| 2025-06-01 07:44:43,077 - pyskl - INFO - Environment info: |
| ------------------------------------------------------------ |
| sys.platform: linux |
| Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] |
| CUDA available: True |
| GPU 0: Tesla V100-PCIE-32GB |
| CUDA_HOME: /usr/local/cuda-11.7 |
| NVCC: Cuda compilation tools, release 11.7, V11.7.64 |
| GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 |
| PyTorch: 1.11.0 |
| PyTorch compiling details: PyTorch built with: |
| - GCC 7.3 |
| - C++ Version: 201402 |
| - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications |
| - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) |
| - OpenMP 201511 (a.k.a. OpenMP 4.5) |
| - LAPACK is enabled (usually provided by MKL) |
| - NNPACK is enabled |
| - CPU capability usage: AVX2 |
| - CUDA Runtime 11.3 |
| - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_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 8.2 |
| - Magma 2.5.2 |
| - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, 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 -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, |
|
|
| TorchVision: 0.12.0 |
| OpenCV: 4.8.0 |
| MMCV: 1.5.0 |
| MMCV Compiler: GCC 7.3 |
| MMCV CUDA Compiler: 11.3 |
| pyskl: 0.1.0+ |
| ------------------------------------------------------------ |
|
|
| 2025-06-01 07:44:43,376 - pyskl - INFO - Config: modality = 'k' |
| graph = 'uav' |
| work_dir = './work_dirs/uav_csv2/k_2' |
| model = dict( |
| type='RecognizerGCN', |
| backbone=dict( |
| type='GCN_Module_LLM', |
| llm_model='gpt4o', |
| llm_modality='k', |
| num_classes=155, |
| tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], |
| graph_cfg=dict( |
| layout='uav', |
| mode='random', |
| num_filter=8, |
| init_off=0.04, |
| init_std=0.02)), |
| cls_head=dict( |
| type='SimpleHead', |
| joint_cfg='uav', |
| num_classes=155, |
| in_channels=384, |
| work_dir='./work_dirs/uav_csv2/k_2', |
| interval_epoch=5, |
| weight_1=0.05, |
| weight_2=0.2)) |
| dataset_type = 'PoseDataset' |
| ann_file = '/data/lhd/pyskl_data/uav/uav_human_CSv2.pkl' |
| train_pipeline = [ |
| dict(type='UniformSampleFrames', clip_len=100), |
| dict(type='PoseDecode'), |
| dict(type='GenSkeFeat', dataset='uav', feats=['k']), |
| dict(type='FormatGCNInput', num_person=2), |
| dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), |
| dict(type='ToTensor', keys=['keypoint']) |
| ] |
| val_pipeline = [ |
| dict(type='UniformSampleFrames', clip_len=100, num_clips=1), |
| dict(type='PoseDecode'), |
| dict(type='GenSkeFeat', dataset='uav', feats=['k']), |
| dict(type='FormatGCNInput', num_person=2), |
| dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), |
| dict(type='ToTensor', keys=['keypoint']) |
| ] |
| test_pipeline = [ |
| dict(type='UniformSampleFrames', clip_len=100, num_clips=10), |
| dict(type='PoseDecode'), |
| dict(type='GenSkeFeat', dataset='uav', feats=['k']), |
| dict(type='FormatGCNInput', num_person=2), |
| 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/uav/uav_human_CSv2.pkl', |
| pipeline=[ |
| dict(type='UniformSampleFrames', clip_len=100), |
| dict(type='PoseDecode'), |
| dict(type='GenSkeFeat', dataset='uav', feats=['k']), |
| dict(type='FormatGCNInput', num_person=2), |
| dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), |
| dict(type='ToTensor', keys=['keypoint']) |
| ], |
| split='train'), |
| val=dict( |
| type='PoseDataset', |
| ann_file='/data/lhd/pyskl_data/uav/uav_human_CSv2.pkl', |
| pipeline=[ |
| dict(type='UniformSampleFrames', clip_len=100, num_clips=1), |
| dict(type='PoseDecode'), |
| dict(type='GenSkeFeat', dataset='uav', feats=['k']), |
| dict(type='FormatGCNInput', num_person=2), |
| dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), |
| dict(type='ToTensor', keys=['keypoint']) |
| ], |
| split='val'), |
| test=dict( |
| type='PoseDataset', |
| ann_file='/data/lhd/pyskl_data/uav/uav_human_CSv2.pkl', |
| pipeline=[ |
| dict(type='UniformSampleFrames', clip_len=100, num_clips=10), |
| dict(type='PoseDecode'), |
| dict(type='GenSkeFeat', dataset='uav', feats=['k']), |
| dict(type='FormatGCNInput', num_person=2), |
| dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), |
| dict(type='ToTensor', keys=['keypoint']) |
| ], |
| split='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', 'mean_class_accuracy'], topk=(1, 5)) |
| log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) |
| dist_params = dict(backend='nccl') |
| gpu_ids = range(0, 1) |
|
|
| 2025-06-01 07:44:43,377 - pyskl - INFO - Set random seed to 1867481807, deterministic: False |
| 2025-06-01 07:44:55,525 - pyskl - INFO - 16432 videos remain after valid thresholding |
| 2025-06-01 07:45:02,265 - pyskl - INFO - 6599 videos remain after valid thresholding |
| 2025-06-01 07:45:02,308 - pyskl - INFO - Start running, host: lhd@zkyd, work_dir: /home/lhd/pyskl/work_dirs/uav_csv2/k_2 |
| 2025-06-01 07:45:02,308 - 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 |
| -------------------- |
| 2025-06-01 07:45:02,309 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs |
| 2025-06-01 07:45:02,309 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl/work_dirs/uav_csv2/k_2 by HardDiskBackend. |
| 2025-06-01 07:46:06,401 - pyskl - INFO - Epoch [1][100/1027] lr: 2.500e-02, eta: 1 day, 3:24:23, time: 0.641, data_time: 0.252, memory: 7959, top1_acc: 0.0112, top5_acc: 0.0563, loss_cls: 10.9760, loss: 10.9760 |
| 2025-06-01 07:46:44,531 - pyskl - INFO - Epoch [1][200/1027] lr: 2.500e-02, eta: 21:50:30, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.0131, top5_acc: 0.0556, loss_cls: 10.5931, loss: 10.5931 |
| 2025-06-01 07:47:22,583 - pyskl - INFO - Epoch [1][300/1027] lr: 2.500e-02, eta: 19:58:07, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.0094, top5_acc: 0.0488, loss_cls: 10.3955, loss: 10.3955 |
| 2025-06-01 07:48:00,669 - pyskl - INFO - Epoch [1][400/1027] lr: 2.500e-02, eta: 19:01:50, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.0138, top5_acc: 0.0594, loss_cls: 10.3559, loss: 10.3559 |
| 2025-06-01 07:48:38,992 - pyskl - INFO - Epoch [1][500/1027] lr: 2.500e-02, eta: 18:29:01, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.0150, top5_acc: 0.0625, loss_cls: 10.2876, loss: 10.2876 |
| 2025-06-01 07:49:17,386 - pyskl - INFO - Epoch [1][600/1027] lr: 2.500e-02, eta: 18:07:14, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.0156, top5_acc: 0.0800, loss_cls: 10.2169, loss: 10.2169 |
| 2025-06-01 07:49:55,875 - pyskl - INFO - Epoch [1][700/1027] lr: 2.500e-02, eta: 17:51:50, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0112, top5_acc: 0.0581, loss_cls: 10.2237, loss: 10.2237 |
| 2025-06-01 07:50:34,330 - pyskl - INFO - Epoch [1][800/1027] lr: 2.500e-02, eta: 17:40:01, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0106, top5_acc: 0.0556, loss_cls: 10.2088, loss: 10.2088 |
| 2025-06-01 07:51:12,875 - pyskl - INFO - Epoch [1][900/1027] lr: 2.500e-02, eta: 17:30:56, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0150, top5_acc: 0.0688, loss_cls: 10.1242, loss: 10.1242 |
| 2025-06-01 07:51:51,512 - pyskl - INFO - Epoch [1][1000/1027] lr: 2.500e-02, eta: 17:23:46, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.0119, top5_acc: 0.0669, loss_cls: 10.2123, loss: 10.2123 |
| 2025-06-01 07:52:02,603 - pyskl - INFO - Saving checkpoint at 1 epochs |
| 2025-06-01 07:52:40,195 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 07:52:40,254 - pyskl - INFO - |
| top1_acc 0.0186 |
| top5_acc 0.0835 |
| 2025-06-01 07:52:40,254 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 07:52:40,261 - pyskl - INFO - |
| mean_acc 0.0186 |
| 2025-06-01 07:52:41,827 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. |
| 2025-06-01 07:52:41,828 - pyskl - INFO - Best top1_acc is 0.0186 at 1 epoch. |
| 2025-06-01 07:52:41,831 - pyskl - INFO - Epoch(val) [1][413] top1_acc: 0.0186, top5_acc: 0.0835, mean_class_accuracy: 0.0186 |
| 2025-06-01 07:53:44,624 - pyskl - INFO - Epoch [2][100/1027] lr: 2.500e-02, eta: 17:47:23, time: 0.628, data_time: 0.246, memory: 7959, top1_acc: 0.0225, top5_acc: 0.0838, loss_cls: 10.0976, loss: 10.0976 |
| 2025-06-01 07:54:22,802 - pyskl - INFO - Epoch [2][200/1027] lr: 2.500e-02, eta: 17:39:00, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.0225, top5_acc: 0.0919, loss_cls: 10.0590, loss: 10.0590 |
| 2025-06-01 07:55:01,303 - pyskl - INFO - Epoch [2][300/1027] lr: 2.500e-02, eta: 17:32:24, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0219, top5_acc: 0.0862, loss_cls: 10.1033, loss: 10.1033 |
| 2025-06-01 07:55:39,488 - pyskl - INFO - Epoch [2][400/1027] lr: 2.499e-02, eta: 17:26:04, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.0244, top5_acc: 0.0975, loss_cls: 10.0074, loss: 10.0074 |
| 2025-06-01 07:56:18,037 - pyskl - INFO - Epoch [2][500/1027] lr: 2.499e-02, eta: 17:21:06, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0213, top5_acc: 0.1013, loss_cls: 9.9866, loss: 9.9866 |
| 2025-06-01 07:56:56,491 - pyskl - INFO - Epoch [2][600/1027] lr: 2.499e-02, eta: 17:16:31, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0200, top5_acc: 0.0969, loss_cls: 9.9528, loss: 9.9528 |
| 2025-06-01 07:57:34,945 - pyskl - INFO - Epoch [2][700/1027] lr: 2.499e-02, eta: 17:12:23, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0200, top5_acc: 0.0956, loss_cls: 9.9172, loss: 9.9172 |
| 2025-06-01 07:58:13,642 - pyskl - INFO - Epoch [2][800/1027] lr: 2.499e-02, eta: 17:08:58, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.0100, top5_acc: 0.0900, loss_cls: 9.8870, loss: 9.8870 |
| 2025-06-01 07:58:52,296 - pyskl - INFO - Epoch [2][900/1027] lr: 2.499e-02, eta: 17:05:47, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.0219, top5_acc: 0.1087, loss_cls: 9.8393, loss: 9.8393 |
| 2025-06-01 07:59:30,801 - pyskl - INFO - Epoch [2][1000/1027] lr: 2.499e-02, eta: 17:02:40, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0344, top5_acc: 0.1169, loss_cls: 9.7927, loss: 9.7927 |
| 2025-06-01 07:59:42,213 - pyskl - INFO - Saving checkpoint at 2 epochs |
| 2025-06-01 08:00:19,804 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 08:00:19,870 - pyskl - INFO - |
| top1_acc 0.0329 |
| top5_acc 0.1349 |
| 2025-06-01 08:00:19,870 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 08:00:19,878 - pyskl - INFO - |
| mean_acc 0.0353 |
| 2025-06-01 08:00:19,932 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_1.pth was removed |
| 2025-06-01 08:00:21,535 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. |
| 2025-06-01 08:00:21,536 - pyskl - INFO - Best top1_acc is 0.0329 at 2 epoch. |
| 2025-06-01 08:00:21,540 - pyskl - INFO - Epoch(val) [2][413] top1_acc: 0.0329, top5_acc: 0.1349, mean_class_accuracy: 0.0353 |
| 2025-06-01 08:01:24,965 - pyskl - INFO - Epoch [3][100/1027] lr: 2.499e-02, eta: 17:16:06, time: 0.634, data_time: 0.251, memory: 7959, top1_acc: 0.0381, top5_acc: 0.1450, loss_cls: 9.7445, loss: 9.7445 |
| 2025-06-01 08:02:03,371 - pyskl - INFO - Epoch [3][200/1027] lr: 2.499e-02, eta: 17:12:35, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.0362, top5_acc: 0.1231, loss_cls: 9.7839, loss: 9.7839 |
| 2025-06-01 08:02:41,550 - pyskl - INFO - Epoch [3][300/1027] lr: 2.499e-02, eta: 17:09:05, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.0362, top5_acc: 0.1481, loss_cls: 9.6499, loss: 9.6499 |
| 2025-06-01 08:03:19,793 - pyskl - INFO - Epoch [3][400/1027] lr: 2.498e-02, eta: 17:05:52, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.0338, top5_acc: 0.1425, loss_cls: 9.6573, loss: 9.6573 |
| 2025-06-01 08:03:58,095 - pyskl - INFO - Epoch [3][500/1027] lr: 2.498e-02, eta: 17:02:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.0344, top5_acc: 0.1425, loss_cls: 9.5469, loss: 9.5469 |
| 2025-06-01 08:04:36,613 - pyskl - INFO - Epoch [3][600/1027] lr: 2.498e-02, eta: 17:00:20, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0469, top5_acc: 0.1681, loss_cls: 9.4754, loss: 9.4754 |
| 2025-06-01 08:05:15,066 - pyskl - INFO - Epoch [3][700/1027] lr: 2.498e-02, eta: 16:57:51, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0437, top5_acc: 0.1725, loss_cls: 9.4783, loss: 9.4783 |
| 2025-06-01 08:05:53,724 - pyskl - INFO - Epoch [3][800/1027] lr: 2.498e-02, eta: 16:55:40, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.0331, top5_acc: 0.1619, loss_cls: 9.4366, loss: 9.4366 |
| 2025-06-01 08:06:32,274 - pyskl - INFO - Epoch [3][900/1027] lr: 2.498e-02, eta: 16:53:30, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0456, top5_acc: 0.1919, loss_cls: 9.3410, loss: 9.3410 |
| 2025-06-01 08:07:10,926 - pyskl - INFO - Epoch [3][1000/1027] lr: 2.498e-02, eta: 16:51:31, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.0575, top5_acc: 0.2225, loss_cls: 9.2430, loss: 9.2430 |
| 2025-06-01 08:07:22,127 - pyskl - INFO - Saving checkpoint at 3 epochs |
| 2025-06-01 08:07:59,133 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 08:07:59,207 - pyskl - INFO - |
| top1_acc 0.0736 |
| top5_acc 0.2578 |
| 2025-06-01 08:07:59,208 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 08:07:59,217 - pyskl - INFO - |
| mean_acc 0.0750 |
| 2025-06-01 08:07:59,284 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_2.pth was removed |
| 2025-06-01 08:08:00,939 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. |
| 2025-06-01 08:08:00,940 - pyskl - INFO - Best top1_acc is 0.0736 at 3 epoch. |
| 2025-06-01 08:08:00,943 - pyskl - INFO - Epoch(val) [3][413] top1_acc: 0.0736, top5_acc: 0.2578, mean_class_accuracy: 0.0750 |
| 2025-06-01 08:09:04,269 - pyskl - INFO - Epoch [4][100/1027] lr: 2.497e-02, eta: 17:00:22, time: 0.633, data_time: 0.249, memory: 7959, top1_acc: 0.0500, top5_acc: 0.1994, loss_cls: 9.2316, loss: 9.2316 |
| 2025-06-01 08:09:42,437 - pyskl - INFO - Epoch [4][200/1027] lr: 2.497e-02, eta: 16:57:50, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.0475, top5_acc: 0.1944, loss_cls: 9.2314, loss: 9.2314 |
| 2025-06-01 08:10:20,726 - pyskl - INFO - Epoch [4][300/1027] lr: 2.497e-02, eta: 16:55:31, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.0706, top5_acc: 0.2344, loss_cls: 9.0922, loss: 9.0922 |
| 2025-06-01 08:10:58,823 - pyskl - INFO - Epoch [4][400/1027] lr: 2.497e-02, eta: 16:53:09, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.0737, top5_acc: 0.2456, loss_cls: 9.0375, loss: 9.0375 |
| 2025-06-01 08:11:37,234 - pyskl - INFO - Epoch [4][500/1027] lr: 2.497e-02, eta: 16:51:06, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.0600, top5_acc: 0.2362, loss_cls: 9.1127, loss: 9.1127 |
| 2025-06-01 08:12:15,727 - pyskl - INFO - Epoch [4][600/1027] lr: 2.496e-02, eta: 16:49:11, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.0800, top5_acc: 0.2594, loss_cls: 8.9298, loss: 8.9298 |
| 2025-06-01 08:12:54,281 - pyskl - INFO - Epoch [4][700/1027] lr: 2.496e-02, eta: 16:47:23, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.0731, top5_acc: 0.2963, loss_cls: 8.8972, loss: 8.8972 |
| 2025-06-01 08:13:33,071 - pyskl - INFO - Epoch [4][800/1027] lr: 2.496e-02, eta: 16:45:47, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.0831, top5_acc: 0.2975, loss_cls: 8.8365, loss: 8.8365 |
| 2025-06-01 08:14:11,794 - pyskl - INFO - Epoch [4][900/1027] lr: 2.496e-02, eta: 16:44:12, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.0831, top5_acc: 0.3119, loss_cls: 8.7308, loss: 8.7308 |
| 2025-06-01 08:14:50,179 - pyskl - INFO - Epoch [4][1000/1027] lr: 2.496e-02, eta: 16:42:27, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.0794, top5_acc: 0.3131, loss_cls: 8.7987, loss: 8.7987 |
| 2025-06-01 08:15:01,119 - pyskl - INFO - Saving checkpoint at 4 epochs |
| 2025-06-01 08:15:38,125 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 08:15:38,199 - pyskl - INFO - |
| top1_acc 0.1156 |
| top5_acc 0.3893 |
| 2025-06-01 08:15:38,199 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 08:15:38,209 - pyskl - INFO - |
| mean_acc 0.1160 |
| 2025-06-01 08:15:38,262 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_3.pth was removed |
| 2025-06-01 08:15:39,867 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. |
| 2025-06-01 08:15:39,868 - pyskl - INFO - Best top1_acc is 0.1156 at 4 epoch. |
| 2025-06-01 08:15:39,872 - pyskl - INFO - Epoch(val) [4][413] top1_acc: 0.1156, top5_acc: 0.3893, mean_class_accuracy: 0.1160 |
| 2025-06-01 08:16:43,025 - pyskl - INFO - Epoch [5][100/1027] lr: 2.495e-02, eta: 16:48:51, time: 0.631, data_time: 0.249, memory: 7959, top1_acc: 0.0925, top5_acc: 0.3312, loss_cls: 8.7130, loss: 8.7130 |
| 2025-06-01 08:17:21,219 - pyskl - INFO - Epoch [5][200/1027] lr: 2.495e-02, eta: 16:46:54, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.0887, top5_acc: 0.3306, loss_cls: 8.5865, loss: 8.5865 |
| 2025-06-01 08:17:59,364 - pyskl - INFO - Epoch [5][300/1027] lr: 2.495e-02, eta: 16:44:59, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.1044, top5_acc: 0.3475, loss_cls: 8.6092, loss: 8.6092 |
| 2025-06-01 08:18:37,578 - pyskl - INFO - Epoch [5][400/1027] lr: 2.495e-02, eta: 16:43:09, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.1256, top5_acc: 0.3887, loss_cls: 8.4483, loss: 8.4483 |
| 2025-06-01 08:19:15,922 - pyskl - INFO - Epoch [5][500/1027] lr: 2.494e-02, eta: 16:41:27, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.1306, top5_acc: 0.4050, loss_cls: 8.4274, loss: 8.4274 |
| 2025-06-01 08:19:54,192 - pyskl - INFO - Epoch [5][600/1027] lr: 2.494e-02, eta: 16:39:46, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.1244, top5_acc: 0.4075, loss_cls: 8.3979, loss: 8.3979 |
| 2025-06-01 08:20:32,860 - pyskl - INFO - Epoch [5][700/1027] lr: 2.494e-02, eta: 16:38:19, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.1412, top5_acc: 0.4269, loss_cls: 8.2269, loss: 8.2269 |
