss: 2.9028 +2025-05-31 11:16:23,522 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:10:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9620, loss: 2.9620 +2025-05-31 11:17:06,868 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:09:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.8749, loss: 2.8749 +2025-05-31 11:17:50,129 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:08:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.8078, loss: 2.8078 +2025-05-31 11:18:33,534 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:07:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8054, loss: 2.8054 +2025-05-31 11:19:17,058 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:07:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9322, loss: 2.9322 +2025-05-31 11:20:00,712 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 4:06:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.7960, loss: 2.7960 +2025-05-31 11:20:44,147 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 4:05:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8487, loss: 2.8487 +2025-05-31 11:21:27,534 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 4:05:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.7766, loss: 2.7766 +2025-05-31 11:22:10,812 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 4:04:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.0723, loss: 3.0723 +2025-05-31 11:22:53,976 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 4:03:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8821, loss: 2.8821 +2025-05-31 11:23:37,195 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 4:02:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9031, loss: 2.9031 +2025-05-31 11:24:20,394 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 4:02:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8768, loss: 2.8768 +2025-05-31 11:25:03,990 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 4:01:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9328, loss: 2.9328 +2025-05-31 11:25:47,409 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 4:00:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8364, loss: 2.8364 +2025-05-31 11:26:30,599 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 4:00:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8937, loss: 2.8937 +2025-05-31 11:27:13,882 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:59:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7387, loss: 2.7387 +2025-05-31 11:27:37,343 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-31 11:29:03,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:29:03,613 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9865 +2025-05-31 11:29:03,617 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8758, top5_acc: 0.9865 +2025-05-31 11:30:07,059 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:58:07, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.7246, loss: 2.7246 +2025-05-31 11:30:50,295 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:57:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.6499, loss: 2.6499 +2025-05-31 11:31:33,605 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:56:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.7730, loss: 2.7730 +2025-05-31 11:32:16,854 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:55:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9894, loss_cls: 2.8638, loss: 2.8638 +2025-05-31 11:33:00,189 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:55:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.7617, loss: 2.7617 +2025-05-31 11:33:43,453 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:54:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.7948, loss: 2.7948 +2025-05-31 11:34:26,734 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:53:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7878, loss: 2.7878 +2025-05-31 11:35:10,045 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:53:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8128, loss: 2.8128 +2025-05-31 11:35:53,333 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:52:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7831, loss: 2.7831 +2025-05-31 11:36:36,637 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:51:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.0622, loss: 3.0622 +2025-05-31 11:37:19,942 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:50:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9324, loss: 2.9324 +2025-05-31 11:38:03,592 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:50:13, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.7633, loss: 2.7633 +2025-05-31 11:38:47,094 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:49:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7673, loss: 2.7673 +2025-05-31 11:39:30,467 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8759, loss: 2.8759 +2025-05-31 11:40:13,840 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:48:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8162, loss: 2.8162 +2025-05-31 11:40:57,142 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:47:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7999, loss: 2.7999 +2025-05-31 11:41:40,426 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:46:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8238, loss: 2.8238 +2025-05-31 11:42:23,720 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:45:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8960, loss: 2.8960 +2025-05-31 11:43:06,973 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:45:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.9017, loss: 2.9017 +2025-05-31 11:43:50,285 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:44:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8563, loss: 2.8563 +2025-05-31 11:44:33,580 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:43:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8811, loss: 2.8811 +2025-05-31 11:45:16,891 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:43:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8508, loss: 2.8508 +2025-05-31 11:46:00,129 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:42:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8013, loss: 2.8013 +2025-05-31 11:46:23,544 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-31 11:47:49,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:47:49,909 - pyskl - INFO - +top1_acc 0.8924 +top5_acc 0.9875 +2025-05-31 11:47:49,966 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_48.pth was removed +2025-05-31 11:47:50,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-31 11:47:50,994 - pyskl - INFO - Best top1_acc is 0.8924 at 52 epoch. +2025-05-31 11:47:50,997 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8924, top5_acc: 0.9875 +2025-05-31 11:48:54,774 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:41:08, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.7630, loss: 2.7630 +2025-05-31 11:49:38,014 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:40:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.7595, loss: 2.7595 +2025-05-31 11:50:21,318 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:39:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8601, loss: 2.8601 +2025-05-31 11:51:04,663 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:38:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.7514, loss: 2.7514 +2025-05-31 11:51:47,914 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:38:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.7967, loss: 2.7967 +2025-05-31 11:52:31,169 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:37:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.7202, loss: 2.7202 +2025-05-31 11:53:14,420 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8534, loss: 2.8534 +2025-05-31 11:53:57,746 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:36:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7562, loss: 2.7562 +2025-05-31 11:54:41,028 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:35:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.7853, loss: 2.7853 +2025-05-31 11:55:24,371 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:34:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7920, loss: 2.7920 +2025-05-31 11:56:07,875 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:33:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8189, loss: 2.8189 +2025-05-31 11:56:51,394 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:33:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8738, loss: 2.8738 +2025-05-31 11:57:34,878 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:32:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8681, loss: 2.8681 +2025-05-31 11:58:18,224 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:31:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9330, loss: 2.9330 +2025-05-31 11:59:01,553 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:31:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.8286, loss: 2.8286 +2025-05-31 11:59:44,869 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:30:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.8004, loss: 2.8004 +2025-05-31 12:00:28,158 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:29:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7761, loss: 2.7761 +2025-05-31 12:01:11,370 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:28:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8392, loss: 2.8392 +2025-05-31 12:01:54,650 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:28:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7201, loss: 2.7201 +2025-05-31 12:02:37,944 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:27:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8349, loss: 2.8349 +2025-05-31 12:03:21,090 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:26:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 2.8673, loss: 2.8673 +2025-05-31 12:04:04,350 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:26:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8105, loss: 2.8105 +2025-05-31 12:04:47,591 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:25:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7544, loss: 2.7544 +2025-05-31 12:05:11,116 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-31 12:06:37,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:06:37,623 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9871 +2025-05-31 12:06:37,626 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8723, top5_acc: 0.9871 +2025-05-31 12:07:41,633 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:24:09, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7359, loss: 2.7359 +2025-05-31 12:08:24,857 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:23:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8109, loss: 2.8109 +2025-05-31 12:09:08,162 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:22:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.7519, loss: 2.7519 +2025-05-31 12:09:51,413 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8693, loss: 2.8693 +2025-05-31 12:10:34,696 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:21:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.7591, loss: 2.7591 +2025-05-31 12:11:17,954 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:20:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7833, loss: 2.7833 +2025-05-31 12:12:01,237 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:19:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.7203, loss: 2.7203 +2025-05-31 12:12:44,458 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:19:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 2.8451, loss: 2.8451 +2025-05-31 12:13:27,796 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:18:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8320, loss: 2.8320 +2025-05-31 12:14:11,156 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:17:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7454, loss: 2.7454 +2025-05-31 12:14:54,569 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:16:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.7282, loss: 2.7282 +2025-05-31 12:15:37,952 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7552, loss: 2.7552 +2025-05-31 12:16:21,268 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:15:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8407, loss: 2.8407 +2025-05-31 12:17:04,577 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:14:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7403, loss: 2.7403 +2025-05-31 12:17:47,858 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:14:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.7829, loss: 2.7829 +2025-05-31 12:18:31,202 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9132, loss: 2.9132 +2025-05-31 12:19:14,401 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.8006, loss: 2.8006 +2025-05-31 12:19:57,722 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:11:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7444, loss: 2.7444 +2025-05-31 12:20:41,077 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:11:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.7095, loss: 2.7095 +2025-05-31 12:21:24,472 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:10:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8195, loss: 2.8195 +2025-05-31 12:22:07,837 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:09:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7448, loss: 2.7448 +2025-05-31 12:22:51,362 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:09:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.8034, loss: 2.8034 +2025-05-31 12:23:34,752 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9199, loss: 2.9199 +2025-05-31 12:23:58,364 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-31 12:25:24,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:25:24,892 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9827 +2025-05-31 12:25:24,895 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8302, top5_acc: 0.9827 +2025-05-31 12:26:28,460 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:07:10, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.8143, loss: 2.8143 +2025-05-31 12:27:11,747 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 3:06:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8254, loss: 2.8254 +2025-05-31 12:27:55,085 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 3:05:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.8252, loss: 2.8252 +2025-05-31 12:28:38,487 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 3:05:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6865, loss: 2.6865 +2025-05-31 12:29:21,874 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 3:04:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7985, loss: 2.7985 +2025-05-31 12:30:04,962 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 3:03:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7606, loss: 2.7606 +2025-05-31 12:30:48,237 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 3:02:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7597, loss: 2.7597 +2025-05-31 12:31:31,534 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 3:02:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8570, loss: 2.8570 +2025-05-31 12:32:14,891 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 3:01:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.6542, loss: 2.6542 +2025-05-31 12:32:58,159 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 3:00:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.8041, loss: 2.8041 +2025-05-31 12:33:41,442 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:59:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.7656, loss: 2.7656 +2025-05-31 12:34:24,822 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:59:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8541, loss: 2.8541 +2025-05-31 12:35:08,099 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:58:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7365, loss: 2.7365 +2025-05-31 12:35:51,395 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:57:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7969, loss: 2.7969 +2025-05-31 12:36:34,660 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:57:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.7845, loss: 2.7845 +2025-05-31 12:37:17,875 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:56:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7708, loss: 2.7708 +2025-05-31 12:38:01,282 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:55:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6904, loss: 2.6904 +2025-05-31 12:38:44,398 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:54:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7357, loss: 2.7357 +2025-05-31 12:39:27,598 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:54:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.8074, loss: 2.8074 +2025-05-31 12:40:10,845 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:53:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.6890, loss: 2.6890 +2025-05-31 12:40:54,269 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:52:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.8107, loss: 2.8107 +2025-05-31 12:41:37,737 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:52:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7257, loss: 2.7257 +2025-05-31 12:42:21,166 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:51:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.7903, loss: 2.7903 +2025-05-31 12:42:44,808 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-31 12:51:46,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:51:46,812 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9892 +2025-05-31 12:51:46,815 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8791, top5_acc: 0.9892 +2025-05-31 12:52:50,084 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:50:10, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6908, loss: 2.6908 +2025-05-31 12:53:33,289 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:49:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7468, loss: 2.7468 +2025-05-31 12:54:16,558 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:48:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.7515, loss: 2.7515 +2025-05-31 12:54:59,751 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:48:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6302, loss: 2.6302 +2025-05-31 12:55:43,011 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:47:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.7059, loss: 2.7059 +2025-05-31 12:56:26,294 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:46:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.7693, loss: 2.7693 +2025-05-31 12:57:09,558 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:45:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.8125, loss: 2.8125 +2025-05-31 12:57:52,821 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:45:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7551, loss: 2.7551 +2025-05-31 12:58:36,065 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:44:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.7459, loss: 2.7459 +2025-05-31 12:59:19,370 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:43:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8133, loss: 2.8133 +2025-05-31 13:00:02,631 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:42:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7726, loss: 2.7726 +2025-05-31 13:00:45,852 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:42:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7617, loss: 2.7617 +2025-05-31 13:01:29,300 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:41:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8800, loss: 2.8800 +2025-05-31 13:02:12,560 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:40:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.8381, loss: 2.8381 +2025-05-31 13:02:55,765 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:40:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7359, loss: 2.7359 +2025-05-31 13:03:39,031 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:39:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.6988, loss: 2.6988 +2025-05-31 13:04:22,216 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7491, loss: 2.7491 +2025-05-31 13:05:05,429 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:37:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7102, loss: 2.7102 +2025-05-31 13:05:48,715 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:37:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7975, loss: 2.7975 +2025-05-31 13:06:31,953 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:36:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-05-31 13:07:15,246 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:35:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7986, loss: 2.7986 +2025-05-31 13:07:58,402 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:35:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.8716, loss: 2.8716 +2025-05-31 13:08:41,576 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:34:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.7360, loss: 2.7360 +2025-05-31 13:09:05,145 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-31 13:10:31,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:10:31,199 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9865 +2025-05-31 13:10:31,202 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8648, top5_acc: 0.9865 +2025-05-31 13:11:34,924 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:33:09, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6056, loss: 2.6056 +2025-05-31 13:12:18,182 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:32:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8466, loss: 2.8466 +2025-05-31 13:13:01,513 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:31:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6830, loss: 2.6830 +2025-05-31 13:13:44,761 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:31:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7631, loss: 2.7631 +2025-05-31 13:14:28,073 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:30:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.8098, loss: 2.8098 +2025-05-31 13:15:11,373 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:29:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6679, loss: 2.6679 +2025-05-31 13:15:54,622 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:28:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8302, loss: 2.8302 +2025-05-31 13:16:37,926 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:28:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.8131, loss: 2.8131 +2025-05-31 13:17:21,183 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:27:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.7112, loss: 2.7112 +2025-05-31 13:18:04,575 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:26:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.7617, loss: 2.7617 +2025-05-31 13:18:47,942 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:25:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6898, loss: 2.6898 +2025-05-31 13:19:31,256 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:25:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.7651, loss: 2.7651 +2025-05-31 13:20:14,515 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:24:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.8229, loss: 2.8229 +2025-05-31 13:20:57,997 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:23:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7377, loss: 2.7377 +2025-05-31 13:21:41,286 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:23:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.6987, loss: 2.6987 +2025-05-31 13:22:24,622 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:22:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 2.9604, loss: 2.9604 +2025-05-31 13:23:07,912 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:21:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8601, loss: 2.8601 +2025-05-31 13:23:51,240 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:20:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9996, loss: 2.9996 +2025-05-31 13:24:34,583 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:20:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7283, loss: 2.7283 +2025-05-31 13:25:17,930 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:19:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8275, loss: 2.8275 +2025-05-31 13:26:01,259 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:18:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7998, loss: 2.7998 +2025-05-31 13:26:44,514 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:18:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7753, loss: 2.7753 +2025-05-31 13:27:27,950 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:17:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6803, loss: 2.6803 +2025-05-31 13:27:51,416 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-31 13:29:17,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:29:17,753 - pyskl - INFO - +top1_acc 0.8870 +top5_acc 0.9886 +2025-05-31 13:29:17,756 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8870, top5_acc: 0.9886 +2025-05-31 13:30:21,512 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:16:11, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6749, loss: 2.6749 +2025-05-31 13:31:04,801 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:15:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.7420, loss: 2.7420 +2025-05-31 13:31:48,232 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:14:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.6049, loss: 2.6049 +2025-05-31 13:32:31,558 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:14:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7175, loss: 2.7175 +2025-05-31 13:33:14,874 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:13:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 2.7709, loss: 2.7709 +2025-05-31 13:33:58,356 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:12:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 2.7310, loss: 2.7310 +2025-05-31 13:34:41,745 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:11:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.8061, loss: 2.8061 +2025-05-31 13:35:25,123 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:11:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6964, loss: 2.6964 +2025-05-31 13:36:08,403 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:10:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7389, loss: 2.7389 +2025-05-31 13:36:51,732 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:09:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 2.8182, loss: 2.8182 +2025-05-31 13:37:35,142 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:09:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7826, loss: 2.7826 +2025-05-31 13:38:18,516 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:08:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.7042, loss: 2.7042 +2025-05-31 13:39:01,824 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.7775, loss: 2.7775 +2025-05-31 13:39:45,108 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7636, loss: 2.7636 +2025-05-31 13:40:28,385 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 2:06:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7248, loss: 2.7248 +2025-05-31 13:41:11,698 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 2:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.7346, loss: 2.7346 +2025-05-31 13:41:54,980 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 2:04:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8742, loss: 2.8742 +2025-05-31 13:42:38,230 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 2:03:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7930, loss: 2.7930 +2025-05-31 13:43:21,572 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 2:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6540, loss: 2.6540 +2025-05-31 13:44:04,862 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 2:02:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7685, loss: 2.7685 +2025-05-31 13:44:48,122 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 2:01:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7573, loss: 2.7573 +2025-05-31 13:45:31,440 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 2:01:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.8410, loss: 2.8410 +2025-05-31 13:46:14,755 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 2:00:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8151, loss: 2.8151 +2025-05-31 13:46:38,264 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-31 13:48:04,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:48:04,565 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9889 +2025-05-31 13:48:04,568 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8809, top5_acc: 0.9889 +2025-05-31 13:49:08,303 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:59:13, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.5941, loss: 2.5941 +2025-05-31 13:49:51,593 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.6018, loss: 2.6018 +2025-05-31 13:50:34,886 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:57:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.7601, loss: 2.7601 +2025-05-31 13:51:18,144 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:57:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7827, loss: 2.7827 +2025-05-31 13:52:01,467 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:56:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6652, loss: 2.6652 +2025-05-31 13:52:44,796 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:55:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7385, loss: 2.7385 +2025-05-31 13:53:28,089 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:54:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.7379, loss: 2.7379 +2025-05-31 13:54:11,422 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.6544, loss: 2.6544 +2025-05-31 13:54:54,773 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:53:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.7334, loss: 2.7334 +2025-05-31 13:55:38,051 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:52:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7121, loss: 2.7121 +2025-05-31 13:56:21,418 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:52:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8538, loss: 2.8538 +2025-05-31 13:57:04,790 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:51:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.8075, loss: 2.8075 +2025-05-31 13:57:48,120 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:50:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7169, loss: 2.7169 +2025-05-31 13:58:31,442 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:49:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7190, loss: 2.7190 +2025-05-31 13:59:14,649 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:49:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8764, loss: 2.8764 +2025-05-31 13:59:57,811 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:48:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6411, loss: 2.6411 +2025-05-31 14:00:40,993 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:47:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6677, loss: 2.6677 +2025-05-31 14:01:24,212 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:46:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6471, loss: 2.6471 +2025-05-31 14:02:07,446 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:46:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8238, loss: 2.8238 +2025-05-31 14:02:50,584 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:45:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9350, loss: 2.9350 +2025-05-31 14:03:33,648 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:44:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7332, loss: 2.7332 +2025-05-31 14:04:16,811 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:44:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.7678, loss: 2.7678 +2025-05-31 14:04:59,996 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:43:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.7070, loss: 2.7070 +2025-05-31 14:05:23,384 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-31 14:06:49,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:06:49,482 - pyskl - INFO - +top1_acc 0.7586 +top5_acc 0.9528 +2025-05-31 14:06:49,486 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.7586, top5_acc: 0.9528 +2025-05-31 14:07:52,754 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:42:12, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.6324, loss: 2.6324 +2025-05-31 14:08:35,887 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6960, loss: 2.6960 +2025-05-31 14:09:19,061 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:40:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 2.5987, loss: 2.5987 +2025-05-31 14:10:02,274 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:40:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6349, loss: 2.6349 +2025-05-31 14:10:45,478 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:39:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6978, loss: 2.6978 +2025-05-31 14:11:28,706 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:38:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7158, loss: 2.7158 +2025-05-31 14:12:11,869 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:37:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.5154, loss: 2.5154 +2025-05-31 14:12:55,030 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:37:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7485, loss: 2.7485 +2025-05-31 14:13:38,249 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:36:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.6567, loss: 2.6567 +2025-05-31 14:14:21,426 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:35:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7591, loss: 2.7591 +2025-05-31 14:15:04,847 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:34:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7779, loss: 2.7779 +2025-05-31 14:15:48,204 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:34:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.6571, loss: 2.6571 +2025-05-31 14:16:31,588 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:33:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7245, loss: 2.7245 +2025-05-31 14:17:14,872 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:32:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.7272, loss: 2.7272 +2025-05-31 14:17:58,078 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:32:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6662, loss: 2.6662 +2025-05-31 14:18:41,232 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:31:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.7524, loss: 2.7524 +2025-05-31 14:19:24,400 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:30:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7639, loss: 2.7639 +2025-05-31 14:20:07,563 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:29:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6879, loss: 2.6879 +2025-05-31 14:20:50,689 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:29:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6606, loss: 2.6606 +2025-05-31 14:21:34,001 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:28:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7177, loss: 2.7177 +2025-05-31 14:22:17,096 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:27:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.7568, loss: 2.7568 +2025-05-31 14:23:00,065 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:27:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7727, loss: 2.7727 +2025-05-31 14:23:43,455 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:26:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7477, loss: 2.7477 +2025-05-31 14:24:06,967 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-31 14:33:24,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:33:24,946 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9902 +2025-05-31 14:33:24,950 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8895, top5_acc: 0.9902 +2025-05-31 14:34:28,549 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:25:10, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.7417, loss: 2.7417 +2025-05-31 14:35:11,646 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:24:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.6430, loss: 2.6430 +2025-05-31 14:35:54,861 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:23:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.6486, loss: 2.6486 +2025-05-31 14:36:38,104 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:23:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.6841, loss: 2.6841 +2025-05-31 14:37:21,374 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:22:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7054, loss: 2.7054 +2025-05-31 14:38:04,573 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:21:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8549, loss: 2.8549 +2025-05-31 14:38:47,717 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:20:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6350, loss: 2.6350 +2025-05-31 14:39:30,942 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:20:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7771, loss: 2.7771 +2025-05-31 14:40:14,433 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:19:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.6274, loss: 2.6274 +2025-05-31 14:40:57,821 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:18:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7012, loss: 2.7012 +2025-05-31 14:41:41,270 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:17:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7062, loss: 2.7062 +2025-05-31 14:42:24,440 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:17:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.7246, loss: 2.7246 +2025-05-31 14:43:07,694 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.7754, loss: 2.7754 +2025-05-31 14:43:50,934 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:15:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7721, loss: 2.7721 +2025-05-31 14:44:33,993 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:15:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7906, loss: 2.7906 +2025-05-31 14:45:17,093 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:14:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 2.7188, loss: 2.7188 +2025-05-31 14:46:00,215 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6009, loss: 2.6009 +2025-05-31 14:46:43,357 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:12:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6734, loss: 2.6734 +2025-05-31 14:47:26,457 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:12:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7653, loss: 2.7653 +2025-05-31 14:48:09,541 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7162, loss: 2.7162 +2025-05-31 14:48:52,753 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:10:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 2.8480, loss: 2.8480 +2025-05-31 14:49:35,934 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:10:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.7260, loss: 2.7260 +2025-05-31 14:50:19,087 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:09:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7083, loss: 2.7083 +2025-05-31 14:50:42,443 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-31 14:52:08,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:52:08,713 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9890 +2025-05-31 14:52:08,716 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8919, top5_acc: 0.9890 +2025-05-31 14:53:12,584 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:08:09, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.6118, loss: 2.6118 +2025-05-31 14:53:55,909 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:07:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.7090, loss: 2.7090 +2025-05-31 14:54:39,171 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:06:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7287, loss: 2.7287 +2025-05-31 14:55:22,334 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 1:05:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6031, loss: 2.6031 +2025-05-31 14:56:05,454 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 1:05:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6703, loss: 2.6703 +2025-05-31 14:56:48,703 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 1:04:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6607, loss: 2.6607 +2025-05-31 14:57:31,982 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 1:03:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5835, loss: 2.5835 +2025-05-31 14:58:15,265 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 1:03:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.5986, loss: 2.5986 +2025-05-31 14:58:58,585 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 1:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6657, loss: 2.6657 +2025-05-31 14:59:42,179 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 1:01:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.6973, loss: 2.6973 +2025-05-31 15:00:25,808 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 1:00:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.6753, loss: 2.6753 +2025-05-31 15:01:09,330 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 1:00:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.6913, loss: 2.6913 +2025-05-31 15:01:52,710 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:59:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 2.6192, loss: 2.6192 +2025-05-31 15:02:35,963 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:58:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.6472, loss: 2.6472 +2025-05-31 15:03:19,261 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:58:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6284, loss: 2.6284 +2025-05-31 15:04:02,531 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:57:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 2.9225, loss: 2.9225 +2025-05-31 15:04:45,711 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:56:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8061, loss: 2.8061 +2025-05-31 15:05:28,889 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:55:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7158, loss: 2.7158 +2025-05-31 15:06:12,256 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:55:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6841, loss: 2.6841 +2025-05-31 15:06:55,573 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:54:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7463, loss: 2.7463 +2025-05-31 15:07:38,856 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6723, loss: 2.6723 +2025-05-31 15:08:22,134 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:53:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7216, loss: 2.7216 +2025-05-31 15:09:05,406 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:52:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.6758, loss: 2.6758 +2025-05-31 15:09:28,977 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-31 15:10:55,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:10:55,219 - pyskl - INFO - +top1_acc 0.8984 +top5_acc 0.9907 +2025-05-31 15:10:55,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_52.pth was removed +2025-05-31 15:10:56,300 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-05-31 15:10:56,301 - pyskl - INFO - Best top1_acc is 0.8984 at 62 epoch. +2025-05-31 15:10:56,304 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8984, top5_acc: 0.9907 +2025-05-31 15:11:59,785 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:51:10, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.5775, loss: 2.5775 +2025-05-31 15:12:42,984 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:50:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5206, loss: 2.5206 +2025-05-31 15:13:26,258 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:49:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5886, loss: 2.5886 +2025-05-31 15:14:09,288 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6941, loss: 2.6941 +2025-05-31 15:14:52,567 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:48:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6426, loss: 2.6426 +2025-05-31 15:15:35,907 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:47:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6513, loss: 2.6513 +2025-05-31 15:16:19,143 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:46:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.6519, loss: 2.6519 +2025-05-31 15:17:02,290 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:46:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.5339, loss: 2.5339 +2025-05-31 15:17:45,688 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:45:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.7065, loss: 