| 2025-06-01 08:21:11,314 - pyskl - INFO - Epoch [5][800/1027] lr: 2.494e-02, eta: 16:36:48, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.1294, top5_acc: 0.4469, loss_cls: 8.2606, loss: 8.2606 |
| 2025-06-01 08:21:49,520 - pyskl - INFO - Epoch [5][900/1027] lr: 2.493e-02, eta: 16:35:11, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.1406, top5_acc: 0.4462, loss_cls: 8.2333, loss: 8.2333 |
| 2025-06-01 08:22:27,352 - pyskl - INFO - Epoch [5][1000/1027] lr: 2.493e-02, eta: 16:33:26, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.1406, top5_acc: 0.4600, loss_cls: 8.1327, loss: 8.1327 |
| 2025-06-01 08:22:38,509 - pyskl - INFO - Saving checkpoint at 5 epochs |
| 2025-06-01 08:43:54,115 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 08:43:54,217 - pyskl - INFO - |
| top1_acc 0.1815 |
| top5_acc 0.5516 |
| 2025-06-01 08:43:54,217 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 08:43:54,226 - pyskl - INFO - |
| mean_acc 0.1831 |
| 2025-06-01 08:43:54,287 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_4.pth was removed |
| 2025-06-01 08:43:56,063 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. |
| 2025-06-01 08:43:56,065 - pyskl - INFO - Best top1_acc is 0.1815 at 5 epoch. |
| 2025-06-01 08:43:56,069 - pyskl - INFO - Epoch(val) [5][413] top1_acc: 0.1815, top5_acc: 0.5516, mean_class_accuracy: 0.1831 |
| 2025-06-01 08:45:00,906 - pyskl - INFO - Epoch [6][100/1027] lr: 2.493e-02, eta: 16:39:13, time: 0.648, data_time: 0.263, memory: 7959, top1_acc: 0.1650, top5_acc: 0.4781, loss_cls: 8.1604, loss: 8.1604 |
| 2025-06-01 08:45:40,042 - pyskl - INFO - Epoch [6][200/1027] lr: 2.493e-02, eta: 16:38:01, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.1663, top5_acc: 0.4819, loss_cls: 8.0901, loss: 8.0901 |
| 2025-06-01 08:46:18,478 - pyskl - INFO - Epoch [6][300/1027] lr: 2.492e-02, eta: 16:36:30, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.1694, top5_acc: 0.4744, loss_cls: 8.0537, loss: 8.0537 |
| 2025-06-01 08:46:57,359 - pyskl - INFO - Epoch [6][400/1027] lr: 2.492e-02, eta: 16:35:14, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.1819, top5_acc: 0.5006, loss_cls: 7.9539, loss: 7.9539 |
| 2025-06-01 08:47:35,992 - pyskl - INFO - Epoch [6][500/1027] lr: 2.492e-02, eta: 16:33:52, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.1694, top5_acc: 0.4881, loss_cls: 8.0210, loss: 8.0210 |
| 2025-06-01 08:48:14,253 - pyskl - INFO - Epoch [6][600/1027] lr: 2.491e-02, eta: 16:32:22, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.1888, top5_acc: 0.4969, loss_cls: 7.9150, loss: 7.9150 |
| 2025-06-01 08:48:52,687 - pyskl - INFO - Epoch [6][700/1027] lr: 2.491e-02, eta: 16:30:59, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.1800, top5_acc: 0.5075, loss_cls: 7.8894, loss: 7.8894 |
| 2025-06-01 08:49:31,089 - pyskl - INFO - Epoch [6][800/1027] lr: 2.491e-02, eta: 16:29:36, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.2062, top5_acc: 0.5206, loss_cls: 7.8198, loss: 7.8198 |
| 2025-06-01 08:50:09,517 - pyskl - INFO - Epoch [6][900/1027] lr: 2.491e-02, eta: 16:28:15, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.1806, top5_acc: 0.5000, loss_cls: 7.9461, loss: 7.9461 |
| 2025-06-01 08:50:47,688 - pyskl - INFO - Epoch [6][1000/1027] lr: 2.490e-02, eta: 16:26:49, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.1969, top5_acc: 0.5319, loss_cls: 7.7613, loss: 7.7613 |
| 2025-06-01 08:50:58,799 - pyskl - INFO - Saving checkpoint at 6 epochs |
| 2025-06-01 08:51:36,352 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 08:51:36,440 - pyskl - INFO - |
| top1_acc 0.2513 |
| top5_acc 0.6689 |
| 2025-06-01 08:51:36,440 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 08:51:36,451 - pyskl - INFO - |
| mean_acc 0.2509 |
| 2025-06-01 08:51:36,505 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_5.pth was removed |
| 2025-06-01 08:51:38,185 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. |
| 2025-06-01 08:51:38,187 - pyskl - INFO - Best top1_acc is 0.2513 at 6 epoch. |
| 2025-06-01 08:51:38,190 - pyskl - INFO - Epoch(val) [6][413] top1_acc: 0.2513, top5_acc: 0.6689, mean_class_accuracy: 0.2509 |
| 2025-06-01 08:52:41,596 - pyskl - INFO - Epoch [7][100/1027] lr: 2.490e-02, eta: 16:30:55, time: 0.634, data_time: 0.251, memory: 7959, top1_acc: 0.2231, top5_acc: 0.5413, loss_cls: 7.6682, loss: 7.6682 |
| 2025-06-01 08:53:19,949 - pyskl - INFO - Epoch [7][200/1027] lr: 2.489e-02, eta: 16:29:31, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.2150, top5_acc: 0.5200, loss_cls: 7.8193, loss: 7.8193 |
| 2025-06-01 08:53:58,189 - pyskl - INFO - Epoch [7][300/1027] lr: 2.489e-02, eta: 16:28:06, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.2181, top5_acc: 0.5463, loss_cls: 7.7438, loss: 7.7438 |
| 2025-06-01 08:54:36,936 - pyskl - INFO - Epoch [7][400/1027] lr: 2.489e-02, eta: 16:26:54, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.2069, top5_acc: 0.5525, loss_cls: 7.6186, loss: 7.6186 |
| 2025-06-01 08:55:15,516 - pyskl - INFO - Epoch [7][500/1027] lr: 2.488e-02, eta: 16:25:39, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2263, top5_acc: 0.5444, loss_cls: 7.7112, loss: 7.7112 |
| 2025-06-01 08:55:53,780 - pyskl - INFO - Epoch [7][600/1027] lr: 2.488e-02, eta: 16:24:18, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.2162, top5_acc: 0.5437, loss_cls: 7.6475, loss: 7.6475 |
| 2025-06-01 08:56:32,401 - pyskl - INFO - Epoch [7][700/1027] lr: 2.488e-02, eta: 16:23:07, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2431, top5_acc: 0.5525, loss_cls: 7.5865, loss: 7.5865 |
| 2025-06-01 08:57:11,025 - pyskl - INFO - Epoch [7][800/1027] lr: 2.487e-02, eta: 16:21:56, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2275, top5_acc: 0.5525, loss_cls: 7.6273, loss: 7.6273 |
| 2025-06-01 08:57:49,538 - pyskl - INFO - Epoch [7][900/1027] lr: 2.487e-02, eta: 16:20:44, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.2175, top5_acc: 0.5731, loss_cls: 7.5199, loss: 7.5199 |
| 2025-06-01 08:58:27,909 - pyskl - INFO - Epoch [7][1000/1027] lr: 2.487e-02, eta: 16:19:30, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.2431, top5_acc: 0.5744, loss_cls: 7.4960, loss: 7.4960 |
| 2025-06-01 08:58:39,208 - pyskl - INFO - Saving checkpoint at 7 epochs |
| 2025-06-01 08:59:16,192 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 08:59:16,266 - pyskl - INFO - |
| top1_acc 0.2626 |
| top5_acc 0.6677 |
| 2025-06-01 08:59:16,266 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 08:59:16,274 - pyskl - INFO - |
| mean_acc 0.2570 |
| 2025-06-01 08:59:16,326 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_6.pth was removed |
| 2025-06-01 08:59:17,934 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. |
| 2025-06-01 08:59:17,936 - pyskl - INFO - Best top1_acc is 0.2626 at 7 epoch. |
| 2025-06-01 08:59:17,938 - pyskl - INFO - Epoch(val) [7][413] top1_acc: 0.2626, top5_acc: 0.6677, mean_class_accuracy: 0.2570 |
| 2025-06-01 09:00:20,908 - pyskl - INFO - Epoch [8][100/1027] lr: 2.486e-02, eta: 16:22:43, time: 0.630, data_time: 0.247, memory: 7959, top1_acc: 0.2350, top5_acc: 0.5831, loss_cls: 7.4782, loss: 7.4782 |
| 2025-06-01 09:00:59,260 - pyskl - INFO - Epoch [8][200/1027] lr: 2.486e-02, eta: 16:21:27, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.2437, top5_acc: 0.5894, loss_cls: 7.4698, loss: 7.4698 |
| 2025-06-01 09:01:37,504 - pyskl - INFO - Epoch [8][300/1027] lr: 2.485e-02, eta: 16:20:09, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.2356, top5_acc: 0.6106, loss_cls: 7.3426, loss: 7.3426 |
| 2025-06-01 09:02:16,141 - pyskl - INFO - Epoch [8][400/1027] lr: 2.485e-02, eta: 16:19:01, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2581, top5_acc: 0.5744, loss_cls: 7.4924, loss: 7.4924 |
| 2025-06-01 09:02:54,634 - pyskl - INFO - Epoch [8][500/1027] lr: 2.485e-02, eta: 16:17:50, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.2650, top5_acc: 0.6044, loss_cls: 7.3502, loss: 7.3502 |
| 2025-06-01 09:03:32,867 - pyskl - INFO - Epoch [8][600/1027] lr: 2.484e-02, eta: 16:16:35, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.2612, top5_acc: 0.6088, loss_cls: 7.3231, loss: 7.3231 |
| 2025-06-01 09:04:11,388 - pyskl - INFO - Epoch [8][700/1027] lr: 2.484e-02, eta: 16:15:26, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.2694, top5_acc: 0.6119, loss_cls: 7.3448, loss: 7.3448 |
| 2025-06-01 09:04:50,111 - pyskl - INFO - Epoch [8][800/1027] lr: 2.483e-02, eta: 16:14:22, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.2700, top5_acc: 0.5887, loss_cls: 7.4904, loss: 7.4904 |
| 2025-06-01 09:05:28,419 - pyskl - INFO - Epoch [8][900/1027] lr: 2.483e-02, eta: 16:13:11, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.2662, top5_acc: 0.5850, loss_cls: 7.3311, loss: 7.3311 |
| 2025-06-01 09:06:06,331 - pyskl - INFO - Epoch [8][1000/1027] lr: 2.483e-02, eta: 16:11:54, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.2669, top5_acc: 0.6000, loss_cls: 7.3444, loss: 7.3444 |
| 2025-06-01 09:06:17,314 - pyskl - INFO - Saving checkpoint at 8 epochs |
| 2025-06-01 09:06:54,437 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 09:06:54,511 - pyskl - INFO - |
| top1_acc 0.3505 |
| top5_acc 0.7301 |
| 2025-06-01 09:06:54,512 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 09:06:54,519 - pyskl - INFO - |
| mean_acc 0.3443 |
| 2025-06-01 09:06:54,572 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_7.pth was removed |
| 2025-06-01 09:06:56,163 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. |
| 2025-06-01 09:06:56,164 - pyskl - INFO - Best top1_acc is 0.3505 at 8 epoch. |
| 2025-06-01 09:06:56,167 - pyskl - INFO - Epoch(val) [8][413] top1_acc: 0.3505, top5_acc: 0.7301, mean_class_accuracy: 0.3443 |
| 2025-06-01 09:07:59,514 - pyskl - INFO - Epoch [9][100/1027] lr: 2.482e-02, eta: 16:14:43, time: 0.633, data_time: 0.251, memory: 7959, top1_acc: 0.2725, top5_acc: 0.6225, loss_cls: 7.2897, loss: 7.2897 |
| 2025-06-01 09:08:37,723 - pyskl - INFO - Epoch [9][200/1027] lr: 2.482e-02, eta: 16:13:30, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.2812, top5_acc: 0.6306, loss_cls: 7.2734, loss: 7.2734 |
| 2025-06-01 09:09:15,996 - pyskl - INFO - Epoch [9][300/1027] lr: 2.481e-02, eta: 16:12:18, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.2888, top5_acc: 0.6438, loss_cls: 7.2663, loss: 7.2663 |
| 2025-06-01 09:09:54,618 - pyskl - INFO - Epoch [9][400/1027] lr: 2.481e-02, eta: 16:11:13, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2838, top5_acc: 0.6238, loss_cls: 7.2304, loss: 7.2304 |
| 2025-06-01 09:10:33,239 - pyskl - INFO - Epoch [9][500/1027] lr: 2.480e-02, eta: 16:10:09, time: 0.386, data_time: 0.001, memory: 7959, top1_acc: 0.2819, top5_acc: 0.6175, loss_cls: 7.1651, loss: 7.1651 |
| 2025-06-01 09:11:11,501 - pyskl - INFO - Epoch [9][600/1027] lr: 2.480e-02, eta: 16:09:00, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.2863, top5_acc: 0.6112, loss_cls: 7.1916, loss: 7.1916 |
| 2025-06-01 09:11:50,094 - pyskl - INFO - Epoch [9][700/1027] lr: 2.479e-02, eta: 16:07:56, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2706, top5_acc: 0.6269, loss_cls: 7.1977, loss: 7.1977 |
| 2025-06-01 09:12:28,718 - pyskl - INFO - Epoch [9][800/1027] lr: 2.479e-02, eta: 16:06:54, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.2956, top5_acc: 0.6600, loss_cls: 7.0850, loss: 7.0850 |
| 2025-06-01 09:13:06,937 - pyskl - INFO - Epoch [9][900/1027] lr: 2.478e-02, eta: 16:05:45, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.2925, top5_acc: 0.6269, loss_cls: 7.2521, loss: 7.2521 |
| 2025-06-01 09:13:45,145 - pyskl - INFO - Epoch [9][1000/1027] lr: 2.478e-02, eta: 16:04:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.2812, top5_acc: 0.6269, loss_cls: 7.2220, loss: 7.2220 |
| 2025-06-01 09:13:56,499 - pyskl - INFO - Saving checkpoint at 9 epochs |
| 2025-06-01 09:14:33,443 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 09:14:33,518 - pyskl - INFO - |
| top1_acc 0.3476 |
| top5_acc 0.7272 |
| 2025-06-01 09:14:33,519 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 09:14:33,526 - pyskl - INFO - |
| mean_acc 0.3426 |
| 2025-06-01 09:14:33,528 - pyskl - INFO - Epoch(val) [9][413] top1_acc: 0.3476, top5_acc: 0.7272, mean_class_accuracy: 0.3426 |
| 2025-06-01 09:15:36,581 - pyskl - INFO - Epoch [10][100/1027] lr: 2.477e-02, eta: 16:06:57, time: 0.630, data_time: 0.249, memory: 7959, top1_acc: 0.3113, top5_acc: 0.6469, loss_cls: 7.0665, loss: 7.0665 |
| 2025-06-01 09:16:15,055 - pyskl - INFO - Epoch [10][200/1027] lr: 2.477e-02, eta: 16:05:52, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.2863, top5_acc: 0.6200, loss_cls: 7.1692, loss: 7.1692 |
| 2025-06-01 09:16:53,418 - pyskl - INFO - Epoch [10][300/1027] lr: 2.476e-02, eta: 16:04:46, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3181, top5_acc: 0.6394, loss_cls: 7.0863, loss: 7.0863 |
| 2025-06-01 09:17:31,810 - pyskl - INFO - Epoch [10][400/1027] lr: 2.476e-02, eta: 16:03:41, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.3175, top5_acc: 0.6475, loss_cls: 7.0260, loss: 7.0260 |
| 2025-06-01 09:18:09,832 - pyskl - INFO - Epoch [10][500/1027] lr: 2.475e-02, eta: 16:02:31, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3006, top5_acc: 0.6412, loss_cls: 7.0928, loss: 7.0928 |
| 2025-06-01 09:18:47,972 - pyskl - INFO - Epoch [10][600/1027] lr: 2.475e-02, eta: 16:01:24, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3013, top5_acc: 0.6550, loss_cls: 7.0358, loss: 7.0358 |
| 2025-06-01 09:19:25,795 - pyskl - INFO - Epoch [10][700/1027] lr: 2.474e-02, eta: 16:00:12, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.3150, top5_acc: 0.6481, loss_cls: 7.0401, loss: 7.0401 |
| 2025-06-01 09:20:03,106 - pyskl - INFO - Epoch [10][800/1027] lr: 2.474e-02, eta: 15:58:54, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.3119, top5_acc: 0.6606, loss_cls: 6.9739, loss: 6.9739 |
| 2025-06-01 09:20:40,377 - pyskl - INFO - Epoch [10][900/1027] lr: 2.473e-02, eta: 15:57:36, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.3225, top5_acc: 0.6656, loss_cls: 6.9544, loss: 6.9544 |
| 2025-06-01 09:21:17,977 - pyskl - INFO - Epoch [10][1000/1027] lr: 2.473e-02, eta: 15:56:23, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.3025, top5_acc: 0.6587, loss_cls: 6.9833, loss: 6.9833 |
| 2025-06-01 09:21:29,006 - pyskl - INFO - Saving checkpoint at 10 epochs |
| 2025-06-01 09:40:28,619 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 09:40:28,695 - pyskl - INFO - |
| top1_acc 0.3810 |
| top5_acc 0.7574 |
| 2025-06-01 09:40:28,696 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 09:40:28,705 - pyskl - INFO - |
| mean_acc 0.3792 |
| 2025-06-01 09:40:28,759 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_8.pth was removed |
| 2025-06-01 09:40:30,590 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. |
| 2025-06-01 09:40:30,591 - pyskl - INFO - Best top1_acc is 0.3810 at 10 epoch. |
| 2025-06-01 09:40:30,594 - pyskl - INFO - Epoch(val) [10][413] top1_acc: 0.3810, top5_acc: 0.7574, mean_class_accuracy: 0.3792 |
| 2025-06-01 09:41:33,880 - pyskl - INFO - Epoch [11][100/1027] lr: 2.472e-02, eta: 15:58:27, time: 0.633, data_time: 0.248, memory: 7959, top1_acc: 0.3488, top5_acc: 0.6844, loss_cls: 6.7794, loss: 6.7794 |
| 2025-06-01 09:42:12,267 - pyskl - INFO - Epoch [11][200/1027] lr: 2.472e-02, eta: 15:57:25, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.3306, top5_acc: 0.6456, loss_cls: 6.9505, loss: 6.9505 |
| 2025-06-01 09:42:50,537 - pyskl - INFO - Epoch [11][300/1027] lr: 2.471e-02, eta: 15:56:21, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3262, top5_acc: 0.6744, loss_cls: 6.8520, loss: 6.8520 |
| 2025-06-01 09:43:28,897 - pyskl - INFO - Epoch [11][400/1027] lr: 2.471e-02, eta: 15:55:19, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.3300, top5_acc: 0.6737, loss_cls: 6.9568, loss: 6.9568 |
| 2025-06-01 09:44:07,312 - pyskl - INFO - Epoch [11][500/1027] lr: 2.470e-02, eta: 15:54:18, time: 0.384, data_time: 0.001, memory: 7959, top1_acc: 0.3081, top5_acc: 0.6713, loss_cls: 7.0111, loss: 7.0111 |
| 2025-06-01 09:44:45,535 - pyskl - INFO - Epoch [11][600/1027] lr: 2.469e-02, eta: 15:53:16, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3425, top5_acc: 0.6587, loss_cls: 6.9530, loss: 6.9530 |
| 2025-06-01 09:45:23,785 - pyskl - INFO - Epoch [11][700/1027] lr: 2.469e-02, eta: 15:52:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3294, top5_acc: 0.6575, loss_cls: 6.9978, loss: 6.9978 |
| 2025-06-01 09:46:02,236 - pyskl - INFO - Epoch [11][800/1027] lr: 2.468e-02, eta: 15:51:14, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.3206, top5_acc: 0.6663, loss_cls: 6.9683, loss: 6.9683 |
| 2025-06-01 09:46:40,562 - pyskl - INFO - Epoch [11][900/1027] lr: 2.468e-02, eta: 15:50:14, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3387, top5_acc: 0.6737, loss_cls: 6.8084, loss: 6.8084 |
| 2025-06-01 09:47:18,703 - pyskl - INFO - Epoch [11][1000/1027] lr: 2.467e-02, eta: 15:49:12, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3312, top5_acc: 0.6744, loss_cls: 6.8487, loss: 6.8487 |
| 2025-06-01 09:47:29,871 - pyskl - INFO - Saving checkpoint at 11 epochs |
| 2025-06-01 09:48:07,025 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 09:48:07,101 - pyskl - INFO - |
| top1_acc 0.4143 |
| top5_acc 0.7904 |
| 2025-06-01 09:48:07,101 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 09:48:07,109 - pyskl - INFO - |
| mean_acc 0.4064 |
| 2025-06-01 09:48:07,165 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_10.pth was removed |
| 2025-06-01 09:48:08,794 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. |
| 2025-06-01 09:48:08,795 - pyskl - INFO - Best top1_acc is 0.4143 at 11 epoch. |
| 2025-06-01 09:48:08,798 - pyskl - INFO - Epoch(val) [11][413] top1_acc: 0.4143, top5_acc: 0.7904, mean_class_accuracy: 0.4064 |
| 2025-06-01 09:49:11,735 - pyskl - INFO - Epoch [12][100/1027] lr: 2.466e-02, eta: 15:50:55, time: 0.629, data_time: 0.247, memory: 7959, top1_acc: 0.3613, top5_acc: 0.6825, loss_cls: 6.7932, loss: 6.7932 |
| 2025-06-01 09:49:49,814 - pyskl - INFO - Epoch [12][200/1027] lr: 2.466e-02, eta: 15:49:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3406, top5_acc: 0.7044, loss_cls: 6.7719, loss: 6.7719 |
| 2025-06-01 09:50:27,887 - pyskl - INFO - Epoch [12][300/1027] lr: 2.465e-02, eta: 15:48:48, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3563, top5_acc: 0.6781, loss_cls: 6.7784, loss: 6.7784 |
| 2025-06-01 09:51:06,120 - pyskl - INFO - Epoch [12][400/1027] lr: 2.465e-02, eta: 15:47:47, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3481, top5_acc: 0.6944, loss_cls: 6.7002, loss: 6.7002 |
| 2025-06-01 09:51:44,459 - pyskl - INFO - Epoch [12][500/1027] lr: 2.464e-02, eta: 15:46:47, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3444, top5_acc: 0.6787, loss_cls: 6.8250, loss: 6.8250 |
| 2025-06-01 09:52:22,507 - pyskl - INFO - Epoch [12][600/1027] lr: 2.463e-02, eta: 15:45:45, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3725, top5_acc: 0.6913, loss_cls: 6.6093, loss: 6.6093 |
| 2025-06-01 09:53:00,668 - pyskl - INFO - Epoch [12][700/1027] lr: 2.463e-02, eta: 15:44:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3438, top5_acc: 0.6781, loss_cls: 6.8386, loss: 6.8386 |
| 2025-06-01 09:53:38,713 - pyskl - INFO - Epoch [12][800/1027] lr: 2.462e-02, eta: 15:43:42, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3619, top5_acc: 0.6831, loss_cls: 6.7721, loss: 6.7721 |
| 2025-06-01 09:54:17,038 - pyskl - INFO - Epoch [12][900/1027] lr: 2.462e-02, eta: 15:42:44, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3575, top5_acc: 0.6794, loss_cls: 6.7901, loss: 6.7901 |
| 2025-06-01 09:54:55,154 - pyskl - INFO - Epoch [12][1000/1027] lr: 2.461e-02, eta: 15:41:44, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3488, top5_acc: 0.6875, loss_cls: 6.7859, loss: 6.7859 |
| 2025-06-01 09:55:06,214 - pyskl - INFO - Saving checkpoint at 12 epochs |
| 2025-06-01 09:55:43,283 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 09:55:43,356 - pyskl - INFO - |
| top1_acc 0.4231 |
| top5_acc 0.7909 |
| 2025-06-01 09:55:43,356 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 09:55:43,364 - pyskl - INFO - |
| mean_acc 0.4147 |
| 2025-06-01 09:55:43,419 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_11.pth was removed |
| 2025-06-01 09:55:45,069 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. |
| 2025-06-01 09:55:45,070 - pyskl - INFO - Best top1_acc is 0.4231 at 12 epoch. |
| 2025-06-01 09:55:45,075 - pyskl - INFO - Epoch(val) [12][413] top1_acc: 0.4231, top5_acc: 0.7909, mean_class_accuracy: 0.4147 |
| 2025-06-01 09:56:48,057 - pyskl - INFO - Epoch [13][100/1027] lr: 2.460e-02, eta: 15:43:14, time: 0.630, data_time: 0.249, memory: 7959, top1_acc: 0.3762, top5_acc: 0.7019, loss_cls: 6.6323, loss: 6.6323 |
| 2025-06-01 09:57:26,171 - pyskl - INFO - Epoch [13][200/1027] lr: 2.459e-02, eta: 15:42:13, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3750, top5_acc: 0.7106, loss_cls: 6.5456, loss: 6.5456 |
| 2025-06-01 09:58:04,176 - pyskl - INFO - Epoch [13][300/1027] lr: 2.459e-02, eta: 15:41:12, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3594, top5_acc: 0.6825, loss_cls: 6.7414, loss: 6.7414 |
| 2025-06-01 09:58:42,386 - pyskl - INFO - Epoch [13][400/1027] lr: 2.458e-02, eta: 15:40:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3588, top5_acc: 0.6894, loss_cls: 6.8103, loss: 6.8103 |
| 2025-06-01 09:59:20,608 - pyskl - INFO - Epoch [13][500/1027] lr: 2.458e-02, eta: 15:39:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3762, top5_acc: 0.7063, loss_cls: 6.5635, loss: 6.5635 |
| 2025-06-01 09:59:58,677 - pyskl - INFO - Epoch [13][600/1027] lr: 2.457e-02, eta: 15:38:14, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3794, top5_acc: 0.6800, loss_cls: 6.7351, loss: 6.7351 |
| 2025-06-01 10:00:36,732 - pyskl - INFO - Epoch [13][700/1027] lr: 2.456e-02, eta: 15:37:14, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3425, top5_acc: 0.6850, loss_cls: 6.7916, loss: 6.7916 |
| 2025-06-01 10:01:14,839 - pyskl - INFO - Epoch [13][800/1027] lr: 2.456e-02, eta: 15:36:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3694, top5_acc: 0.7006, loss_cls: 6.7057, loss: 6.7057 |
| 2025-06-01 10:01:53,038 - pyskl - INFO - Epoch [13][900/1027] lr: 2.455e-02, eta: 15:35:18, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3700, top5_acc: 0.7006, loss_cls: 6.6074, loss: 6.6074 |
| 2025-06-01 10:02:31,112 - pyskl - INFO - Epoch [13][1000/1027] lr: 2.454e-02, eta: 15:34:19, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3569, top5_acc: 0.6937, loss_cls: 6.7081, loss: 6.7081 |
| 2025-06-01 10:02:42,144 - pyskl - INFO - Saving checkpoint at 13 epochs |
| 2025-06-01 10:03:19,434 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 10:03:19,506 - pyskl - INFO - |
| top1_acc 0.4513 |
| top5_acc 0.7965 |
| 2025-06-01 10:03:19,506 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 10:03:19,513 - pyskl - INFO - |
| mean_acc 0.4433 |
| 2025-06-01 10:03:19,576 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_12.pth was removed |
| 2025-06-01 10:03:21,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. |
| 2025-06-01 10:03:21,263 - pyskl - INFO - Best top1_acc is 0.4513 at 13 epoch. |
| 2025-06-01 10:03:21,266 - pyskl - INFO - Epoch(val) [13][413] top1_acc: 0.4513, top5_acc: 0.7965, mean_class_accuracy: 0.4433 |
| 2025-06-01 10:04:24,100 - pyskl - INFO - Epoch [14][100/1027] lr: 2.453e-02, eta: 15:35:37, time: 0.628, data_time: 0.248, memory: 7959, top1_acc: 0.3619, top5_acc: 0.7025, loss_cls: 6.6185, loss: 6.6185 |
| 2025-06-01 10:05:02,206 - pyskl - INFO - Epoch [14][200/1027] lr: 2.453e-02, eta: 15:34:38, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3825, top5_acc: 0.7113, loss_cls: 6.6015, loss: 6.6015 |
| 2025-06-01 10:05:40,322 - pyskl - INFO - Epoch [14][300/1027] lr: 2.452e-02, eta: 15:33:39, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4044, top5_acc: 0.7238, loss_cls: 6.5280, loss: 6.5280 |
| 2025-06-01 10:06:18,476 - pyskl - INFO - Epoch [14][400/1027] lr: 2.451e-02, eta: 15:32:42, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.3931, top5_acc: 0.7200, loss_cls: 6.4680, loss: 6.4680 |
| 2025-06-01 10:06:56,475 - pyskl - INFO - Epoch [14][500/1027] lr: 2.450e-02, eta: 15:31:43, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3850, top5_acc: 0.7006, loss_cls: 6.6155, loss: 6.6155 |
| 2025-06-01 10:07:34,275 - pyskl - INFO - Epoch [14][600/1027] lr: 2.450e-02, eta: 15:30:42, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.3975, top5_acc: 0.7094, loss_cls: 6.5675, loss: 6.5675 |
| 2025-06-01 10:08:12,340 - pyskl - INFO - Epoch [14][700/1027] lr: 2.449e-02, eta: 15:29:44, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3625, top5_acc: 0.6744, loss_cls: 6.7210, loss: 6.7210 |
| 2025-06-01 10:08:50,628 - pyskl - INFO - Epoch [14][800/1027] lr: 2.448e-02, eta: 15:28:49, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3663, top5_acc: 0.6969, loss_cls: 6.5545, loss: 6.5545 |
| 2025-06-01 10:09:28,711 - pyskl - INFO - Epoch [14][900/1027] lr: 2.448e-02, eta: 15:27:52, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3750, top5_acc: 0.7069, loss_cls: 6.5243, loss: 6.5243 |
| 2025-06-01 10:10:06,682 - pyskl - INFO - Epoch [14][1000/1027] lr: 2.447e-02, eta: 15:26:54, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3844, top5_acc: 0.7175, loss_cls: 6.5342, loss: 6.5342 |
| 2025-06-01 10:10:17,896 - pyskl - INFO - Saving checkpoint at 14 epochs |
| 2025-06-01 10:10:55,205 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 10:10:55,278 - pyskl - INFO - |
| top1_acc 0.4298 |
| top5_acc 0.7906 |
| 2025-06-01 10:10:55,278 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 10:10:55,287 - pyskl - INFO - |
| mean_acc 0.4228 |
| 2025-06-01 10:10:55,289 - pyskl - INFO - Epoch(val) [14][413] top1_acc: 0.4298, top5_acc: 0.7906, mean_class_accuracy: 0.4228 |
| 2025-06-01 10:11:58,335 - pyskl - INFO - Epoch [15][100/1027] lr: 2.446e-02, eta: 15:28:04, time: 0.630, data_time: 0.250, memory: 7959, top1_acc: 0.3981, top5_acc: 0.7150, loss_cls: 6.4586, loss: 6.4586 |
| 2025-06-01 10:12:36,420 - pyskl - INFO - Epoch [15][200/1027] lr: 2.445e-02, eta: 15:27:07, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4325, top5_acc: 0.7400, loss_cls: 6.4271, loss: 6.4271 |
| 2025-06-01 10:13:14,390 - pyskl - INFO - Epoch [15][300/1027] lr: 2.444e-02, eta: 15:26:09, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3969, top5_acc: 0.7000, loss_cls: 6.5382, loss: 6.5382 |
| 2025-06-01 10:13:52,490 - pyskl - INFO - Epoch [15][400/1027] lr: 2.444e-02, eta: 15:25:12, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3700, top5_acc: 0.7075, loss_cls: 6.6475, loss: 6.6475 |
| 2025-06-01 10:14:30,174 - pyskl - INFO - Epoch [15][500/1027] lr: 2.443e-02, eta: 15:24:12, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.3919, top5_acc: 0.7056, loss_cls: 6.6436, loss: 6.6436 |
| 2025-06-01 10:15:07,832 - pyskl - INFO - Epoch [15][600/1027] lr: 2.442e-02, eta: 15:23:12, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.3962, top5_acc: 0.7194, loss_cls: 6.5689, loss: 6.5689 |
| 2025-06-01 10:15:45,511 - pyskl - INFO - Epoch [15][700/1027] lr: 2.441e-02, eta: 15:22:12, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.3881, top5_acc: 0.7188, loss_cls: 6.5261, loss: 6.5261 |
| 2025-06-01 10:16:23,266 - pyskl - INFO - Epoch [15][800/1027] lr: 2.441e-02, eta: 15:21:13, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.3994, top5_acc: 0.7275, loss_cls: 6.4794, loss: 6.4794 |
| 2025-06-01 10:17:02,379 - pyskl - INFO - Epoch [15][900/1027] lr: 2.440e-02, eta: 15:20:27, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.4119, top5_acc: 0.7106, loss_cls: 6.5325, loss: 6.5325 |
| 2025-06-01 10:17:41,419 - pyskl - INFO - Epoch [15][1000/1027] lr: 2.439e-02, eta: 15:19:41, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.3875, top5_acc: 0.7200, loss_cls: 6.4869, loss: 6.4869 |
| 2025-06-01 10:17:52,729 - pyskl - INFO - Saving checkpoint at 15 epochs |
| 2025-06-01 10:37:24,940 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 10:37:25,011 - pyskl - INFO - |
| top1_acc 0.4766 |
| top5_acc 0.8209 |
| 2025-06-01 10:37:25,011 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 10:37:25,019 - pyskl - INFO - |
| mean_acc 0.4668 |
| 2025-06-01 10:37:25,075 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_13.pth was removed |
| 2025-06-01 10:37:26,675 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. |
| 2025-06-01 10:37:26,678 - pyskl - INFO - Best top1_acc is 0.4766 at 15 epoch. |
| 2025-06-01 10:37:26,682 - pyskl - INFO - Epoch(val) [15][413] top1_acc: 0.4766, top5_acc: 0.8209, mean_class_accuracy: 0.4668 |
| 2025-06-01 10:38:30,095 - pyskl - INFO - Epoch [16][100/1027] lr: 2.438e-02, eta: 15:20:45, time: 0.634, data_time: 0.248, memory: 7959, top1_acc: 0.4125, top5_acc: 0.7325, loss_cls: 6.4154, loss: 6.4154 |
| 2025-06-01 10:39:08,601 - pyskl - INFO - Epoch [16][200/1027] lr: 2.437e-02, eta: 15:19:53, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.3987, top5_acc: 0.7163, loss_cls: 6.5168, loss: 6.5168 |
| 2025-06-01 10:39:46,897 - pyskl - INFO - Epoch [16][300/1027] lr: 2.436e-02, eta: 15:18:59, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4269, top5_acc: 0.7469, loss_cls: 6.3401, loss: 6.3401 |
| 2025-06-01 10:40:24,670 - pyskl - INFO - Epoch [16][400/1027] lr: 2.436e-02, eta: 15:18:01, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.4019, top5_acc: 0.7175, loss_cls: 6.3443, loss: 6.3443 |
| 2025-06-01 10:41:02,930 - pyskl - INFO - Epoch [16][500/1027] lr: 2.435e-02, eta: 15:17:08, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.3825, top5_acc: 0.7031, loss_cls: 6.5830, loss: 6.5830 |
| 2025-06-01 10:41:41,229 - pyskl - INFO - Epoch [16][600/1027] lr: 2.434e-02, eta: 15:16:15, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4188, top5_acc: 0.7331, loss_cls: 6.3586, loss: 6.3586 |
| 2025-06-01 10:42:19,369 - pyskl - INFO - Epoch [16][700/1027] lr: 2.433e-02, eta: 15:15:20, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4163, top5_acc: 0.7244, loss_cls: 6.4434, loss: 6.4434 |
| 2025-06-01 10:42:57,483 - pyskl - INFO - Epoch [16][800/1027] lr: 2.432e-02, eta: 15:14:26, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4044, top5_acc: 0.7231, loss_cls: 6.5456, loss: 6.5456 |
| 2025-06-01 10:43:35,512 - pyskl - INFO - Epoch [16][900/1027] lr: 2.432e-02, eta: 15:13:31, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4113, top5_acc: 0.7250, loss_cls: 6.4576, loss: 6.4576 |
| 2025-06-01 10:44:13,664 - pyskl - INFO - Epoch [16][1000/1027] lr: 2.431e-02, eta: 15:12:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4025, top5_acc: 0.7125, loss_cls: 6.4299, loss: 6.4299 |
| 2025-06-01 10:44:24,892 - pyskl - INFO - Saving checkpoint at 16 epochs |
| 2025-06-01 10:45:02,634 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 10:45:02,707 - pyskl - INFO - |
| top1_acc 0.4958 |
| top5_acc 0.8356 |
| 2025-06-01 10:45:02,707 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 10:45:02,714 - pyskl - INFO - |
| mean_acc 0.4897 |
| 2025-06-01 10:45:02,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_15.pth was removed |
| 2025-06-01 10:45:04,369 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. |
| 2025-06-01 10:45:04,371 - pyskl - INFO - Best top1_acc is 0.4958 at 16 epoch. |
| 2025-06-01 10:45:04,373 - pyskl - INFO - Epoch(val) [16][413] top1_acc: 0.4958, top5_acc: 0.8356, mean_class_accuracy: 0.4897 |
| 2025-06-01 10:46:08,495 - pyskl - INFO - Epoch [17][100/1027] lr: 2.430e-02, eta: 15:13:40, time: 0.641, data_time: 0.254, memory: 7959, top1_acc: 0.4194, top5_acc: 0.7381, loss_cls: 6.2358, loss: 6.2358 |
| 2025-06-01 10:46:46,649 - pyskl - INFO - Epoch [17][200/1027] lr: 2.429e-02, eta: 15:12:46, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4031, top5_acc: 0.7306, loss_cls: 6.4310, loss: 6.4310 |
| 2025-06-01 10:47:24,698 - pyskl - INFO - Epoch [17][300/1027] lr: 2.428e-02, eta: 15:11:52, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.3975, top5_acc: 0.7194, loss_cls: 6.3901, loss: 6.3901 |
| 2025-06-01 10:48:02,828 - pyskl - INFO - Epoch [17][400/1027] lr: 2.427e-02, eta: 15:10:58, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3919, top5_acc: 0.7444, loss_cls: 6.4879, loss: 6.4879 |
| 2025-06-01 10:48:41,063 - pyskl - INFO - Epoch [17][500/1027] lr: 2.426e-02, eta: 15:10:05, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4100, top5_acc: 0.7275, loss_cls: 6.3301, loss: 6.3301 |
| 2025-06-01 10:49:19,368 - pyskl - INFO - Epoch [17][600/1027] lr: 2.425e-02, eta: 15:09:13, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4225, top5_acc: 0.7512, loss_cls: 6.2624, loss: 6.2624 |
| 2025-06-01 10:49:57,499 - pyskl - INFO - Epoch [17][700/1027] lr: 2.424e-02, eta: 15:08:20, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4006, top5_acc: 0.7181, loss_cls: 6.4873, loss: 6.4873 |
| 2025-06-01 10:50:35,573 - pyskl - INFO - Epoch [17][800/1027] lr: 2.424e-02, eta: 15:07:26, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.3812, top5_acc: 0.7037, loss_cls: 6.5325, loss: 6.5325 |
| 2025-06-01 10:51:13,648 - pyskl - INFO - Epoch [17][900/1027] lr: 2.423e-02, eta: 15:06:33, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4231, top5_acc: 0.7362, loss_cls: 6.2665, loss: 6.2665 |
| 2025-06-01 10:51:51,747 - pyskl - INFO - Epoch [17][1000/1027] lr: 2.422e-02, eta: 15:05:40, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4206, top5_acc: 0.7362, loss_cls: 6.3249, loss: 6.3249 |
| 2025-06-01 10:52:02,817 - pyskl - INFO - Saving checkpoint at 17 epochs |
| 2025-06-01 10:52:40,387 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 10:52:40,459 - pyskl - INFO - |
| top1_acc 0.4858 |
| top5_acc 0.8280 |
| 2025-06-01 10:52:40,459 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 10:52:40,466 - pyskl - INFO - |
| mean_acc 0.4755 |
| 2025-06-01 10:52:40,468 - pyskl - INFO - Epoch(val) [17][413] top1_acc: 0.4858, top5_acc: 0.8280, mean_class_accuracy: 0.4755 |
| 2025-06-01 10:53:44,421 - pyskl - INFO - Epoch [18][100/1027] lr: 2.421e-02, eta: 15:06:34, time: 0.639, data_time: 0.252, memory: 7959, top1_acc: 0.4412, top5_acc: 0.7481, loss_cls: 6.1104, loss: 6.1104 |
| 2025-06-01 10:54:22,723 - pyskl - INFO - Epoch [18][200/1027] lr: 2.420e-02, eta: 15:05:42, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4369, top5_acc: 0.7481, loss_cls: 6.2090, loss: 6.2090 |
| 2025-06-01 10:55:00,795 - pyskl - INFO - Epoch [18][300/1027] lr: 2.419e-02, eta: 15:04:48, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4344, top5_acc: 0.7306, loss_cls: 6.2433, loss: 6.2433 |
| 2025-06-01 10:55:38,978 - pyskl - INFO - Epoch [18][400/1027] lr: 2.418e-02, eta: 15:03:56, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4094, top5_acc: 0.7281, loss_cls: 6.4049, loss: 6.4049 |
| 2025-06-01 10:56:17,348 - pyskl - INFO - Epoch [18][500/1027] lr: 2.417e-02, eta: 15:03:05, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4119, top5_acc: 0.7350, loss_cls: 6.3107, loss: 6.3107 |