2.7065 +2025-05-31 15:18:29,265 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:44:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9962, loss_cls: 2.5538, loss: 2.5538 +2025-05-31 15:19:12,560 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:43:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.4967, loss: 2.4967 +2025-05-31 15:19:55,838 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:43:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6875, loss: 2.6875 +2025-05-31 15:20:39,029 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:42:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7036, loss: 2.7036 +2025-05-31 15:21:22,223 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:41:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.7421, loss: 2.7421 +2025-05-31 15:22:05,557 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:41:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7193, loss: 2.7193 +2025-05-31 15:22:48,794 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:40:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8087, loss: 2.8087 +2025-05-31 15:23:32,049 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:39:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8345, loss: 2.8345 +2025-05-31 15:24:15,306 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:38:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5924, loss: 2.5924 +2025-05-31 15:24:58,609 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6837, loss: 2.6837 +2025-05-31 15:25:41,917 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:37:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7610, loss: 2.7610 +2025-05-31 15:26:25,234 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:36:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6589, loss: 2.6589 +2025-05-31 15:27:08,513 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:36:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.7127, loss: 2.7127 +2025-05-31 15:27:51,765 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:35:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.6670, loss: 2.6670 +2025-05-31 15:28:15,163 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-31 15:29:41,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:29:41,699 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9902 +2025-05-31 15:29:41,702 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8965, top5_acc: 0.9902 +2025-05-31 15:30:45,149 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:34:10, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6460, loss: 2.6460 +2025-05-31 15:31:28,450 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:33:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7133, loss: 2.7133 +2025-05-31 15:32:11,818 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:32:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.6339, loss: 2.6339 +2025-05-31 15:32:55,144 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:32:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6124, loss: 2.6124 +2025-05-31 15:33:38,574 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:31:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.5436, loss: 2.5436 +2025-05-31 15:34:21,828 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:30:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5651, loss: 2.5651 +2025-05-31 15:35:05,178 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:29:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.6240, loss: 2.6240 +2025-05-31 15:35:48,585 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:29:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6308, loss: 2.6308 +2025-05-31 15:36:32,075 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:28:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6490, loss: 2.6490 +2025-05-31 15:37:15,573 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:27:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7375, loss: 2.7375 +2025-05-31 15:37:59,092 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:27:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.6554, loss: 2.6554 +2025-05-31 15:38:42,474 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:26:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.6797, loss: 2.6797 +2025-05-31 15:39:25,914 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:25:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.7774, loss: 2.7774 +2025-05-31 15:40:09,397 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:24:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7549, loss: 2.7549 +2025-05-31 15:40:52,721 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:24:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7098, loss: 2.7098 +2025-05-31 15:41:36,378 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:23:26, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.7090, loss: 2.7090 +2025-05-31 15:42:19,817 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:22:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7213, loss: 2.7213 +2025-05-31 15:43:03,106 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.6035, loss: 2.6035 +2025-05-31 15:43:46,415 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:21:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.7472, loss: 2.7472 +2025-05-31 15:44:29,798 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:20:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.7668, loss: 2.7668 +2025-05-31 15:45:13,159 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:19:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.6900, loss: 2.6900 +2025-05-31 15:45:56,584 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:19:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.6729, loss: 2.6729 +2025-05-31 15:46:39,968 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:18:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6106, loss: 2.6106 +2025-05-31 15:47:03,389 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-31 15:48:29,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:48:29,858 - pyskl - INFO - +top1_acc 0.8749 +top5_acc 0.9884 +2025-05-31 15:48:29,861 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8749, top5_acc: 0.9884 +2025-05-31 15:49:33,697 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:17:15, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.5386, loss: 2.5386 +2025-05-31 15:50:17,130 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:16:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.4575, loss: 2.4575 +2025-05-31 15:51:00,442 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:15:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7051, loss: 2.7051 +2025-05-31 15:51:43,811 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:15:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.5233, loss: 2.5233 +2025-05-31 15:52:27,037 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:14:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6717, loss: 2.6717 +2025-05-31 15:53:10,232 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:13:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.7047, loss: 2.7047 +2025-05-31 15:53:53,480 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:12:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7099, loss: 2.7099 +2025-05-31 15:54:36,893 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:12:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7166, loss: 2.7166 +2025-05-31 15:55:20,256 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:11:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.6339, loss: 2.6339 +2025-05-31 15:56:03,503 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:10:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.6106, loss: 2.6106 +2025-05-31 15:56:46,902 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:10:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.5150, loss: 2.5150 +2025-05-31 15:57:30,069 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:09:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.7262, loss: 2.7262 +2025-05-31 15:58:13,170 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:08:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6285, loss: 2.6285 +2025-05-31 15:58:56,214 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:07:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6750, loss: 2.6750 +2025-05-31 15:59:39,208 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:07:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.5821, loss: 2.5821 +2025-05-31 16:00:22,310 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:06:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5815, loss: 2.5815 +2025-05-31 16:01:05,438 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 0:05:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6380, loss: 2.6380 +2025-05-31 16:01:48,578 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 0:05:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7609, loss: 2.7609 +2025-05-31 16:02:32,195 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 0:04:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.6349, loss: 2.6349 +2025-05-31 16:03:15,910 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 0:03:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.6965, loss: 2.6965 +2025-05-31 16:03:59,732 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 0:02:52, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.7055, loss: 2.7055 +2025-05-31 16:04:43,567 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 0:02:10, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6530, loss: 2.6530 +2025-05-31 16:05:27,318 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 0:01:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.6932, loss: 2.6932 +2025-05-31 16:05:50,995 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-31 16:15:17,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:15:17,268 - pyskl - INFO - +top1_acc 0.8713 +top5_acc 0.9851 +2025-05-31 16:15:17,272 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8713, top5_acc: 0.9851 +2025-05-31 16:16:20,847 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 0:00:18, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.5113, loss: 2.5113 +2025-05-31 16:17:04,226 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:59:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.6314, loss: 2.6314 +2025-05-31 16:17:47,622 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:58:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.5742, loss: 2.5742 +2025-05-31 16:18:30,934 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:58:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5694, loss: 2.5694 +2025-05-31 16:19:14,178 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:57:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.5996, loss: 2.5996 +2025-05-31 16:19:57,393 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:56:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6516, loss: 2.6516 +2025-05-31 16:20:40,831 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:55:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.6490, loss: 2.6490 +2025-05-31 16:21:24,265 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:55:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5679, loss: 2.5679 +2025-05-31 16:22:07,577 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:54:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6382, loss: 2.6382 +2025-05-31 16:22:51,129 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:53:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6095, loss: 2.6095 +2025-05-31 16:23:34,397 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:53:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.5695, loss: 2.5695 +2025-05-31 16:24:17,630 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:52:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.5498, loss: 2.5498 +2025-05-31 16:25:00,914 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5853, loss: 2.5853 +2025-05-31 16:25:44,129 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:50:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6495, loss: 2.6495 +2025-05-31 16:26:27,398 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:50:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5435, loss: 2.5435 +2025-05-31 16:27:10,685 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:49:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5721, loss: 2.5721 +2025-05-31 16:27:53,961 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:48:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.7383, loss: 2.7383 +2025-05-31 16:28:37,359 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:48:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.6826, loss: 2.6826 +2025-05-31 16:29:20,595 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:47:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6655, loss: 2.6655 +2025-05-31 16:30:03,848 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:46:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7716, loss: 2.7716 +2025-05-31 16:30:47,045 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:45:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.6759, loss: 2.6759 +2025-05-31 16:31:30,321 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:45:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8316, loss: 2.8316 +2025-05-31 16:32:13,613 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:44:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7089, loss: 2.7089 +2025-05-31 16:32:37,001 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-31 16:34:03,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:34:03,783 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9916 +2025-05-31 16:34:03,857 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_62.pth was removed +2025-05-31 16:34:04,883 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-31 16:34:04,884 - pyskl - INFO - Best top1_acc is 0.9131 at 66 epoch. +2025-05-31 16:34:04,887 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.9131, top5_acc: 0.9916 +2025-05-31 16:35:09,612 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:43:21, time: 0.647, data_time: 0.211, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5852, loss: 2.5852 +2025-05-31 16:35:53,098 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:42:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.4913, loss: 2.4913 +2025-05-31 16:36:36,535 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:41:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.5107, loss: 2.5107 +2025-05-31 16:37:19,883 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:41:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5867, loss: 2.5867 +2025-05-31 16:38:03,278 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:40:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9838, loss_cls: 2.5301, loss: 2.5301 +2025-05-31 16:38:46,738 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:39:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.6964, loss: 2.6964 +2025-05-31 16:39:30,368 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:39:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.7155, loss: 2.7155 +2025-05-31 16:40:14,131 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:38:21, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6641, loss: 2.6641 +2025-05-31 16:40:57,502 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:37:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7068, loss: 2.7068 +2025-05-31 16:41:41,041 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:36:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.5842, loss: 2.5842 +2025-05-31 16:42:24,442 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:36:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6645, loss: 2.6645 +2025-05-31 16:43:07,808 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6587, loss: 2.6587 +2025-05-31 16:43:51,161 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:34:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7152, loss: 2.7152 +2025-05-31 16:44:34,500 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:34:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.4924, loss: 2.4924 +2025-05-31 16:45:18,006 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:33:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6009, loss: 2.6009 +2025-05-31 16:46:01,330 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:32:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 2.7835, loss: 2.7835 +2025-05-31 16:46:44,810 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:31:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.7159, loss: 2.7159 +2025-05-31 16:47:28,182 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:31:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7110, loss: 2.7110 +2025-05-31 16:48:11,510 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:30:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7055, loss: 2.7055 +2025-05-31 16:48:54,789 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:29:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.6111, loss: 2.6111 +2025-05-31 16:49:38,114 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:29:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6424, loss: 2.6424 +2025-05-31 16:50:21,450 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:28:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6176, loss: 2.6176 +2025-05-31 16:51:04,780 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:27:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.5655, loss: 2.5655 +2025-05-31 16:51:28,394 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-31 16:52:54,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:52:55,004 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9886 +2025-05-31 16:52:55,007 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8841, top5_acc: 0.9886 +2025-05-31 16:53:58,721 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:26:26, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.5785, loss: 2.5785 +2025-05-31 16:54:41,985 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:25:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6376, loss: 2.6376 +2025-05-31 16:55:25,259 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:25:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.6170, loss: 2.6170 +2025-05-31 16:56:08,599 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:24:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.6422, loss: 2.6422 +2025-05-31 16:56:51,915 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:23:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6561, loss: 2.6561 +2025-05-31 16:57:35,298 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:22:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5421, loss: 2.5421 +2025-05-31 16:58:18,833 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:22:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.6175, loss: 2.6175 +2025-05-31 16:59:02,395 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:21:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.5197, loss: 2.5197 +2025-05-31 16:59:45,883 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:20:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.5765, loss: 2.5765 +2025-05-31 17:00:29,249 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:19:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.5491, loss: 2.5491 +2025-05-31 17:01:12,628 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.6379, loss: 2.6379 +2025-05-31 17:01:55,907 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:18:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6835, loss: 2.6835 +2025-05-31 17:02:39,186 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7457, loss: 2.7457 +2025-05-31 17:03:22,466 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6781, loss: 2.6781 +2025-05-31 17:04:05,810 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:16:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.5216, loss: 2.5216 +2025-05-31 17:04:49,142 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:15:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7661, loss: 2.7661 +2025-05-31 17:05:32,438 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:14:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6507, loss: 2.6507 +2025-05-31 17:06:15,746 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:14:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6758, loss: 2.6758 +2025-05-31 17:06:58,988 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:13:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6472, loss: 2.6472 +2025-05-31 17:07:42,315 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:12:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.6527, loss: 2.6527 +2025-05-31 17:08:25,584 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:12:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.6705, loss: 2.6705 +2025-05-31 17:09:08,825 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:11:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6935, loss: 2.6935 +2025-05-31 17:09:52,085 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7529, loss: 2.7529 +2025-05-31 17:10:15,599 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-31 17:11:41,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:11:41,617 - pyskl - INFO - +top1_acc 0.8889 +top5_acc 0.9904 +2025-05-31 17:11:41,620 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8889, top5_acc: 0.9904 +2025-05-31 17:12:45,286 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:09:28, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5858, loss: 2.5858 +2025-05-31 17:13:28,641 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:08:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4870, loss: 2.4870 +2025-05-31 17:14:11,984 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:08:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5766, loss: 2.5766 +2025-05-31 17:14:55,337 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:07:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9825, loss_cls: 2.5357, loss: 2.5357 +2025-05-31 17:15:38,664 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:06:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.5082, loss: 2.5082 +2025-05-31 17:16:22,046 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:05:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.5097, loss: 2.5097 +2025-05-31 17:17:05,535 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 23:05:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6828, loss: 2.6828 +2025-05-31 17:17:48,981 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 23:04:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5164, loss: 2.5164 +2025-05-31 17:18:32,371 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 23:03:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.6030, loss: 2.6030 +2025-05-31 17:19:15,793 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 23:03:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6322, loss: 2.6322 +2025-05-31 17:19:59,145 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 23:02:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.6462, loss: 2.6462 +2025-05-31 17:20:42,562 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 23:01:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6452, loss: 2.6452 +2025-05-31 17:21:25,812 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 23:00:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 2.6244, loss: 2.6244 +2025-05-31 17:22:09,330 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 23:00:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5902, loss: 2.5902 +2025-05-31 17:22:52,663 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:59:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9938, loss_cls: 2.5440, loss: 2.5440 +2025-05-31 17:23:36,049 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:58:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5802, loss: 2.5802 +2025-05-31 17:24:19,499 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:58:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6606, loss: 2.6606 +2025-05-31 17:25:02,882 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:57:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.5583, loss: 2.5583 +2025-05-31 17:25:46,266 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5633, loss: 2.5633 +2025-05-31 17:26:29,625 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6698, loss: 2.6698 +2025-05-31 17:27:12,974 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:55:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6441, loss: 2.6441 +2025-05-31 17:27:56,330 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:54:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5974, loss: 2.5974 +2025-05-31 17:28:39,684 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:53:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 2.6846, loss: 2.6846 +2025-05-31 17:29:03,220 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-31 17:30:29,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:30:29,724 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9900 +2025-05-31 17:30:29,727 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8969, top5_acc: 0.9900 +2025-05-31 17:31:33,171 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:52:32, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-05-31 17:32:16,537 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:51:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5629, loss: 2.5629 +2025-05-31 17:32:59,889 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:51:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.5806, loss: 2.5806 +2025-05-31 17:33:43,171 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:50:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4806, loss: 2.4806 +2025-05-31 17:34:26,428 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:49:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5259, loss: 2.5259 +2025-05-31 17:35:09,831 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:48:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.5323, loss: 2.5323 +2025-05-31 17:35:53,225 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:48:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.5779, loss: 2.5779 +2025-05-31 17:36:36,434 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.5341, loss: 2.5341 +2025-05-31 17:37:19,606 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:46:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.5321, loss: 2.5321 +2025-05-31 17:38:02,839 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:46:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.5927, loss: 2.5927 +2025-05-31 17:38:46,000 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:45:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5686, loss: 2.5686 +2025-05-31 17:39:29,222 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:44:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.6324, loss: 2.6324 +2025-05-31 17:40:12,402 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 2.5587, loss: 2.5587 +2025-05-31 17:40:55,610 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:43:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7275, loss: 2.7275 +2025-05-31 17:41:38,797 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5859, loss: 2.5859 +2025-05-31 17:42:22,014 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:41:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.5928, loss: 2.5928 +2025-05-31 17:43:05,446 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:41:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.6306, loss: 2.6306 +2025-05-31 17:43:49,042 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:40:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6699, loss: 2.6699 +2025-05-31 17:44:32,518 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:39:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6021, loss: 2.6021 +2025-05-31 17:45:15,828 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:38:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5836, loss: 2.5836 +2025-05-31 17:45:59,249 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:38:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.6149, loss: 2.6149 +2025-05-31 17:46:42,705 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:37:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.6541, loss: 2.6541 +2025-05-31 17:47:26,017 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:36:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.4778, loss: 2.4778 +2025-05-31 17:47:49,429 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-31 17:56:33,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:56:33,184 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9907 +2025-05-31 17:56:33,187 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9029, top5_acc: 0.9907 +2025-05-31 17:57:36,779 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:35:34, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.4420, loss: 2.4420 +2025-05-31 17:58:20,006 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:34:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.5193, loss: 2.5193 +2025-05-31 17:59:03,237 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:34:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5670, loss: 2.5670 +2025-05-31 17:59:46,510 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:33:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4360, loss: 2.4360 +2025-05-31 18:00:29,740 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:32:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.5334, loss: 2.5334 +2025-05-31 18:01:13,158 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:31:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5339, loss: 2.5339 +2025-05-31 18:01:56,538 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:31:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.5388, loss: 2.5388 +2025-05-31 18:02:39,810 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:30:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.5258, loss: 2.5258 +2025-05-31 18:03:23,087 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:29:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.4638, loss: 2.4638 +2025-05-31 18:04:06,320 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:29:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.6156, loss: 2.6156 +2025-05-31 18:04:49,458 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:28:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5895, loss: 2.5895 +2025-05-31 18:05:32,749 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:27:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 2.5247, loss: 2.5247 +2025-05-31 18:06:15,849 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:26:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.6604, loss: 2.6604 +2025-05-31 18:06:59,048 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:26:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.5409, loss: 2.5409 +2025-05-31 18:07:42,262 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:25:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.6314, loss: 2.6314 +2025-05-31 18:08:25,390 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.7300, loss: 2.7300 +2025-05-31 18:09:08,430 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.5857, loss: 2.5857 +2025-05-31 18:09:51,706 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:23:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.5423, loss: 2.5423 +2025-05-31 18:10:34,977 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:22:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4416, loss: 2.4416 +2025-05-31 18:11:18,113 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:21:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.6461, loss: 2.6461 +2025-05-31 18:12:01,274 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:21:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5947, loss: 2.5947 +2025-05-31 18:12:44,352 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:20:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.6425, loss: 2.6425 +2025-05-31 18:13:27,533 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:19:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6130, loss: 2.6130 +2025-05-31 18:13:51,024 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-31 18:15:17,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:15:17,318 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9897 +2025-05-31 18:15:17,321 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.9062, top5_acc: 0.9897 +2025-05-31 18:16:20,713 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:18:33, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5695, loss: 2.5695 +2025-05-31 18:17:03,879 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:17:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9969, loss_cls: 2.4568, loss: 2.4568 +2025-05-31 18:17:47,126 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:17:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5009, loss: 2.5009 +2025-05-31 18:18:30,583 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:16:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.5026, loss: 2.5026 +2025-05-31 18:19:14,026 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:15:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5155, loss: 2.5155 +2025-05-31 18:19:57,398 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:14:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.6106, loss: 2.6106 +2025-05-31 18:20:40,829 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:14:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6317, loss: 2.6317 +2025-05-31 18:21:24,341 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:13:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.6256, loss: 2.6256 +2025-05-31 18:22:07,729 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:12:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5596, loss: 2.5596 +2025-05-31 18:22:50,927 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:12:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6428, loss: 2.6428 +2025-05-31 18:23:34,370 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:11:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.5680, loss: 2.5680 +2025-05-31 18:24:17,603 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:10:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5416, loss: 2.5416 +2025-05-31 18:25:01,090 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:09:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.4473, loss: 2.4473 +2025-05-31 18:25:44,548 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:09:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5787, loss: 2.5787 +2025-05-31 18:26:27,890 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:08:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6100, loss: 2.6100 +2025-05-31 18:27:11,158 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:07:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.6264, loss: 2.6264 +2025-05-31 18:27:54,440 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.5081, loss: 2.5081 +2025-05-31 18:28:37,740 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:06:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6135, loss: 2.6135 +2025-05-31 18:29:21,093 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:05:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4425, loss: 2.4425 +2025-05-31 18:30:04,429 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 22:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.6285, loss: 2.6285 +2025-05-31 18:30:47,628 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 22:04:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.5900, loss: 2.5900 +2025-05-31 18:31:30,887 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 22:03:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6499, loss: 2.6499 +2025-05-31 18:32:14,087 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 22:02:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.4456, loss: 2.4456 +2025-05-31 18:32:37,578 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-31 18:34:03,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:34:03,906 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9916 +2025-05-31 18:34:03,909 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9057, top5_acc: 0.9916 +2025-05-31 18:35:07,385 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 22:01:36, time: 0.635, data_time: 0.200, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4540, loss: 2.4540 +2025-05-31 18:35:50,714 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 22:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5447, loss: 2.5447 +2025-05-31 18:36:34,050 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 22:00:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5142, loss: 2.5142 +2025-05-31 18:37:17,317 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:59:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.4574, loss: 2.4574 +2025-05-31 18:38:00,627 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:58:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.5564, loss: 2.5564 +2025-05-31 18:38:44,264 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:58:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.5295, loss: 2.5295 +2025-05-31 18:39:27,665 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:57:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.4988, loss: 2.4988 +2025-05-31 18:40:11,017 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5204, loss: 2.5204 +2025-05-31 18:40:54,378 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.4848, loss: 2.4848 +2025-05-31 18:41:37,734 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:55:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5630, loss: 2.5630 +2025-05-31 18:42:20,975 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:54:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.5287, loss: 2.5287 +2025-05-31 18:43:04,269 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:53:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.5969, loss: 2.5969 +2025-05-31 18:43:47,605 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:52:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5129, loss: 2.5129 +2025-05-31 18:44:30,949 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:52:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.5597, loss: 2.5597 +2025-05-31 18:45:14,332 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:51:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4468, loss: 2.4468 +2025-05-31 18:45:57,683 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:50:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6189, loss: 2.6189 +2025-05-31 18:46:41,014 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:50:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.6125, loss: 2.6125 +2025-05-31 18:47:24,356 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6710, loss: 2.6710 +2025-05-31 18:48:07,704 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:48:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.5241, loss: 2.5241 +2025-05-31 18:48:51,041 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:47:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.6304, loss: 2.6304 +2025-05-31 18:49:34,577 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:47:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5858, loss: 2.5858 +2025-05-31 18:50:18,006 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:46:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.5341, loss: 2.5341 +2025-05-31 18:51:01,283 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:45:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6239, loss: 2.6239 +2025-05-31 18:51:24,745 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-31 18:52:50,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:52:50,540 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9930 +2025-05-31 18:52:50,543 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.9113, top5_acc: 0.9930 +2025-05-31 18:53:53,870 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:44:38, time: 0.633, data_time: 0.199, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.4597, loss: 2.4597 +2025-05-31 18:54:37,255 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:43:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.4035, loss: 2.4035 +2025-05-31 18:55:20,646 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:43:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.4268, loss: 2.4268 +2025-05-31 18:56:03,953 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:42:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5366, loss: 2.5366 +2025-05-31 18:56:47,255 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:41:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4785, loss: 2.4785 +2025-05-31 18:57:30,660 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:41:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.5752, loss: 2.5752 +2025-05-31 18:58:14,117 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:40:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3498, loss: 2.3498 +2025-05-31 18:58:57,717 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:39:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.5192, loss: 2.5192 +2025-05-31 18:59:41,250 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:38:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.4339, loss: 2.4339 +2025-05-31 19:00:24,664 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:38:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5377, loss: 2.5377 +2025-05-31 19:01:07,947 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:37:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.4576, loss: 2.4576 +2025-05-31 19:01:51,277 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:36:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.5283, loss: 2.5283 +2025-05-31 19:02:34,632 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:36:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.4774, loss: 2.4774 +2025-05-31 19:03:17,966 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:35:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.5504, loss: 2.5504 +2025-05-31 19:04:01,381 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:34:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.4738, loss: 2.4738 +2025-05-31 19:04:45,030 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:33:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6367, loss: 2.6367 +2025-05-31 19:05:28,724 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:33:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5857, loss: 2.5857 +2025-05-31 19:06:12,058 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:32:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5580, loss: 2.5580 +2025-05-31 19:06:55,447 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:31:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5433, loss: 2.5433 +2025-05-31 19:07:38,727 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:31:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.5167, loss: 2.5167 +2025-05-31 19:08:22,026 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:30:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6625, loss: 2.6625 +2025-05-31 19:09:05,274 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:29:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.5756, loss: 2.5756 +2025-05-31 19:09:48,544 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:28:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4828, loss: 2.4828 +2025-05-31 19:10:12,118 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-31 19:11:38,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:11:38,683 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9923 +2025-05-31 19:11:38,686 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.9057, top5_acc: 0.9923 +2025-05-31 19:12:42,386 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:27:43, time: 0.637, data_time: 0.201, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.4420, loss: 2.4420 +2025-05-31 19:13:25,662 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:26:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.5249, loss: 2.5249 +2025-05-31 19:14:08,884 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:26:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.3214, loss: 2.3214 +2025-05-31 19:14:52,117 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:25:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3883, loss: 2.3883 +2025-05-31 19:15:35,452 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:24:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5285, loss: 2.5285 +2025-05-31 19:16:18,782 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:24:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4683, loss: 2.4683 +2025-05-31 19:17:02,114 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:23:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5979, loss: 2.5979 +2025-05-31 19:17:45,360 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:22:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.3719, loss: 2.3719 +2025-05-31 19:18:28,538 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:21:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4283, loss: 2.4283 +2025-05-31 19:19:11,910 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:21:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.5095, loss: 2.5095 +2025-05-31 19:19:55,064 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:20:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.5460, loss: 2.5460 +2025-05-31 19:20:38,205 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.5545, loss: 2.5545 +2025-05-31 19:21:21,438 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:19:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5400, loss: 2.5400 +2025-05-31 19:22:04,634 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:18:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3980, loss: 2.3980 +2025-05-31 19:22:47,825 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:17:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.4354, loss: 2.4354 +2025-05-31 19:23:31,078 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:16:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.5702, loss: 2.5702 +2025-05-31 19:24:14,396 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:16:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5505, loss: 2.5505 +2025-05-31 19:24:57,757 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:15:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5255, loss: 2.5255 +2025-05-31 19:25:40,915 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:14:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.5321, loss: 2.5321 +2025-05-31 19:26:24,114 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:14:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6019, loss: 2.6019 +2025-05-31 19:27:07,436 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:13:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5770, loss: 2.5770 +2025-05-31 19:27:50,711 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:12:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4344, loss: 2.4344 +2025-05-31 19:28:33,873 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:11:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4976, loss: 2.4976 +2025-05-31 19:28:57,351 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-31 19:38:07,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:38:07,803 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9890 +2025-05-31 19:38:07,807 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8911, top5_acc: 0.9890 +2025-05-31 19:39:11,329 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:10:43, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4506, loss: 2.4506 +2025-05-31 19:39:54,571 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:10:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.4213, loss: 2.4213 +2025-05-31 19:40:37,857 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:09:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.3925, loss: 2.3925 +2025-05-31 19:41:21,115 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:08:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4930, loss: 2.4930 +2025-05-31 19:42:04,674 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:07:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.3347, loss: 2.3347 +2025-05-31 19:42:48,067 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:07:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4209, loss: 2.4209 +2025-05-31 19:43:31,473 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:06:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4237, loss: 2.4237 +2025-05-31 19:44:14,836 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:05:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.5188, loss: 2.5188 +2025-05-31 19:44:58,046 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:04:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5207, loss: 2.5207 +2025-05-31 19:45:41,360 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:04:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.5121, loss: 2.5121 +2025-05-31 19:46:24,658 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 21:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5479, loss: 2.5479 +2025-05-31 19:47:07,858 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 21:02:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9956, loss_cls: 2.4465, loss: 2.4465 +2025-05-31 19:47:51,029 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 21:02:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.4745, loss: 2.4745 +2025-05-31 19:48:34,244 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 21:01:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4904, loss: 2.4904 +2025-05-31 19:49:17,459 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 21:00:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.5692, loss: 2.5692 +2025-05-31 19:50:00,666 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:59:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4692, loss: 2.4692 +2025-05-31 19:50:43,910 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5501, loss: 2.5501 +2025-05-31 19:51:27,028 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:58:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5760, loss: 2.5760 +2025-05-31 19:52:10,264 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:57:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4771, loss: 2.4771 +2025-05-31 19:52:53,431 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:57:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4251, loss: 2.4251 +2025-05-31 19:53:36,662 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:56:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5925, loss: 2.5925 +2025-05-31 19:54:20,081 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:55:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5116, loss: 2.5116 +2025-05-31 19:55:03,378 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:54:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4670, loss: 2.4670 +2025-05-31 19:55:26,725 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-31 19:56:53,392 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:56:53,465 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9796 +2025-05-31 19:56:53,468 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8302, top5_acc: 0.9796 +2025-05-31 19:57:56,883 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:53:44, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5153, loss: 2.5153 +2025-05-31 19:58:40,145 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:53:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3949, loss: 2.3949 +2025-05-31 19:59:23,406 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.4786, loss: 2.4786 +2025-05-31 20:00:06,684 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:51:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.3193, loss: 2.3193 +2025-05-31 20:00:50,132 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:50:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.4003, loss: 2.4003 +2025-05-31 20:01:33,506 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:50:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.5161, loss: 2.5161 +2025-05-31 20:02:16,861 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:49:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.4253, loss: 2.4253 +2025-05-31 20:03:00,179 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:48:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9944, loss_cls: 2.4918, loss: 2.4918 +2025-05-31 20:03:43,683 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:47:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4580, loss: 2.4580 +2025-05-31 20:04:27,068 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:47:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6459, loss: 2.6459 +2025-05-31 20:05:10,770 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:46:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4132, loss: 2.4132 +2025-05-31 20:05:54,074 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.4229, loss: 2.4229 +2025-05-31 20:06:37,437 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:45:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.4929, loss: 2.4929 +2025-05-31 20:07:20,717 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:44:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.4709, loss: 2.4709 +2025-05-31 20:08:03,910 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:43:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3063, loss: 2.3063 +2025-05-31 20:08:47,173 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:42:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.5169, loss: 2.5169 +2025-05-31 20:09:30,481 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.4385, loss: 2.4385 +2025-05-31 20:10:13,737 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:41:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.4862, loss: 2.4862 +2025-05-31 20:10:57,001 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:40:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.4739, loss: 2.4739 +2025-05-31 20:11:40,219 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:40:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.5195, loss: 2.5195 +2025-05-31 20:12:23,565 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:39:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.4739, loss: 2.4739 +2025-05-31 20:13:06,884 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:38:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4698, loss: 2.4698 +2025-05-31 20:13:50,153 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:37:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.3983, loss: 2.3983 +2025-05-31 20:14:13,677 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-31 20:15:40,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:15:40,228 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9923 +2025-05-31 20:15:40,231 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9122, top5_acc: 0.9923 +2025-05-31 20:16:43,925 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:36:47, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.3841, loss: 2.3841 +2025-05-31 20:17:27,169 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4203, loss: 2.4203 +2025-05-31 20:18:10,407 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:35:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.3077, loss: 2.3077 +2025-05-31 20:18:53,676 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:34:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4062, loss: 2.4062 +2025-05-31 20:19:37,054 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:33:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.4173, loss: 2.4173 +2025-05-31 20:20:20,490 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:33:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.4294, loss: 2.4294 +2025-05-31 20:21:03,694 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.5020, loss: 2.5020 +2025-05-31 20:21:46,966 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:31:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.3525, loss: 2.3525 +2025-05-31 20:22:30,137 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:31:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.5078, loss: 2.5078 +2025-05-31 20:23:13,394 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:30:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4045, loss: 2.4045 +2025-05-31 20:23:56,792 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:29:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3974, loss: 2.3974 +2025-05-31 20:24:40,126 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:28:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.4555, loss: 2.4555 +2025-05-31 20:25:23,425 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:28:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5047, loss: 2.5047 +2025-05-31 20:26:06,779 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:27:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5134, loss: 2.5134 +2025-05-31 20:26:50,118 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:26:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.5780, loss: 2.5780 +2025-05-31 20:27:33,561 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:26:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.6082, loss: 2.6082 +2025-05-31 20:28:16,895 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:25:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.5573, loss: 2.5573 +2025-05-31 20:29:00,181 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:24:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.4270, loss: 2.4270 +2025-05-31 20:29:43,512 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:23:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.5440, loss: 2.5440 +2025-05-31 20:30:26,762 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:23:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4473, loss: 2.4473 +2025-05-31 20:31:10,099 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:22:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5196, loss: 2.5196 +2025-05-31 20:31:53,407 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:21:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4000, loss: 2.4000 +2025-05-31 20:32:36,697 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:20:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4439, loss: 2.4439 +2025-05-31 20:33:00,184 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-31 20:34:26,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:34:26,283 - pyskl - INFO - +top1_acc 0.8880 +top5_acc 0.9881 +2025-05-31 20:34:26,286 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8880, top5_acc: 0.9881 +2025-05-31 20:35:29,729 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:19:49, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3494, loss: 2.3494 +2025-05-31 20:36:12,926 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:19:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3415, loss: 2.3415 +2025-05-31 20:36:56,051 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:18:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3902, loss: 2.3902 +2025-05-31 20:37:39,396 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:17:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3967, loss: 2.3967 +2025-05-31 20:38:22,721 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:16:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.4572, loss: 2.4572 +2025-05-31 20:39:06,093 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:16:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.3274, loss: 2.3274 +2025-05-31 20:39:49,621 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:15:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4501, loss: 2.4501 +2025-05-31 20:40:32,992 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:14:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5405, loss: 2.5405 +2025-05-31 20:41:16,210 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:14:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 2.4268, loss: 2.4268 +2025-05-31 20:41:59,335 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:13:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4794, loss: 2.4794 +2025-05-31 20:42:42,687 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:12:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4643, loss: 2.4643 +2025-05-31 20:43:25,987 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4432, loss: 2.4432 +2025-05-31 20:44:09,254 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:11:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9950, loss_cls: 2.4188, loss: 2.4188 +2025-05-31 20:44:52,542 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:10:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3699, loss: 2.3699 +2025-05-31 20:45:35,765 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4740, loss: 2.4740 +2025-05-31 20:46:19,057 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:09:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.4558, loss: 2.4558 +2025-05-31 20:47:02,294 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:08:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.3468, loss: 2.3468 +2025-05-31 20:47:45,678 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:07:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4436, loss: 2.4436 +2025-05-31 20:48:28,956 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:06:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.3780, loss: 2.3780 +2025-05-31 20:49:12,240 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:06:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4733, loss: 2.4733 +2025-05-31 20:49:55,522 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:05:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4883, loss: 2.4883 +2025-05-31 20:50:38,733 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 20:04:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9981, loss_cls: 2.4197, loss: 2.4197 +2025-05-31 20:51:21,945 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 20:03:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4286, loss: 2.4286 +2025-05-31 20:51:45,465 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-31 20:53:11,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:53:12,063 - pyskl - INFO - +top1_acc 0.8795 +top5_acc 0.9906 +2025-05-31 20:53:12,067 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8795, top5_acc: 0.9906 +2025-05-31 20:54:15,816 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 20:02:51, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3944, loss: 2.3944 +2025-05-31 20:54:59,114 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 20:02:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4203, loss: 2.4203 +2025-05-31 20:55:42,330 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 20:01:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.4726, loss: 2.4726 +2025-05-31 20:56:25,793 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 20:00:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 2.4441, loss: 2.4441 +2025-05-31 20:57:09,209 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:59:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.3365, loss: 2.3365 +2025-05-31 20:57:52,408 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:59:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3774, loss: 2.3774 +2025-05-31 20:58:35,518 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:58:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4100, loss: 2.4100 +2025-05-31 20:59:18,662 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:57:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3550, loss: 2.3550 +2025-05-31 21:00:01,983 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:57:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3904, loss: 2.3904 +2025-05-31 21:00:45,217 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:56:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 2.4169, loss: 2.4169 +2025-05-31 21:01:28,480 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:55:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.4029, loss: 2.4029 +2025-05-31 21:02:11,672 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:54:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3833, loss: 2.3833 +2025-05-31 21:02:54,667 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:54:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.4344, loss: 2.4344 +2025-05-31 21:03:37,891 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:53:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3590, loss: 2.3590 +2025-05-31 21:04:21,342 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:52:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5092, loss: 2.5092 +2025-05-31 21:05:04,781 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:52:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.4383, loss: 2.4383 +2025-05-31 21:05:47,984 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:51:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.4242, loss: 2.4242 +2025-05-31 21:06:31,239 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:50:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5643, loss: 2.5643 +2025-05-31 21:07:14,514 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:49:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4023, loss: 2.4023 +2025-05-31 21:07:57,683 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:49:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5041, loss: 2.5041 +2025-05-31 21:08:40,859 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:48:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4367, loss: 2.4367 +2025-05-31 21:09:24,094 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:47:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3562, loss: 2.3562 +2025-05-31 21:10:07,258 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:47:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4305, loss: 2.4305 +2025-05-31 21:10:30,686 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-31 21:19:21,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:19:21,598 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9902 +2025-05-31 21:19:21,601 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8949, top5_acc: 0.9902 +2025-05-31 21:20:25,270 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:45:52, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3446, loss: 2.3446 +2025-05-31 21:21:08,515 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:45:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3771, loss: 2.3771 +2025-05-31 21:21:51,658 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:44:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2955, loss: 2.2955 +2025-05-31 21:22:35,084 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:43:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.3606, loss: 2.3606 +2025-05-31 21:23:18,619 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:42:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3533, loss: 2.3533 +2025-05-31 21:24:02,067 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3925, loss: 2.3925 +2025-05-31 21:24:45,403 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:41:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.3642, loss: 2.3642 +2025-05-31 21:25:28,550 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:40:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3113, loss: 2.3113 +2025-05-31 21:26:11,847 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:40:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.3463, loss: 2.3463 +2025-05-31 21:26:55,166 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:39:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.4462, loss: 2.4462 +2025-05-31 21:27:38,400 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:38:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4698, loss: 2.4698 +2025-05-31 21:28:21,603 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:37:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.4218, loss: 2.4218 +2025-05-31 21:29:04,921 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:37:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3948, loss: 2.3948 +2025-05-31 21:29:48,223 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:36:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5096, loss: 2.5096 +2025-05-31 21:30:31,510 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:35:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.4831, loss: 2.4831 +2025-05-31 21:31:14,835 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:35:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.4911, loss: 2.4911 +2025-05-31 21:31:58,171 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:34:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.3829, loss: 2.3829 +2025-05-31 21:32:41,455 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:33:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.4330, loss: 2.4330 +2025-05-31 21:33:24,849 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:32:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.4948, loss: 2.4948 +2025-05-31 21:34:08,161 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:32:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.3574, loss: 2.3574 +2025-05-31 21:34:51,422 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:31:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.4770, loss: 2.4770 +2025-05-31 21:35:34,728 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:30:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.5134, loss: 2.5134 +2025-05-31 21:36:18,051 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:30:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5254, loss: 2.5254 +2025-05-31 21:36:41,558 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-31 21:38:07,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:38:08,054 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9904 +2025-05-31 21:38:08,057 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9027, top5_acc: 0.9904 +2025-05-31 21:39:11,658 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:28:54, time: 0.636, data_time: 0.200, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.3530, loss: 2.3530 +2025-05-31 21:39:54,945 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:28:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.3314, loss: 2.3314 +2025-05-31 21:40:38,218 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:27:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.3283, loss: 2.3283 +2025-05-31 21:41:21,642 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:26:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4126, loss: 2.4126 +2025-05-31 21:42:05,056 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:26:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.4184, loss: 2.4184 +2025-05-31 21:42:48,370 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:25:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.4309, loss: 2.4309 +2025-05-31 21:43:31,537 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:24:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.4030, loss: 2.4030 +2025-05-31 21:44:14,742 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:23:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.5072, loss: 2.5072 +2025-05-31 21:44:57,927 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:23:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.3400, loss: 2.3400 +2025-05-31 21:45:41,284 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:22:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5260, loss: 2.5260 +2025-05-31 21:46:24,545 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:21:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.4555, loss: 2.4555 +2025-05-31 21:47:07,938 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:21:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.3938, loss: 2.3938 +2025-05-31 21:47:51,241 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:20:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.4834, loss: 2.4834 +2025-05-31 21:48:34,597 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:19:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.4726, loss: 2.4726 +2025-05-31 21:49:17,869 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.4447, loss: 2.4447 +2025-05-31 21:50:01,176 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:18:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.4207, loss: 2.4207 +2025-05-31 21:50:44,581 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:17:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4978, loss: 2.4978 +2025-05-31 21:51:27,864 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:16:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3443, loss: 2.3443 +2025-05-31 21:52:11,270 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:15:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4045, loss: 2.4045 +2025-05-31 21:52:54,512 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:15:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.3586, loss: 2.3586 +2025-05-31 21:53:37,775 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:14:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.4372, loss: 2.4372 +2025-05-31 21:54:21,369 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:13:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5032, loss: 2.5032 +2025-05-31 21:55:04,582 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:13:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.5408, loss: 2.5408 +2025-05-31 21:55:28,021 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-31 21:56:54,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:56:54,296 - pyskl - INFO - +top1_acc 0.9129 +top5_acc 0.9917 +2025-05-31 21:56:54,300 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.9129, top5_acc: 0.9917 +2025-05-31 21:57:57,618 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:11:57, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.4189, loss: 2.4189 +2025-05-31 21:58:40,887 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:11:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2813, loss: 2.2813 +2025-05-31 21:59:24,162 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:10:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2345, loss: 2.2345 +2025-05-31 22:00:07,758 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:09:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2596, loss: 2.2596 +2025-05-31 22:00:51,121 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:09:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.4143, loss: 2.4143 +2025-05-31 22:01:34,528 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.2597, loss: 2.2597 +2025-05-31 22:02:17,814 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:07:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3976, loss: 2.3976 +2025-05-31 22:03:01,015 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:06:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.4287, loss: 2.4287 +2025-05-31 22:03:44,253 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:06:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3842, loss: 2.3842 +2025-05-31 22:04:27,666 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:05:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.3655, loss: 2.3655 +2025-05-31 22:05:10,953 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:04:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.4914, loss: 2.4914 +2025-05-31 22:05:54,249 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 19:04:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.3944, loss: 2.3944 +2025-05-31 22:06:37,762 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 19:03:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5573, loss: 2.5573 +2025-05-31 22:07:21,350 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 19:02:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4044, loss: 2.4044 +2025-05-31 22:08:04,699 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 19:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.3777, loss: 2.3777 +2025-05-31 22:08:47,994 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 19:01:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.3896, loss: 2.3896 +2025-05-31 22:09:31,453 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 19:00:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.4713, loss: 2.4713 +2025-05-31 22:10:14,911 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:59:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.3537, loss: 2.3537 +2025-05-31 22:10:58,238 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:59:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4073, loss: 2.4073 +2025-05-31 22:11:41,666 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:58:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4192, loss: 2.4192 +2025-05-31 22:12:24,936 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:57:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4525, loss: 2.4525 +2025-05-31 22:13:08,208 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:56:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.4127, loss: 2.4127 +2025-05-31 22:13:51,527 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:56:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3955, loss: 2.3955 +2025-05-31 22:14:15,036 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-31 22:15:40,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:15:41,073 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9907 +2025-05-31 22:15:41,076 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8882, top5_acc: 0.9907 +2025-05-31 22:16:45,004 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:55:00, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.2924, loss: 2.2924 +2025-05-31 22:17:28,568 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:54:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.3316, loss: 2.3316 +2025-05-31 22:18:12,032 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:53:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.2799, loss: 2.2799 +2025-05-31 22:18:55,406 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:52:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 2.2935, loss: 2.2935 +2025-05-31 22:19:38,746 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:52:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.3374, loss: 2.3374 +2025-05-31 22:20:22,202 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:51:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.3111, loss: 2.3111 +2025-05-31 22:21:05,432 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.3704, loss: 2.3704 +2025-05-31 22:21:48,629 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.4472, loss: 2.4472 +2025-05-31 22:22:31,820 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:49:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4239, loss: 2.4239 +2025-05-31 22:23:15,052 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:48:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3521, loss: 2.3521 +2025-05-31 22:23:58,316 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:47:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3640, loss: 2.3640 +2025-05-31 22:24:41,771 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:47:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3364, loss: 2.3364 +2025-05-31 22:25:25,143 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:46:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2610, loss: 2.2610 +2025-05-31 22:26:08,482 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:45:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.4397, loss: 2.4397 +2025-05-31 22:26:51,790 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:44:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3794, loss: 2.3794 +2025-05-31 22:27:35,064 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:44:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4661, loss: 2.4661 +2025-05-31 22:28:18,338 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:43:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2900, loss: 2.2900 +2025-05-31 22:29:01,622 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:42:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4026, loss: 2.4026 +2025-05-31 22:29:44,875 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:42:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3164, loss: 2.3164 +2025-05-31 22:30:28,104 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:41:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.3792, loss: 2.3792 +2025-05-31 22:31:11,367 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:40:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.4513, loss: 2.4513 +2025-05-31 22:31:54,630 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:39:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.2374, loss: 2.2374 +2025-05-31 22:32:37,894 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3746, loss: 2.3746 +2025-05-31 22:33:01,350 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-31 22:34:27,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:34:27,389 - pyskl - INFO - +top1_acc 0.8385 +top5_acc 0.9815 +2025-05-31 22:34:27,392 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8385, top5_acc: 0.9815 +2025-05-31 22:35:31,217 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:38:03, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2936, loss: 2.2936 +2025-05-31 22:36:14,554 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:37:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3005, loss: 2.3005 +2025-05-31 22:36:57,962 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:36:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.3024, loss: 2.3024 +2025-05-31 22:37:41,630 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:35:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.2743, loss: 2.2743 +2025-05-31 22:38:24,862 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:35:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.2593, loss: 2.2593 +2025-05-31 22:39:08,015 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:34:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3432, loss: 2.3432 +2025-05-31 22:39:51,139 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:33:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3958, loss: 2.3958 +2025-05-31 22:40:34,283 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:33:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3405, loss: 2.3405 +2025-05-31 22:41:17,463 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:32:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.3744, loss: 2.3744 +2025-05-31 22:42:00,548 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:31:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3816, loss: 2.3816 +2025-05-31 22:42:43,710 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:30:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3629, loss: 2.3629 +2025-05-31 22:43:26,921 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:30:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9962, loss_cls: 2.4379, loss: 2.4379 +2025-05-31 22:44:10,209 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:29:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.3896, loss: 2.3896 +2025-05-31 22:44:53,698 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:28:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3810, loss: 2.3810 +2025-05-31 22:45:37,169 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:27:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3677, loss: 2.3677 +2025-05-31 22:46:20,491 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.4461, loss: 2.4461 +2025-05-31 22:47:03,926 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:26:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3546, loss: 2.3546 +2025-05-31 22:47:47,171 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:25:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.3381, loss: 2.3381 +2025-05-31 22:48:30,398 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:25:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.2267, loss: 2.2267 +2025-05-31 22:49:13,677 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:24:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2806, loss: 2.2806 +2025-05-31 22:49:56,957 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:23:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4298, loss: 2.4298 +2025-05-31 22:50:40,251 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3933, loss: 2.3933 +2025-05-31 22:51:23,574 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:22:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.4282, loss: 2.4282 +2025-05-31 22:51:47,088 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-31 23:00:17,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:00:17,548 - pyskl - INFO - +top1_acc 0.8856 +top5_acc 0.9852 +2025-05-31 23:00:17,551 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8856, top5_acc: 0.9852 +2025-05-31 23:01:20,682 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:21:04, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.2546, loss: 2.2546 +2025-05-31 23:02:03,810 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:20:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.2576, loss: 2.2576 +2025-05-31 23:02:47,100 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:19:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3004, loss: 2.3004 +2025-05-31 23:03:30,465 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:18:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3508, loss: 2.3508 +2025-05-31 23:04:13,851 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:18:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1895, loss: 2.1895 +2025-05-31 23:04:57,186 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:17:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.2757, loss: 2.2757 +2025-05-31 23:05:40,319 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:16:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2947, loss: 2.2947 +2025-05-31 23:06:23,499 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:16:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3484, loss: 2.3484 +2025-05-31 23:07:06,704 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:15:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9962, loss_cls: 2.3553, loss: 2.3553 +2025-05-31 23:07:49,950 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:14:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.4240, loss: 2.4240 +2025-05-31 23:08:33,206 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:13:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4541, loss: 2.4541 +2025-05-31 23:09:16,472 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.3852, loss: 2.3852 +2025-05-31 23:09:59,672 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:12:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.2696, loss: 2.2696 +2025-05-31 23:10:43,173 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:11:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3716, loss: 2.3716 +2025-05-31 23:11:26,399 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:11:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4112, loss: 2.4112 +2025-05-31 23:12:09,625 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:10:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3265, loss: 2.3265 +2025-05-31 23:12:52,904 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:09:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3213, loss: 2.3213 +2025-05-31 23:13:36,234 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:08:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2394, loss: 2.2394 +2025-05-31 23:14:19,499 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:08:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3277, loss: 2.3277 +2025-05-31 23:15:02,754 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:07:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4319, loss: 2.4319 +2025-05-31 23:15:45,962 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:06:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2858, loss: 2.2858 +2025-05-31 23:16:29,148 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:05:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.3903, loss: 2.3903 +2025-05-31 23:17:12,341 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:05:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3561, loss: 2.3561 +2025-05-31 23:17:35,711 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-31 23:19:01,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:19:01,805 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9931 +2025-05-31 23:19:01,865 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_66.pth was removed +2025-05-31 23:19:02,859 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-05-31 23:19:02,859 - pyskl - INFO - Best top1_acc is 0.9168 at 86 epoch. +2025-05-31 23:19:02,862 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9168, top5_acc: 0.9931 +2025-05-31 23:20:06,107 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 18:04:06, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.2944, loss: 2.2944 +2025-05-31 23:20:49,313 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 18:03:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.2076, loss: 2.2076 +2025-05-31 23:21:32,730 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 18:02:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.2305, loss: 2.2305 +2025-05-31 23:22:16,167 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 18:01:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2818, loss: 2.2818 +2025-05-31 23:22:59,586 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 18:01:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.2401, loss: 2.2401 +2025-05-31 23:23:42,746 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 18:00:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.2877, loss: 2.2877 +2025-05-31 23:24:25,855 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:59:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3250, loss: 2.3250 +2025-05-31 23:25:08,992 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:59:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2039, loss: 2.2039 +2025-05-31 23:25:52,084 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:58:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3689, loss: 2.3689 +2025-05-31 23:26:35,148 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3236, loss: 2.3236 +2025-05-31 23:27:18,304 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:56:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2845, loss: 2.2845 +2025-05-31 23:28:01,422 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:56:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.2186, loss: 2.2186 +2025-05-31 23:28:44,590 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:55:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3497, loss: 2.3497 +2025-05-31 23:29:27,727 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:54:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3681, loss: 