| 2025-06-01 10:56:55,536 - pyskl - INFO - Epoch [18][600/1027] lr: 2.416e-02, eta: 15:02:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4200, top5_acc: 0.7469, loss_cls: 6.3559, loss: 6.3559 |
| 2025-06-01 10:57:33,685 - pyskl - INFO - Epoch [18][700/1027] lr: 2.415e-02, eta: 15:01:21, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4125, top5_acc: 0.7312, loss_cls: 6.2934, loss: 6.2934 |
| 2025-06-01 10:58:11,843 - pyskl - INFO - Epoch [18][800/1027] lr: 2.414e-02, eta: 15:00:29, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4075, top5_acc: 0.7431, loss_cls: 6.3467, loss: 6.3467 |
| 2025-06-01 10:58:49,908 - pyskl - INFO - Epoch [18][900/1027] lr: 2.413e-02, eta: 14:59:36, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4069, top5_acc: 0.7362, loss_cls: 6.3497, loss: 6.3497 |
| 2025-06-01 10:59:28,345 - pyskl - INFO - Epoch [18][1000/1027] lr: 2.412e-02, eta: 14:58:47, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4100, top5_acc: 0.7181, loss_cls: 6.4571, loss: 6.4571 |
| 2025-06-01 10:59:39,612 - pyskl - INFO - Saving checkpoint at 18 epochs |
| 2025-06-01 11:00:17,164 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 11:00:17,237 - pyskl - INFO - |
| top1_acc 0.4908 |
| top5_acc 0.8256 |
| 2025-06-01 11:00:17,237 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 11:00:17,246 - pyskl - INFO - |
| mean_acc 0.4862 |
| 2025-06-01 11:00:17,247 - pyskl - INFO - Epoch(val) [18][413] top1_acc: 0.4908, top5_acc: 0.8256, mean_class_accuracy: 0.4862 |
| 2025-06-01 11:01:21,077 - pyskl - INFO - Epoch [19][100/1027] lr: 2.411e-02, eta: 14:59:33, time: 0.638, data_time: 0.254, memory: 7959, top1_acc: 0.4688, top5_acc: 0.7738, loss_cls: 6.0224, loss: 6.0224 |
| 2025-06-01 11:01:59,559 - pyskl - INFO - Epoch [19][200/1027] lr: 2.410e-02, eta: 14:58:43, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.4269, top5_acc: 0.7450, loss_cls: 6.2659, loss: 6.2659 |
| 2025-06-01 11:02:37,989 - pyskl - INFO - Epoch [19][300/1027] lr: 2.409e-02, eta: 14:57:53, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4350, top5_acc: 0.7550, loss_cls: 6.1517, loss: 6.1517 |
| 2025-06-01 11:03:16,110 - pyskl - INFO - Epoch [19][400/1027] lr: 2.408e-02, eta: 14:57:01, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4350, top5_acc: 0.7381, loss_cls: 6.2662, loss: 6.2662 |
| 2025-06-01 11:03:54,012 - pyskl - INFO - Epoch [19][500/1027] lr: 2.407e-02, eta: 14:56:08, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4244, top5_acc: 0.7450, loss_cls: 6.2985, loss: 6.2985 |
| 2025-06-01 11:04:32,228 - pyskl - INFO - Epoch [19][600/1027] lr: 2.407e-02, eta: 14:55:17, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4425, top5_acc: 0.7462, loss_cls: 6.1552, loss: 6.1552 |
| 2025-06-01 11:05:10,413 - pyskl - INFO - Epoch [19][700/1027] lr: 2.406e-02, eta: 14:54:26, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4144, top5_acc: 0.7356, loss_cls: 6.3497, loss: 6.3497 |
| 2025-06-01 11:05:48,643 - pyskl - INFO - Epoch [19][800/1027] lr: 2.405e-02, eta: 14:53:35, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4231, top5_acc: 0.7388, loss_cls: 6.2896, loss: 6.2896 |
| 2025-06-01 11:06:26,835 - pyskl - INFO - Epoch [19][900/1027] lr: 2.404e-02, eta: 14:52:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4331, top5_acc: 0.7312, loss_cls: 6.4122, loss: 6.4122 |
| 2025-06-01 11:07:05,363 - pyskl - INFO - Epoch [19][1000/1027] lr: 2.403e-02, eta: 14:51:56, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.4256, top5_acc: 0.7394, loss_cls: 6.2448, loss: 6.2448 |
| 2025-06-01 11:07:16,911 - pyskl - INFO - Saving checkpoint at 19 epochs |
| 2025-06-01 11:07:54,415 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 11:07:54,490 - pyskl - INFO - |
| top1_acc 0.5381 |
| top5_acc 0.8463 |
| 2025-06-01 11:07:54,491 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 11:07:54,498 - pyskl - INFO - |
| mean_acc 0.5293 |
| 2025-06-01 11:07:54,556 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_16.pth was removed |
| 2025-06-01 11:07:56,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. |
| 2025-06-01 11:07:56,178 - pyskl - INFO - Best top1_acc is 0.5381 at 19 epoch. |
| 2025-06-01 11:07:56,181 - pyskl - INFO - Epoch(val) [19][413] top1_acc: 0.5381, top5_acc: 0.8463, mean_class_accuracy: 0.5293 |
| 2025-06-01 11:09:00,043 - pyskl - INFO - Epoch [20][100/1027] lr: 2.401e-02, eta: 14:52:37, time: 0.639, data_time: 0.253, memory: 7959, top1_acc: 0.4144, top5_acc: 0.7431, loss_cls: 6.2591, loss: 6.2591 |
| 2025-06-01 11:09:38,200 - pyskl - INFO - Epoch [20][200/1027] lr: 2.400e-02, eta: 14:51:45, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4500, top5_acc: 0.7462, loss_cls: 6.2310, loss: 6.2310 |
| 2025-06-01 11:10:16,289 - pyskl - INFO - Epoch [20][300/1027] lr: 2.399e-02, eta: 14:50:54, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4300, top5_acc: 0.7331, loss_cls: 6.3399, loss: 6.3399 |
| 2025-06-01 11:10:54,363 - pyskl - INFO - Epoch [20][400/1027] lr: 2.398e-02, eta: 14:50:02, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4437, top5_acc: 0.7456, loss_cls: 6.2072, loss: 6.2072 |
| 2025-06-01 11:11:32,945 - pyskl - INFO - Epoch [20][500/1027] lr: 2.397e-02, eta: 14:49:14, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.4269, top5_acc: 0.7525, loss_cls: 6.2078, loss: 6.2078 |
| 2025-06-01 11:12:11,360 - pyskl - INFO - Epoch [20][600/1027] lr: 2.396e-02, eta: 14:48:25, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4469, top5_acc: 0.7425, loss_cls: 6.2865, loss: 6.2865 |
| 2025-06-01 11:12:49,383 - pyskl - INFO - Epoch [20][700/1027] lr: 2.395e-02, eta: 14:47:33, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4269, top5_acc: 0.7456, loss_cls: 6.2687, loss: 6.2687 |
| 2025-06-01 11:13:27,356 - pyskl - INFO - Epoch [20][800/1027] lr: 2.394e-02, eta: 14:46:42, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4444, top5_acc: 0.7475, loss_cls: 6.1963, loss: 6.1963 |
| 2025-06-01 11:14:05,195 - pyskl - INFO - Epoch [20][900/1027] lr: 2.393e-02, eta: 14:45:49, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.4487, top5_acc: 0.7519, loss_cls: 6.2589, loss: 6.2589 |
| 2025-06-01 11:14:43,242 - pyskl - INFO - Epoch [20][1000/1027] lr: 2.392e-02, eta: 14:44:58, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4406, top5_acc: 0.7675, loss_cls: 6.0872, loss: 6.0872 |
| 2025-06-01 11:14:54,292 - pyskl - INFO - Saving checkpoint at 20 epochs |
| 2025-06-01 11:35:38,125 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 11:35:38,203 - pyskl - INFO - |
| top1_acc 0.5013 |
| top5_acc 0.8492 |
| 2025-06-01 11:35:38,203 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 11:35:38,210 - pyskl - INFO - |
| mean_acc 0.4933 |
| 2025-06-01 11:35:38,212 - pyskl - INFO - Epoch(val) [20][413] top1_acc: 0.5013, top5_acc: 0.8492, mean_class_accuracy: 0.4933 |
| 2025-06-01 11:36:41,678 - pyskl - INFO - Epoch [21][100/1027] lr: 2.391e-02, eta: 14:45:31, time: 0.635, data_time: 0.252, memory: 7959, top1_acc: 0.4437, top5_acc: 0.7719, loss_cls: 6.0317, loss: 6.0317 |
| 2025-06-01 11:37:20,107 - pyskl - INFO - Epoch [21][200/1027] lr: 2.390e-02, eta: 14:44:43, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4369, top5_acc: 0.7538, loss_cls: 6.2217, loss: 6.2217 |
| 2025-06-01 11:37:58,308 - pyskl - INFO - Epoch [21][300/1027] lr: 2.389e-02, eta: 14:43:52, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4344, top5_acc: 0.7675, loss_cls: 6.1810, loss: 6.1810 |
| 2025-06-01 11:38:36,677 - pyskl - INFO - Epoch [21][400/1027] lr: 2.388e-02, eta: 14:43:03, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4456, top5_acc: 0.7512, loss_cls: 6.1526, loss: 6.1526 |
| 2025-06-01 11:39:14,946 - pyskl - INFO - Epoch [21][500/1027] lr: 2.387e-02, eta: 14:42:14, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4350, top5_acc: 0.7312, loss_cls: 6.2748, loss: 6.2748 |
| 2025-06-01 11:39:53,385 - pyskl - INFO - Epoch [21][600/1027] lr: 2.386e-02, eta: 14:41:26, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4306, top5_acc: 0.7356, loss_cls: 6.2314, loss: 6.2314 |
| 2025-06-01 11:40:31,669 - pyskl - INFO - Epoch [21][700/1027] lr: 2.385e-02, eta: 14:40:36, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4131, top5_acc: 0.7306, loss_cls: 6.2149, loss: 6.2149 |
| 2025-06-01 11:41:09,914 - pyskl - INFO - Epoch [21][800/1027] lr: 2.383e-02, eta: 14:39:47, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4375, top5_acc: 0.7762, loss_cls: 6.0728, loss: 6.0728 |
| 2025-06-01 11:41:48,299 - pyskl - INFO - Epoch [21][900/1027] lr: 2.382e-02, eta: 14:38:59, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4375, top5_acc: 0.7506, loss_cls: 6.2434, loss: 6.2434 |
| 2025-06-01 11:42:26,856 - pyskl - INFO - Epoch [21][1000/1027] lr: 2.381e-02, eta: 14:38:11, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.4650, top5_acc: 0.7612, loss_cls: 6.0983, loss: 6.0983 |
| 2025-06-01 11:42:38,021 - pyskl - INFO - Saving checkpoint at 21 epochs |
| 2025-06-01 11:43:15,172 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 11:43:15,247 - pyskl - INFO - |
| top1_acc 0.5251 |
| top5_acc 0.8565 |
| 2025-06-01 11:43:15,247 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 11:43:15,255 - pyskl - INFO - |
| mean_acc 0.5169 |
| 2025-06-01 11:43:15,256 - pyskl - INFO - Epoch(val) [21][413] top1_acc: 0.5251, top5_acc: 0.8565, mean_class_accuracy: 0.5169 |
| 2025-06-01 11:44:18,636 - pyskl - INFO - Epoch [22][100/1027] lr: 2.380e-02, eta: 14:38:40, time: 0.634, data_time: 0.252, memory: 7959, top1_acc: 0.4781, top5_acc: 0.7800, loss_cls: 6.0107, loss: 6.0107 |
| 2025-06-01 11:44:56,713 - pyskl - INFO - Epoch [22][200/1027] lr: 2.379e-02, eta: 14:37:49, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4625, top5_acc: 0.7681, loss_cls: 6.0445, loss: 6.0445 |
| 2025-06-01 11:45:34,794 - pyskl - INFO - Epoch [22][300/1027] lr: 2.378e-02, eta: 14:36:59, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4369, top5_acc: 0.7362, loss_cls: 6.1370, loss: 6.1370 |
| 2025-06-01 11:46:12,886 - pyskl - INFO - Epoch [22][400/1027] lr: 2.377e-02, eta: 14:36:09, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4494, top5_acc: 0.7538, loss_cls: 6.0316, loss: 6.0316 |
| 2025-06-01 11:46:51,242 - pyskl - INFO - Epoch [22][500/1027] lr: 2.376e-02, eta: 14:35:20, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4250, top5_acc: 0.7475, loss_cls: 6.1567, loss: 6.1567 |
| 2025-06-01 11:47:29,381 - pyskl - INFO - Epoch [22][600/1027] lr: 2.374e-02, eta: 14:34:31, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4644, top5_acc: 0.7625, loss_cls: 6.0149, loss: 6.0149 |
| 2025-06-01 11:48:07,382 - pyskl - INFO - Epoch [22][700/1027] lr: 2.373e-02, eta: 14:33:40, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4244, top5_acc: 0.7500, loss_cls: 6.2195, loss: 6.2195 |
| 2025-06-01 11:48:45,532 - pyskl - INFO - Epoch [22][800/1027] lr: 2.372e-02, eta: 14:32:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4519, top5_acc: 0.7475, loss_cls: 6.1165, loss: 6.1165 |
| 2025-06-01 11:49:23,668 - pyskl - INFO - Epoch [22][900/1027] lr: 2.371e-02, eta: 14:32:02, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4512, top5_acc: 0.7575, loss_cls: 6.1353, loss: 6.1353 |
| 2025-06-01 11:50:02,031 - pyskl - INFO - Epoch [22][1000/1027] lr: 2.370e-02, eta: 14:31:14, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4475, top5_acc: 0.7525, loss_cls: 6.1348, loss: 6.1348 |
| 2025-06-01 11:50:13,134 - pyskl - INFO - Saving checkpoint at 22 epochs |
| 2025-06-01 11:50:50,073 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 11:50:50,144 - pyskl - INFO - |
| top1_acc 0.5016 |
| top5_acc 0.8409 |
| 2025-06-01 11:50:50,145 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 11:50:50,152 - pyskl - INFO - |
| mean_acc 0.5003 |
| 2025-06-01 11:50:50,153 - pyskl - INFO - Epoch(val) [22][413] top1_acc: 0.5016, top5_acc: 0.8409, mean_class_accuracy: 0.5003 |
| 2025-06-01 11:51:53,505 - pyskl - INFO - Epoch [23][100/1027] lr: 2.369e-02, eta: 14:31:38, time: 0.633, data_time: 0.251, memory: 7959, top1_acc: 0.4450, top5_acc: 0.7606, loss_cls: 6.1186, loss: 6.1186 |
| 2025-06-01 11:52:31,885 - pyskl - INFO - Epoch [23][200/1027] lr: 2.367e-02, eta: 14:30:49, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4575, top5_acc: 0.7525, loss_cls: 6.1512, loss: 6.1512 |
| 2025-06-01 11:53:10,113 - pyskl - INFO - Epoch [23][300/1027] lr: 2.366e-02, eta: 14:30:01, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4675, top5_acc: 0.7675, loss_cls: 6.0207, loss: 6.0207 |
| 2025-06-01 11:53:48,154 - pyskl - INFO - Epoch [23][400/1027] lr: 2.365e-02, eta: 14:29:11, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4631, top5_acc: 0.7612, loss_cls: 6.0846, loss: 6.0846 |
| 2025-06-01 11:54:26,410 - pyskl - INFO - Epoch [23][500/1027] lr: 2.364e-02, eta: 14:28:22, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4531, top5_acc: 0.7612, loss_cls: 6.0839, loss: 6.0839 |
| 2025-06-01 11:55:04,902 - pyskl - INFO - Epoch [23][600/1027] lr: 2.363e-02, eta: 14:27:35, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.4450, top5_acc: 0.7538, loss_cls: 6.1713, loss: 6.1713 |
| 2025-06-01 11:55:43,108 - pyskl - INFO - Epoch [23][700/1027] lr: 2.362e-02, eta: 14:26:47, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4556, top5_acc: 0.7631, loss_cls: 6.0137, loss: 6.0137 |
| 2025-06-01 11:56:21,188 - pyskl - INFO - Epoch [23][800/1027] lr: 2.360e-02, eta: 14:25:57, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4400, top5_acc: 0.7519, loss_cls: 6.0825, loss: 6.0825 |
| 2025-06-01 11:56:59,383 - pyskl - INFO - Epoch [23][900/1027] lr: 2.359e-02, eta: 14:25:09, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4350, top5_acc: 0.7625, loss_cls: 6.1478, loss: 6.1478 |
| 2025-06-01 11:57:37,610 - pyskl - INFO - Epoch [23][1000/1027] lr: 2.358e-02, eta: 14:24:21, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4587, top5_acc: 0.7650, loss_cls: 6.0543, loss: 6.0543 |
| 2025-06-01 11:57:48,758 - pyskl - INFO - Saving checkpoint at 23 epochs |
| 2025-06-01 11:58:25,787 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 11:58:25,857 - pyskl - INFO - |
| top1_acc 0.5222 |
| top5_acc 0.8474 |
| 2025-06-01 11:58:25,857 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 11:58:25,864 - pyskl - INFO - |
| mean_acc 0.5159 |
| 2025-06-01 11:58:25,865 - pyskl - INFO - Epoch(val) [23][413] top1_acc: 0.5222, top5_acc: 0.8474, mean_class_accuracy: 0.5159 |
| 2025-06-01 11:59:29,151 - pyskl - INFO - Epoch [24][100/1027] lr: 2.357e-02, eta: 14:24:40, time: 0.633, data_time: 0.250, memory: 7959, top1_acc: 0.4775, top5_acc: 0.7869, loss_cls: 5.8859, loss: 5.8859 |
| 2025-06-01 12:00:07,289 - pyskl - INFO - Epoch [24][200/1027] lr: 2.355e-02, eta: 14:23:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4537, top5_acc: 0.7706, loss_cls: 6.0123, loss: 6.0123 |
| 2025-06-01 12:00:45,464 - pyskl - INFO - Epoch [24][300/1027] lr: 2.354e-02, eta: 14:23:03, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4281, top5_acc: 0.7456, loss_cls: 6.2099, loss: 6.2099 |
| 2025-06-01 12:01:23,657 - pyskl - INFO - Epoch [24][400/1027] lr: 2.353e-02, eta: 14:22:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4725, top5_acc: 0.7750, loss_cls: 5.9058, loss: 5.9058 |
| 2025-06-01 12:02:02,370 - pyskl - INFO - Epoch [24][500/1027] lr: 2.352e-02, eta: 14:21:29, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.4637, top5_acc: 0.7538, loss_cls: 6.0074, loss: 6.0074 |
| 2025-06-01 12:02:40,717 - pyskl - INFO - Epoch [24][600/1027] lr: 2.351e-02, eta: 14:20:41, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4606, top5_acc: 0.7800, loss_cls: 5.9098, loss: 5.9098 |
| 2025-06-01 12:03:18,843 - pyskl - INFO - Epoch [24][700/1027] lr: 2.349e-02, eta: 14:19:53, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4575, top5_acc: 0.7788, loss_cls: 5.9668, loss: 5.9668 |
| 2025-06-01 12:03:56,995 - pyskl - INFO - Epoch [24][800/1027] lr: 2.348e-02, eta: 14:19:04, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4331, top5_acc: 0.7412, loss_cls: 6.2308, loss: 6.2308 |
| 2025-06-01 12:04:35,345 - pyskl - INFO - Epoch [24][900/1027] lr: 2.347e-02, eta: 14:18:17, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4744, top5_acc: 0.7656, loss_cls: 6.0459, loss: 6.0459 |
| 2025-06-01 12:05:13,895 - pyskl - INFO - Epoch [24][1000/1027] lr: 2.346e-02, eta: 14:17:31, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.4681, top5_acc: 0.7650, loss_cls: 6.0280, loss: 6.0280 |
| 2025-06-01 12:05:25,046 - pyskl - INFO - Saving checkpoint at 24 epochs |
| 2025-06-01 12:06:02,524 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 12:06:02,595 - pyskl - INFO - |
| top1_acc 0.5458 |
| top5_acc 0.8691 |
| 2025-06-01 12:06:02,595 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 12:06:02,603 - pyskl - INFO - |
| mean_acc 0.5399 |
| 2025-06-01 12:06:02,660 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_19.pth was removed |
| 2025-06-01 12:06:04,298 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. |
| 2025-06-01 12:06:04,300 - pyskl - INFO - Best top1_acc is 0.5458 at 24 epoch. |
| 2025-06-01 12:06:04,303 - pyskl - INFO - Epoch(val) [24][413] top1_acc: 0.5458, top5_acc: 0.8691, mean_class_accuracy: 0.5399 |
| 2025-06-01 12:07:07,897 - pyskl - INFO - Epoch [25][100/1027] lr: 2.344e-02, eta: 14:17:49, time: 0.636, data_time: 0.253, memory: 7959, top1_acc: 0.4756, top5_acc: 0.7894, loss_cls: 5.8988, loss: 5.8988 |
| 2025-06-01 12:07:45,941 - pyskl - INFO - Epoch [25][200/1027] lr: 2.343e-02, eta: 14:17:00, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4825, top5_acc: 0.7712, loss_cls: 5.8927, loss: 5.8927 |