2.3681 +2025-05-31 23:30:10,914 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:54:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.2871, loss: 2.2871 +2025-05-31 23:30:54,090 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:53:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3631, loss: 2.3631 +2025-05-31 23:31:37,421 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:52:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.3632, loss: 2.3632 +2025-05-31 23:32:20,698 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:51:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.4105, loss: 2.4105 +2025-05-31 23:33:03,874 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:51:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2346, loss: 2.2346 +2025-05-31 23:33:46,964 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:50:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.4300, loss: 2.4300 +2025-05-31 23:34:30,266 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:49:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3524, loss: 2.3524 +2025-05-31 23:35:13,529 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:48:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2590, loss: 2.2590 +2025-05-31 23:35:56,787 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:48:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3287, loss: 2.3287 +2025-05-31 23:36:20,260 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-31 23:37:46,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:37:46,474 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9930 +2025-05-31 23:37:46,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_86.pth was removed +2025-05-31 23:37:47,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-05-31 23:37:47,488 - pyskl - INFO - Best top1_acc is 0.9187 at 87 epoch. +2025-05-31 23:37:47,491 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9187, top5_acc: 0.9930 +2025-05-31 23:38:50,652 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:47:06, time: 0.632, data_time: 0.198, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1225, loss: 2.1225 +2025-05-31 23:39:33,954 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:46:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.2327, loss: 2.2327 +2025-05-31 23:40:17,405 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:45:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3092, loss: 2.3092 +2025-05-31 23:41:00,798 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:44:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 23:41:44,162 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:44:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2390, loss: 2.2390 +2025-05-31 23:42:27,379 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:43:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.2693, loss: 2.2693 +2025-05-31 23:43:10,663 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:42:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2481, loss: 2.2481 +2025-05-31 23:43:54,178 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:42:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2191, loss: 2.2191 +2025-05-31 23:44:37,464 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:41:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2695, loss: 2.2695 +2025-05-31 23:45:20,755 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:40:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.4070, loss: 2.4070 +2025-05-31 23:46:04,026 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:39:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4084, loss: 2.4084 +2025-05-31 23:46:47,241 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:39:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2333, loss: 2.2333 +2025-05-31 23:47:30,526 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:38:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.2644, loss: 2.2644 +2025-05-31 23:48:13,779 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:37:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2941, loss: 2.2941 +2025-05-31 23:48:57,186 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:37:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.2139, loss: 2.2139 +2025-05-31 23:49:40,562 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:36:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.3108, loss: 2.3108 +2025-05-31 23:50:23,897 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:35:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3577, loss: 2.3577 +2025-05-31 23:51:07,307 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:34:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2294, loss: 2.2294 +2025-05-31 23:51:50,597 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:34:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2689, loss: 2.2689 +2025-05-31 23:52:33,878 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:33:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3305, loss: 2.3305 +2025-05-31 23:53:17,185 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:32:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.2705, loss: 2.2705 +2025-05-31 23:54:00,431 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:32:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3434, loss: 2.3434 +2025-05-31 23:54:43,838 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:31:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2934, loss: 2.2934 +2025-05-31 23:55:07,257 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-31 23:56:33,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:56:33,641 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9923 +2025-05-31 23:56:33,644 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8954, top5_acc: 0.9923 +2025-05-31 23:57:37,178 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:30:09, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0836, loss: 2.0836 +2025-05-31 23:58:20,542 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1950, loss: 2.1950 +2025-05-31 23:59:04,026 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:28:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2093, loss: 2.2093 +2025-05-31 23:59:47,304 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:28:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.2325, loss: 2.2325 +2025-06-01 00:00:30,834 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:27:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1900, loss: 2.1900 +2025-06-01 00:01:14,407 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:26:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.2685, loss: 2.2685 +2025-06-01 00:01:57,853 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:25:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.2456, loss: 2.2456 +2025-06-01 00:02:41,323 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:25:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3134, loss: 2.3134 +2025-06-01 00:03:24,780 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:24:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.2285, loss: 2.2285 +2025-06-01 00:04:08,294 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:23:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.2976, loss: 2.2976 +2025-06-01 00:04:51,817 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:22:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.2499, loss: 2.2499 +2025-06-01 00:05:35,097 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:22:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.3050, loss: 2.3050 +2025-06-01 00:06:18,498 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:21:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3319, loss: 2.3319 +2025-06-01 00:07:01,866 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:20:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.2789, loss: 2.2789 +2025-06-01 00:07:45,230 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:20:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2967, loss: 2.2967 +2025-06-01 00:08:28,774 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:19:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.4161, loss: 2.4161 +2025-06-01 00:09:12,231 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:18:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2968, loss: 2.2968 +2025-06-01 00:09:55,585 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:17:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1996, loss: 2.1996 +2025-06-01 00:10:38,855 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:17:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.3198, loss: 2.3198 +2025-06-01 00:11:22,088 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:16:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.2541, loss: 2.2541 +2025-06-01 00:12:05,354 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:15:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.3998, loss: 2.3998 +2025-06-01 00:12:48,586 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:15:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.3003, loss: 2.3003 +2025-06-01 00:13:31,899 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:14:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.3024, loss: 2.3024 +2025-06-01 00:13:55,356 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-01 00:15:21,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:15:21,899 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9932 +2025-06-01 00:15:21,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_87.pth was removed +2025-06-01 00:15:22,898 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-01 00:15:22,899 - pyskl - INFO - Best top1_acc is 0.9221 at 89 epoch. +2025-06-01 00:15:22,901 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9221, top5_acc: 0.9932 +2025-06-01 00:16:26,366 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:13:13, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1633, loss: 2.1633 +2025-06-01 00:17:09,945 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:12:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.2230, loss: 2.2230 +2025-06-01 00:17:53,387 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:11:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1782, loss: 2.1782 +2025-06-01 00:18:36,686 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:11:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.2432, loss: 2.2432 +2025-06-01 00:19:19,930 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:10:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1341, loss: 2.1341 +2025-06-01 00:20:03,105 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:09:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2812, loss: 2.2812 +2025-06-01 00:20:46,337 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:08:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.0590, loss: 2.0590 +2025-06-01 00:21:29,695 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:08:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.2738, loss: 2.2738 +2025-06-01 00:22:12,933 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:07:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.1934, loss: 2.1934 +2025-06-01 00:22:56,201 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:06:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2213, loss: 2.2213 +2025-06-01 00:23:39,479 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:06:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1609, loss: 2.1609 +2025-06-01 00:24:22,797 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:05:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.2009, loss: 2.2009 +2025-06-01 00:25:06,154 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:04:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.3101, loss: 2.3101 +2025-06-01 00:25:49,594 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 17:03:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1856, loss: 2.1856 +2025-06-01 00:26:32,994 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 17:03:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2982, loss: 2.2982 +2025-06-01 00:27:16,428 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 17:02:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2832, loss: 2.2832 +2025-06-01 00:27:59,845 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 17:01:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2099, loss: 2.2099 +2025-06-01 00:28:43,294 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 17:01:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.2910, loss: 2.2910 +2025-06-01 00:29:26,571 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 17:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3071, loss: 2.3071 +2025-06-01 00:30:09,817 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:59:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2335, loss: 2.2335 +2025-06-01 00:30:53,127 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:58:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.3219, loss: 2.3219 +2025-06-01 00:31:36,493 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:58:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.3327, loss: 2.3327 +2025-06-01 00:32:19,861 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:57:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2089, loss: 2.2089 +2025-06-01 00:32:43,383 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-01 00:41:15,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:41:15,747 - pyskl - INFO - +top1_acc 0.9193 +top5_acc 0.9938 +2025-06-01 00:41:15,750 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9193, top5_acc: 0.9938 +2025-06-01 00:42:18,954 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:56:16, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1473, loss: 2.1473 +2025-06-01 00:43:02,100 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:55:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2518, loss: 2.2518 +2025-06-01 00:43:45,475 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:54:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.2086, loss: 2.2086 +2025-06-01 00:44:28,710 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:54:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1380, loss: 2.1380 +2025-06-01 00:45:12,013 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:53:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2165, loss: 2.2165 +2025-06-01 00:45:55,353 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:52:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2214, loss: 2.2214 +2025-06-01 00:46:38,849 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:51:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1714, loss: 2.1714 +2025-06-01 00:47:22,294 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:51:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3162, loss: 2.3162 +2025-06-01 00:48:05,515 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:50:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2631, loss: 2.2631 +2025-06-01 00:48:48,778 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:49:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3007, loss: 2.3007 +2025-06-01 00:49:32,047 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:49:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.2384, loss: 2.2384 +2025-06-01 00:50:15,263 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:48:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1897, loss: 2.1897 +2025-06-01 00:50:58,427 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:47:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2531, loss: 2.2531 +2025-06-01 00:51:41,688 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:46:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1280, loss: 2.1280 +2025-06-01 00:52:24,922 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:46:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.2397, loss: 2.2397 +2025-06-01 00:53:08,203 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:45:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2186, loss: 2.2186 +2025-06-01 00:53:51,422 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:44:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.2313, loss: 2.2313 +2025-06-01 00:54:34,650 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:44:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9994, loss_cls: 2.2419, loss: 2.2419 +2025-06-01 00:55:18,010 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:43:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2842, loss: 2.2842 +2025-06-01 00:56:01,135 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:42:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2308, loss: 2.2308 +2025-06-01 00:56:44,408 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:41:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2706, loss: 2.2706 +2025-06-01 00:57:27,645 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:41:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.2741, loss: 2.2741 +2025-06-01 00:58:10,908 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:40:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.3520, loss: 2.3520 +2025-06-01 00:58:34,403 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-01 01:00:00,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:00:00,439 - pyskl - INFO - +top1_acc 0.9126 +top5_acc 0.9923 +2025-06-01 01:00:00,442 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9126, top5_acc: 0.9923 +2025-06-01 01:01:04,215 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:39:18, time: 0.638, data_time: 0.202, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0631, loss: 2.0631 +2025-06-01 01:01:47,555 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:38:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1096, loss: 2.1096 +2025-06-01 01:02:31,007 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:37:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2252, loss: 2.2252 +2025-06-01 01:03:14,413 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:37:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1129, loss: 2.1129 +2025-06-01 01:03:57,888 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:36:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1018, loss: 2.1018 +2025-06-01 01:04:41,150 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:35:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1666, loss: 2.1666 +2025-06-01 01:05:24,452 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:34:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1987, loss: 2.1987 +2025-06-01 01:06:07,783 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:34:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.2377, loss: 2.2377 +2025-06-01 01:06:51,087 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:33:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1773, loss: 2.1773 +2025-06-01 01:07:34,257 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:32:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.2258, loss: 2.2258 +2025-06-01 01:08:17,711 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:32:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.2346, loss: 2.2346 +2025-06-01 01:09:01,126 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:31:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.2312, loss: 2.2312 +2025-06-01 01:09:44,422 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:30:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1503, loss: 2.1503 +2025-06-01 01:10:27,685 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:29:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1799, loss: 2.1799 +2025-06-01 01:11:10,974 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:29:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.2185, loss: 2.2185 +2025-06-01 01:11:54,334 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:28:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2857, loss: 2.2857 +2025-06-01 01:12:37,617 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:27:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1903, loss: 2.1903 +2025-06-01 01:13:21,229 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:27:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.2205, loss: 2.2205 +2025-06-01 01:14:04,597 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:26:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1879, loss: 2.1879 +2025-06-01 01:14:48,030 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:25:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2455, loss: 2.2455 +2025-06-01 01:15:31,373 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:24:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.2386, loss: 2.2386 +2025-06-01 01:16:14,620 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:24:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.2545, loss: 2.2545 +2025-06-01 01:16:57,938 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:23:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.3000, loss: 2.3000 +2025-06-01 01:17:21,324 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-01 01:18:47,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:18:47,744 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9927 +2025-06-01 01:18:47,747 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9215, top5_acc: 0.9927 +2025-06-01 01:19:51,314 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:22:21, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1086, loss: 2.1086 +2025-06-01 01:20:34,815 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:21:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0873, loss: 2.0873 +2025-06-01 01:21:18,495 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:20:55, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.0746, loss: 2.0746 +2025-06-01 01:22:01,928 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:20:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.1435, loss: 2.1435 +2025-06-01 01:22:45,408 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:19:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1602, loss: 2.1602 +2025-06-01 01:23:28,730 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:18:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1566, loss: 2.1566 +2025-06-01 01:24:12,058 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:18:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.2231, loss: 2.2231 +2025-06-01 01:24:55,394 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:17:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.2148, loss: 2.2148 +2025-06-01 01:25:38,701 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:16:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1730, loss: 2.1730 +2025-06-01 01:26:21,976 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:15:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0788, loss: 2.0788 +2025-06-01 01:27:05,286 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:15:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1927, loss: 2.1927 +2025-06-01 01:27:48,657 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:14:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.2625, loss: 2.2625 +2025-06-01 01:28:31,997 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:13:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1823, loss: 2.1823 +2025-06-01 01:29:15,378 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:13:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.1406, loss: 2.1406 +2025-06-01 01:29:58,688 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:12:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1378, loss: 2.1378 +2025-06-01 01:30:42,100 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:11:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2233, loss: 2.2233 +2025-06-01 01:31:25,427 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:10:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2248, loss: 2.2248 +2025-06-01 01:32:08,751 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:10:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9988, loss_cls: 2.2816, loss: 2.2816 +2025-06-01 01:32:51,953 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:09:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2603, loss: 2.2603 +2025-06-01 01:33:35,246 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:08:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.2598, loss: 2.2598 +2025-06-01 01:34:18,515 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:07:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2011, loss: 2.2011 +2025-06-01 01:35:01,739 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:07:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.2064, loss: 2.2064 +2025-06-01 01:35:44,935 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:06:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1954, loss: 2.1954 +2025-06-01 01:36:08,416 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-01 01:37:34,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:37:34,429 - pyskl - INFO - +top1_acc 0.9250 +top5_acc 0.9940 +2025-06-01 01:37:34,480 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_89.pth was removed +2025-06-01 01:37:35,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-01 01:37:35,497 - pyskl - INFO - Best top1_acc is 0.9250 at 93 epoch. +2025-06-01 01:37:35,500 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9250, top5_acc: 0.9940 +2025-06-01 01:38:38,943 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:05:24, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0412, loss: 2.0412 +2025-06-01 01:39:22,322 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:04:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.1621, loss: 2.1621 +2025-06-01 01:40:05,694 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:03:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1073, loss: 2.1073 +2025-06-01 01:40:49,038 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 16:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.0621, loss: 2.0621 +2025-06-01 01:41:32,247 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 16:02:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1751, loss: 2.1751 +2025-06-01 01:42:15,506 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 16:01:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.1668, loss: 2.1668 +2025-06-01 01:42:58,765 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 16:01:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2313, loss: 2.2313 +2025-06-01 01:43:42,029 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 16:00:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0887, loss: 2.0887 +2025-06-01 01:44:25,362 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:59:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0776, loss: 2.0776 +2025-06-01 01:45:08,754 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0779, loss: 2.0779 +2025-06-01 01:45:52,075 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:58:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.1530, loss: 2.1530 +2025-06-01 01:46:35,458 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:57:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.2454, loss: 2.2454 +2025-06-01 01:47:18,777 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:56:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.1591, loss: 2.1591 +2025-06-01 01:48:02,070 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:56:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1259, loss: 2.1259 +2025-06-01 01:48:45,354 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:55:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1756, loss: 2.1756 +2025-06-01 01:49:28,902 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:54:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1975, loss: 2.1975 +2025-06-01 01:50:12,253 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:53:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.2829, loss: 2.2829 +2025-06-01 01:50:55,576 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.1556, loss: 2.1556 +2025-06-01 01:51:38,805 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:52:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1823, loss: 2.1823 +2025-06-01 01:52:22,116 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:51:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.2206, loss: 2.2206 +2025-06-01 01:53:05,428 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:51:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.1206, loss: 2.1206 +2025-06-01 01:53:48,694 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.1904, loss: 2.1904 +2025-06-01 01:54:31,938 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:49:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.2564, loss: 2.2564 +2025-06-01 01:54:55,357 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-01 01:56:21,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:56:21,496 - pyskl - INFO - +top1_acc 0.9306 +top5_acc 0.9934 +2025-06-01 01:56:21,547 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_93.pth was removed +2025-06-01 01:56:22,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-06-01 01:56:22,552 - pyskl - INFO - Best top1_acc is 0.9306 at 94 epoch. +2025-06-01 01:56:22,554 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9306, top5_acc: 0.9934 +2025-06-01 01:57:26,361 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:48:27, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1055, loss: 2.1055 +2025-06-01 01:58:09,701 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:47:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0373, loss: 2.0373 +2025-06-01 01:58:53,017 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:47:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9858, loss: 1.9858 +2025-06-01 01:59:36,254 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:46:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1087, loss: 2.1087 +2025-06-01 02:00:19,578 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:45:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0243, loss: 2.0243 +2025-06-01 02:01:02,763 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:44:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.0763, loss: 2.0763 +2025-06-01 02:01:45,971 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:44:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 2.0065, loss: 2.0065 +2025-06-01 02:02:29,181 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:43:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0923, loss: 2.0923 +2025-06-01 02:03:12,426 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:42:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.1176, loss: 2.1176 +2025-06-01 02:03:55,665 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:41:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1929, loss: 2.1929 +2025-06-01 02:04:38,944 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:41:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0856, loss: 2.0856 +2025-06-01 02:05:22,257 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:40:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1103, loss: 2.1103 +2025-06-01 02:06:05,594 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:39:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.1984, loss: 2.1984 +2025-06-01 02:06:48,953 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:39:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0769, loss: 2.0769 +2025-06-01 02:07:32,353 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:38:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1510, loss: 2.1510 +2025-06-01 02:08:15,810 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:37:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.2045, loss: 2.2045 +2025-06-01 02:08:59,169 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:36:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.2030, loss: 2.2030 +2025-06-01 02:09:42,569 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:36:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.2283, loss: 2.2283 +2025-06-01 02:10:25,883 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:35:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1350, loss: 2.1350 +2025-06-01 02:11:09,198 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:34:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.2364, loss: 2.2364 +2025-06-01 02:11:52,457 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.2390, loss: 2.2390 +2025-06-01 02:12:35,833 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:33:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1620, loss: 2.1620 +2025-06-01 02:13:19,099 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:32:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.2140, loss: 2.2140 +2025-06-01 02:13:42,525 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-01 02:23:05,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:23:06,069 - pyskl - INFO - +top1_acc 0.9274 +top5_acc 0.9925 +2025-06-01 02:23:06,072 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9274, top5_acc: 0.9925 +2025-06-01 02:24:09,405 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:31:30, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1182, loss: 2.1182 +2025-06-01 02:24:52,699 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 2.0059, loss: 2.0059 +2025-06-01 02:25:35,866 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:30:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2126, loss: 2.2126 +2025-06-01 02:26:19,267 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:29:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9891, loss: 1.9891 +2025-06-01 02:27:02,574 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:28:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1492, loss: 2.1492 +2025-06-01 02:27:45,844 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:27:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0659, loss: 2.0659 +2025-06-01 02:28:29,150 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0891, loss: 2.0891 +2025-06-01 02:29:12,535 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:26:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1200, loss: 2.1200 +2025-06-01 02:29:55,850 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:25:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.0992, loss: 2.0992 +2025-06-01 02:30:39,081 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:25:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1279, loss: 2.1279 +2025-06-01 02:31:22,347 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:24:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0488, loss: 2.0488 +2025-06-01 02:32:05,504 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:23:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0991, loss: 2.0991 +2025-06-01 02:32:48,558 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:22:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.2144, loss: 2.2144 +2025-06-01 02:33:31,869 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:22:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1602, loss: 2.1602 +2025-06-01 02:34:15,146 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:21:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1776, loss: 2.1776 +2025-06-01 02:34:58,467 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:20:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.1930, loss: 2.1930 +2025-06-01 02:35:41,673 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:19:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1806, loss: 2.1806 +2025-06-01 02:36:24,810 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.1412, loss: 2.1412 +2025-06-01 02:37:08,025 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:18:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.1438, loss: 2.1438 +2025-06-01 02:37:51,198 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:17:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1426, loss: 2.1426 +2025-06-01 02:38:34,388 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:17:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2068, loss: 2.2068 +2025-06-01 02:39:17,550 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:16:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.1247, loss: 2.1247 +2025-06-01 02:40:00,640 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:15:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.2747, loss: 2.2747 +2025-06-01 02:40:24,004 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-01 02:41:50,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:41:50,307 - pyskl - INFO - +top1_acc 0.9228 +top5_acc 0.9941 +2025-06-01 02:41:50,310 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9228, top5_acc: 0.9941 +2025-06-01 02:42:54,171 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:14:32, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0752, loss: 2.0752 +2025-06-01 02:43:37,363 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:13:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0604, loss: 2.0604 +2025-06-01 02:44:20,657 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:13:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1562, loss: 2.1562 +2025-06-01 02:45:04,062 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:12:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9944, loss: 1.9944 +2025-06-01 02:45:47,446 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:11:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0578, loss: 2.0578 +2025-06-01 02:46:30,858 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:10:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0407, loss: 2.0407 +2025-06-01 02:47:14,175 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:10:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.1204, loss: 2.1204 +2025-06-01 02:47:57,413 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:09:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.1286, loss: 2.1286 +2025-06-01 02:48:40,658 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:08:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1122, loss: 2.1122 +2025-06-01 02:49:24,143 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:08:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1398, loss: 2.1398 +2025-06-01 02:50:07,347 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:07:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1207, loss: 2.1207 +2025-06-01 02:50:50,731 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:06:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0944, loss: 2.0944 +2025-06-01 02:51:34,039 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:05:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1350, loss: 2.1350 +2025-06-01 02:52:17,510 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:05:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1274, loss: 2.1274 +2025-06-01 02:53:01,107 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:04:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0867, loss: 2.0867 +2025-06-01 02:53:44,642 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:03:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1045, loss: 2.1045 +2025-06-01 02:54:27,929 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 15:03:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1820, loss: 2.1820 +2025-06-01 02:55:11,290 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 15:02:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.0914, loss: 2.0914 +2025-06-01 02:55:54,642 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 15:01:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.1187, loss: 2.1187 +2025-06-01 02:56:38,002 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 15:00:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1776, loss: 2.1776 +2025-06-01 02:57:21,362 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 15:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1454, loss: 2.1454 +2025-06-01 02:58:04,726 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:59:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1730, loss: 2.1730 +2025-06-01 02:58:48,084 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:58:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.2124, loss: 2.2124 +2025-06-01 02:59:11,655 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-01 03:00:37,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:00:38,007 - pyskl - INFO - +top1_acc 0.9366 +top5_acc 0.9949 +2025-06-01 03:00:38,061 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_94.pth was removed +2025-06-01 03:00:39,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-01 03:00:39,085 - pyskl - INFO - Best top1_acc is 0.9366 at 97 epoch. +2025-06-01 03:00:39,088 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9366, top5_acc: 0.9949 +2025-06-01 03:01:42,581 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:57:35, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.0331, loss: 2.0331 +2025-06-01 03:02:25,866 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:56:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9650, loss: 1.9650 +2025-06-01 03:03:09,257 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.0296, loss: 2.0296 +2025-06-01 03:03:52,672 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:55:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0218, loss: 2.0218 +2025-06-01 03:04:35,965 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:54:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.1902, loss: 2.1902 +2025-06-01 03:05:19,223 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:53:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0118, loss: 2.0118 +2025-06-01 03:06:02,471 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.0446, loss: 2.0446 +2025-06-01 03:06:45,735 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:52:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0365, loss: 2.0365 +2025-06-01 03:07:28,996 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:51:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1492, loss: 2.1492 +2025-06-01 03:08:12,303 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.0756, loss: 2.0756 +2025-06-01 03:08:55,506 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:50:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1129, loss: 2.1129 +2025-06-01 03:09:38,782 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:49:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.0560, loss: 2.0560 +2025-06-01 03:10:21,984 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.1182, loss: 2.1182 +2025-06-01 03:11:05,214 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:48:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0440, loss: 2.0440 +2025-06-01 03:11:48,430 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0389, loss: 2.0389 +2025-06-01 03:12:31,781 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:46:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.0417, loss: 2.0417 +2025-06-01 03:13:15,261 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:46:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0222, loss: 2.0222 +2025-06-01 03:13:58,499 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:45:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.1732, loss: 2.1732 +2025-06-01 03:14:41,754 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:44:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1588, loss: 2.1588 +2025-06-01 03:15:25,006 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:43:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.0947, loss: 2.0947 +2025-06-01 03:16:08,259 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:43:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1081, loss: 2.1081 +2025-06-01 03:16:51,278 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:42:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1479, loss: 2.1479 +2025-06-01 03:17:34,472 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:41:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.2110, loss: 2.2110 +2025-06-01 03:17:57,922 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-01 03:19:24,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:19:24,317 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9918 +2025-06-01 03:19:24,321 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.8980, top5_acc: 0.9918 +2025-06-01 03:20:28,146 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:40:37, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.9762, loss: 1.9762 +2025-06-01 03:21:11,507 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:39:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.9340, loss: 1.9340 +2025-06-01 03:21:54,792 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0028, loss: 2.0028 +2025-06-01 03:22:38,088 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:38:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9612, loss: 1.9612 +2025-06-01 03:23:21,461 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:37:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0296, loss: 2.0296 +2025-06-01 03:24:04,836 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:37:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.9715, loss: 1.9715 +2025-06-01 03:24:48,179 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:36:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1184, loss: 2.1184 +2025-06-01 03:25:31,369 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:35:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.1308, loss: 2.1308 +2025-06-01 03:26:14,683 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:34:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0495, loss: 2.0495 +2025-06-01 