| 2025-06-01 12:08:24,173 - pyskl - INFO - Epoch [25][300/1027] lr: 2.342e-02, eta: 14:16:12, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4781, top5_acc: 0.7781, loss_cls: 5.9694, loss: 5.9694 |
| 2025-06-01 12:09:02,258 - pyskl - INFO - Epoch [25][400/1027] lr: 2.340e-02, eta: 14:15:23, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4656, top5_acc: 0.7706, loss_cls: 5.9445, loss: 5.9445 |
| 2025-06-01 12:09:40,268 - pyskl - INFO - Epoch [25][500/1027] lr: 2.339e-02, eta: 14:14:35, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4788, top5_acc: 0.7863, loss_cls: 6.0261, loss: 6.0261 |
| 2025-06-01 12:10:18,065 - pyskl - INFO - Epoch [25][600/1027] lr: 2.338e-02, eta: 14:13:45, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.4650, top5_acc: 0.7656, loss_cls: 5.9767, loss: 5.9767 |
| 2025-06-01 12:10:56,060 - pyskl - INFO - Epoch [25][700/1027] lr: 2.337e-02, eta: 14:12:56, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4863, top5_acc: 0.7706, loss_cls: 5.8754, loss: 5.8754 |
| 2025-06-01 12:11:33,876 - pyskl - INFO - Epoch [25][800/1027] lr: 2.335e-02, eta: 14:12:06, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.4437, top5_acc: 0.7625, loss_cls: 6.1504, loss: 6.1504 |
| 2025-06-01 12:12:11,785 - pyskl - INFO - Epoch [25][900/1027] lr: 2.334e-02, eta: 14:11:17, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4700, top5_acc: 0.7544, loss_cls: 6.0188, loss: 6.0188 |
| 2025-06-01 12:12:49,389 - pyskl - INFO - Epoch [25][1000/1027] lr: 2.333e-02, eta: 14:10:27, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.4450, top5_acc: 0.7569, loss_cls: 6.0929, loss: 6.0929 |
| 2025-06-01 12:13:00,365 - pyskl - INFO - Saving checkpoint at 25 epochs |
| 2025-06-01 12:33:30,513 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 12:33:30,591 - pyskl - INFO - |
| top1_acc 0.5352 |
| top5_acc 0.8553 |
| 2025-06-01 12:33:30,591 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 12:33:30,601 - pyskl - INFO - |
| mean_acc 0.5304 |
| 2025-06-01 12:33:30,603 - pyskl - INFO - Epoch(val) [25][413] top1_acc: 0.5352, top5_acc: 0.8553, mean_class_accuracy: 0.5304 |
| 2025-06-01 12:34:33,133 - pyskl - INFO - Epoch [26][100/1027] lr: 2.331e-02, eta: 14:10:36, time: 0.625, data_time: 0.249, memory: 7959, top1_acc: 0.4863, top5_acc: 0.7925, loss_cls: 5.8841, loss: 5.8841 |
| 2025-06-01 12:35:11,442 - pyskl - INFO - Epoch [26][200/1027] lr: 2.330e-02, eta: 14:09:49, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4619, top5_acc: 0.7706, loss_cls: 6.0136, loss: 6.0136 |
| 2025-06-01 12:35:49,649 - pyskl - INFO - Epoch [26][300/1027] lr: 2.329e-02, eta: 14:09:02, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4781, top5_acc: 0.7825, loss_cls: 5.9392, loss: 5.9392 |
| 2025-06-01 12:36:27,518 - pyskl - INFO - Epoch [26][400/1027] lr: 2.327e-02, eta: 14:08:12, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4662, top5_acc: 0.7581, loss_cls: 5.9639, loss: 5.9639 |
| 2025-06-01 12:37:05,715 - pyskl - INFO - Epoch [26][500/1027] lr: 2.326e-02, eta: 14:07:25, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4938, top5_acc: 0.7706, loss_cls: 5.8324, loss: 5.8324 |
| 2025-06-01 12:37:44,009 - pyskl - INFO - Epoch [26][600/1027] lr: 2.325e-02, eta: 14:06:38, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4725, top5_acc: 0.7775, loss_cls: 5.8928, loss: 5.8928 |
| 2025-06-01 12:38:22,247 - pyskl - INFO - Epoch [26][700/1027] lr: 2.324e-02, eta: 14:05:51, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4650, top5_acc: 0.7612, loss_cls: 5.9797, loss: 5.9797 |
| 2025-06-01 12:39:00,253 - pyskl - INFO - Epoch [26][800/1027] lr: 2.322e-02, eta: 14:05:03, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4913, top5_acc: 0.7831, loss_cls: 5.7686, loss: 5.7686 |
| 2025-06-01 12:39:37,915 - pyskl - INFO - Epoch [26][900/1027] lr: 2.321e-02, eta: 14:04:13, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.4681, top5_acc: 0.7638, loss_cls: 6.0157, loss: 6.0157 |
| 2025-06-01 12:40:15,783 - pyskl - INFO - Epoch [26][1000/1027] lr: 2.320e-02, eta: 14:03:24, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4606, top5_acc: 0.7688, loss_cls: 6.1135, loss: 6.1135 |
| 2025-06-01 12:40:26,926 - pyskl - INFO - Saving checkpoint at 26 epochs |
| 2025-06-01 12:41:03,851 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 12:41:03,923 - pyskl - INFO - |
| top1_acc 0.5508 |
| top5_acc 0.8619 |
| 2025-06-01 12:41:03,923 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 12:41:03,930 - pyskl - INFO - |
| mean_acc 0.5471 |
| 2025-06-01 12:41:03,988 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_24.pth was removed |
| 2025-06-01 12:41:05,611 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. |
| 2025-06-01 12:41:05,612 - pyskl - INFO - Best top1_acc is 0.5508 at 26 epoch. |
| 2025-06-01 12:41:05,615 - pyskl - INFO - Epoch(val) [26][413] top1_acc: 0.5508, top5_acc: 0.8619, mean_class_accuracy: 0.5471 |
| 2025-06-01 12:42:08,691 - pyskl - INFO - Epoch [27][100/1027] lr: 2.318e-02, eta: 14:03:34, time: 0.631, data_time: 0.250, memory: 7959, top1_acc: 0.4819, top5_acc: 0.7819, loss_cls: 5.9585, loss: 5.9585 |
| 2025-06-01 12:42:46,913 - pyskl - INFO - Epoch [27][200/1027] lr: 2.317e-02, eta: 14:02:47, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4750, top5_acc: 0.7788, loss_cls: 5.8621, loss: 5.8621 |
| 2025-06-01 12:43:25,211 - pyskl - INFO - Epoch [27][300/1027] lr: 2.315e-02, eta: 14:02:00, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4731, top5_acc: 0.8025, loss_cls: 5.8363, loss: 5.8363 |
| 2025-06-01 12:44:03,149 - pyskl - INFO - Epoch [27][400/1027] lr: 2.314e-02, eta: 14:01:12, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4781, top5_acc: 0.7819, loss_cls: 5.9933, loss: 5.9933 |
| 2025-06-01 12:44:41,360 - pyskl - INFO - Epoch [27][500/1027] lr: 2.313e-02, eta: 14:00:25, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4662, top5_acc: 0.7650, loss_cls: 6.0039, loss: 6.0039 |
| 2025-06-01 12:45:19,617 - pyskl - INFO - Epoch [27][600/1027] lr: 2.311e-02, eta: 13:59:38, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4831, top5_acc: 0.7906, loss_cls: 5.8552, loss: 5.8552 |
| 2025-06-01 12:45:57,561 - pyskl - INFO - Epoch [27][700/1027] lr: 2.310e-02, eta: 13:58:50, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4800, top5_acc: 0.7806, loss_cls: 5.9937, loss: 5.9937 |
| 2025-06-01 12:46:35,565 - pyskl - INFO - Epoch [27][800/1027] lr: 2.309e-02, eta: 13:58:02, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 5.9871, loss: 5.9871 |
| 2025-06-01 12:47:13,800 - pyskl - INFO - Epoch [27][900/1027] lr: 2.307e-02, eta: 13:57:16, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4756, top5_acc: 0.7894, loss_cls: 5.9568, loss: 5.9568 |
| 2025-06-01 12:47:51,831 - pyskl - INFO - Epoch [27][1000/1027] lr: 2.306e-02, eta: 13:56:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4713, top5_acc: 0.7869, loss_cls: 5.9981, loss: 5.9981 |
| 2025-06-01 12:48:02,966 - pyskl - INFO - Saving checkpoint at 27 epochs |
| 2025-06-01 12:48:39,996 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 12:48:40,067 - pyskl - INFO - |
| top1_acc 0.5407 |
| top5_acc 0.8659 |
| 2025-06-01 12:48:40,067 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 12:48:40,075 - pyskl - INFO - |
| mean_acc 0.5342 |
| 2025-06-01 12:48:40,076 - pyskl - INFO - Epoch(val) [27][413] top1_acc: 0.5407, top5_acc: 0.8659, mean_class_accuracy: 0.5342 |
| 2025-06-01 12:49:43,658 - pyskl - INFO - Epoch [28][100/1027] lr: 2.304e-02, eta: 13:56:37, time: 0.636, data_time: 0.253, memory: 7959, top1_acc: 0.4869, top5_acc: 0.7931, loss_cls: 5.9103, loss: 5.9103 |
| 2025-06-01 12:50:22,007 - pyskl - INFO - Epoch [28][200/1027] lr: 2.303e-02, eta: 13:55:51, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4844, top5_acc: 0.7825, loss_cls: 5.8848, loss: 5.8848 |
| 2025-06-01 12:51:00,226 - pyskl - INFO - Epoch [28][300/1027] lr: 2.301e-02, eta: 13:55:04, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5038, top5_acc: 0.7919, loss_cls: 5.7216, loss: 5.7216 |
| 2025-06-01 12:51:38,288 - pyskl - INFO - Epoch [28][400/1027] lr: 2.300e-02, eta: 13:54:17, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4750, top5_acc: 0.7900, loss_cls: 5.8221, loss: 5.8221 |
| 2025-06-01 12:52:16,531 - pyskl - INFO - Epoch [28][500/1027] lr: 2.299e-02, eta: 13:53:30, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4794, top5_acc: 0.7887, loss_cls: 5.8326, loss: 5.8326 |
| 2025-06-01 12:52:54,731 - pyskl - INFO - Epoch [28][600/1027] lr: 2.297e-02, eta: 13:52:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4794, top5_acc: 0.7700, loss_cls: 5.8865, loss: 5.8865 |
| 2025-06-01 12:53:32,744 - pyskl - INFO - Epoch [28][700/1027] lr: 2.296e-02, eta: 13:51:56, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4738, top5_acc: 0.7794, loss_cls: 5.9576, loss: 5.9576 |
| 2025-06-01 12:54:10,448 - pyskl - INFO - Epoch [28][800/1027] lr: 2.294e-02, eta: 13:51:08, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5025, top5_acc: 0.7744, loss_cls: 5.7967, loss: 5.7967 |
| 2025-06-01 12:54:48,431 - pyskl - INFO - Epoch [28][900/1027] lr: 2.293e-02, eta: 13:50:20, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4881, top5_acc: 0.7788, loss_cls: 5.9201, loss: 5.9201 |
| 2025-06-01 12:55:26,429 - pyskl - INFO - Epoch [28][1000/1027] lr: 2.292e-02, eta: 13:49:33, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4713, top5_acc: 0.7681, loss_cls: 6.0906, loss: 6.0906 |
| 2025-06-01 12:55:37,452 - pyskl - INFO - Saving checkpoint at 28 epochs |
| 2025-06-01 12:56:14,276 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 12:56:14,347 - pyskl - INFO - |
| top1_acc 0.5361 |
| top5_acc 0.8559 |
| 2025-06-01 12:56:14,348 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 12:56:14,355 - pyskl - INFO - |
| mean_acc 0.5269 |
| 2025-06-01 12:56:14,357 - pyskl - INFO - Epoch(val) [28][413] top1_acc: 0.5361, top5_acc: 0.8559, mean_class_accuracy: 0.5269 |
| 2025-06-01 12:57:17,321 - pyskl - INFO - Epoch [29][100/1027] lr: 2.290e-02, eta: 13:49:37, time: 0.630, data_time: 0.248, memory: 7959, top1_acc: 0.5012, top5_acc: 0.8131, loss_cls: 5.6835, loss: 5.6835 |
| 2025-06-01 12:57:55,676 - pyskl - INFO - Epoch [29][200/1027] lr: 2.288e-02, eta: 13:48:51, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4925, top5_acc: 0.7925, loss_cls: 5.7282, loss: 5.7282 |
| 2025-06-01 12:58:34,050 - pyskl - INFO - Epoch [29][300/1027] lr: 2.287e-02, eta: 13:48:06, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4781, top5_acc: 0.7894, loss_cls: 5.8445, loss: 5.8445 |
| 2025-06-01 12:59:12,313 - pyskl - INFO - Epoch [29][400/1027] lr: 2.285e-02, eta: 13:47:19, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4719, top5_acc: 0.7662, loss_cls: 6.0008, loss: 6.0008 |
| 2025-06-01 12:59:50,696 - pyskl - INFO - Epoch [29][500/1027] lr: 2.284e-02, eta: 13:46:34, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4806, top5_acc: 0.7738, loss_cls: 5.8813, loss: 5.8813 |
| 2025-06-01 13:00:28,961 - pyskl - INFO - Epoch [29][600/1027] lr: 2.283e-02, eta: 13:45:48, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4681, top5_acc: 0.7694, loss_cls: 5.9705, loss: 5.9705 |
| 2025-06-01 13:01:07,074 - pyskl - INFO - Epoch [29][700/1027] lr: 2.281e-02, eta: 13:45:01, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4994, top5_acc: 0.7887, loss_cls: 5.7338, loss: 5.7338 |
| 2025-06-01 13:01:45,540 - pyskl - INFO - Epoch [29][800/1027] lr: 2.280e-02, eta: 13:44:16, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.4856, top5_acc: 0.7831, loss_cls: 5.9514, loss: 5.9514 |
| 2025-06-01 13:02:23,464 - pyskl - INFO - Epoch [29][900/1027] lr: 2.278e-02, eta: 13:43:29, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4619, top5_acc: 0.7594, loss_cls: 5.9452, loss: 5.9452 |
| 2025-06-01 13:03:01,544 - pyskl - INFO - Epoch [29][1000/1027] lr: 2.277e-02, eta: 13:42:42, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4881, top5_acc: 0.7869, loss_cls: 5.8280, loss: 5.8280 |
| 2025-06-01 13:03:12,724 - pyskl - INFO - Saving checkpoint at 29 epochs |
| 2025-06-01 13:03:49,613 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 13:03:49,684 - pyskl - INFO - |
| top1_acc 0.5622 |
| top5_acc 0.8666 |
| 2025-06-01 13:03:49,685 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 13:03:49,692 - pyskl - INFO - |
| mean_acc 0.5607 |
| 2025-06-01 13:03:49,751 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_26.pth was removed |
| 2025-06-01 13:03:51,375 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. |
| 2025-06-01 13:03:51,377 - pyskl - INFO - Best top1_acc is 0.5622 at 29 epoch. |
| 2025-06-01 13:03:51,379 - pyskl - INFO - Epoch(val) [29][413] top1_acc: 0.5622, top5_acc: 0.8666, mean_class_accuracy: 0.5607 |
| 2025-06-01 13:04:54,250 - pyskl - INFO - Epoch [30][100/1027] lr: 2.275e-02, eta: 13:42:43, time: 0.629, data_time: 0.247, memory: 7959, top1_acc: 0.5075, top5_acc: 0.7937, loss_cls: 5.8320, loss: 5.8320 |
| 2025-06-01 13:05:32,447 - pyskl - INFO - Epoch [30][200/1027] lr: 2.274e-02, eta: 13:41:57, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4900, top5_acc: 0.7981, loss_cls: 5.7946, loss: 5.7946 |
| 2025-06-01 13:06:10,457 - pyskl - INFO - Epoch [30][300/1027] lr: 2.272e-02, eta: 13:41:10, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5000, top5_acc: 0.7825, loss_cls: 5.8698, loss: 5.8698 |
| 2025-06-01 13:06:48,503 - pyskl - INFO - Epoch [30][400/1027] lr: 2.271e-02, eta: 13:40:24, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4719, top5_acc: 0.7712, loss_cls: 6.0203, loss: 6.0203 |
| 2025-06-01 13:07:26,654 - pyskl - INFO - Epoch [30][500/1027] lr: 2.269e-02, eta: 13:39:37, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5337, top5_acc: 0.7919, loss_cls: 5.5766, loss: 5.5766 |
| 2025-06-01 13:08:04,383 - pyskl - INFO - Epoch [30][600/1027] lr: 2.268e-02, eta: 13:38:49, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.4875, top5_acc: 0.7913, loss_cls: 5.8718, loss: 5.8718 |
| 2025-06-01 13:08:42,016 - pyskl - INFO - Epoch [30][700/1027] lr: 2.266e-02, eta: 13:38:01, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5075, top5_acc: 0.8069, loss_cls: 5.6846, loss: 5.6846 |
| 2025-06-01 13:09:19,722 - pyskl - INFO - Epoch [30][800/1027] lr: 2.265e-02, eta: 13:37:13, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.4844, top5_acc: 0.7762, loss_cls: 5.9048, loss: 5.9048 |
| 2025-06-01 13:09:57,118 - pyskl - INFO - Epoch [30][900/1027] lr: 2.263e-02, eta: 13:36:24, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.4900, top5_acc: 0.7894, loss_cls: 5.7902, loss: 5.7902 |
| 2025-06-01 13:10:34,458 - pyskl - INFO - Epoch [30][1000/1027] lr: 2.262e-02, eta: 13:35:35, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.4844, top5_acc: 0.7688, loss_cls: 5.8650, loss: 5.8650 |
| 2025-06-01 13:10:45,423 - pyskl - INFO - Saving checkpoint at 30 epochs |
| 2025-06-01 13:32:01,115 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 13:32:01,186 - pyskl - INFO - |
| top1_acc 0.5363 |
| top5_acc 0.8606 |
| 2025-06-01 13:32:01,186 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 13:32:01,193 - pyskl - INFO - |
| mean_acc 0.5317 |
| 2025-06-01 13:32:01,194 - pyskl - INFO - Epoch(val) [30][413] top1_acc: 0.5363, top5_acc: 0.8606, mean_class_accuracy: 0.5317 |
| 2025-06-01 13:33:04,488 - pyskl - INFO - Epoch [31][100/1027] lr: 2.260e-02, eta: 13:35:36, time: 0.633, data_time: 0.250, memory: 7959, top1_acc: 0.4963, top5_acc: 0.8100, loss_cls: 5.6595, loss: 5.6595 |
| 2025-06-01 13:33:43,147 - pyskl - INFO - Epoch [31][200/1027] lr: 2.258e-02, eta: 13:34:52, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5256, top5_acc: 0.7981, loss_cls: 5.8039, loss: 5.8039 |
| 2025-06-01 13:34:21,433 - pyskl - INFO - Epoch [31][300/1027] lr: 2.257e-02, eta: 13:34:07, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5094, top5_acc: 0.7931, loss_cls: 5.7432, loss: 5.7432 |
| 2025-06-01 13:34:59,684 - pyskl - INFO - Epoch [31][400/1027] lr: 2.255e-02, eta: 13:33:21, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5000, top5_acc: 0.8075, loss_cls: 5.6693, loss: 5.6693 |
| 2025-06-01 13:35:37,871 - pyskl - INFO - Epoch [31][500/1027] lr: 2.254e-02, eta: 13:32:35, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4888, top5_acc: 0.7756, loss_cls: 5.8766, loss: 5.8766 |
| 2025-06-01 13:36:16,026 - pyskl - INFO - Epoch [31][600/1027] lr: 2.252e-02, eta: 13:31:49, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4763, top5_acc: 0.7825, loss_cls: 5.8103, loss: 5.8103 |
| 2025-06-01 13:36:54,321 - pyskl - INFO - Epoch [31][700/1027] lr: 2.251e-02, eta: 13:31:04, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5075, top5_acc: 0.7956, loss_cls: 5.8176, loss: 5.8176 |
| 2025-06-01 13:37:32,631 - pyskl - INFO - Epoch [31][800/1027] lr: 2.249e-02, eta: 13:30:19, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4681, top5_acc: 0.7762, loss_cls: 5.8810, loss: 5.8810 |
| 2025-06-01 13:38:10,768 - pyskl - INFO - Epoch [31][900/1027] lr: 2.248e-02, eta: 13:29:33, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5075, top5_acc: 0.7969, loss_cls: 5.7056, loss: 5.7056 |
| 2025-06-01 13:38:48,781 - pyskl - INFO - Epoch [31][1000/1027] lr: 2.246e-02, eta: 13:28:47, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4913, top5_acc: 0.7875, loss_cls: 5.8136, loss: 5.8136 |
| 2025-06-01 13:38:59,826 - pyskl - INFO - Saving checkpoint at 31 epochs |
| 2025-06-01 13:39:36,732 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 13:39:36,803 - pyskl - INFO - |
| top1_acc 0.5636 |
| top5_acc 0.8700 |
| 2025-06-01 13:39:36,803 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 13:39:36,811 - pyskl - INFO - |
| mean_acc 0.5594 |
| 2025-06-01 13:39:36,869 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_29.pth was removed |
| 2025-06-01 13:39:38,491 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. |
| 2025-06-01 13:39:38,492 - pyskl - INFO - Best top1_acc is 0.5636 at 31 epoch. |
| 2025-06-01 13:39:38,495 - pyskl - INFO - Epoch(val) [31][413] top1_acc: 0.5636, top5_acc: 0.8700, mean_class_accuracy: 0.5594 |
| 2025-06-01 13:40:41,286 - pyskl - INFO - Epoch [32][100/1027] lr: 2.244e-02, eta: 13:28:44, time: 0.628, data_time: 0.247, memory: 7959, top1_acc: 0.5125, top5_acc: 0.8119, loss_cls: 5.6508, loss: 5.6508 |
| 2025-06-01 13:41:19,580 - pyskl - INFO - Epoch [32][200/1027] lr: 2.243e-02, eta: 13:27:59, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4969, top5_acc: 0.7869, loss_cls: 5.7415, loss: 5.7415 |
| 2025-06-01 13:41:57,833 - pyskl - INFO - Epoch [32][300/1027] lr: 2.241e-02, eta: 13:27:13, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5006, top5_acc: 0.8044, loss_cls: 5.6480, loss: 5.6480 |
| 2025-06-01 13:42:36,128 - pyskl - INFO - Epoch [32][400/1027] lr: 2.239e-02, eta: 13:26:28, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4956, top5_acc: 0.8069, loss_cls: 5.6936, loss: 5.6936 |
| 2025-06-01 13:43:14,379 - pyskl - INFO - Epoch [32][500/1027] lr: 2.238e-02, eta: 13:25:43, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4975, top5_acc: 0.7825, loss_cls: 5.7169, loss: 5.7169 |
| 2025-06-01 13:43:52,376 - pyskl - INFO - Epoch [32][600/1027] lr: 2.236e-02, eta: 13:24:57, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4975, top5_acc: 0.7863, loss_cls: 5.7951, loss: 5.7951 |
| 2025-06-01 13:44:30,350 - pyskl - INFO - Epoch [32][700/1027] lr: 2.235e-02, eta: 13:24:10, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4725, top5_acc: 0.7725, loss_cls: 5.8939, loss: 5.8939 |
| 2025-06-01 13:45:08,451 - pyskl - INFO - Epoch [32][800/1027] lr: 2.233e-02, eta: 13:23:25, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4944, top5_acc: 0.7900, loss_cls: 5.8126, loss: 5.8126 |
| 2025-06-01 13:45:46,619 - pyskl - INFO - Epoch [32][900/1027] lr: 2.232e-02, eta: 13:22:39, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5031, top5_acc: 0.7894, loss_cls: 5.7993, loss: 5.7993 |
| 2025-06-01 13:46:24,717 - pyskl - INFO - Epoch [32][1000/1027] lr: 2.230e-02, eta: 13:21:54, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4894, top5_acc: 0.7800, loss_cls: 5.7903, loss: 5.7903 |
| 2025-06-01 13:46:35,911 - pyskl - INFO - Saving checkpoint at 32 epochs |
| 2025-06-01 13:47:12,572 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 13:47:12,644 - pyskl - INFO - |
| top1_acc 0.5739 |
| top5_acc 0.8786 |
| 2025-06-01 13:47:12,644 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 13:47:12,652 - pyskl - INFO - |
| mean_acc 0.5667 |
| 2025-06-01 13:47:12,708 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_31.pth was removed |
| 2025-06-01 13:47:14,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. |
| 2025-06-01 13:47:14,300 - pyskl - INFO - Best top1_acc is 0.5739 at 32 epoch. |
| 2025-06-01 13:47:14,303 - pyskl - INFO - Epoch(val) [32][413] top1_acc: 0.5739, top5_acc: 0.8786, mean_class_accuracy: 0.5667 |
| 2025-06-01 13:48:17,155 - pyskl - INFO - Epoch [33][100/1027] lr: 2.228e-02, eta: 13:21:49, time: 0.628, data_time: 0.246, memory: 7959, top1_acc: 0.5250, top5_acc: 0.7994, loss_cls: 5.6723, loss: 5.6723 |
| 2025-06-01 13:48:55,631 - pyskl - INFO - Epoch [33][200/1027] lr: 2.226e-02, eta: 13:21:05, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.4900, top5_acc: 0.7894, loss_cls: 5.7593, loss: 5.7593 |
| 2025-06-01 13:49:34,317 - pyskl - INFO - Epoch [33][300/1027] lr: 2.225e-02, eta: 13:20:21, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.4963, top5_acc: 0.8050, loss_cls: 5.7082, loss: 5.7082 |
| 2025-06-01 13:50:12,759 - pyskl - INFO - Epoch [33][400/1027] lr: 2.223e-02, eta: 13:19:37, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4794, top5_acc: 0.7863, loss_cls: 5.9245, loss: 5.9245 |
| 2025-06-01 13:50:50,967 - pyskl - INFO - Epoch [33][500/1027] lr: 2.222e-02, eta: 13:18:52, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5012, top5_acc: 0.7894, loss_cls: 5.6669, loss: 5.6669 |
| 2025-06-01 13:51:28,945 - pyskl - INFO - Epoch [33][600/1027] lr: 2.220e-02, eta: 13:18:06, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5181, top5_acc: 0.8025, loss_cls: 5.6736, loss: 5.6736 |
| 2025-06-01 13:52:06,938 - pyskl - INFO - Epoch [33][700/1027] lr: 2.218e-02, eta: 13:17:20, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4813, top5_acc: 0.7812, loss_cls: 5.7926, loss: 5.7926 |
| 2025-06-01 13:52:45,038 - pyskl - INFO - Epoch [33][800/1027] lr: 2.217e-02, eta: 13:16:34, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5194, top5_acc: 0.7925, loss_cls: 5.7156, loss: 5.7156 |
| 2025-06-01 13:53:23,353 - pyskl - INFO - Epoch [33][900/1027] lr: 2.215e-02, eta: 13:15:50, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.4844, top5_acc: 0.7875, loss_cls: 5.7681, loss: 5.7681 |
| 2025-06-01 13:54:01,583 - pyskl - INFO - Epoch [33][1000/1027] lr: 2.214e-02, eta: 13:15:05, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4994, top5_acc: 0.7844, loss_cls: 5.8131, loss: 5.8131 |
| 2025-06-01 13:54:12,688 - pyskl - INFO - Saving checkpoint at 33 epochs |
| 2025-06-01 13:54:49,233 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 13:54:49,303 - pyskl - INFO - |
| top1_acc 0.5571 |
| top5_acc 0.8738 |
| 2025-06-01 13:54:49,303 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 13:54:49,310 - pyskl - INFO - |
| mean_acc 0.5492 |
| 2025-06-01 13:54:49,311 - pyskl - INFO - Epoch(val) [33][413] top1_acc: 0.5571, top5_acc: 0.8738, mean_class_accuracy: 0.5492 |
| 2025-06-01 13:55:52,055 - pyskl - INFO - Epoch [34][100/1027] lr: 2.212e-02, eta: 13:14:58, time: 0.627, data_time: 0.247, memory: 7959, top1_acc: 0.5238, top5_acc: 0.8113, loss_cls: 5.5735, loss: 5.5735 |
| 2025-06-01 13:56:30,421 - pyskl - INFO - Epoch [34][200/1027] lr: 2.210e-02, eta: 13:14:13, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5100, top5_acc: 0.8063, loss_cls: 5.6088, loss: 5.6088 |
| 2025-06-01 13:57:08,917 - pyskl - INFO - Epoch [34][300/1027] lr: 2.208e-02, eta: 13:13:29, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5000, top5_acc: 0.7937, loss_cls: 5.7161, loss: 5.7161 |
| 2025-06-01 13:57:47,151 - pyskl - INFO - Epoch [34][400/1027] lr: 2.207e-02, eta: 13:12:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4975, top5_acc: 0.7956, loss_cls: 5.7044, loss: 5.7044 |
| 2025-06-01 13:58:25,129 - pyskl - INFO - Epoch [34][500/1027] lr: 2.205e-02, eta: 13:11:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.4850, top5_acc: 0.7837, loss_cls: 5.8144, loss: 5.8144 |
| 2025-06-01 13:59:02,596 - pyskl - INFO - Epoch [34][600/1027] lr: 2.203e-02, eta: 13:11:11, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5081, top5_acc: 0.8031, loss_cls: 5.7897, loss: 5.7897 |
| 2025-06-01 13:59:40,053 - pyskl - INFO - Epoch [34][700/1027] lr: 2.202e-02, eta: 13:10:24, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5012, top5_acc: 0.8050, loss_cls: 5.6736, loss: 5.6736 |
| 2025-06-01 14:00:17,779 - pyskl - INFO - Epoch [34][800/1027] lr: 2.200e-02, eta: 13:09:37, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5075, top5_acc: 0.7937, loss_cls: 5.7587, loss: 5.7587 |
| 2025-06-01 14:00:55,846 - pyskl - INFO - Epoch [34][900/1027] lr: 2.198e-02, eta: 13:08:52, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5225, top5_acc: 0.8013, loss_cls: 5.7423, loss: 5.7423 |
| 2025-06-01 14:01:33,967 - pyskl - INFO - Epoch [34][1000/1027] lr: 2.197e-02, eta: 13:08:07, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.4900, top5_acc: 0.7781, loss_cls: 5.7829, loss: 5.7829 |
| 2025-06-01 14:01:45,338 - pyskl - INFO - Saving checkpoint at 34 epochs |
| 2025-06-01 14:02:22,402 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 14:02:22,473 - pyskl - INFO - |
| top1_acc 0.5701 |
| top5_acc 0.8768 |
| 2025-06-01 14:02:22,474 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 14:02:22,481 - pyskl - INFO - |
| mean_acc 0.5606 |
| 2025-06-01 14:02:22,483 - pyskl - INFO - Epoch(val) [34][413] top1_acc: 0.5701, top5_acc: 0.8768, mean_class_accuracy: 0.5606 |
| 2025-06-01 14:03:25,406 - pyskl - INFO - Epoch [35][100/1027] lr: 2.195e-02, eta: 13:07:59, time: 0.629, data_time: 0.247, memory: 7959, top1_acc: 0.5125, top5_acc: 0.7944, loss_cls: 5.6965, loss: 5.6965 |
| 2025-06-01 14:04:03,637 - pyskl - INFO - Epoch [35][200/1027] lr: 2.193e-02, eta: 13:07:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5369, top5_acc: 0.8113, loss_cls: 5.5720, loss: 5.5720 |
| 2025-06-01 14:04:41,374 - pyskl - INFO - Epoch [35][300/1027] lr: 2.191e-02, eta: 13:06:28, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5250, top5_acc: 0.8013, loss_cls: 5.7511, loss: 5.7511 |
| 2025-06-01 14:05:19,127 - pyskl - INFO - Epoch [35][400/1027] lr: 2.190e-02, eta: 13:05:42, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5162, top5_acc: 0.8119, loss_cls: 5.6501, loss: 5.6501 |
| 2025-06-01 14:05:56,536 - pyskl - INFO - Epoch [35][500/1027] lr: 2.188e-02, eta: 13:04:54, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.5044, top5_acc: 0.8094, loss_cls: 5.6161, loss: 5.6161 |
| 2025-06-01 14:06:33,871 - pyskl - INFO - Epoch [35][600/1027] lr: 2.186e-02, eta: 13:04:07, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.5056, top5_acc: 0.7869, loss_cls: 5.7383, loss: 5.7383 |
| 2025-06-01 14:07:11,248 - pyskl - INFO - Epoch [35][700/1027] lr: 2.185e-02, eta: 13:03:19, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.4950, top5_acc: 0.7850, loss_cls: 5.7569, loss: 5.7569 |
| 2025-06-01 14:07:48,810 - pyskl - INFO - Epoch [35][800/1027] lr: 2.183e-02, eta: 13:02:32, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5138, top5_acc: 0.8006, loss_cls: 5.6756, loss: 5.6756 |
| 2025-06-01 14:08:26,338 - pyskl - INFO - Epoch [35][900/1027] lr: 2.181e-02, eta: 13:01:46, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5100, top5_acc: 0.7944, loss_cls: 5.7390, loss: 5.7390 |
| 2025-06-01 14:09:03,844 - pyskl - INFO - Epoch [35][1000/1027] lr: 2.179e-02, eta: 13:00:59, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5006, top5_acc: 0.7887, loss_cls: 5.8209, loss: 5.8209 |
| 2025-06-01 14:09:14,918 - pyskl - INFO - Saving checkpoint at 35 epochs |
| 2025-06-01 14:30:04,089 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 14:30:04,158 - pyskl - INFO - |
| top1_acc 0.5511 |
| top5_acc 0.8645 |
| 2025-06-01 14:30:04,158 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 14:30:04,165 - pyskl - INFO - |
| mean_acc 0.5486 |
| 2025-06-01 14:30:04,167 - pyskl - INFO - Epoch(val) [35][413] top1_acc: 0.5511, top5_acc: 0.8645, mean_class_accuracy: 0.5486 |
| 2025-06-01 14:31:07,630 - pyskl - INFO - Epoch [36][100/1027] lr: 2.177e-02, eta: 13:00:51, time: 0.635, data_time: 0.252, memory: 7959, top1_acc: 0.5387, top5_acc: 0.8263, loss_cls: 5.4361, loss: 5.4361 |
| 2025-06-01 14:31:46,097 - pyskl - INFO - Epoch [36][200/1027] lr: 2.176e-02, eta: 13:00:08, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5181, top5_acc: 0.8006, loss_cls: 5.6745, loss: 5.6745 |
| 2025-06-01 14:32:24,268 - pyskl - INFO - Epoch [36][300/1027] lr: 2.174e-02, eta: 12:59:23, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5175, top5_acc: 0.8037, loss_cls: 5.7032, loss: 5.7032 |
| 2025-06-01 14:33:02,244 - pyskl - INFO - Epoch [36][400/1027] lr: 2.172e-02, eta: 12:58:38, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5094, top5_acc: 0.8144, loss_cls: 5.6305, loss: 5.6305 |
| 2025-06-01 14:33:40,138 - pyskl - INFO - Epoch [36][500/1027] lr: 2.170e-02, eta: 12:57:52, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.5044, top5_acc: 0.7944, loss_cls: 5.7424, loss: 5.7424 |
| 2025-06-01 14:34:18,105 - pyskl - INFO - Epoch [36][600/1027] lr: 2.169e-02, eta: 12:57:07, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5325, top5_acc: 0.8300, loss_cls: 5.6313, loss: 5.6313 |
| 2025-06-01 14:34:56,306 - pyskl - INFO - Epoch [36][700/1027] lr: 2.167e-02, eta: 12:56:22, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5006, top5_acc: 0.8056, loss_cls: 5.7960, loss: 5.7960 |
| 2025-06-01 14:35:34,483 - pyskl - INFO - Epoch [36][800/1027] lr: 2.165e-02, eta: 12:55:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.4950, top5_acc: 0.7937, loss_cls: 5.7645, loss: 5.7645 |
| 2025-06-01 14:36:12,683 - pyskl - INFO - Epoch [36][900/1027] lr: 2.163e-02, eta: 12:54:54, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5119, top5_acc: 0.7788, loss_cls: 5.7842, loss: 5.7842 |
| 2025-06-01 14:36:50,834 - pyskl - INFO - Epoch [36][1000/1027] lr: 2.162e-02, eta: 12:54:09, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5138, top5_acc: 0.8006, loss_cls: 5.6911, loss: 5.6911 |
| 2025-06-01 14:37:02,055 - pyskl - INFO - Saving checkpoint at 36 epochs |
| 2025-06-01 14:37:39,282 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 14:37:39,354 - pyskl - INFO - |
| top1_acc 0.5277 |
| top5_acc 0.8401 |
| 2025-06-01 14:37:39,354 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 14:37:39,361 - pyskl - INFO - |
| mean_acc 0.5211 |
| 2025-06-01 14:37:39,362 - pyskl - INFO - Epoch(val) [36][413] top1_acc: 0.5277, top5_acc: 0.8401, mean_class_accuracy: 0.5211 |
| 2025-06-01 14:38:42,963 - pyskl - INFO - Epoch [37][100/1027] lr: 2.159e-02, eta: 12:54:01, time: 0.636, data_time: 0.252, memory: 7959, top1_acc: 0.5219, top5_acc: 0.8125, loss_cls: 5.5237, loss: 5.5237 |
| 2025-06-01 14:39:21,515 - pyskl - INFO - Epoch [37][200/1027] lr: 2.158e-02, eta: 12:53:17, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5112, top5_acc: 0.8006, loss_cls: 5.6212, loss: 5.6212 |
| 2025-06-01 14:39:59,686 - pyskl - INFO - Epoch [37][300/1027] lr: 2.156e-02, eta: 12:52:33, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5425, top5_acc: 0.8037, loss_cls: 5.5961, loss: 5.5961 |
| 2025-06-01 14:40:37,720 - pyskl - INFO - Epoch [37][400/1027] lr: 2.154e-02, eta: 12:51:48, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5294, top5_acc: 0.8013, loss_cls: 5.5761, loss: 5.5761 |
| 2025-06-01 14:41:15,660 - pyskl - INFO - Epoch [37][500/1027] lr: 2.152e-02, eta: 12:51:03, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.5138, top5_acc: 0.8144, loss_cls: 5.5122, loss: 5.5122 |
| 2025-06-01 14:41:53,791 - pyskl - INFO - Epoch [37][600/1027] lr: 2.151e-02, eta: 12:50:18, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5206, top5_acc: 0.8044, loss_cls: 5.5654, loss: 5.5654 |
| 2025-06-01 14:42:31,859 - pyskl - INFO - Epoch [37][700/1027] lr: 2.149e-02, eta: 12:49:34, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5250, top5_acc: 0.8050, loss_cls: 5.5370, loss: 5.5370 |
| 2025-06-01 14:43:09,925 - pyskl - INFO - Epoch [37][800/1027] lr: 2.147e-02, eta: 12:48:49, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5238, top5_acc: 0.8050, loss_cls: 5.5847, loss: 5.5847 |
| 2025-06-01 14:43:47,800 - pyskl - INFO - Epoch [37][900/1027] lr: 2.145e-02, eta: 12:48:04, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.4931, top5_acc: 0.7812, loss_cls: 5.8044, loss: 5.8044 |
| 2025-06-01 14:44:25,660 - pyskl - INFO - Epoch [37][1000/1027] lr: 2.144e-02, eta: 12:47:19, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.5031, top5_acc: 0.7856, loss_cls: 5.7067, loss: 5.7067 |
| 2025-06-01 14:44:36,698 - pyskl - INFO - Saving checkpoint at 37 epochs |
| 2025-06-01 14:45:13,846 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 14:45:13,914 - pyskl - INFO - |
| top1_acc 0.5342 |
| top5_acc 0.8512 |
| 2025-06-01 14:45:13,914 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 14:45:13,921 - pyskl - INFO - |
| mean_acc 0.5344 |
| 2025-06-01 14:45:13,922 - pyskl - INFO - Epoch(val) [37][413] top1_acc: 0.5342, top5_acc: 0.8512, mean_class_accuracy: 0.5344 |
| 2025-06-01 14:46:17,121 - pyskl - INFO - Epoch [38][100/1027] lr: 2.141e-02, eta: 12:47:07, time: 0.632, data_time: 0.249, memory: 7959, top1_acc: 0.5331, top5_acc: 0.8206, loss_cls: 5.5016, loss: 5.5016 |
| 2025-06-01 14:46:55,659 - pyskl - INFO - Epoch [38][200/1027] lr: 2.140e-02, eta: 12:46:24, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5437, top5_acc: 0.8206, loss_cls: 5.3829, loss: 5.3829 |
| 2025-06-01 14:47:33,813 - pyskl - INFO - Epoch [38][300/1027] lr: 2.138e-02, eta: 12:45:40, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5225, top5_acc: 0.8031, loss_cls: 5.6876, loss: 5.6876 |
| 2025-06-01 14:48:11,896 - pyskl - INFO - Epoch [38][400/1027] lr: 2.136e-02, eta: 12:44:55, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5269, top5_acc: 0.8056, loss_cls: 5.5448, loss: 5.5448 |
| 2025-06-01 14:48:49,875 - pyskl - INFO - Epoch [38][500/1027] lr: 2.134e-02, eta: 12:44:10, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5281, top5_acc: 0.8025, loss_cls: 5.6230, loss: 5.6230 |
| 2025-06-01 14:49:27,888 - pyskl - INFO - Epoch [38][600/1027] lr: 2.132e-02, eta: 12:43:26, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5069, top5_acc: 0.8000, loss_cls: 5.6580, loss: 5.6580 |
| 2025-06-01 14:50:06,082 - pyskl - INFO - Epoch [38][700/1027] lr: 2.131e-02, eta: 12:42:42, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5238, top5_acc: 0.8094, loss_cls: 5.5703, loss: 5.5703 |
| 2025-06-01 14:50:44,427 - pyskl - INFO - Epoch [38][800/1027] lr: 2.129e-02, eta: 12:41:58, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5238, top5_acc: 0.8063, loss_cls: 5.6286, loss: 5.6286 |
| 2025-06-01 14:51:22,749 - pyskl - INFO - Epoch [38][900/1027] lr: 2.127e-02, eta: 12:41:14, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5075, top5_acc: 0.8106, loss_cls: 5.7333, loss: 5.7333 |