03:26:57,968 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:34:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 03:27:41,321 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:33:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0942, loss: 2.0942 +2025-06-01 03:28:24,675 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:32:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 1.0000, loss_cls: 2.0630, loss: 2.0630 +2025-06-01 03:29:08,030 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:31:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0629, loss: 2.0629 +2025-06-01 03:29:51,430 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:31:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1312, loss: 2.1312 +2025-06-01 03:30:34,665 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:30:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1298, loss: 2.1298 +2025-06-01 03:31:17,920 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:29:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.0877, loss: 2.0877 +2025-06-01 03:32:01,234 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:29:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0603, loss: 2.0603 +2025-06-01 03:32:44,629 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:28:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.0745, loss: 2.0745 +2025-06-01 03:33:28,056 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.1302, loss: 2.1302 +2025-06-01 03:34:11,481 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:26:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1217, loss: 2.1217 +2025-06-01 03:34:54,768 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:26:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1332, loss: 2.1332 +2025-06-01 03:35:38,022 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:25:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.0888, loss: 2.0888 +2025-06-01 03:36:21,270 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:24:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1642, loss: 2.1642 +2025-06-01 03:36:44,750 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-01 03:38:11,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:38:11,172 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9908 +2025-06-01 03:38:11,178 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9118, top5_acc: 0.9908 +2025-06-01 03:39:15,551 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:23:41, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.9761, loss: 1.9761 +2025-06-01 03:39:58,806 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:22:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0139, loss: 2.0139 +2025-06-01 03:40:41,911 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:22:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0510, loss: 2.0510 +2025-06-01 03:41:25,002 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0013, loss: 2.0013 +2025-06-01 03:42:08,098 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9915, loss: 1.9915 +2025-06-01 03:42:51,225 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:20:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0121, loss: 2.0121 +2025-06-01 03:43:34,289 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:19:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0738, loss: 2.0738 +2025-06-01 03:44:17,380 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:18:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.9701, loss: 1.9701 +2025-06-01 03:45:00,568 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:17:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9944, loss: 1.9944 +2025-06-01 03:45:43,754 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:17:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0001, loss: 2.0001 +2025-06-01 03:46:26,961 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:16:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0313, loss: 2.0313 +2025-06-01 03:47:10,250 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:15:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0672, loss: 2.0672 +2025-06-01 03:47:53,522 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:15:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9662, loss: 1.9662 +2025-06-01 03:48:36,790 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:14:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9727, loss: 1.9727 +2025-06-01 03:49:19,931 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:13:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.9903, loss: 1.9903 +2025-06-01 03:50:03,161 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:12:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.0527, loss: 2.0527 +2025-06-01 03:50:46,370 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:12:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.0655, loss: 2.0655 +2025-06-01 03:51:29,541 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:11:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0252, loss: 2.0252 +2025-06-01 03:52:12,714 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1125, loss: 2.1125 +2025-06-01 03:52:55,903 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:09:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0355, loss: 2.0355 +2025-06-01 03:53:39,130 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:09:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1443, loss: 2.1443 +2025-06-01 03:54:22,328 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:08:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 2.0553, loss: 2.0553 +2025-06-01 03:55:05,577 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:07:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0782, loss: 2.0782 +2025-06-01 03:55:29,011 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-01 04:04:53,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:04:53,145 - pyskl - INFO - +top1_acc 0.9347 +top5_acc 0.9946 +2025-06-01 04:04:53,148 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9347, top5_acc: 0.9946 +2025-06-01 04:05:56,669 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:06:42, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.9384, loss: 1.9384 +2025-06-01 04:06:39,989 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:05:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9984, loss: 1.9984 +2025-06-01 04:07:23,320 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:05:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0320, loss: 2.0320 +2025-06-01 04:08:06,576 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:04:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9998, loss: 1.9998 +2025-06-01 04:08:49,689 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:03:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.0296, loss: 2.0296 +2025-06-01 04:09:32,942 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:03:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9442, loss: 1.9442 +2025-06-01 04:10:16,244 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 14:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.9815, loss: 1.9815 +2025-06-01 04:10:59,535 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 14:01:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0018, loss: 2.0018 +2025-06-01 04:11:42,934 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 14:00:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9633, loss: 1.9633 +2025-06-01 04:12:26,342 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 14:00:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0820, loss: 2.0820 +2025-06-01 04:13:09,769 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:59:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0193, loss: 2.0193 +2025-06-01 04:13:53,147 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:58:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.9889, loss: 1.9889 +2025-06-01 04:14:36,455 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:58:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1256, loss: 2.1256 +2025-06-01 04:15:20,049 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:57:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1330, loss: 2.1330 +2025-06-01 04:16:03,465 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:56:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0086, loss: 2.0086 +2025-06-01 04:16:46,973 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:55:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9693, loss: 1.9693 +2025-06-01 04:17:30,228 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:55:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1010, loss: 2.1010 +2025-06-01 04:18:13,621 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:54:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.0665, loss: 2.0665 +2025-06-01 04:18:56,896 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:53:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0287, loss: 2.0287 +2025-06-01 04:19:40,155 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:53:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0611, loss: 2.0611 +2025-06-01 04:20:23,433 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:52:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0519, loss: 2.0519 +2025-06-01 04:21:06,668 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:51:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0011, loss: 2.0011 +2025-06-01 04:21:49,953 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:50:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0624, loss: 2.0624 +2025-06-01 04:22:13,478 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-01 04:23:39,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:23:39,780 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9898 +2025-06-01 04:23:39,783 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9029, top5_acc: 0.9898 +2025-06-01 04:24:43,614 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:49:45, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0005, loss: 2.0005 +2025-06-01 04:25:26,992 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:49:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.9648, loss: 1.9648 +2025-06-01 04:26:10,275 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:48:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0085, loss: 2.0085 +2025-06-01 04:26:53,603 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:47:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.9872, loss: 1.9872 +2025-06-01 04:27:36,928 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:46:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.9495, loss: 1.9495 +2025-06-01 04:28:20,394 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:46:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.9656, loss: 1.9656 +2025-06-01 04:29:03,622 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:45:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.9424, loss: 1.9424 +2025-06-01 04:29:46,807 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:44:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9778, loss: 1.9778 +2025-06-01 04:30:30,161 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:44:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9726, loss: 1.9726 +2025-06-01 04:31:13,552 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:43:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.9661, loss: 1.9661 +2025-06-01 04:31:56,815 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:42:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0400, loss: 2.0400 +2025-06-01 04:32:40,060 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:41:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9787, loss: 1.9787 +2025-06-01 04:33:23,346 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:41:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 04:34:06,867 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:40:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.9903, loss: 1.9903 +2025-06-01 04:34:50,493 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:39:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9675, loss: 1.9675 +2025-06-01 04:35:34,010 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:38:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9905, loss: 1.9905 +2025-06-01 04:36:17,427 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:38:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0653, loss: 2.0653 +2025-06-01 04:37:00,827 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:37:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9843, loss: 1.9843 +2025-06-01 04:37:44,103 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:36:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.9654, loss: 1.9654 +2025-06-01 04:38:27,080 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:36:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9720, loss: 1.9720 +2025-06-01 04:39:10,277 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:35:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0474, loss: 2.0474 +2025-06-01 04:39:53,493 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:34:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0096, loss: 2.0096 +2025-06-01 04:40:36,767 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:33:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0373, loss: 2.0373 +2025-06-01 04:41:00,073 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-01 04:42:26,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:42:26,296 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9919 +2025-06-01 04:42:26,299 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9091, top5_acc: 0.9919 +2025-06-01 04:43:29,939 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:32:48, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9039, loss: 1.9039 +2025-06-01 04:44:13,264 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:32:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9344, loss: 1.9344 +2025-06-01 04:44:56,574 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:31:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8454, loss: 1.8454 +2025-06-01 04:45:39,869 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:30:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9892, loss: 1.9892 +2025-06-01 04:46:23,089 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:29:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0116, loss: 2.0116 +2025-06-01 04:47:06,303 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:29:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0394, loss: 2.0394 +2025-06-01 04:47:49,636 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:28:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.9407, loss: 1.9407 +2025-06-01 04:48:32,981 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:27:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9446, loss: 1.9446 +2025-06-01 04:49:16,312 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:27:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.0085, loss: 2.0085 +2025-06-01 04:49:59,557 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:26:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.9395, loss: 1.9395 +2025-06-01 04:50:42,709 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9394, loss: 1.9394 +2025-06-01 04:51:25,928 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:24:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 2.0144, loss: 2.0144 +2025-06-01 04:52:09,187 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:24:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.9832, loss: 1.9832 +2025-06-01 04:52:52,406 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:23:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9325, loss: 1.9325 +2025-06-01 04:53:35,653 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:22:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9707, loss: 1.9707 +2025-06-01 04:54:18,846 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:22:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0239, loss: 2.0239 +2025-06-01 04:55:01,964 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:21:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8826, loss: 1.8826 +2025-06-01 04:55:45,258 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:20:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9994, loss_cls: 2.0417, loss: 2.0417 +2025-06-01 04:56:28,550 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:19:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 1.0000, loss_cls: 2.0449, loss: 2.0449 +2025-06-01 04:57:11,793 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:19:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.0834, loss: 2.0834 +2025-06-01 04:57:55,146 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:18:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0447, loss: 2.0447 +2025-06-01 04:58:38,481 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0351, loss: 2.0351 +2025-06-01 04:59:21,809 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:16:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9533, loss: 1.9533 +2025-06-01 04:59:45,272 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-01 05:01:11,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:01:11,714 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9945 +2025-06-01 05:01:11,718 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9187, top5_acc: 0.9945 +2025-06-01 05:02:15,407 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:15:51, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.9363, loss: 1.9363 +2025-06-01 05:02:58,753 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:15:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9612, loss: 1.9612 +2025-06-01 05:03:42,042 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:14:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.8786, loss: 1.8786 +2025-06-01 05:04:25,362 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:13:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8841, loss: 1.8841 +2025-06-01 05:05:08,655 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:12:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.9767, loss: 1.9767 +2025-06-01 05:05:51,922 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:12:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9274, loss: 1.9274 +2025-06-01 05:06:35,250 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:11:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9688, loss: 1.9688 +2025-06-01 05:07:18,638 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:10:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8901, loss: 1.8901 +2025-06-01 05:08:01,908 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:10:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9872, loss: 1.9872 +2025-06-01 05:08:45,174 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:09:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9353, loss: 1.9353 +2025-06-01 05:09:28,421 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:08:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.9008, loss: 1.9008 +2025-06-01 05:10:11,746 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:07:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 2.0235, loss: 2.0235 +2025-06-01 05:10:55,022 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:07:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9537, loss: 1.9537 +2025-06-01 05:11:38,242 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:06:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.0334, loss: 2.0334 +2025-06-01 05:12:21,450 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:05:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.9500, loss: 1.9500 +2025-06-01 05:13:04,620 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:05:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0273, loss: 2.0273 +2025-06-01 05:13:47,874 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:04:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9811, loss: 1.9811 +2025-06-01 05:14:31,103 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:03:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 05:15:14,314 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:02:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.9687, loss: 1.9687 +2025-06-01 05:15:57,503 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:02:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.0130, loss: 2.0130 +2025-06-01 05:16:40,636 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 13:01:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8980, loss: 1.8980 +2025-06-01 05:17:23,878 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 13:00:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0222, loss: 2.0222 +2025-06-01 05:18:07,053 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 13:00:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9916, loss: 1.9916 +2025-06-01 05:18:30,550 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-01 05:19:57,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:19:57,084 - pyskl - INFO - +top1_acc 0.8613 +top5_acc 0.9818 +2025-06-01 05:19:57,088 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.8613, top5_acc: 0.9818 +2025-06-01 05:21:01,242 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:58:53, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9220, loss: 1.9220 +2025-06-01 05:21:44,417 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:58:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8654, loss: 1.8654 +2025-06-01 05:22:27,583 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:57:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8447, loss: 1.8447 +2025-06-01 05:23:10,813 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:56:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8728, loss: 1.8728 +2025-06-01 05:23:53,988 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:56:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.9191, loss: 1.9191 +2025-06-01 05:24:37,166 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:55:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9045, loss: 1.9045 +2025-06-01 05:25:20,364 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9444, loss: 1.9444 +2025-06-01 05:26:03,586 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:53:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9422, loss: 1.9422 +2025-06-01 05:26:46,769 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:53:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.9039, loss: 1.9039 +2025-06-01 05:27:30,045 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:52:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.8768, loss: 1.8768 +2025-06-01 05:28:13,365 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9104, loss: 1.9104 +2025-06-01 05:28:56,689 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.9883, loss: 1.9883 +2025-06-01 05:29:39,937 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:50:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.9248, loss: 1.9248 +2025-06-01 05:30:23,129 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:49:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9372, loss: 1.9372 +2025-06-01 05:31:06,583 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:48:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9846, loss: 1.9846 +2025-06-01 05:31:49,966 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:48:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9797, loss: 1.9797 +2025-06-01 05:32:33,510 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:47:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.0491, loss: 2.0491 +2025-06-01 05:33:17,022 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:46:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.9609, loss: 1.9609 +2025-06-01 05:34:00,388 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:45:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9365, loss: 1.9365 +2025-06-01 05:34:43,603 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:45:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9912, loss: 1.9912 +2025-06-01 05:35:26,818 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:44:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.9070, loss: 1.9070 +2025-06-01 05:36:10,106 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:43:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0410, loss: 2.0410 +2025-06-01 05:36:53,443 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:43:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8905, loss: 1.8905 +2025-06-01 05:37:16,739 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-01 05:46:07,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:46:07,301 - pyskl - INFO - +top1_acc 0.9364 +top5_acc 0.9947 +2025-06-01 05:46:07,304 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9364, top5_acc: 0.9947 +2025-06-01 05:47:11,021 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:41:56, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8655, loss: 1.8655 +2025-06-01 05:47:54,211 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:41:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8242, loss: 1.8242 +2025-06-01 05:48:37,407 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:40:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9582, loss: 1.9582 +2025-06-01 05:49:20,701 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:39:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8651, loss: 1.8651 +2025-06-01 05:50:03,921 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:39:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9704, loss: 1.9704 +2025-06-01 05:50:47,034 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:38:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9089, loss: 1.9089 +2025-06-01 05:51:30,264 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:37:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8333, loss: 1.8333 +2025-06-01 05:52:13,546 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:36:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9368, loss: 1.9368 +2025-06-01 05:52:56,800 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:36:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8469, loss: 1.8469 +2025-06-01 05:53:40,106 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:35:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9349, loss: 1.9349 +2025-06-01 05:54:23,314 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:34:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.9068, loss: 1.9068 +2025-06-01 05:55:06,567 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:34:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8773, loss: 1.8773 +2025-06-01 05:55:50,016 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:33:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8835, loss: 1.8835 +2025-06-01 05:56:33,466 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:32:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.9941, loss: 1.9941 +2025-06-01 05:57:16,798 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:31:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.8870, loss: 1.8870 +2025-06-01 05:58:00,144 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:31:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0014, loss: 2.0014 +2025-06-01 05:58:43,491 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:30:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9015, loss: 1.9015 +2025-06-01 05:59:26,737 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:29:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8973, loss: 1.8973 +2025-06-01 06:00:10,019 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:28:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9475, loss: 1.9475 +2025-06-01 06:00:53,406 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:28:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0124, loss: 2.0124 +2025-06-01 06:01:36,705 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:27:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.9164, loss: 1.9164 +2025-06-01 06:02:19,926 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:26:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.0090, loss: 2.0090 +2025-06-01 06:03:03,143 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:26:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.9679, loss: 1.9679 +2025-06-01 06:03:26,588 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-01 06:04:52,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:04:52,775 - pyskl - INFO - +top1_acc 0.9361 +top5_acc 0.9945 +2025-06-01 06:04:52,780 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9361, top5_acc: 0.9945 +2025-06-01 06:05:57,259 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:24:59, time: 0.645, data_time: 0.208, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 06:06:40,665 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:24:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7579, loss: 1.7579 +2025-06-01 06:07:24,078 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:23:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9137, loss: 1.9137 +2025-06-01 06:08:07,470 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:22:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8756, loss: 1.8756 +2025-06-01 06:08:50,740 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:22:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-06-01 06:09:33,866 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:21:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8289, loss: 1.8289 +2025-06-01 06:10:17,071 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:20:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.8188, loss: 1.8188 +2025-06-01 06:11:00,332 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:19:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7962, loss: 1.7962 +2025-06-01 06:11:43,530 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:19:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.9017, loss: 1.9017 +2025-06-01 06:12:26,652 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:18:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-06-01 06:13:09,821 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:17:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-06-01 06:13:53,070 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:17:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8727, loss: 1.8727 +2025-06-01 06:14:36,363 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:16:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8914, loss: 1.8914 +2025-06-01 06:15:19,580 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8419, loss: 1.8419 +2025-06-01 06:16:02,898 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:14:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.9470, loss: 1.9470 +2025-06-01 06:16:46,230 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:14:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.8963, loss: 1.8963 +2025-06-01 06:17:29,462 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:13:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9398, loss: 1.9398 +2025-06-01 06:18:12,678 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:12:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8799, loss: 1.8799 +2025-06-01 06:18:55,933 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:12:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8957, loss: 1.8957 +2025-06-01 06:19:39,194 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:11:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.8799, loss: 1.8799 +2025-06-01 06:20:22,437 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:10:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9469, loss: 1.9469 +2025-06-01 06:21:05,723 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:09:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9871, loss: 1.9871 +2025-06-01 06:21:48,954 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:09:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.9246, loss: 1.9246 +2025-06-01 06:22:12,453 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-01 06:23:38,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:23:38,961 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9863 +2025-06-01 06:23:38,964 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.8980, top5_acc: 0.9863 +2025-06-01 06:24:42,149 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:08:01, time: 0.632, data_time: 0.199, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8917, loss: 1.8917 +2025-06-01 06:25:25,454 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:07:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8304, loss: 1.8304 +2025-06-01 06:26:08,725 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:06:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7715, loss: 1.7715 +2025-06-01 06:26:52,009 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:05:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8150, loss: 1.8150 +2025-06-01 06:27:35,245 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:05:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8007, loss: 1.8007 +2025-06-01 06:28:18,461 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:04:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9208, loss: 1.9208 +2025-06-01 06:29:01,757 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:03:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.8464, loss: 1.8464 +2025-06-01 06:29:45,012 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:02:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.8272, loss: 1.8272 +2025-06-01 06:30:28,363 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:02:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7893, loss: 1.7893 +2025-06-01 06:31:11,693 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 12:01:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8294, loss: 1.8294 +2025-06-01 06:31:54,964 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 12:00:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8524, loss: 1.8524 +2025-06-01 06:32:38,214 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 12:00:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8864, loss: 1.8864 +2025-06-01 06:33:21,681 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:59:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8446, loss: 1.8446 +2025-06-01 06:34:05,224 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:58:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.8297, loss: 1.8297 +2025-06-01 06:34:48,590 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:57:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8384, loss: 1.8384 +2025-06-01 06:35:31,861 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:57:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9111, loss: 1.9111 +2025-06-01 06:36:15,157 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:56:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9030, loss: 1.9030 +2025-06-01 06:36:58,400 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:55:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7939, loss: 1.7939 +2025-06-01 06:37:41,710 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:55:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8838, loss: 1.8838 +2025-06-01 06:38:25,097 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:54:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8244, loss: 1.8244 +2025-06-01 06:39:08,420 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:53:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8809, loss: 1.8809 +2025-06-01 06:39:51,709 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9033, loss: 1.9033 +2025-06-01 06:40:34,973 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:52:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.8960, loss: 1.8960 +2025-06-01 06:40:58,371 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-01 06:42:24,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:42:24,920 - pyskl - INFO - +top1_acc 0.9305 +top5_acc 0.9939 +2025-06-01 06:42:24,923 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9305, top5_acc: 0.9939 +2025-06-01 06:43:28,678 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:51:04, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7926, loss: 1.7926 +2025-06-01 06:44:12,001 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:50:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8138, loss: 1.8138 +2025-06-01 06:44:55,252 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:49:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8162, loss: 1.8162 +2025-06-01 06:45:38,553 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:48:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7753, loss: 1.7753 +2025-06-01 06:46:21,904 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:48:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8595, loss: 1.8595 +2025-06-01 06:47:05,144 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:47:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9122, loss: 1.9122 +2025-06-01 06:47:48,468 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:46:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8178, loss: 1.8178 +2025-06-01 06:48:31,871 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:46:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8113, loss: 1.8113 +2025-06-01 06:49:15,472 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:45:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.8209, loss: 1.8209 +2025-06-01 06:49:59,005 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:44:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8085, loss: 1.8085 +2025-06-01 06:50:42,532 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:43:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8706, loss: 1.8706 +2025-06-01 06:51:25,867 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:43:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8103, loss: 1.8103 +2025-06-01 06:52:09,182 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:42:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9541, loss: 1.9541 +2025-06-01 06:52:52,427 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:41:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8196, loss: 1.8196 +2025-06-01 06:53:35,722 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:41:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.8834, loss: 1.8834 +2025-06-01 06:54:18,946 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:40:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8435, loss: 1.8435 +2025-06-01 06:55:02,230 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:39:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8000, loss: 1.8000 +2025-06-01 06:55:45,495 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:38:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8789, loss: 1.8789 +2025-06-01 06:56:28,799 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:38:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8326, loss: 1.8326 +2025-06-01 06:57:12,004 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:37:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8699, loss: 1.8699 +2025-06-01 06:57:55,307 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:36:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7873, loss: 1.7873 +2025-06-01 06:58:38,443 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:35:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9047, loss: 1.9047 +2025-06-01 06:59:21,742 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:35:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9221, loss: 1.9221 +2025-06-01 06:59:45,419 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-01 07:01:11,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:01:11,969 - pyskl - INFO - +top1_acc 0.9434 +top5_acc 0.9952 +2025-06-01 07:01:12,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_97.pth was removed +2025-06-01 07:01:13,062 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-06-01 07:01:13,062 - pyskl - INFO - Best top1_acc is 0.9434 at 109 epoch. +2025-06-01 07:01:13,066 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9434, top5_acc: 0.9952 +2025-06-01 07:02:16,801 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:34:07, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8081, loss: 1.8081 +2025-06-01 07:03:00,010 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:33:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7930, loss: 1.7930 +2025-06-01 07:03:43,250 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:32:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8695, loss: 1.8695 +2025-06-01 07:04:26,498 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:31:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8334, loss: 1.8334 +2025-06-01 07:05:09,814 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:31:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.7397, loss: 1.7397 +2025-06-01 07:05:53,108 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:30:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7769, loss: 1.7769 +2025-06-01 07:06:36,318 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:29:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7698, loss: 1.7698 +2025-06-01 07:07:19,595 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:29:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7381, loss: 1.7381 +2025-06-01 07:08:02,950 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:28:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8142, loss: 1.8142 +2025-06-01 07:08:46,301 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:27:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8144, loss: 1.8144 +2025-06-01 07:09:29,673 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:26:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8659, loss: 1.8659 +2025-06-01 07:10:13,043 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:26:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8993, loss: 1.8993 +2025-06-01 07:10:56,364 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8100, loss: 1.8100 +2025-06-01 07:11:39,705 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:24:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.9134, loss: 1.9134 +2025-06-01 07:12:23,027 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:24:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9230, loss: 1.9230 +2025-06-01 07:13:06,307 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:23:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8187, loss: 1.8187 +2025-06-01 07:13:49,547 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:22:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9133, loss: 1.9133 +2025-06-01 07:14:32,822 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8624, loss: 1.8624 +2025-06-01 07:15:16,104 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8106, loss: 1.8106 +2025-06-01 07:15:59,158 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:20:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8376, loss: 1.8376 +2025-06-01 07:16:42,380 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:19:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9288, loss: 1.9288 +2025-06-01 07:17:25,599 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:19:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8033, loss: 1.8033 +2025-06-01 07:18:08,828 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:18:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8599, loss: 1.8599 +2025-06-01 07:18:32,365 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-01 07:27:41,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:27:41,234 - pyskl - INFO - +top1_acc 0.9375 +top5_acc 0.9939 +2025-06-01 07:27:41,238 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9375, top5_acc: 0.9939 +2025-06-01 07:28:44,898 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:17:10, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7326, loss: 1.7326 +2025-06-01 07:29:28,195 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:16:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7590, loss: 1.7590 +2025-06-01 07:30:11,597 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:15:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7186, loss: 1.7186 +2025-06-01 07:30:54,857 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:15:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7456, loss: 1.7456 +2025-06-01 07:31:38,229 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:14:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8151, loss: 1.8151 +2025-06-01 07:32:21,657 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:13:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.8933, loss: 1.8933 +2025-06-01 07:33:05,038 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8158, loss: 1.8158 +2025-06-01 07:33:48,337 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:12:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7828, loss: 1.7828 +2025-06-01 07:34:31,636 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:11:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7923, loss: 1.7923 +2025-06-01 07:35:14,828 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.8301, loss: 1.8301 +2025-06-01 07:35:58,012 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:09:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7266, loss: 1.7266 +2025-06-01 07:36:41,330 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:09:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7879, loss: 1.7879 +2025-06-01 07:37:24,697 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:08:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8090, loss: 