| 2025-06-01 14:52:01,074 - pyskl - INFO - Epoch [38][1000/1027] lr: 2.125e-02, eta: 12:40:31, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5200, top5_acc: 0.8056, loss_cls: 5.6324, loss: 5.6324 |
| 2025-06-01 14:52:12,187 - pyskl - INFO - Saving checkpoint at 38 epochs |
| 2025-06-01 14:52:49,363 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 14:52:49,436 - pyskl - INFO - |
| top1_acc 0.5754 |
| top5_acc 0.8750 |
| 2025-06-01 14:52:49,437 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 14:52:49,445 - pyskl - INFO - |
| mean_acc 0.5699 |
| 2025-06-01 14:52:49,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_32.pth was removed |
| 2025-06-01 14:52:51,141 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. |
| 2025-06-01 14:52:51,143 - pyskl - INFO - Best top1_acc is 0.5754 at 38 epoch. |
| 2025-06-01 14:52:51,145 - pyskl - INFO - Epoch(val) [38][413] top1_acc: 0.5754, top5_acc: 0.8750, mean_class_accuracy: 0.5699 |
| 2025-06-01 14:53:54,812 - pyskl - INFO - Epoch [39][100/1027] lr: 2.123e-02, eta: 12:40:19, time: 0.637, data_time: 0.252, memory: 7959, top1_acc: 0.5413, top5_acc: 0.8119, loss_cls: 5.6205, loss: 5.6205 |
| 2025-06-01 14:54:33,184 - pyskl - INFO - Epoch [39][200/1027] lr: 2.121e-02, eta: 12:39:36, time: 0.384, data_time: 0.001, memory: 7959, top1_acc: 0.5294, top5_acc: 0.8150, loss_cls: 5.4826, loss: 5.4826 |
| 2025-06-01 14:55:11,441 - pyskl - INFO - Epoch [39][300/1027] lr: 2.119e-02, eta: 12:38:52, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5288, top5_acc: 0.8169, loss_cls: 5.5304, loss: 5.5304 |
| 2025-06-01 14:55:49,561 - pyskl - INFO - Epoch [39][400/1027] lr: 2.117e-02, eta: 12:38:08, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5144, top5_acc: 0.8075, loss_cls: 5.5120, loss: 5.5120 |
| 2025-06-01 14:56:27,551 - pyskl - INFO - Epoch [39][500/1027] lr: 2.115e-02, eta: 12:37:23, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5269, top5_acc: 0.8119, loss_cls: 5.6325, loss: 5.6325 |
| 2025-06-01 14:57:05,711 - pyskl - INFO - Epoch [39][600/1027] lr: 2.114e-02, eta: 12:36:39, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5281, top5_acc: 0.8063, loss_cls: 5.5616, loss: 5.5616 |
| 2025-06-01 14:57:44,020 - pyskl - INFO - Epoch [39][700/1027] lr: 2.112e-02, eta: 12:35:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5150, top5_acc: 0.7919, loss_cls: 5.7012, loss: 5.7012 |
| 2025-06-01 14:58:22,451 - pyskl - INFO - Epoch [39][800/1027] lr: 2.110e-02, eta: 12:35:12, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.4881, top5_acc: 0.8087, loss_cls: 5.5943, loss: 5.5943 |
| 2025-06-01 14:59:00,654 - pyskl - INFO - Epoch [39][900/1027] lr: 2.108e-02, eta: 12:34:28, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5138, top5_acc: 0.7975, loss_cls: 5.6495, loss: 5.6495 |
| 2025-06-01 14:59:38,867 - pyskl - INFO - Epoch [39][1000/1027] lr: 2.106e-02, eta: 12:33:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5456, top5_acc: 0.8113, loss_cls: 5.5227, loss: 5.5227 |
| 2025-06-01 14:59:50,027 - pyskl - INFO - Saving checkpoint at 39 epochs |
| 2025-06-01 15:00:26,940 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 15:00:27,011 - pyskl - INFO - |
| top1_acc 0.6015 |
| top5_acc 0.8912 |
| 2025-06-01 15:00:27,011 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 15:00:27,018 - pyskl - INFO - |
| mean_acc 0.5925 |
| 2025-06-01 15:00:27,074 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_38.pth was removed |
| 2025-06-01 15:00:28,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. |
| 2025-06-01 15:00:28,648 - pyskl - INFO - Best top1_acc is 0.6015 at 39 epoch. |
| 2025-06-01 15:00:28,651 - pyskl - INFO - Epoch(val) [39][413] top1_acc: 0.6015, top5_acc: 0.8912, mean_class_accuracy: 0.5925 |
| 2025-06-01 15:01:30,902 - pyskl - INFO - Epoch [40][100/1027] lr: 2.104e-02, eta: 12:33:28, time: 0.622, data_time: 0.243, memory: 7959, top1_acc: 0.5625, top5_acc: 0.8313, loss_cls: 5.4248, loss: 5.4248 |
| 2025-06-01 15:02:08,635 - pyskl - INFO - Epoch [40][200/1027] lr: 2.102e-02, eta: 12:32:42, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5556, top5_acc: 0.8356, loss_cls: 5.3096, loss: 5.3096 |
| 2025-06-01 15:02:46,247 - pyskl - INFO - Epoch [40][300/1027] lr: 2.100e-02, eta: 12:31:57, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5425, top5_acc: 0.8119, loss_cls: 5.5835, loss: 5.5835 |
| 2025-06-01 15:03:23,694 - pyskl - INFO - Epoch [40][400/1027] lr: 2.098e-02, eta: 12:31:11, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.5350, top5_acc: 0.8081, loss_cls: 5.5282, loss: 5.5282 |
| 2025-06-01 15:04:01,309 - pyskl - INFO - Epoch [40][500/1027] lr: 2.096e-02, eta: 12:30:26, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5281, top5_acc: 0.8119, loss_cls: 5.5227, loss: 5.5227 |
| 2025-06-01 15:04:39,054 - pyskl - INFO - Epoch [40][600/1027] lr: 2.094e-02, eta: 12:29:40, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5131, top5_acc: 0.8081, loss_cls: 5.6153, loss: 5.6153 |
| 2025-06-01 15:05:16,638 - pyskl - INFO - Epoch [40][700/1027] lr: 2.093e-02, eta: 12:28:55, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5231, top5_acc: 0.8037, loss_cls: 5.5846, loss: 5.5846 |
| 2025-06-01 15:05:54,143 - pyskl - INFO - Epoch [40][800/1027] lr: 2.091e-02, eta: 12:28:09, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5194, top5_acc: 0.8044, loss_cls: 5.6347, loss: 5.6347 |
| 2025-06-01 15:06:31,653 - pyskl - INFO - Epoch [40][900/1027] lr: 2.089e-02, eta: 12:27:24, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5150, top5_acc: 0.8050, loss_cls: 5.6054, loss: 5.6054 |
| 2025-06-01 15:07:09,142 - pyskl - INFO - Epoch [40][1000/1027] lr: 2.087e-02, eta: 12:26:38, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5175, top5_acc: 0.8113, loss_cls: 5.6868, loss: 5.6868 |
| 2025-06-01 15:07:20,195 - pyskl - INFO - Saving checkpoint at 40 epochs |
| 2025-06-01 15:27:13,830 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 15:27:13,919 - pyskl - INFO - |
| top1_acc 0.5622 |
| top5_acc 0.8627 |
| 2025-06-01 15:27:13,920 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 15:27:13,929 - pyskl - INFO - |
| mean_acc 0.5615 |
| 2025-06-01 15:27:13,932 - pyskl - INFO - Epoch(val) [40][413] top1_acc: 0.5622, top5_acc: 0.8627, mean_class_accuracy: 0.5615 |
| 2025-06-01 15:28:17,606 - pyskl - INFO - Epoch [41][100/1027] lr: 2.085e-02, eta: 12:26:24, time: 0.637, data_time: 0.251, memory: 7959, top1_acc: 0.5494, top5_acc: 0.8113, loss_cls: 5.4049, loss: 5.4049 |
| 2025-06-01 15:28:55,717 - pyskl - INFO - Epoch [41][200/1027] lr: 2.083e-02, eta: 12:25:40, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5294, top5_acc: 0.8206, loss_cls: 5.5129, loss: 5.5129 |
| 2025-06-01 15:29:34,117 - pyskl - INFO - Epoch [41][300/1027] lr: 2.081e-02, eta: 12:24:57, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5281, top5_acc: 0.8075, loss_cls: 5.5491, loss: 5.5491 |
| 2025-06-01 15:30:12,681 - pyskl - INFO - Epoch [41][400/1027] lr: 2.079e-02, eta: 12:24:15, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5475, top5_acc: 0.8156, loss_cls: 5.4941, loss: 5.4941 |
| 2025-06-01 15:30:50,850 - pyskl - INFO - Epoch [41][500/1027] lr: 2.077e-02, eta: 12:23:31, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5244, top5_acc: 0.8231, loss_cls: 5.5650, loss: 5.5650 |
| 2025-06-01 15:31:29,052 - pyskl - INFO - Epoch [41][600/1027] lr: 2.075e-02, eta: 12:22:47, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5375, top5_acc: 0.8187, loss_cls: 5.4190, loss: 5.4190 |
| 2025-06-01 15:32:07,666 - pyskl - INFO - Epoch [41][700/1027] lr: 2.073e-02, eta: 12:22:05, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5312, top5_acc: 0.8200, loss_cls: 5.4791, loss: 5.4791 |
| 2025-06-01 15:32:46,175 - pyskl - INFO - Epoch [41][800/1027] lr: 2.071e-02, eta: 12:21:22, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5050, top5_acc: 0.7869, loss_cls: 5.7540, loss: 5.7540 |
| 2025-06-01 15:33:24,367 - pyskl - INFO - Epoch [41][900/1027] lr: 2.069e-02, eta: 12:20:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5463, top5_acc: 0.8037, loss_cls: 5.5444, loss: 5.5444 |
| 2025-06-01 15:34:02,558 - pyskl - INFO - Epoch [41][1000/1027] lr: 2.067e-02, eta: 12:19:55, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5162, top5_acc: 0.8056, loss_cls: 5.5110, loss: 5.5110 |
| 2025-06-01 15:34:13,905 - pyskl - INFO - Saving checkpoint at 41 epochs |
| 2025-06-01 15:34:50,831 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 15:34:50,903 - pyskl - INFO - |
| top1_acc 0.5836 |
| top5_acc 0.8813 |
| 2025-06-01 15:34:50,903 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 15:34:50,910 - pyskl - INFO - |
| mean_acc 0.5805 |
| 2025-06-01 15:34:50,911 - pyskl - INFO - Epoch(val) [41][413] top1_acc: 0.5836, top5_acc: 0.8813, mean_class_accuracy: 0.5805 |
| 2025-06-01 15:35:54,657 - pyskl - INFO - Epoch [42][100/1027] lr: 2.065e-02, eta: 12:19:40, time: 0.637, data_time: 0.252, memory: 7959, top1_acc: 0.5256, top5_acc: 0.8244, loss_cls: 5.5153, loss: 5.5153 |
| 2025-06-01 15:36:32,845 - pyskl - INFO - Epoch [42][200/1027] lr: 2.063e-02, eta: 12:18:56, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5319, top5_acc: 0.8031, loss_cls: 5.4820, loss: 5.4820 |
| 2025-06-01 15:37:11,307 - pyskl - INFO - Epoch [42][300/1027] lr: 2.061e-02, eta: 12:18:14, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5387, top5_acc: 0.8250, loss_cls: 5.4893, loss: 5.4893 |
| 2025-06-01 15:37:49,864 - pyskl - INFO - Epoch [42][400/1027] lr: 2.059e-02, eta: 12:17:31, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5419, top5_acc: 0.8225, loss_cls: 5.4692, loss: 5.4692 |
| 2025-06-01 15:38:27,980 - pyskl - INFO - Epoch [42][500/1027] lr: 2.057e-02, eta: 12:16:47, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5094, top5_acc: 0.8075, loss_cls: 5.6294, loss: 5.6294 |
| 2025-06-01 15:39:06,138 - pyskl - INFO - Epoch [42][600/1027] lr: 2.055e-02, eta: 12:16:04, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5350, top5_acc: 0.8269, loss_cls: 5.4245, loss: 5.4245 |
| 2025-06-01 15:39:44,560 - pyskl - INFO - Epoch [42][700/1027] lr: 2.053e-02, eta: 12:15:21, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5206, top5_acc: 0.8300, loss_cls: 5.4354, loss: 5.4354 |
| 2025-06-01 15:40:23,016 - pyskl - INFO - Epoch [42][800/1027] lr: 2.051e-02, eta: 12:14:38, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5537, top5_acc: 0.8025, loss_cls: 5.4643, loss: 5.4643 |
| 2025-06-01 15:41:01,070 - pyskl - INFO - Epoch [42][900/1027] lr: 2.049e-02, eta: 12:13:54, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5363, top5_acc: 0.8013, loss_cls: 5.5673, loss: 5.5673 |
| 2025-06-01 15:41:39,114 - pyskl - INFO - Epoch [42][1000/1027] lr: 2.047e-02, eta: 12:13:10, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5363, top5_acc: 0.8163, loss_cls: 5.5116, loss: 5.5116 |
| 2025-06-01 15:41:50,378 - pyskl - INFO - Saving checkpoint at 42 epochs |
| 2025-06-01 15:42:27,371 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 15:42:27,450 - pyskl - INFO - |
| top1_acc 0.5931 |
| top5_acc 0.8856 |
| 2025-06-01 15:42:27,450 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 15:42:27,462 - pyskl - INFO - |
| mean_acc 0.5897 |
| 2025-06-01 15:42:27,465 - pyskl - INFO - Epoch(val) [42][413] top1_acc: 0.5931, top5_acc: 0.8856, mean_class_accuracy: 0.5897 |
| 2025-06-01 15:43:32,691 - pyskl - INFO - Epoch [43][100/1027] lr: 2.045e-02, eta: 12:12:58, time: 0.652, data_time: 0.265, memory: 7959, top1_acc: 0.5587, top5_acc: 0.8250, loss_cls: 5.4259, loss: 5.4259 |
| 2025-06-01 15:44:11,436 - pyskl - INFO - Epoch [43][200/1027] lr: 2.043e-02, eta: 12:12:16, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5244, top5_acc: 0.8213, loss_cls: 5.4479, loss: 5.4479 |
| 2025-06-01 15:44:49,906 - pyskl - INFO - Epoch [43][300/1027] lr: 2.041e-02, eta: 12:11:33, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5456, top5_acc: 0.8369, loss_cls: 5.4255, loss: 5.4255 |
| 2025-06-01 15:45:28,395 - pyskl - INFO - Epoch [43][400/1027] lr: 2.039e-02, eta: 12:10:50, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5375, top5_acc: 0.8237, loss_cls: 5.4003, loss: 5.4003 |
| 2025-06-01 15:46:06,447 - pyskl - INFO - Epoch [43][500/1027] lr: 2.037e-02, eta: 12:10:07, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5212, top5_acc: 0.7969, loss_cls: 5.5966, loss: 5.5966 |
| 2025-06-01 15:46:44,561 - pyskl - INFO - Epoch [43][600/1027] lr: 2.035e-02, eta: 12:09:23, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5437, top5_acc: 0.8087, loss_cls: 5.4514, loss: 5.4514 |
| 2025-06-01 15:47:22,976 - pyskl - INFO - Epoch [43][700/1027] lr: 2.033e-02, eta: 12:08:40, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5325, top5_acc: 0.8056, loss_cls: 5.6190, loss: 5.6190 |
| 2025-06-01 15:48:01,370 - pyskl - INFO - Epoch [43][800/1027] lr: 2.031e-02, eta: 12:07:57, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5394, top5_acc: 0.8225, loss_cls: 5.6106, loss: 5.6106 |
| 2025-06-01 15:48:39,452 - pyskl - INFO - Epoch [43][900/1027] lr: 2.029e-02, eta: 12:07:14, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5344, top5_acc: 0.8131, loss_cls: 5.4788, loss: 5.4788 |
| 2025-06-01 15:49:17,545 - pyskl - INFO - Epoch [43][1000/1027] lr: 2.027e-02, eta: 12:06:30, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5344, top5_acc: 0.8181, loss_cls: 5.6361, loss: 5.6361 |
| 2025-06-01 15:49:28,779 - pyskl - INFO - Saving checkpoint at 43 epochs |
| 2025-06-01 15:50:06,327 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 15:50:06,415 - pyskl - INFO - |
| top1_acc 0.5708 |
| top5_acc 0.8757 |
| 2025-06-01 15:50:06,415 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 15:50:06,425 - pyskl - INFO - |
| mean_acc 0.5605 |
| 2025-06-01 15:50:06,428 - pyskl - INFO - Epoch(val) [43][413] top1_acc: 0.5708, top5_acc: 0.8757, mean_class_accuracy: 0.5605 |
| 2025-06-01 15:51:13,806 - pyskl - INFO - Epoch [44][100/1027] lr: 2.024e-02, eta: 12:06:22, time: 0.674, data_time: 0.286, memory: 7959, top1_acc: 0.5513, top5_acc: 0.8281, loss_cls: 5.3709, loss: 5.3709 |
| 2025-06-01 15:51:53,174 - pyskl - INFO - Epoch [44][200/1027] lr: 2.022e-02, eta: 12:05:41, time: 0.394, data_time: 0.000, memory: 7959, top1_acc: 0.5456, top5_acc: 0.8256, loss_cls: 5.5482, loss: 5.5482 |
| 2025-06-01 15:52:32,367 - pyskl - INFO - Epoch [44][300/1027] lr: 2.020e-02, eta: 12:05:00, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.5487, top5_acc: 0.8150, loss_cls: 5.4238, loss: 5.4238 |
| 2025-06-01 15:53:11,096 - pyskl - INFO - Epoch [44][400/1027] lr: 2.018e-02, eta: 12:04:18, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5525, top5_acc: 0.8113, loss_cls: 5.4255, loss: 5.4255 |
| 2025-06-01 15:53:49,356 - pyskl - INFO - Epoch [44][500/1027] lr: 2.016e-02, eta: 12:03:35, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5363, top5_acc: 0.8100, loss_cls: 5.5510, loss: 5.5510 |
| 2025-06-01 15:54:27,896 - pyskl - INFO - Epoch [44][600/1027] lr: 2.014e-02, eta: 12:02:53, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5475, top5_acc: 0.8106, loss_cls: 5.5242, loss: 5.5242 |
| 2025-06-01 15:55:06,776 - pyskl - INFO - Epoch [44][700/1027] lr: 2.012e-02, eta: 12:02:11, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.5294, top5_acc: 0.8244, loss_cls: 5.5032, loss: 5.5032 |
| 2025-06-01 15:55:45,196 - pyskl - INFO - Epoch [44][800/1027] lr: 2.010e-02, eta: 12:01:28, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5494, top5_acc: 0.8244, loss_cls: 5.3339, loss: 5.3339 |
| 2025-06-01 15:56:23,586 - pyskl - INFO - Epoch [44][900/1027] lr: 2.008e-02, eta: 12:00:45, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5331, top5_acc: 0.8175, loss_cls: 5.5276, loss: 5.5276 |
| 2025-06-01 15:57:01,894 - pyskl - INFO - Epoch [44][1000/1027] lr: 2.006e-02, eta: 12:00:03, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5606, top5_acc: 0.8275, loss_cls: 5.4922, loss: 5.4922 |
| 2025-06-01 15:57:13,052 - pyskl - INFO - Saving checkpoint at 44 epochs |
| 2025-06-01 15:57:50,260 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 15:57:50,329 - pyskl - INFO - |
| top1_acc 0.5646 |
| top5_acc 0.8759 |
| 2025-06-01 15:57:50,329 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 15:57:50,336 - pyskl - INFO - |
| mean_acc 0.5640 |
| 2025-06-01 15:57:50,337 - pyskl - INFO - Epoch(val) [44][413] top1_acc: 0.5646, top5_acc: 0.8759, mean_class_accuracy: 0.5640 |
| 2025-06-01 15:58:53,289 - pyskl - INFO - Epoch [45][100/1027] lr: 2.004e-02, eta: 11:59:42, time: 0.629, data_time: 0.248, memory: 7959, top1_acc: 0.5606, top5_acc: 0.8387, loss_cls: 5.3543, loss: 5.3543 |
| 2025-06-01 15:59:31,939 - pyskl - INFO - Epoch [45][200/1027] lr: 2.002e-02, eta: 11:59:00, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5663, top5_acc: 0.8375, loss_cls: 5.3073, loss: 5.3073 |
| 2025-06-01 16:00:10,005 - pyskl - INFO - Epoch [45][300/1027] lr: 2.000e-02, eta: 11:58:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5450, top5_acc: 0.8225, loss_cls: 5.4238, loss: 5.4238 |
| 2025-06-01 16:00:47,626 - pyskl - INFO - Epoch [45][400/1027] lr: 1.998e-02, eta: 11:57:32, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5550, top5_acc: 0.8244, loss_cls: 5.4127, loss: 5.4127 |
| 2025-06-01 16:01:25,220 - pyskl - INFO - Epoch [45][500/1027] lr: 1.996e-02, eta: 11:56:47, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5656, top5_acc: 0.8256, loss_cls: 5.3537, loss: 5.3537 |
| 2025-06-01 16:02:03,039 - pyskl - INFO - Epoch [45][600/1027] lr: 1.994e-02, eta: 11:56:03, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5244, top5_acc: 0.7975, loss_cls: 5.5326, loss: 5.5326 |