1.8090 +2025-06-01 07:38:08,144 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:07:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8432, loss: 1.8432 +2025-06-01 07:38:51,568 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:07:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8872, loss: 1.8872 +2025-06-01 07:39:34,898 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:06:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8452, loss: 1.8452 +2025-06-01 07:40:18,202 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:05:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8344, loss: 1.8344 +2025-06-01 07:41:01,524 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:04:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.8013, loss: 1.8013 +2025-06-01 07:41:44,874 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:04:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7325, loss: 1.7325 +2025-06-01 07:42:28,178 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:03:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7981, loss: 1.7981 +2025-06-01 07:43:11,518 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:02:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.8129, loss: 1.8129 +2025-06-01 07:43:54,785 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:02:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7933, loss: 1.7933 +2025-06-01 07:44:38,167 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 11:01:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7970, loss: 1.7970 +2025-06-01 07:45:01,681 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-01 07:46:27,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:46:27,909 - pyskl - INFO - +top1_acc 0.9499 +top5_acc 0.9951 +2025-06-01 07:46:27,966 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_109.pth was removed +2025-06-01 07:46:29,010 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-06-01 07:46:29,010 - pyskl - INFO - Best top1_acc is 0.9499 at 111 epoch. +2025-06-01 07:46:29,013 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9499, top5_acc: 0.9951 +2025-06-01 07:47:32,866 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 11:00:13, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7881, loss: 1.7881 +2025-06-01 07:48:16,203 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:59:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7449, loss: 1.7449 +2025-06-01 07:48:59,521 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:58:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7093, loss: 1.7093 +2025-06-01 07:49:42,786 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:58:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7603, loss: 1.7603 +2025-06-01 07:50:26,067 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:57:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7801, loss: 1.7801 +2025-06-01 07:51:09,322 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:56:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7923, loss: 1.7923 +2025-06-01 07:51:52,553 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:55:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7724, loss: 1.7724 +2025-06-01 07:52:35,849 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:55:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7265, loss: 1.7265 +2025-06-01 07:53:19,092 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:54:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7181, loss: 1.7181 +2025-06-01 07:54:02,293 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:53:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7647, loss: 1.7647 +2025-06-01 07:54:45,550 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:53:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8467, loss: 1.8467 +2025-06-01 07:55:28,982 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:52:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6932, loss: 1.6932 +2025-06-01 07:56:12,242 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:51:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8505, loss: 1.8505 +2025-06-01 07:56:55,543 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:50:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7660, loss: 1.7660 +2025-06-01 07:57:38,890 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:50:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8072, loss: 1.8072 +2025-06-01 07:58:22,243 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:49:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7963, loss: 1.7963 +2025-06-01 07:59:05,527 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:48:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6920, loss: 1.6920 +2025-06-01 07:59:48,812 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:47:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7565, loss: 1.7565 +2025-06-01 08:00:32,033 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7848, loss: 1.7848 +2025-06-01 08:01:15,291 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:46:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.7419, loss: 1.7419 +2025-06-01 08:01:58,535 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:45:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8190, loss: 1.8190 +2025-06-01 08:02:41,692 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:45:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7860, loss: 1.7860 +2025-06-01 08:03:24,923 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:44:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 08:03:48,423 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-01 08:05:14,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:05:14,430 - pyskl - INFO - +top1_acc 0.9451 +top5_acc 0.9958 +2025-06-01 08:05:14,434 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9451, top5_acc: 0.9958 +2025-06-01 08:06:18,647 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:43:16, time: 0.642, data_time: 0.205, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7100, loss: 1.7100 +2025-06-01 08:07:02,064 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:42:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7159, loss: 1.7159 +2025-06-01 08:07:45,294 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:41:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6279, loss: 1.6279 +2025-06-01 08:08:28,434 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:41:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7507, loss: 1.7507 +2025-06-01 08:09:11,606 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:40:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7662, loss: 1.7662 +2025-06-01 08:09:54,837 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:39:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8098, loss: 1.8098 +2025-06-01 08:10:38,152 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:38:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7615, loss: 1.7615 +2025-06-01 08:11:21,446 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:38:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7722, loss: 1.7722 +2025-06-01 08:12:04,745 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:37:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7693, loss: 1.7693 +2025-06-01 08:12:47,980 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:36:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6825, loss: 1.6825 +2025-06-01 08:13:31,206 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7607, loss: 1.7607 +2025-06-01 08:14:14,490 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:35:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7277, loss: 1.7277 +2025-06-01 08:14:57,710 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:34:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7465, loss: 1.7465 +2025-06-01 08:15:41,101 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:33:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8296, loss: 1.8296 +2025-06-01 08:16:24,346 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:33:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7816, loss: 1.7816 +2025-06-01 08:17:07,515 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8310, loss: 1.8310 +2025-06-01 08:17:50,720 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7969, loss: 1.7969 +2025-06-01 08:18:33,922 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:31:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7655, loss: 1.7655 +2025-06-01 08:19:17,200 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7466, loss: 1.7466 +2025-06-01 08:20:00,502 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8213, loss: 1.8213 +2025-06-01 08:20:43,730 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7754, loss: 1.7754 +2025-06-01 08:21:26,933 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:28:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7642, loss: 1.7642 +2025-06-01 08:22:10,386 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:27:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8201, loss: 1.8201 +2025-06-01 08:22:33,965 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-01 08:24:00,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:24:00,350 - pyskl - INFO - +top1_acc 0.9235 +top5_acc 0.9908 +2025-06-01 08:24:00,353 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9235, top5_acc: 0.9908 +2025-06-01 08:25:04,089 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:26:19, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6586, loss: 1.6586 +2025-06-01 08:25:47,287 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7460, loss: 1.7460 +2025-06-01 08:26:30,569 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:24:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6896, loss: 1.6896 +2025-06-01 08:27:13,808 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:24:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7232, loss: 1.7232 +2025-06-01 08:27:57,248 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:23:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7774, loss: 1.7774 +2025-06-01 08:28:40,541 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:22:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7032, loss: 1.7032 +2025-06-01 08:29:23,894 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:22:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7616, loss: 1.7616 +2025-06-01 08:30:07,246 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:21:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7653, loss: 1.7653 +2025-06-01 08:30:50,585 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:20:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-06-01 08:31:33,858 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:19:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7416, loss: 1.7416 +2025-06-01 08:32:17,162 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:19:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 +2025-06-01 08:33:00,361 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:18:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7219, loss: 1.7219 +2025-06-01 08:33:43,569 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:17:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6738, loss: 1.6738 +2025-06-01 08:34:26,766 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:16:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7011, loss: 1.7011 +2025-06-01 08:35:09,914 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:16:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6933, loss: 1.6933 +2025-06-01 08:35:53,119 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:15:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7581, loss: 1.7581 +2025-06-01 08:36:36,234 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7096, loss: 1.7096 +2025-06-01 08:37:19,402 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:14:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7561, loss: 1.7561 +2025-06-01 08:38:02,569 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:13:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.7755, loss: 1.7755 +2025-06-01 08:38:45,713 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:12:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7835, loss: 1.7835 +2025-06-01 08:39:28,786 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:11:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7912, loss: 1.7912 +2025-06-01 08:40:11,956 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:11:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7395, loss: 1.7395 +2025-06-01 08:40:55,283 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:10:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7264, loss: 1.7264 +2025-06-01 08:41:18,611 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-01 08:42:45,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:42:45,182 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9911 +2025-06-01 08:42:45,185 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9175, top5_acc: 0.9911 +2025-06-01 08:43:49,111 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:09:22, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6978, loss: 1.6978 +2025-06-01 08:44:32,401 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:08:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7457, loss: 1.7457 +2025-06-01 08:45:15,630 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:07:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6752, loss: 1.6752 +2025-06-01 08:45:58,866 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:07:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7252, loss: 1.7252 +2025-06-01 08:46:42,118 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:06:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6751, loss: 1.6751 +2025-06-01 08:47:25,406 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:05:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7211, loss: 1.7211 +2025-06-01 08:48:08,715 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:05:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6961, loss: 1.6961 +2025-06-01 08:48:52,030 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:04:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7690, loss: 1.7690 +2025-06-01 08:49:35,495 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:03:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7403, loss: 1.7403 +2025-06-01 08:50:19,003 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:02:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6899, loss: 1.6899 +2025-06-01 08:51:02,358 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:02:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.7213, loss: 1.7213 +2025-06-01 08:51:45,703 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 10:01:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7323, loss: 1.7323 +2025-06-01 08:52:29,028 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 10:00:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7483, loss: 1.7483 +2025-06-01 08:53:12,240 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 10:00:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7551, loss: 1.7551 +2025-06-01 08:53:55,186 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:59:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7273, loss: 1.7273 +2025-06-01 08:54:38,411 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:58:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7403, loss: 1.7403 +2025-06-01 08:55:21,663 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:57:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7199, loss: 1.7199 +2025-06-01 08:56:04,851 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:57:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7398, loss: 1.7398 +2025-06-01 08:56:48,000 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:56:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6738, loss: 1.6738 +2025-06-01 08:57:31,156 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:55:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6728, loss: 1.6728 +2025-06-01 08:58:14,383 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:54:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6968, loss: 1.6968 +2025-06-01 08:58:57,662 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:54:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7470, loss: 1.7470 +2025-06-01 08:59:40,920 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:53:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7646, loss: 1.7646 +2025-06-01 09:00:04,398 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-01 09:08:50,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:08:50,520 - pyskl - INFO - +top1_acc 0.9482 +top5_acc 0.9950 +2025-06-01 09:08:50,523 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9482, top5_acc: 0.9950 +2025-06-01 09:09:53,616 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:52:24, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7142, loss: 1.7142 +2025-06-01 09:10:36,773 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:51:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-01 09:11:19,934 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:50:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6753, loss: 1.6753 +2025-06-01 09:12:03,087 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:50:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7385, loss: 1.7385 +2025-06-01 09:12:46,419 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:49:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7071, loss: 1.7071 +2025-06-01 09:13:29,686 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:48:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6778, loss: 1.6778 +2025-06-01 09:14:12,751 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7064, loss: 1.7064 +2025-06-01 09:14:55,942 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:47:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6559, loss: 1.6559 +2025-06-01 09:15:39,043 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:46:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6926, loss: 1.6926 +2025-06-01 09:16:22,171 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:45:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7079, loss: 1.7079 +2025-06-01 09:17:05,262 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:45:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7319, loss: 1.7319 +2025-06-01 09:17:48,401 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:44:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6325, loss: 1.6325 +2025-06-01 09:18:31,238 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:43:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7420, loss: 1.7420 +2025-06-01 09:19:14,441 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:43:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6723, loss: 1.6723 +2025-06-01 09:19:57,553 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:42:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-06-01 09:20:40,537 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:41:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-01 09:21:23,642 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:40:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6793, loss: 1.6793 +2025-06-01 09:22:06,834 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:40:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-01 09:22:50,045 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:39:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7688, loss: 1.7688 +2025-06-01 09:23:33,312 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:38:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6566, loss: 1.6566 +2025-06-01 09:24:16,453 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:38:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6668, loss: 1.6668 +2025-06-01 09:24:59,625 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:37:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 +2025-06-01 09:25:42,837 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:36:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6647, loss: 1.6647 +2025-06-01 09:26:06,218 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-01 09:27:32,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:27:32,618 - pyskl - INFO - +top1_acc 0.9356 +top5_acc 0.9940 +2025-06-01 09:27:32,621 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9356, top5_acc: 0.9940 +2025-06-01 09:28:35,797 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:35:26, time: 0.632, data_time: 0.200, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6766, loss: 1.6766 +2025-06-01 09:29:18,958 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:34:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6697, loss: 1.6697 +2025-06-01 09:30:02,149 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:34:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6053, loss: 1.6053 +2025-06-01 09:30:45,329 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:33:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6318, loss: 1.6318 +2025-06-01 09:31:28,498 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:32:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6733, loss: 1.6733 +2025-06-01 09:32:11,755 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6179, loss: 1.6179 +2025-06-01 09:32:55,054 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:31:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5805, loss: 1.5805 +2025-06-01 09:33:38,237 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:30:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-06-01 09:34:21,399 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:29:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6420, loss: 1.6420 +2025-06-01 09:35:04,455 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:28:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-01 09:35:47,394 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:28:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2025-06-01 09:36:30,545 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:27:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2025-06-01 09:37:13,766 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:26:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6466, loss: 1.6466 +2025-06-01 09:37:56,946 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:26:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6773, loss: 1.6773 +2025-06-01 09:38:40,111 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:25:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6622, loss: 1.6622 +2025-06-01 09:39:23,322 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:24:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7061, loss: 1.7061 +2025-06-01 09:40:06,608 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:23:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7221, loss: 1.7221 +2025-06-01 09:40:49,854 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:23:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6770, loss: 1.6770 +2025-06-01 09:41:33,095 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:22:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6997, loss: 1.6997 +2025-06-01 09:42:16,534 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:21:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6960, loss: 1.6960 +2025-06-01 09:42:59,825 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:21:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 +2025-06-01 09:43:43,050 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:20:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7462, loss: 1.7462 +2025-06-01 09:44:26,277 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:19:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7175, loss: 1.7175 +2025-06-01 09:44:49,793 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-01 09:46:16,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:46:16,149 - pyskl - INFO - +top1_acc 0.9349 +top5_acc 0.9938 +2025-06-01 09:46:16,152 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9349, top5_acc: 0.9938 +2025-06-01 09:47:19,625 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:18:29, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6398, loss: 1.6398 +2025-06-01 09:48:03,006 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:17:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-01 09:48:46,345 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:17:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2025-06-01 09:49:29,589 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:16:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6363, loss: 1.6363 +2025-06-01 09:50:12,813 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:15:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6628, loss: 1.6628 +2025-06-01 09:50:56,053 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:14:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6584, loss: 1.6584 +2025-06-01 09:51:39,260 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:14:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6308, loss: 1.6308 +2025-06-01 09:52:22,453 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:13:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-06-01 09:53:05,787 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:12:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2025-06-01 09:53:49,118 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:12:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-01 09:54:32,369 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:11:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 +2025-06-01 09:55:15,604 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:10:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5765, loss: 1.5765 +2025-06-01 09:55:58,806 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:09:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6969, loss: 1.6969 +2025-06-01 09:56:42,062 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:09:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 +2025-06-01 09:57:25,242 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:08:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6649, loss: 1.6649 +2025-06-01 09:58:08,504 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:07:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6027, loss: 1.6027 +2025-06-01 09:58:51,913 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:06:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6251, loss: 1.6251 +2025-06-01 09:59:35,004 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:06:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 +2025-06-01 10:00:18,337 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:05:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2025-06-01 10:01:01,680 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:04:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6633, loss: 1.6633 +2025-06-01 10:01:44,933 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:04:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6756, loss: 1.6756 +2025-06-01 10:02:28,159 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:03:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6152, loss: 1.6152 +2025-06-01 10:03:11,787 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:02:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6073, loss: 1.6073 +2025-06-01 10:03:35,394 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-01 10:05:01,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:05:01,756 - pyskl - INFO - +top1_acc 0.9417 +top5_acc 0.9951 +2025-06-01 10:05:01,759 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9417, top5_acc: 0.9951 +2025-06-01 10:06:05,411 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:01:32, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6203, loss: 1.6203 +2025-06-01 10:06:48,682 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 9:00:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6392, loss: 1.6392 +2025-06-01 10:07:31,909 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 9:00:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6310, loss: 1.6310 +2025-06-01 10:08:15,149 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:59:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2025-06-01 10:08:58,398 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:58:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5523, loss: 1.5523 +2025-06-01 10:09:41,771 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:57:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5293, loss: 1.5293 +2025-06-01 10:10:25,040 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5581, loss: 1.5581 +2025-06-01 10:11:08,486 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:56:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6402, loss: 1.6402 +2025-06-01 10:11:51,823 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:55:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5826, loss: 1.5826 +2025-06-01 10:12:35,115 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:55:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5862, loss: 1.5862 +2025-06-01 10:13:18,421 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6442, loss: 1.6442 +2025-06-01 10:14:01,690 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:53:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6530, loss: 1.6530 +2025-06-01 10:14:45,008 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:52:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-01 10:15:28,313 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:52:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6210, loss: 1.6210 +2025-06-01 10:16:11,629 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:51:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6307, loss: 1.6307 +2025-06-01 10:16:54,991 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:50:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6201, loss: 1.6201 +2025-06-01 10:17:38,226 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:50:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5964, loss: 1.5964 +2025-06-01 10:18:21,458 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:49:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5915, loss: 1.5915 +2025-06-01 10:19:04,747 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:48:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-06-01 10:19:47,945 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:47:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6569, loss: 1.6569 +2025-06-01 10:20:31,105 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:47:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7109, loss: 1.7109 +2025-06-01 10:21:14,411 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-01 10:21:57,594 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:45:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6276, loss: 1.6276 +2025-06-01 10:22:20,957 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-01 10:23:46,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:23:47,001 - pyskl - INFO - +top1_acc 0.9571 +top5_acc 0.9960 +2025-06-01 10:23:47,057 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_111.pth was removed +2025-06-01 10:23:48,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-01 10:23:48,076 - pyskl - INFO - Best top1_acc is 0.9571 at 119 epoch. +2025-06-01 10:23:48,079 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9571, top5_acc: 0.9960 +2025-06-01 10:24:51,798 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:44:35, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6232, loss: 1.6232 +2025-06-01 10:25:34,997 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:43:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6362, loss: 1.6362 +2025-06-01 10:26:18,289 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:43:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-01 10:27:01,650 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:42:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5914, loss: 1.5914 +2025-06-01 10:27:44,854 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:41:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6410, loss: 1.6410 +2025-06-01 10:28:28,130 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:40:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-06-01 10:29:11,456 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:40:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5344, loss: 1.5344 +2025-06-01 10:29:54,726 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:39:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5745, loss: 1.5745 +2025-06-01 10:30:38,037 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:38:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-06-01 10:31:21,202 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:38:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6224, loss: 1.6224 +2025-06-01 10:32:04,350 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:37:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6458, loss: 1.6458 +2025-06-01 10:32:47,502 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:36:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6156, loss: 1.6156 +2025-06-01 10:33:30,882 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:35:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-06-01 10:34:14,165 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:35:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5110, loss: 1.5110 +2025-06-01 10:34:57,450 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:34:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-01 10:35:40,737 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:33:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-06-01 10:36:23,982 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:33:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6105, loss: 1.6105 +2025-06-01 10:37:07,300 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:32:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5898, loss: 1.5898 +2025-06-01 10:37:50,546 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6263, loss: 1.6263 +2025-06-01 10:38:33,643 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6259, loss: 1.6259 +2025-06-01 10:39:16,976 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:30:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5724, loss: 1.5724 +2025-06-01 10:40:00,358 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:29:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-06-01 10:40:43,695 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:28:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5968, loss: 1.5968 +2025-06-01 10:41:07,173 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-01 10:49:39,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:49:39,459 - pyskl - INFO - +top1_acc 0.9528 +top5_acc 0.9953 +2025-06-01 10:49:39,463 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9528, top5_acc: 0.9953 +2025-06-01 10:50:42,855 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:27:38, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5697, loss: 1.5697 +2025-06-01 10:51:25,988 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:26:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-06-01 10:52:09,177 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:26:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-06-01 10:52:52,379 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:25:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5549, loss: 1.5549 +2025-06-01 10:53:35,650 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:24:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6034, loss: 1.6034 +2025-06-01 10:54:18,921 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:24:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5529, loss: 1.5529 +2025-06-01 10:55:02,183 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:23:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5553, loss: 1.5553 +2025-06-01 10:55:45,439 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:22:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6117, loss: 1.6117 +2025-06-01 10:56:28,617 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:21:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6353, loss: 1.6353 +2025-06-01 10:57:11,820 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:21:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6028, loss: 1.6028 +2025-06-01 10:57:55,147 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:20:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5393, loss: 1.5393 +2025-06-01 10:58:38,505 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:19:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-06-01 10:59:21,866 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:18:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6127, loss: 1.6127 +2025-06-01 11:00:05,235 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:18:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-06-01 11:00:48,502 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:17:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5841, loss: 1.5841 +2025-06-01 11:01:31,785 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:16:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6134, loss: 1.6134 +2025-06-01 11:02:15,170 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:16:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5486, loss: 1.5486 +2025-06-01 11:02:58,490 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:15:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5937, loss: 1.5937 +2025-06-01 11:03:41,831 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:14:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6078, loss: 1.6078 +2025-06-01 11:04:25,124 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:13:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-01 11:05:08,455 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:13:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5580, loss: 1.5580 +2025-06-01 11:05:51,871 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:12:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6139, loss: 1.6139 +2025-06-01 11:06:35,218 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:11:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6337, loss: 1.6337 +2025-06-01 11:06:58,853 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-01 11:08:24,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:08:24,867 - pyskl - INFO - +top1_acc 0.9355 +top5_acc 0.9935 +2025-06-01 11:08:24,870 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9355, top5_acc: 0.9935 +2025-06-01 11:09:28,716 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:10:41, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6139, loss: 1.6139 +2025-06-01 11:10:12,034 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:09:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-01 11:10:55,268 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:09:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5156, loss: 1.5156 +2025-06-01 11:11:38,511 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:08:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-06-01 11:12:21,802 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:07:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5108, loss: 1.5108 +2025-06-01 11:13:05,119 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:07:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-06-01 11:13:48,500 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:06:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5615, loss: 1.5615 +2025-06-01 11:14:31,854 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:05:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5215, loss: 1.5215 +2025-06-01 11:15:15,151 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6155, loss: 1.6155 +2025-06-01 11:15:58,425 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:04:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5237, loss: 1.5237 +2025-06-01 11:16:41,752 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:03:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5894, loss: 1.5894 +2025-06-01 11:17:25,063 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:02:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5698, loss: 1.5698 +2025-06-01 11:18:08,510 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:02:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-06-01 11:18:51,751 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:01:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5300, loss: 1.5300 +2025-06-01 11:19:35,021 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 8:00:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-06-01 11:20:18,281 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:59:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-06-01 11:21:01,550 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:59:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6226, loss: 1.6226 +2025-06-01 11:21:44,900 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:58:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5794, loss: 1.5794 +2025-06-01 11:22:28,244 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:57:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-06-01 11:23:11,519 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:57:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5512, loss: 1.5512 +2025-06-01 11:23:54,716 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:56:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-01 11:24:38,199 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:55:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-06-01 11:25:21,614 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:54:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5748, loss: 1.5748 +2025-06-01 11:25:45,136 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-01 11:27:11,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:27:11,355 - pyskl - INFO - +top1_acc 0.9559 +top5_acc 0.9956 +2025-06-01 11:27:11,358 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9559, top5_acc: 0.9956 +2025-06-01 11:28:14,802 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:53:44, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5355, loss: 1.5355 +2025-06-01 11:28:58,010 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:53:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5278, loss: 1.5278 +2025-06-01 11:29:41,330 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-01 11:30:24,670 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:51:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-01 11:31:07,970 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:50:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4952, loss: 1.4952 +2025-06-01 11:31:51,374 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:50:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4780, loss: 1.4780 +2025-06-01 11:32:34,830 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:49:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-06-01 11:33:18,055 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:48:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5239, loss: 1.5239 +2025-06-01 11:34:01,312 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:47:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4989, loss: 1.4989 +2025-06-01 11:34:44,452 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:47:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5646, loss: 1.5646 +2025-06-01 11:35:27,683 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:46:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4924, loss: 1.4924 +2025-06-01 11:36:11,026 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:45:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4875, loss: 1.4875 +2025-06-01 11:36:54,053 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:45:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5391, loss: 1.5391 +2025-06-01 11:37:37,137 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:44:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5715, loss: 1.5715 +2025-06-01 11:38:20,294 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:43:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5456, loss: 1.5456 +2025-06-01 11:39:03,434 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:42:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-06-01 11:39:46,562 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:42:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-06-01 11:40:29,705 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:41:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5013, loss: 1.5013 +2025-06-01 11:41:13,226 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:40:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5476, loss: 1.5476 +2025-06-01 11:41:56,809 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:40:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-01 11:42:40,102 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:39:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 +2025-06-01 11:43:23,438 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:38:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-01 11:44:06,805 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:37:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5435, loss: 1.5435 +2025-06-01 11:44:30,371 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-01 11:45:56,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:45:56,540 - pyskl - INFO - +top1_acc 0.9494 +top5_acc 0.9949 +2025-06-01 11:45:56,543 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9494, top5_acc: 0.9949 +2025-06-01 11:47:00,057 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:36:47, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4978, loss: 1.4978 +2025-06-01 11:47:43,326 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:36:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-06-01 11:48:26,565 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:35:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5550, loss: 1.5550 +2025-06-01 11:49:09,822 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:34:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4409, loss: 1.4409 +2025-06-01 11:49:53,113 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:33:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5374, loss: 1.5374 +2025-06-01 11:50:36,445 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:33:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-01 11:51:19,798 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:32:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5499, loss: 1.5499 +2025-06-01 11:52:03,005 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-06-01 11:52:46,205 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:31:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-06-01 11:53:29,382 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:30:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5528, loss: 1.5528 +2025-06-01 11:54:12,526 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:29:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4711, loss: 1.4711 +2025-06-01 11:54:55,754 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5280, loss: 1.5280 +2025-06-01 11:55:38,980 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:28:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5366, loss: 1.5366 +2025-06-01 11:56:22,145 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:27:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-06-01 11:57:05,283 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:26:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5285, loss: 1.5285 +2025-06-01 11:57:48,469 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:25:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5143, loss: 1.5143 +2025-06-01 11:58:31,780 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:25:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5324, loss: 1.5324 +2025-06-01 11:59:15,023 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:24:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5012, loss: 1.5012 +2025-06-01 11:59:58,252 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:23:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5041, loss: 1.5041 +2025-06-01 12:00:41,426 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:23:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-06-01 12:01:24,591 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:22:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4845, loss: 1.4845 +2025-06-01 12:02:07,841 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:21:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4844, loss: 1.4844 +2025-06-01 12:02:51,015 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:20:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5184, loss: 1.5184 +2025-06-01 12:03:14,397 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-01 12:04:40,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:04:40,460 - pyskl - INFO - +top1_acc 0.9585 +top5_acc 0.9959 +2025-06-01 12:04:40,516 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_119.pth was removed +2025-06-01 12:04:41,503 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-01 12:04:41,504 - pyskl - INFO - Best top1_acc is 0.9585 at 124 epoch. +2025-06-01 12:04:41,506 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9585, top5_acc: 0.9959 +2025-06-01 12:05:44,853 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:19:50, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4842, loss: 1.4842 +2025-06-01 12:06:28,078 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:19:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-06-01 12:07:11,525 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:18:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 +2025-06-01 12:07:54,831 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:17:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-06-01 12:08:38,028 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:16:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4915, loss: 1.4915 +2025-06-01 12:09:21,317 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:16:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5401, loss: 1.5401 +2025-06-01 12:10:04,630 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:15:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4280, loss: 1.4280 +2025-06-01 12:10:47,876 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:14:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4618, loss: 1.4618 +2025-06-01 12:11:30,993 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4750, loss: 1.4750 +2025-06-01 12:12:14,174 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:13:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5229, loss: 1.5229 +2025-06-01 12:12:57,355 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:12:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4703, loss: 1.4703 +2025-06-01 12:13:40,593 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:11:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-06-01 12:14:23,717 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4903, loss: 1.4903 +2025-06-01 12:15:06,700 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-06-01 12:15:49,949 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-06-01 12:16:33,222 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:09:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5341, loss: 1.5341 +2025-06-01 12:17:16,456 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:08:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-06-01 12:17:59,905 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:07:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5130, loss: 1.5130 +2025-06-01 12:18:43,261 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:06:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5448, loss: 1.5448 +2025-06-01 12:19:26,486 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:06:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-01 12:20:09,753 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:05:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-01 12:20:52,994 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:04:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5751, loss: 1.5751 +2025-06-01 12:21:36,266 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:03:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-06-01 12:21:59,709 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-01 12:30:42,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:30:42,193 - pyskl - INFO - +top1_acc 0.9617 +top5_acc 0.9965 +2025-06-01 12:30:42,243 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_124.pth was removed +2025-06-01 12:30:43,224 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-01 12:30:43,225 - pyskl - INFO - Best top1_acc is 0.9617 at 125 epoch. +2025-06-01 12:30:43,227 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9617, top5_acc: 0.9965 +2025-06-01 12:31:46,913 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:02:53, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5056, loss: 1.5056 +2025-06-01 12:32:30,101 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:02:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4692, loss: 1.4692 +2025-06-01 12:33:13,305 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:01:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-01 12:33:56,581 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 7:00:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5112, loss: 1.5112 +2025-06-01 12:34:39,873 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 7:00:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-06-01 12:35:23,127 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:59:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4807, loss: 1.4807 +2025-06-01 12:36:06,315 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:58:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4501, loss: 1.4501 +2025-06-01 12:36:49,675 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:57:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4990, loss: 1.4990 +2025-06-01 12:37:32,898 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:57:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-01 12:38:16,163 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4447, loss: 1.4447 +2025-06-01 12:38:59,397 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:55:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4834, loss: 1.4834 +2025-06-01 12:39:42,586 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:54:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-01 12:40:25,917 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:54:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5240, loss: 1.5240 +2025-06-01 12:41:09,112 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:53:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-01 12:41:52,345 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:52:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-06-01 12:42:35,646 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:52:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-06-01 12:43:18,875 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:51:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5086, loss: 1.5086 +2025-06-01 12:44:02,147 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:50:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4690, loss: 1.4690 +2025-06-01 12:44:45,398 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:49:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-06-01 12:45:28,534 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:49:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4466, loss: 1.4466 +2025-06-01 12:46:11,807 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:48:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-06-01 12:46:55,069 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:47:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4899, loss: 1.4899 +2025-06-01 12:47:38,377 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:47:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-06-01 12:48:01,809 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-01 12:49:27,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:49:28,021 - pyskl - INFO - +top1_acc 0.9520 +top5_acc 0.9960 +2025-06-01 12:49:28,024 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9520, top5_acc: 0.9960 +2025-06-01 12:50:32,361 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:45:56, time: 0.643, data_time: 0.207, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-01 12:51:15,731 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:45:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4533, loss: 1.4533 +2025-06-01 12:51:58,992 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:44:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-06-01 12:52:42,220 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:43:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-01 12:53:25,638 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:43:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5020, loss: 1.5020 +2025-06-01 12:54:08,939 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:42:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4563, loss: 1.4563 +2025-06-01 12:54:52,185 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:41:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4735, loss: 1.4735 +2025-06-01 12:55:35,510 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:40:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-06-01 12:56:18,808 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:40:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4675, loss: 1.4675 +2025-06-01 12:57:02,038 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:39:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-06-01 12:57:45,341 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:38:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-06-01 12:58:28,793 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:38:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-06-01 12:59:12,211 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:37:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4958, loss: 1.4958 +2025-06-01 12:59:55,391 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:36:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-06-01 13:00:38,659 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:35:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4881, loss: 1.4881 +2025-06-01 13:01:21,947 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:35:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4782, loss: 1.4782 +2025-06-01 13:02:05,207 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:34:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5127, loss: 1.5127 +2025-06-01 13:02:48,441 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:33:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-01 13:03:31,701 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:32:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-01 13:04:14,936 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:32:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5115, loss: 1.5115 +2025-06-01 13:04:58,296 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:31:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4450, loss: 1.4450 +2025-06-01 13:05:41,605 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:30:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-01 13:06:25,217 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:30:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-06-01 13:06:48,791 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-01 13:08:14,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:08:14,490 - pyskl - INFO - +top1_acc 0.9624 +top5_acc 0.9962 +2025-06-01 13:08:14,540 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_125.pth was removed +2025-06-01 13:08:15,527 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-01 13:08:15,527 - pyskl - INFO - Best top1_acc is 0.9624 at 127 epoch. +2025-06-01 13:08:15,530 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9624, top5_acc: 0.9962 +2025-06-01 13:09:18,417 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:28:59, time: 0.629, data_time: 0.197, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4725, loss: 1.4725 +2025-06-01 13:10:01,558 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:28:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-01 13:10:45,133 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:27:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-06-01 13:11:28,434 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:26:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3583, loss: 1.3583 +2025-06-01 13:12:11,662 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:26:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4139, loss: 1.4139 +2025-06-01 13:12:54,995 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:25:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4389, loss: 1.4389 +2025-06-01 13:13:38,257 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:24:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-06-01 13:14:21,485 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:23:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4234, loss: 1.4234 +2025-06-01 13:15:04,702 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:23:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4192, loss: 1.4192 +2025-06-01 13:15:47,933 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:22:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-06-01 13:16:31,259 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:21:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-06-01 13:17:14,317 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:21:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3721, loss: 1.3721 +2025-06-01 13:17:57,471 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:20:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4499, loss: 1.4499 +2025-06-01 13:18:40,798 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:19:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-06-01 13:19:24,158 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:18:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-01 13:20:07,377 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:18:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4303, loss: 1.4303 +2025-06-01 13:20:50,527 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:17:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5048, loss: 1.5048 +2025-06-01 13:21:33,694 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:16:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-06-01 13:22:16,808 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:16:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-01 13:23:00,000 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:15:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-06-01 13:23:43,471 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:14:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-06-01 13:24:26,749 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:13:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-01 13:25:10,086 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4586, loss: 1.4586 +2025-06-01 13:25:33,505 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-01 13:26:59,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:26:59,619 - pyskl - INFO - +top1_acc 0.9635 +top5_acc 0.9964 +2025-06-01 13:26:59,677 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_127.pth was removed +2025-06-01 13:27:00,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-01 13:27:00,693 - pyskl - INFO - Best top1_acc is 0.9635 at 128 epoch. +2025-06-01 13:27:00,696 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9635, top5_acc: 0.9964 +2025-06-01 13:28:04,483 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:12:02, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-01 13:28:47,790 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:11:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4334, loss: 1.4334 +2025-06-01 13:29:30,982 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:10:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4277, loss: 1.4277 +2025-06-01 13:30:14,132 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:09:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-06-01 13:30:57,425 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:09:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-01 13:31:40,749 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:08:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4270, loss: 1.4270 +2025-06-01 13:32:24,124 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:07:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-01 13:33:07,504 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:07:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-06-01 13:33:50,834 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:06:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4160, loss: 1.4160 +2025-06-01 13:34:34,105 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:05:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-01 13:35:17,378 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:04:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4501, loss: 1.4501 +2025-06-01 13:36:00,594 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:04:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4109, loss: 1.4109 +2025-06-01 13:36:43,773 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:03:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3532, loss: 1.3532 +2025-06-01 13:37:27,106 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:02:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3598, loss: 1.3598 +2025-06-01 13:38:10,380 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:01:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-01 13:38:53,521 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:01:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4668, loss: 1.4668 +2025-06-01 13:39:36,796 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 6:00:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-06-01 13:40:20,052 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:59:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4337, loss: 1.4337 +2025-06-01 13:41:03,281 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:59:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4628, loss: 1.4628 +2025-06-01 13:41:46,610 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:58:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-01 13:42:29,970 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:57:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-01 13:43:13,298 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:56:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-06-01 13:43:56,607 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:56:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3930, loss: 1.3930 +2025-06-01 13:44:19,985 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-01 13:45:46,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:45:46,244 - pyskl - INFO - +top1_acc 0.9667 +top5_acc 0.9960 +2025-06-01 13:45:46,303 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_128.pth was removed +2025-06-01 13:45:47,325 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-01 13:45:47,326 - pyskl - INFO - Best top1_acc is 0.9667 at 129 epoch. +2025-06-01 13:45:47,329 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9667, top5_acc: 0.9960 +2025-06-01 13:46:51,081 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:55:06, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-06-01 13:47:34,320 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:54:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3864, loss: 1.3864 +2025-06-01 13:48:17,473 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:53:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3511, loss: 1.3511 +2025-06-01 13:49:00,713 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:52:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-06-01 13:49:44,083 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:52:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-06-01 13:50:27,540 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:51:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-06-01 13:51:10,960 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:50:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4274, loss: 1.4274 +2025-06-01 13:51:54,281 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:50:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-06-01 13:52:37,653 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-06-01 13:53:20,933 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:48:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3747, loss: 1.3747 +2025-06-01 13:54:04,197 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:47:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-06-01 13:54:47,378 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:47:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-06-01 13:55:30,584 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:46:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3435, loss: 1.3435 +2025-06-01 13:56:13,826 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:45:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-01 13:56:56,992 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:45:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3847, loss: 1.3847 +2025-06-01 13:57:40,206 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:44:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3480, loss: 1.3480 +2025-06-01 13:58:23,452 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:43:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-01 13:59:06,842 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:42:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-01 13:59:50,152 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:42:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-01 14:00:33,601 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:41:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3689, loss: 1.3689 +2025-06-01 14:01:16,913 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:40:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-01 14:02:00,230 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:39:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-06-01 14:02:43,374 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:39:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-06-01 14:03:06,869 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-01 14:11:40,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:11:40,660 - pyskl - INFO - +top1_acc 0.9666 +top5_acc 0.9966 +2025-06-01 14:11:40,663 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9666, top5_acc: 0.9966 +2025-06-01 14:12:44,336 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:38:09, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3710, loss: 1.3710 +2025-06-01 14:13:27,559 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:37:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-06-01 14:14:10,915 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:36:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-01 14:14:54,122 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:35:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3720, loss: 1.3720 +2025-06-01 14:15:37,369 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:35:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3956, loss: 1.3956 +2025-06-01 14:16:20,689 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:34:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-06-01 14:17:04,077 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:33:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3530, loss: 1.3530 +2025-06-01 14:17:47,523 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:33:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-06-01 14:18:30,870 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-01 14:19:14,154 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:31:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4158, loss: 1.4158 +2025-06-01 14:19:57,400 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:30:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-06-01 14:20:40,549 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:30:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-06-01 14:21:23,793 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:29:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4203, loss: 1.4203 +2025-06-01 14:22:06,975 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:28:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4184, loss: 1.4184 +2025-06-01 14:22:50,192 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-01 14:23:33,695 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:27:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-06-01 14:24:17,088 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-06-01 14:25:00,625 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:25:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3820, loss: 1.3820 +2025-06-01 14:25:43,917 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:25:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-06-01 14:26:27,153 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:24:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-01 14:27:10,550 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:23:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3642, loss: 1.3642 +2025-06-01 14:27:53,870 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:23:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-01 14:28:37,186 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:22:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-06-01 14:29:00,608 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-01 14:30:27,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:30:27,088 - pyskl - INFO - +top1_acc 0.9623 +top5_acc 0.9964 +2025-06-01 14:30:27,091 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9623, top5_acc: 0.9964 +2025-06-01 14:31:31,183 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:21:12, time: 0.641, data_time: 0.206, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-06-01 14:32:14,229 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:20:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3306, loss: 1.3306 +2025-06-01 14:32:57,514 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:19:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3632, loss: 1.3632 +2025-06-01 14:33:40,794 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:19:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-01 14:34:24,050 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:18:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3691, loss: 1.3691 +2025-06-01 14:35:07,257 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:17:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 +2025-06-01 14:35:50,382 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:16:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3768, loss: 1.3768 +2025-06-01 14:36:33,507 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:16:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3547, loss: 1.3547 +2025-06-01 14:37:16,780 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:15:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-01 14:37:59,999 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:14:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3310, loss: 1.3310 +2025-06-01 14:38:43,225 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3662, loss: 1.3662 +2025-06-01 14:39:26,445 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:13:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3546, loss: 1.3546 +2025-06-01 14:40:09,708 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:12:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3520, loss: 1.3520 +2025-06-01 14:40:53,228 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:11:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3613, loss: 1.3613 +2025-06-01 14:41:36,603 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:11:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-01 14:42:19,864 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:10:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-06-01 14:43:03,370 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:09:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-01 14:43:46,874 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:08:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3982, loss: 1.3982 +2025-06-01 14:44:30,282 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:08:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-01 14:45:13,617 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:07:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-01 14:45:56,923 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:06:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-01 14:46:40,169 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:06:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-06-01 14:47:23,523 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:05:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-06-01 14:47:47,105 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-01 14:49:13,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:49:13,206 - pyskl - INFO - +top1_acc 0.9651 +top5_acc 0.9960 +2025-06-01 14:49:13,209 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9651, top5_acc: 0.9960 +2025-06-01 14:50:17,070 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:04:16, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-01 14:51:00,329 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-01 14:51:43,494 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:02:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-01 14:52:26,710 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:02:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3245, loss: 1.3245 +2025-06-01 14:53:10,058 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:01:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-06-01 14:53:53,276 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 5:00:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-01 14:54:36,598 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:59:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4023, loss: 1.4023 +2025-06-01 14:55:20,214 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:59:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-01 14:56:03,517 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3420, loss: 1.3420 +2025-06-01 14:56:46,995 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:57:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-01 14:57:30,225 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:57:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3394, loss: 1.3394 +2025-06-01 14:58:13,446 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:56:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3270, loss: 1.3270 +2025-06-01 14:58:56,620 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:55:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-06-01 14:59:39,868 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:54:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3394, loss: 1.3394 +2025-06-01 15:00:23,410 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:54:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-06-01 15:01:06,874 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:53:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-06-01 15:01:50,306 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:52:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-06-01 15:02:33,653 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:52:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3635, loss: 1.3635 +2025-06-01 15:03:16,815 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:51:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-01 15:04:00,000 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:50:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-01 15:04:43,397 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:49:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-01 15:05:26,787 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:49:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3366, loss: 1.3366 +2025-06-01 15:06:10,154 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:48:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-06-01 15:06:33,837 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-01 15:08:00,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:08:00,160 - pyskl - INFO - +top1_acc 0.9660 +top5_acc 0.9969 +2025-06-01 15:08:00,164 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9660, top5_acc: 0.9969 +2025-06-01 15:09:04,173 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:47:19, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-06-01 15:09:47,426 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:46:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3322, loss: 1.3322 +2025-06-01 15:10:30,693 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:45:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-06-01 15:11:14,022 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:45:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-06-01 15:11:57,350 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:44:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3206, loss: 1.3206 +2025-06-01 15:12:40,698 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:43:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-01 15:13:24,234 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:43:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3523, loss: 1.3523 +2025-06-01 15:14:07,657 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:42:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-06-01 15:14:50,914 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:41:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-01 15:15:34,210 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:40:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-01 15:16:17,534 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:40:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3936, loss: 1.3936 +2025-06-01 15:17:00,824 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:39:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3704, loss: 1.3704 +2025-06-01 15:17:44,151 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:38:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3074, loss: 1.3074 +2025-06-01 15:18:27,490 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:37:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-06-01 15:19:11,140 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:37:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3626, loss: 1.3626 +2025-06-01 15:19:54,550 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:36:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-06-01 15:20:37,829 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:35:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3326, loss: 1.3326 +2025-06-01 15:21:21,147 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:35:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-06-01 15:22:04,337 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:34:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2931, loss: 1.2931 +2025-06-01 15:22:47,663 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:33:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3549, loss: 1.3549 +2025-06-01 15:23:30,969 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:32:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2879, loss: 1.2879 +2025-06-01 15:24:14,152 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:32:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3194, loss: 1.3194 +2025-06-01 15:24:57,299 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3079, loss: 1.3079 +2025-06-01 15:25:20,733 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-01 15:26:46,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:26:46,924 - pyskl - INFO - +top1_acc 0.9691 +top5_acc 0.9964 +2025-06-01 15:26:46,981 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_129.pth was removed +2025-06-01 15:26:48,013 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-01 15:26:48,014 - pyskl - INFO - Best top1_acc is 0.9691 at 134 epoch. +2025-06-01 15:26:48,017 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9691, top5_acc: 0.9964 +2025-06-01 15:27:51,798 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:30:22, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-01 15:28:34,857 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:29:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-06-01 15:29:18,158 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:28:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-01 15:30:01,448 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:28:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-01 15:30:44,688 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:27:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-06-01 15:31:28,264 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:26:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-01 15:32:11,590 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:26:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-01 15:32:54,825 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:25:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-06-01 15:33:38,059 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:24:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-01 15:34:21,343 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:23:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-01 15:35:04,609 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:23:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3618, loss: 1.3618 +2025-06-01 15:35:47,774 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:22:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3409, loss: 1.3409 +2025-06-01 15:36:31,118 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:21:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-06-01 15:37:14,489 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:21:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-06-01 15:37:57,859 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:20:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-01 15:38:41,179 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:19:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-06-01 15:39:24,485 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:18:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-06-01 15:40:07,767 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:18:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3284, loss: 1.3284 +2025-06-01 15:40:51,174 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:17:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-01 15:41:34,408 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:16:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3129, loss: 1.3129 +2025-06-01 15:42:17,665 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-06-01 15:43:00,995 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:15:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-01 15:43:44,270 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:14:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2952, loss: 1.2952 +2025-06-01 15:44:07,647 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-01 15:53:31,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:53:31,309 - pyskl - INFO - +top1_acc 0.9684 +top5_acc 0.9967 +2025-06-01 15:53:31,312 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9684, top5_acc: 0.9967 +2025-06-01 15:54:35,454 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:13:26, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-06-01 15:55:18,772 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:12:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2997, loss: 1.2997 +2025-06-01 15:56:02,254 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:11:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-01 15:56:45,696 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:11:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-01 15:57:29,149 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:10:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-01 15:58:12,528 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:09:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3222, loss: 1.3222 +2025-06-01 15:58:55,778 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:09:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2844, loss: 1.2844 +2025-06-01 15:59:39,137 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:08:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3238, loss: 1.3238 +2025-06-01 16:00:22,452 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:07:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-06-01 16:01:05,743 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:06:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-01 16:01:49,077 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:06:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2520, loss: 1.2520 +2025-06-01 16:02:32,295 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:05:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3438, loss: 1.3438 +2025-06-01 16:03:15,618 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:04:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3465, loss: 1.3465 +2025-06-01 16:03:59,038 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:04:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-01 16:04:42,387 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:03:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-01 16:05:25,732 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:02:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-06-01 16:06:08,910 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:01:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3174, loss: 1.3174 +2025-06-01 16:06:52,150 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:01:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3183, loss: 1.3183 +2025-06-01 16:07:35,506 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 4:00:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-06-01 16:08:18,863 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:59:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-01 16:09:02,319 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:59:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-06-01 16:09:45,593 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:58:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-06-01 16:10:28,896 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:57:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3155, loss: 1.3155 +2025-06-01 16:10:52,447 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-01 16:12:18,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:12:18,691 - pyskl - INFO - +top1_acc 0.9665 +top5_acc 0.9965 +2025-06-01 16:12:18,694 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9665, top5_acc: 0.9965 +2025-06-01 16:13:22,648 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:56:29, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3069, loss: 1.3069 +2025-06-01 16:14:05,938 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:55:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3149, loss: 1.3149 +2025-06-01 16:14:49,327 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:55:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2796, loss: 1.2796 +2025-06-01 16:15:32,667 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-06-01 16:16:16,040 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:53:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-06-01 16:16:59,306 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:52:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-06-01 16:17:42,778 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:52:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-01 16:18:26,165 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-06-01 16:19:09,664 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:50:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3067, loss: 1.3067 +2025-06-01 16:19:53,154 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:50:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2590, loss: 1.2590 +2025-06-01 16:20:36,458 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:49:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-06-01 16:21:19,694 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:48:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-01 16:22:02,966 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:47:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-01 16:22:46,285 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:47:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3317, loss: 1.3317 +2025-06-01 16:23:29,569 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2910, loss: 1.2910 +2025-06-01 16:24:12,926 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:45:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-01 16:24:56,293 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:44:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2529, loss: 1.2529 +2025-06-01 16:25:39,636 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:44:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-01 16:26:23,012 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:43:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-01 16:27:06,395 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:42:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-06-01 16:27:49,686 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:42:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-06-01 16:28:33,206 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:41:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-01 16:29:16,574 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:40:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2683, loss: 1.2683 +2025-06-01 16:29:40,054 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-01 16:31:06,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:31:06,116 - pyskl - INFO - +top1_acc 0.9681 +top5_acc 0.9965 +2025-06-01 16:31:06,119 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9681, top5_acc: 0.9965 +2025-06-01 16:32:09,822 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:39:33, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2627, loss: 1.2627 +2025-06-01 16:32:53,103 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:38:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-06-01 16:33:36,489 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:38:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-06-01 16:34:19,825 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:37:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3272, loss: 1.3272 +2025-06-01 16:35:03,317 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:36:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2928, loss: 1.2928 +2025-06-01 16:35:46,682 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:35:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2806, loss: 1.2806 +2025-06-01 16:36:29,956 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:35:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2872, loss: 1.2872 +2025-06-01 16:37:13,314 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:34:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2929, loss: 1.2929 +2025-06-01 16:37:56,653 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:33:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-01 16:38:39,994 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:33:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2427, loss: 1.2427 +2025-06-01 16:39:23,411 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:32:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2856, loss: 1.2856 +2025-06-01 16:40:06,696 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:31:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-06-01 16:40:50,075 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2865, loss: 1.2865 +2025-06-01 16:41:33,457 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:30:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-06-01 16:42:16,890 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:29:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2952, loss: 1.2952 +2025-06-01 16:43:00,221 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:28:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2779, loss: 1.2779 +2025-06-01 16:43:43,525 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:28:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-06-01 16:44:26,764 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:27:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-06-01 16:45:10,236 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:26:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3060, loss: 1.3060 +2025-06-01 16:45:53,601 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:25:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 +2025-06-01 16:46:36,979 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:25:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-01 16:47:20,329 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:24:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-06-01 16:48:03,606 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:23:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2972, loss: 1.2972 +2025-06-01 16:48:27,124 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-01 16:49:53,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:49:53,400 - pyskl - INFO - +top1_acc 0.9672 +top5_acc 0.9964 +2025-06-01 16:49:53,403 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9672, top5_acc: 0.9964 +2025-06-01 16:50:56,753 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:22:36, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2821, loss: 1.2821 +2025-06-01 16:51:40,089 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-01 16:52:23,394 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-06-01 16:53:06,516 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:20:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2808, loss: 1.2808 +2025-06-01 16:53:49,962 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2475, loss: 1.2475 +2025-06-01 16:54:33,310 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:19:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2885, loss: 1.2885 +2025-06-01 16:55:16,647 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:18:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2697, loss: 1.2697 +2025-06-01 16:55:59,942 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:17:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2950, loss: 1.2950 +2025-06-01 16:56:43,295 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:16:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2407, loss: 1.2407 +2025-06-01 16:57:26,722 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:16:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-01 16:58:10,100 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:15:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-01 16:58:53,517 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:14:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-06-01 16:59:36,876 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:13:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-06-01 17:00:20,236 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:13:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2705, loss: 1.2705 +2025-06-01 17:01:03,458 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-01 17:01:46,735 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:11:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-01 17:02:29,942 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:11:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2605, loss: 1.2605 +2025-06-01 17:03:13,177 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:10:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-06-01 17:03:56,441 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:09:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2530, loss: 1.2530 +2025-06-01 17:04:39,753 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:08:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2685, loss: 1.2685 +2025-06-01 17:05:22,935 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:08:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-06-01 17:06:06,130 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:07:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2519, loss: 1.2519 +2025-06-01 17:06:49,389 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:06:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-06-01 17:07:12,823 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-01 17:08:39,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:08:39,330 - pyskl - INFO - +top1_acc 0.9704 +top5_acc 0.9965 +2025-06-01 17:08:39,386 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_134.pth was removed +2025-06-01 17:08:40,427 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-01 17:08:40,428 - pyskl - INFO - Best top1_acc is 0.9704 at 139 epoch. +2025-06-01 17:08:40,431 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9704, top5_acc: 0.9965 +2025-06-01 17:09:44,439 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:05:39, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-01 17:10:27,599 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:04:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2742, loss: 1.2742 +2025-06-01 17:11:10,915 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:04:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2522, loss: 1.2522 +2025-06-01 17:11:54,208 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:03:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2133, loss: 1.2133 +2025-06-01 17:12:37,654 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:02:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-01 17:13:21,040 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:02:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2659, loss: 1.2659 +2025-06-01 17:14:04,265 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:01:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2518, loss: 1.2518 +2025-06-01 17:14:47,507 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:00:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-01 17:15:30,729 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:59:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2635, loss: 1.2635 +2025-06-01 17:16:13,794 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:59:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-06-01 17:16:57,028 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:58:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2727, loss: 1.2727 +2025-06-01 17:17:40,241 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:57:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-01 17:18:23,415 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:57:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-01 17:19:06,616 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:56:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-01 17:19:49,891 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:55:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2820, loss: 1.2820 +2025-06-01 17:20:33,222 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:54:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3213, loss: 1.3213 +2025-06-01 17:21:16,332 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:54:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-06-01 17:21:59,621 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:53:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-06-01 17:22:42,948 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:52:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-01 17:23:26,273 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:51:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-01 17:24:09,494 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:51:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-01 17:24:52,700 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:50:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-06-01 17:25:35,954 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2297, loss: 1.2297 +2025-06-01 17:25:59,391 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-01 17:34:55,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:34:55,969 - pyskl - INFO - +top1_acc 0.9689 +top5_acc 0.9956 +2025-06-01 17:34:55,972 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9689, top5_acc: 0.9956 +2025-06-01 17:36:00,047 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:48:43, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2543, loss: 1.2543 +2025-06-01 17:36:43,373 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:47:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-06-01 17:37:26,750 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:47:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2331, loss: 1.2331 +2025-06-01 17:38:10,122 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:46:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-01 17:38:53,465 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-06-01 17:39:36,768 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:45:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-06-01 17:40:20,270 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:44:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-01 17:41:03,550 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2816, loss: 1.2816 +2025-06-01 17:41:46,867 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:42:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-06-01 17:42:30,097 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:42:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-01 17:43:13,390 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:41:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-06-01 17:43:56,687 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:40:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-06-01 17:44:39,959 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:40:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2661, loss: 1.2661 +2025-06-01 17:45:23,364 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:39:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3184, loss: 1.3184 +2025-06-01 17:46:06,731 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:38:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2743, loss: 1.2743 +2025-06-01 17:46:50,039 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:37:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2911, loss: 1.2911 +2025-06-01 17:47:33,340 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:37:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-06-01 17:48:16,521 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:36:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1999, loss: 1.1999 +2025-06-01 17:48:59,861 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2401, loss: 1.2401 +2025-06-01 17:49:43,277 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:35:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-06-01 17:50:26,597 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:34:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2987, loss: 1.2987 +2025-06-01 17:51:09,942 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:33:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-01 17:51:53,110 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:32:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-06-01 17:52:16,577 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-01 17:53:43,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:53:43,123 - pyskl - INFO - +top1_acc 0.9704 +top5_acc 0.9969 +2025-06-01 17:53:43,127 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9704, top5_acc: 0.9969 +2025-06-01 17:54:46,781 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:31:46, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-06-01 17:55:30,091 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:31:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-06-01 17:56:13,476 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:30:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 +2025-06-01 17:56:56,822 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:29:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2236, loss: 1.2236 +2025-06-01 17:57:40,282 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:28:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-01 17:58:23,739 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:28:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-01 17:59:07,181 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:27:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 +2025-06-01 17:59:50,623 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:26:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2715, loss: 1.2715 +2025-06-01 18:00:33,898 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:26:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-06-01 18:01:17,235 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:25:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-06-01 18:02:00,512 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:24:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-06-01 18:02:43,810 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:23:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-01 18:03:27,109 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:23:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-01 18:04:10,417 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:22:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-01 18:04:53,773 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:21:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-06-01 18:05:37,182 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:20:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-01 18:06:20,717 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:20:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-06-01 18:07:04,003 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2140, loss: 1.2140 +2025-06-01 18:07:47,370 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:18:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2955, loss: 1.2955 +2025-06-01 18:08:30,736 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:18:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2122, loss: 1.2122 +2025-06-01 18:09:14,251 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:17:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-01 18:09:57,595 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:16:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2292, loss: 1.2292 +2025-06-01 18:10:40,917 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:15:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2594, loss: 1.2594 +2025-06-01 18:11:04,478 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-01 18:12:30,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:12:30,767 - pyskl - INFO - +top1_acc 0.9703 +top5_acc 0.9967 +2025-06-01 18:12:30,770 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9703, top5_acc: 0.9967 +2025-06-01 18:13:34,469 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:14:49, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2284, loss: 1.2284 +2025-06-01 18:14:17,685 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:14:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-01 18:15:00,970 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:13:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-06-01 18:15:44,385 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:12:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-01 18:16:27,713 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:11:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2375, loss: 1.2375 +2025-06-01 18:17:11,035 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:11:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-01 18:17:54,458 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:10:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-06-01 18:18:37,766 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:09:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-06-01 18:19:21,099 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:09:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2926, loss: 1.2926 +2025-06-01 18:20:04,472 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2411, loss: 1.2411 +2025-06-01 18:20:47,630 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:07:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2404, loss: 1.2404 +2025-06-01 18:21:30,894 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:06:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2566, loss: 1.2566 +2025-06-01 18:22:14,111 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:06:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2489, loss: 1.2489 +2025-06-01 18:22:57,455 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:05:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-06-01 18:23:40,797 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:04:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-01 18:24:24,191 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:04:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 +2025-06-01 18:25:07,560 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:03:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-01 18:25:50,824 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:02:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1929, loss: 1.1929 +2025-06-01 18:26:34,182 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:01:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2404, loss: 1.2404 +2025-06-01 18:27:17,462 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:01:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-06-01 18:28:00,805 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:00:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2235, loss: 1.2235 +2025-06-01 18:28:44,137 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2715, loss: 1.2715 +2025-06-01 18:29:27,453 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2304, loss: 1.2304 +2025-06-01 18:29:50,918 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-01 18:31:17,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:31:17,425 - pyskl - INFO - +top1_acc 0.9678 +top5_acc 0.9955 +2025-06-01 18:31:17,429 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9678, top5_acc: 0.9955 +2025-06-01 18:32:21,079 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:57:53, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-06-01 18:33:04,345 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:57:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2754, loss: 1.2754 +2025-06-01 18:33:47,646 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:56:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2099, loss: 1.2099 +2025-06-01 18:34:30,959 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-06-01 18:35:14,233 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:55:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2321, loss: 1.2321 +2025-06-01 18:35:57,489 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:54:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-06-01 18:36:40,808 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:53:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2568, loss: 1.2568 +2025-06-01 18:37:24,066 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:52:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2016, loss: 1.2016 +2025-06-01 18:38:07,315 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:52:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-01 18:38:50,606 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:51:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-01 18:39:33,811 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:50:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-06-01 18:40:17,020 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-01 18:41:00,269 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:49:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2346, loss: 1.2346 +2025-06-01 18:41:43,595 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:48:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2231, loss: 1.2231 +2025-06-01 18:42:26,875 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:47:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-06-01 18:43:10,127 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2637, loss: 1.2637 +2025-06-01 18:43:53,341 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:46:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2538, loss: 1.2538 +2025-06-01 18:44:36,639 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:45:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-01 18:45:19,846 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:44:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-06-01 18:46:02,928 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:44:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2646, loss: 1.2646 +2025-06-01 18:46:46,127 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:43:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-06-01 18:47:29,297 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:42:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 +2025-06-01 18:48:12,466 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:42:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2434, loss: 1.2434 +2025-06-01 18:48:35,826 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-01 18:50:01,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:50:01,835 - pyskl - INFO - +top1_acc 0.9682 +top5_acc 0.9965 +2025-06-01 18:50:01,838 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9682, top5_acc: 0.9965 +2025-06-01 18:51:05,294 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:40:56, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-01 18:51:48,451 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:40:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1990, loss: 1.1990 +2025-06-01 18:52:31,597 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:39:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-01 18:53:15,083 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:38:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2340, loss: 1.2340 +2025-06-01 18:53:58,613 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:38:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2484, loss: 1.2484 +2025-06-01 18:54:42,316 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:37:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-06-01 18:55:25,767 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:36:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2535, loss: 1.2535 +2025-06-01 18:56:09,101 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:35:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1976, loss: 1.1976 +2025-06-01 18:56:52,464 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:35:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2477, loss: 1.2477 +2025-06-01 18:57:35,702 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:34:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2705, loss: 1.2705 +2025-06-01 18:58:19,045 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:33:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2691, loss: 1.2691 +2025-06-01 18:59:02,310 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-06-01 18:59:45,549 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:32:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-06-01 19:00:28,803 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:31:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-01 19:01:12,038 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:30:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-06-01 19:01:55,337 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:30:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-06-01 19:02:38,559 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:29:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-06-01 19:03:21,828 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:28:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2342, loss: 1.2342 +2025-06-01 19:04:04,886 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:27:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-06-01 19:04:48,136 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2147, loss: 1.2147 +2025-06-01 19:05:31,370 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:26:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2160, loss: 1.2160 +2025-06-01 19:06:14,582 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:25:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-06-01 19:06:57,750 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:25:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-06-01 19:07:21,344 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-01 19:16:32,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:16:32,318 - pyskl - INFO - +top1_acc 0.9713 +top5_acc 0.9967 +2025-06-01 19:16:32,370 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_139.pth was removed +2025-06-01 19:16:33,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-01 19:16:33,371 - pyskl - INFO - Best top1_acc is 0.9713 at 145 epoch. +2025-06-01 19:16:33,373 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9713, top5_acc: 0.9967 +2025-06-01 19:17:37,141 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:59, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2877, loss: 1.2877 +2025-06-01 19:18:20,319 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:23:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-06-01 19:19:03,517 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:22:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2090, loss: 1.2090 +2025-06-01 19:19:46,743 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:21:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-06-01 19:20:29,953 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:21:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1877, loss: 1.1877 +2025-06-01 19:21:13,177 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:20:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-01 19:21:56,315 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:19:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2491, loss: 1.2491 +2025-06-01 19:22:39,470 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2502, loss: 1.2502 +2025-06-01 19:23:22,734 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:18:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2302, loss: 1.2302 +2025-06-01 19:24:05,966 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:17:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2128, loss: 1.2128 +2025-06-01 19:24:49,217 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:16:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-06-01 19:25:32,424 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:16:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2395, loss: 1.2395 +2025-06-01 19:26:15,686 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:15:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-06-01 19:26:58,970 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:14:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2282, loss: 1.2282 +2025-06-01 19:27:42,209 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-01 19:28:25,422 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:13:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2530, loss: 1.2530 +2025-06-01 19:29:08,583 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:12:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-06-01 19:29:51,692 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:11:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2345, loss: 1.2345 +2025-06-01 19:30:35,141 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:11:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-01 19:31:18,479 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:10:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2267, loss: 1.2267 +2025-06-01 19:32:01,910 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:09:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2120, loss: 1.2120 +2025-06-01 19:32:45,188 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2791, loss: 1.2791 +2025-06-01 19:33:28,486 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:08:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2510, loss: 1.2510 +2025-06-01 19:33:52,011 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-01 19:35:17,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:35:17,947 - pyskl - INFO - +top1_acc 0.9707 +top5_acc 0.9967 +2025-06-01 19:35:17,950 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9707, top5_acc: 0.9967 +2025-06-01 19:36:21,325 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:07:03, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-06-01 19:37:04,588 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:06:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-06-01 19:37:47,854 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2339, loss: 1.2339 +2025-06-01 19:38:31,063 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-01 19:39:14,273 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:04:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2006, loss: 1.2006 +2025-06-01 19:39:57,506 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:03:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-06-01 19:40:40,786 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1884, loss: 1.1884 +2025-06-01 19:41:23,981 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:02:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2290, loss: 1.2290 +2025-06-01 19:42:07,249 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:01:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-01 19:42:50,470 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2486, loss: 1.2486 +2025-06-01 19:43:33,669 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-01 19:44:16,921 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:59:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-06-01 19:45:00,191 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:58:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2154, loss: 1.2154 +2025-06-01 19:45:43,434 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2710, loss: 1.2710 +2025-06-01 19:46:26,636 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-01 19:47:09,853 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:56:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-01 19:47:53,046 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-01 19:48:36,224 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-06-01 19:49:19,463 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:54:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1965, loss: 1.1965 +2025-06-01 19:50:02,746 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:53:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-01 19:50:46,145 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-01 19:51:29,482 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2066, loss: 1.2066 +2025-06-01 19:52:12,644 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:51:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-01 19:52:36,189 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-01 19:54:02,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:54:02,270 - pyskl - INFO - +top1_acc 0.9711 +top5_acc 0.9965 +2025-06-01 19:54:02,273 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9711, top5_acc: 0.9965 +2025-06-01 19:55:06,458 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:50:06, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-06-01 19:55:49,825 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-06-01 19:56:33,152 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2296, loss: 1.2296 +2025-06-01 19:57:16,535 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2054, loss: 1.2054 +2025-06-01 19:57:59,892 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:47:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2300, loss: 1.2300 +2025-06-01 19:58:43,182 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2725, loss: 1.2725 +2025-06-01 19:59:26,435 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2439, loss: 1.2439 +2025-06-01 20:00:09,699 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:45:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-06-01 20:00:52,905 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:44:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2224, loss: 1.2224 +2025-06-01 20:01:36,093 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-01 20:02:19,271 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 +2025-06-01 20:03:02,486 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-01 20:03:45,869 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2244, loss: 1.2244 +2025-06-01 20:04:29,104 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-01 20:05:12,269 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:40:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2403, loss: 1.2403 +2025-06-01 20:05:55,414 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:39:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1902, loss: 1.1902 +2025-06-01 20:06:38,509 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2553, loss: 1.2553 +2025-06-01 20:07:21,642 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2176, loss: 1.2176 +2025-06-01 20:08:04,797 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-06-01 20:08:47,980 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-01 20:09:31,318 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2026, loss: 1.2026 +2025-06-01 20:10:14,537 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2579, loss: 1.2579 +2025-06-01 20:10:57,761 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2319, loss: 1.2319 +2025-06-01 20:11:21,189 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-01 20:12:47,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:12:47,102 - pyskl - INFO - +top1_acc 0.9712 +top5_acc 0.9966 +2025-06-01 20:12:47,105 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9712, top5_acc: 0.9966 +2025-06-01 20:13:50,771 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:09, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2157, loss: 1.2157 +2025-06-01 20:14:33,990 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-06-01 20:15:17,181 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1630, loss: 1.1630 +2025-06-01 20:16:00,481 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:31:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1771, loss: 1.1771 +2025-06-01 20:16:43,843 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-01 20:17:27,094 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-06-01 20:18:10,422 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1634, loss: 1.1634 +2025-06-01 20:18:53,712 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-01 20:19:37,108 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-06-01 20:20:20,427 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-06-01 20:21:03,686 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-01 20:21:47,068 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2136, loss: 1.2136 +2025-06-01 20:22:30,399 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2801, loss: 1.2801 +2025-06-01 20:23:13,750 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-01 20:23:56,806 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2418, loss: 1.2418 +2025-06-01 20:24:40,005 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1911, loss: 1.1911 +2025-06-01 20:25:23,244 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2323, loss: 1.2323 +2025-06-01 20:26:06,548 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-06-01 20:26:49,838 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2262, loss: 1.2262 +2025-06-01 20:27:33,079 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2129, loss: 1.2129 +2025-06-01 20:28:16,354 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-01 20:28:59,658 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:18:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-06-01 20:29:42,974 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-06-01 20:30:06,435 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-01 20:31:32,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:31:32,747 - pyskl - INFO - +top1_acc 0.9706 +top5_acc 0.9969 +2025-06-01 20:31:32,751 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9706, top5_acc: 0.9969 +2025-06-01 20:32:36,894 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:13, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-01 20:33:20,204 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2214, loss: 1.2214 +2025-06-01 20:34:03,530 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-06-01 20:34:46,878 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-06-01 20:35:30,154 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2605, loss: 1.2605 +2025-06-01 20:36:13,472 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1943, loss: 1.1943 +2025-06-01 20:36:56,726 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2108, loss: 1.2108 +2025-06-01 20:37:40,038 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2089, loss: 1.2089 +2025-06-01 20:38:23,333 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-06-01 20:39:06,664 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1994, loss: 1.1994 +2025-06-01 20:39:49,853 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:09:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 +2025-06-01 20:40:33,153 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2221, loss: 1.2221 +2025-06-01 20:41:16,457 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-01 20:41:59,781 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1991, loss: 1.1991 +2025-06-01 20:42:42,986 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2345, loss: 1.2345 +2025-06-01 20:43:26,268 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-01 20:44:09,653 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-06-01 20:44:52,925 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1655, loss: 1.1655 +2025-06-01 20:45:36,229 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-06-01 20:46:19,437 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-06-01 20:47:02,645 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2341, loss: 1.2341 +2025-06-01 20:47:45,902 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2667, loss: 1.2667 +2025-06-01 20:48:29,056 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2290, loss: 1.2290 +2025-06-01 20:48:52,467 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-01 20:50:19,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:50:19,494 - pyskl - INFO - +top1_acc 0.9708 +top5_acc 0.9964 +2025-06-01 20:50:19,497 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9708, top5_acc: 0.9964 +2025-06-01 20:50:27,343 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-01 21:01:15,242 - pyskl - INFO - Testing results of the last checkpoint +2025-06-01 21:01:15,243 - pyskl - INFO - top1_acc: 0.9713 +2025-06-01 21:01:15,243 - pyskl - INFO - top5_acc: 0.9965 +2025-06-01 21:01:15,243 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_145.pth +2025-06-01 21:12:07,680 - pyskl - INFO - Testing results of the best checkpoint +2025-06-01 21:12:07,680 - pyskl - INFO - top1_acc: 0.9714 +2025-06-01 21:12:07,681 - pyskl - INFO - top5_acc: 0.9966