| 2025-06-01 16:02:40,849 - pyskl - INFO - Epoch [45][700/1027] lr: 1.991e-02, eta: 11:55:19, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5344, top5_acc: 0.8287, loss_cls: 5.3563, loss: 5.3563 |
| 2025-06-01 16:03:18,258 - pyskl - INFO - Epoch [45][800/1027] lr: 1.989e-02, eta: 11:54:34, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.5350, top5_acc: 0.8106, loss_cls: 5.5114, loss: 5.5114 |
| 2025-06-01 16:03:55,650 - pyskl - INFO - Epoch [45][900/1027] lr: 1.987e-02, eta: 11:53:49, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.5350, top5_acc: 0.8119, loss_cls: 5.4957, loss: 5.4957 |
| 2025-06-01 16:04:33,033 - pyskl - INFO - Epoch [45][1000/1027] lr: 1.985e-02, eta: 11:53:04, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.5294, top5_acc: 0.8113, loss_cls: 5.5489, loss: 5.5489 |
| 2025-06-01 16:04:44,030 - pyskl - INFO - Saving checkpoint at 45 epochs |
| 2025-06-01 16:24:52,077 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 16:24:52,148 - pyskl - INFO - |
| top1_acc 0.5942 |
| top5_acc 0.8866 |
| 2025-06-01 16:24:52,148 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 16:24:52,156 - pyskl - INFO - |
| mean_acc 0.5910 |
| 2025-06-01 16:24:52,158 - pyskl - INFO - Epoch(val) [45][413] top1_acc: 0.5942, top5_acc: 0.8866, mean_class_accuracy: 0.5910 |
| 2025-06-01 16:25:54,899 - pyskl - INFO - Epoch [46][100/1027] lr: 1.983e-02, eta: 11:52:42, time: 0.627, data_time: 0.247, memory: 7959, top1_acc: 0.5737, top5_acc: 0.8400, loss_cls: 5.2342, loss: 5.2342 |
| 2025-06-01 16:26:33,264 - pyskl - INFO - Epoch [46][200/1027] lr: 1.981e-02, eta: 11:51:59, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5681, top5_acc: 0.8319, loss_cls: 5.3160, loss: 5.3160 |
| 2025-06-01 16:27:11,918 - pyskl - INFO - Epoch [46][300/1027] lr: 1.979e-02, eta: 11:51:17, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5413, top5_acc: 0.8294, loss_cls: 5.4341, loss: 5.4341 |
| 2025-06-01 16:27:50,132 - pyskl - INFO - Epoch [46][400/1027] lr: 1.976e-02, eta: 11:50:34, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5238, top5_acc: 0.8019, loss_cls: 5.5803, loss: 5.5803 |
| 2025-06-01 16:28:28,676 - pyskl - INFO - Epoch [46][500/1027] lr: 1.974e-02, eta: 11:49:52, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5594, top5_acc: 0.8231, loss_cls: 5.3807, loss: 5.3807 |
| 2025-06-01 16:29:07,444 - pyskl - INFO - Epoch [46][600/1027] lr: 1.972e-02, eta: 11:49:10, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.5363, top5_acc: 0.8237, loss_cls: 5.3813, loss: 5.3813 |
| 2025-06-01 16:29:47,418 - pyskl - INFO - Epoch [46][700/1027] lr: 1.970e-02, eta: 11:48:31, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.5450, top5_acc: 0.8275, loss_cls: 5.4120, loss: 5.4120 |
| 2025-06-01 16:30:27,479 - pyskl - INFO - Epoch [46][800/1027] lr: 1.968e-02, eta: 11:47:52, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.5375, top5_acc: 0.8181, loss_cls: 5.5162, loss: 5.5162 |
| 2025-06-01 16:31:07,552 - pyskl - INFO - Epoch [46][900/1027] lr: 1.966e-02, eta: 11:47:14, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.5606, top5_acc: 0.8237, loss_cls: 5.3718, loss: 5.3718 |
| 2025-06-01 16:31:46,591 - pyskl - INFO - Epoch [46][1000/1027] lr: 1.964e-02, eta: 11:46:32, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.5281, top5_acc: 0.8113, loss_cls: 5.5088, loss: 5.5088 |
| 2025-06-01 16:31:57,761 - pyskl - INFO - Saving checkpoint at 46 epochs |
| 2025-06-01 16:32:35,167 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 16:32:35,239 - pyskl - INFO - |
| top1_acc 0.5795 |
| top5_acc 0.8765 |
| 2025-06-01 16:32:35,239 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 16:32:35,247 - pyskl - INFO - |
| mean_acc 0.5749 |
| 2025-06-01 16:32:35,249 - pyskl - INFO - Epoch(val) [46][413] top1_acc: 0.5795, top5_acc: 0.8765, mean_class_accuracy: 0.5749 |
| 2025-06-01 16:33:37,895 - pyskl - INFO - Epoch [47][100/1027] lr: 1.961e-02, eta: 11:46:10, time: 0.626, data_time: 0.246, memory: 7959, top1_acc: 0.5606, top5_acc: 0.8438, loss_cls: 5.2826, loss: 5.2826 |
| 2025-06-01 16:34:16,363 - pyskl - INFO - Epoch [47][200/1027] lr: 1.959e-02, eta: 11:45:27, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5700, top5_acc: 0.8325, loss_cls: 5.3077, loss: 5.3077 |
| 2025-06-01 16:34:55,212 - pyskl - INFO - Epoch [47][300/1027] lr: 1.957e-02, eta: 11:44:46, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.5481, top5_acc: 0.8244, loss_cls: 5.4567, loss: 5.4567 |
| 2025-06-01 16:35:33,316 - pyskl - INFO - Epoch [47][400/1027] lr: 1.955e-02, eta: 11:44:02, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5494, top5_acc: 0.8131, loss_cls: 5.4809, loss: 5.4809 |
| 2025-06-01 16:36:11,718 - pyskl - INFO - Epoch [47][500/1027] lr: 1.953e-02, eta: 11:43:20, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5669, top5_acc: 0.8194, loss_cls: 5.2656, loss: 5.2656 |
| 2025-06-01 16:36:51,022 - pyskl - INFO - Epoch [47][600/1027] lr: 1.951e-02, eta: 11:42:39, time: 0.393, data_time: 0.000, memory: 7959, top1_acc: 0.5637, top5_acc: 0.8263, loss_cls: 5.2758, loss: 5.2758 |
| 2025-06-01 16:37:29,256 - pyskl - INFO - Epoch [47][700/1027] lr: 1.949e-02, eta: 11:41:56, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5494, top5_acc: 0.8313, loss_cls: 5.2715, loss: 5.2715 |
| 2025-06-01 16:38:07,456 - pyskl - INFO - Epoch [47][800/1027] lr: 1.947e-02, eta: 11:41:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5463, top5_acc: 0.8237, loss_cls: 5.3930, loss: 5.3930 |
| 2025-06-01 16:38:45,575 - pyskl - INFO - Epoch [47][900/1027] lr: 1.944e-02, eta: 11:40:30, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5419, top5_acc: 0.8313, loss_cls: 5.5117, loss: 5.5117 |
| 2025-06-01 16:39:24,120 - pyskl - INFO - Epoch [47][1000/1027] lr: 1.942e-02, eta: 11:39:48, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5500, top5_acc: 0.8275, loss_cls: 5.4153, loss: 5.4153 |
| 2025-06-01 16:39:35,195 - pyskl - INFO - Saving checkpoint at 47 epochs |
| 2025-06-01 16:40:12,787 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 16:40:12,859 - pyskl - INFO - |
| top1_acc 0.5974 |
| top5_acc 0.8918 |
| 2025-06-01 16:40:12,859 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 16:40:12,867 - pyskl - INFO - |
| mean_acc 0.5926 |
| 2025-06-01 16:40:12,869 - pyskl - INFO - Epoch(val) [47][413] top1_acc: 0.5974, top5_acc: 0.8918, mean_class_accuracy: 0.5926 |
| 2025-06-01 16:41:15,615 - pyskl - INFO - Epoch [48][100/1027] lr: 1.940e-02, eta: 11:39:24, time: 0.627, data_time: 0.245, memory: 7959, top1_acc: 0.5769, top5_acc: 0.8431, loss_cls: 5.1957, loss: 5.1957 |
| 2025-06-01 16:41:54,335 - pyskl - INFO - Epoch [48][200/1027] lr: 1.938e-02, eta: 11:38:43, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5775, top5_acc: 0.8419, loss_cls: 5.3784, loss: 5.3784 |
| 2025-06-01 16:42:33,692 - pyskl - INFO - Epoch [48][300/1027] lr: 1.935e-02, eta: 11:38:02, time: 0.394, data_time: 0.000, memory: 7959, top1_acc: 0.5806, top5_acc: 0.8319, loss_cls: 5.2657, loss: 5.2657 |
| 2025-06-01 16:43:12,087 - pyskl - INFO - Epoch [48][400/1027] lr: 1.933e-02, eta: 11:37:20, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5700, top5_acc: 0.8263, loss_cls: 5.4049, loss: 5.4049 |
| 2025-06-01 16:43:50,498 - pyskl - INFO - Epoch [48][500/1027] lr: 1.931e-02, eta: 11:36:37, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5369, top5_acc: 0.8225, loss_cls: 5.4040, loss: 5.4040 |
| 2025-06-01 16:44:29,481 - pyskl - INFO - Epoch [48][600/1027] lr: 1.929e-02, eta: 11:35:56, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.5406, top5_acc: 0.8406, loss_cls: 5.3970, loss: 5.3970 |
| 2025-06-01 16:45:07,748 - pyskl - INFO - Epoch [48][700/1027] lr: 1.927e-02, eta: 11:35:13, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5363, top5_acc: 0.8087, loss_cls: 5.5520, loss: 5.5520 |
| 2025-06-01 16:45:45,887 - pyskl - INFO - Epoch [48][800/1027] lr: 1.925e-02, eta: 11:34:30, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5513, top5_acc: 0.8387, loss_cls: 5.3479, loss: 5.3479 |
| 2025-06-01 16:46:23,988 - pyskl - INFO - Epoch [48][900/1027] lr: 1.923e-02, eta: 11:33:47, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5681, top5_acc: 0.8269, loss_cls: 5.2869, loss: 5.2869 |
| 2025-06-01 16:47:02,336 - pyskl - INFO - Epoch [48][1000/1027] lr: 1.920e-02, eta: 11:33:04, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5519, top5_acc: 0.8125, loss_cls: 5.5488, loss: 5.5488 |
| 2025-06-01 16:47:13,457 - pyskl - INFO - Saving checkpoint at 48 epochs |
| 2025-06-01 16:47:50,680 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 16:47:50,750 - pyskl - INFO - |
| top1_acc 0.5913 |
| top5_acc 0.8836 |
| 2025-06-01 16:47:50,750 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 16:47:50,757 - pyskl - INFO - |
| mean_acc 0.5911 |
| 2025-06-01 16:47:50,758 - pyskl - INFO - Epoch(val) [48][413] top1_acc: 0.5913, top5_acc: 0.8836, mean_class_accuracy: 0.5911 |
| 2025-06-01 16:48:54,010 - pyskl - INFO - Epoch [49][100/1027] lr: 1.918e-02, eta: 11:32:41, time: 0.632, data_time: 0.250, memory: 7959, top1_acc: 0.5675, top5_acc: 0.8269, loss_cls: 5.3126, loss: 5.3126 |
| 2025-06-01 16:49:32,404 - pyskl - INFO - Epoch [49][200/1027] lr: 1.915e-02, eta: 11:31:59, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5763, top5_acc: 0.8369, loss_cls: 5.2073, loss: 5.2073 |
| 2025-06-01 16:50:10,699 - pyskl - INFO - Epoch [49][300/1027] lr: 1.913e-02, eta: 11:31:16, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5531, top5_acc: 0.8269, loss_cls: 5.3576, loss: 5.3576 |
| 2025-06-01 16:50:48,753 - pyskl - INFO - Epoch [49][400/1027] lr: 1.911e-02, eta: 11:30:33, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5725, top5_acc: 0.8306, loss_cls: 5.2491, loss: 5.2491 |
| 2025-06-01 16:51:26,985 - pyskl - INFO - Epoch [49][500/1027] lr: 1.909e-02, eta: 11:29:50, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5600, top5_acc: 0.8287, loss_cls: 5.3326, loss: 5.3326 |
| 2025-06-01 16:52:05,744 - pyskl - INFO - Epoch [49][600/1027] lr: 1.907e-02, eta: 11:29:08, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.5663, top5_acc: 0.8313, loss_cls: 5.2888, loss: 5.2888 |
| 2025-06-01 16:52:43,912 - pyskl - INFO - Epoch [49][700/1027] lr: 1.905e-02, eta: 11:28:25, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5400, top5_acc: 0.8306, loss_cls: 5.3953, loss: 5.3953 |
| 2025-06-01 16:53:21,951 - pyskl - INFO - Epoch [49][800/1027] lr: 1.902e-02, eta: 11:27:42, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5500, top5_acc: 0.8269, loss_cls: 5.4163, loss: 5.4163 |
| 2025-06-01 16:53:59,983 - pyskl - INFO - Epoch [49][900/1027] lr: 1.900e-02, eta: 11:26:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5575, top5_acc: 0.8263, loss_cls: 5.3220, loss: 5.3220 |
| 2025-06-01 16:54:38,512 - pyskl - INFO - Epoch [49][1000/1027] lr: 1.898e-02, eta: 11:26:17, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5713, top5_acc: 0.8419, loss_cls: 5.3330, loss: 5.3330 |
| 2025-06-01 16:54:49,543 - pyskl - INFO - Saving checkpoint at 49 epochs |
| 2025-06-01 16:55:25,848 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 16:55:25,917 - pyskl - INFO - |
| top1_acc 0.5968 |
| top5_acc 0.8920 |
| 2025-06-01 16:55:25,918 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 16:55:25,925 - pyskl - INFO - |
| mean_acc 0.5964 |
| 2025-06-01 16:55:25,926 - pyskl - INFO - Epoch(val) [49][413] top1_acc: 0.5968, top5_acc: 0.8920, mean_class_accuracy: 0.5964 |
| 2025-06-01 16:56:28,222 - pyskl - INFO - Epoch [50][100/1027] lr: 1.895e-02, eta: 11:25:51, time: 0.623, data_time: 0.242, memory: 7959, top1_acc: 0.5781, top5_acc: 0.8369, loss_cls: 5.1707, loss: 5.1707 |
| 2025-06-01 16:57:06,063 - pyskl - INFO - Epoch [50][200/1027] lr: 1.893e-02, eta: 11:25:08, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5875, top5_acc: 0.8438, loss_cls: 5.2793, loss: 5.2793 |
| 2025-06-01 16:57:43,234 - pyskl - INFO - Epoch [50][300/1027] lr: 1.891e-02, eta: 11:24:23, time: 0.372, data_time: 0.000, memory: 7959, top1_acc: 0.5625, top5_acc: 0.8200, loss_cls: 5.2982, loss: 5.2982 |
| 2025-06-01 16:58:20,406 - pyskl - INFO - Epoch [50][400/1027] lr: 1.889e-02, eta: 11:23:38, time: 0.372, data_time: 0.000, memory: 7959, top1_acc: 0.5569, top5_acc: 0.8381, loss_cls: 5.2823, loss: 5.2823 |
| 2025-06-01 16:58:58,947 - pyskl - INFO - Epoch [50][500/1027] lr: 1.887e-02, eta: 11:22:56, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5581, top5_acc: 0.8331, loss_cls: 5.3937, loss: 5.3937 |
| 2025-06-01 16:59:36,661 - pyskl - INFO - Epoch [50][600/1027] lr: 1.884e-02, eta: 11:22:12, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5531, top5_acc: 0.8250, loss_cls: 5.3438, loss: 5.3438 |
| 2025-06-01 17:00:14,163 - pyskl - INFO - Epoch [50][700/1027] lr: 1.882e-02, eta: 11:21:28, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5713, top5_acc: 0.8488, loss_cls: 5.2342, loss: 5.2342 |
| 2025-06-01 17:00:51,695 - pyskl - INFO - Epoch [50][800/1027] lr: 1.880e-02, eta: 11:20:44, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5250, top5_acc: 0.8119, loss_cls: 5.4760, loss: 5.4760 |
| 2025-06-01 17:01:29,198 - pyskl - INFO - Epoch [50][900/1027] lr: 1.878e-02, eta: 11:20:00, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5506, top5_acc: 0.8337, loss_cls: 5.2878, loss: 5.2878 |
| 2025-06-01 17:02:06,676 - pyskl - INFO - Epoch [50][1000/1027] lr: 1.876e-02, eta: 11:19:16, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5531, top5_acc: 0.8363, loss_cls: 5.3352, loss: 5.3352 |
| 2025-06-01 17:02:17,640 - pyskl - INFO - Saving checkpoint at 50 epochs |
| 2025-06-01 17:21:02,603 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 17:21:02,675 - pyskl - INFO - |
| top1_acc 0.5757 |
| top5_acc 0.8739 |
| 2025-06-01 17:21:02,676 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 17:21:02,683 - pyskl - INFO - |
| mean_acc 0.5809 |
| 2025-06-01 17:21:02,685 - pyskl - INFO - Epoch(val) [50][413] top1_acc: 0.5757, top5_acc: 0.8739, mean_class_accuracy: 0.5809 |
| 2025-06-01 17:22:06,293 - pyskl - INFO - Epoch [51][100/1027] lr: 1.873e-02, eta: 11:18:52, time: 0.636, data_time: 0.248, memory: 7959, top1_acc: 0.5819, top5_acc: 0.8431, loss_cls: 5.1882, loss: 5.1882 |
| 2025-06-01 17:22:44,649 - pyskl - INFO - Epoch [51][200/1027] lr: 1.871e-02, eta: 11:18:09, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5700, top5_acc: 0.8294, loss_cls: 5.3285, loss: 5.3285 |
| 2025-06-01 17:23:22,982 - pyskl - INFO - Epoch [51][300/1027] lr: 1.868e-02, eta: 11:17:27, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5825, top5_acc: 0.8475, loss_cls: 5.3071, loss: 5.3071 |
| 2025-06-01 17:24:01,159 - pyskl - INFO - Epoch [51][400/1027] lr: 1.866e-02, eta: 11:16:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5769, top5_acc: 0.8425, loss_cls: 5.2184, loss: 5.2184 |
| 2025-06-01 17:24:39,247 - pyskl - INFO - Epoch [51][500/1027] lr: 1.864e-02, eta: 11:16:01, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5631, top5_acc: 0.8206, loss_cls: 5.4112, loss: 5.4112 |
| 2025-06-01 17:25:17,773 - pyskl - INFO - Epoch [51][600/1027] lr: 1.862e-02, eta: 11:15:19, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5637, top5_acc: 0.8363, loss_cls: 5.2630, loss: 5.2630 |
| 2025-06-01 17:25:56,614 - pyskl - INFO - Epoch [51][700/1027] lr: 1.860e-02, eta: 11:14:38, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.5525, top5_acc: 0.8269, loss_cls: 5.2495, loss: 5.2495 |
| 2025-06-01 17:26:34,860 - pyskl - INFO - Epoch [51][800/1027] lr: 1.857e-02, eta: 11:13:56, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5600, top5_acc: 0.8319, loss_cls: 5.2286, loss: 5.2286 |
| 2025-06-01 17:27:13,437 - pyskl - INFO - Epoch [51][900/1027] lr: 1.855e-02, eta: 11:13:14, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5900, top5_acc: 0.8325, loss_cls: 5.2616, loss: 5.2616 |
| 2025-06-01 17:27:52,303 - pyskl - INFO - Epoch [51][1000/1027] lr: 1.853e-02, eta: 11:12:32, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.5425, top5_acc: 0.8256, loss_cls: 5.3981, loss: 5.3981 |
| 2025-06-01 17:28:03,496 - pyskl - INFO - Saving checkpoint at 51 epochs |
| 2025-06-01 17:28:40,122 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 17:28:40,197 - pyskl - INFO - |
| top1_acc 0.6058 |
| top5_acc 0.8935 |
| 2025-06-01 17:28:40,197 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 17:28:40,204 - pyskl - INFO - |
| mean_acc 0.6020 |
| 2025-06-01 17:28:40,271 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_39.pth was removed |
| 2025-06-01 17:28:41,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. |
| 2025-06-01 17:28:41,995 - pyskl - INFO - Best top1_acc is 0.6058 at 51 epoch. |
| 2025-06-01 17:28:41,997 - pyskl - INFO - Epoch(val) [51][413] top1_acc: 0.6058, top5_acc: 0.8935, mean_class_accuracy: 0.6020 |
| 2025-06-01 17:29:46,389 - pyskl - INFO - Epoch [52][100/1027] lr: 1.850e-02, eta: 11:12:09, time: 0.644, data_time: 0.255, memory: 7959, top1_acc: 0.5869, top5_acc: 0.8438, loss_cls: 5.2354, loss: 5.2354 |
| 2025-06-01 17:30:25,508 - pyskl - INFO - Epoch [52][200/1027] lr: 1.848e-02, eta: 11:11:28, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.5944, top5_acc: 0.8438, loss_cls: 5.1065, loss: 5.1065 |
| 2025-06-01 17:31:04,538 - pyskl - INFO - Epoch [52][300/1027] lr: 1.846e-02, eta: 11:10:47, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.5819, top5_acc: 0.8519, loss_cls: 5.1635, loss: 5.1635 |
| 2025-06-01 17:31:43,125 - pyskl - INFO - Epoch [52][400/1027] lr: 1.843e-02, eta: 11:10:05, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5700, top5_acc: 0.8456, loss_cls: 5.2927, loss: 5.2927 |
| 2025-06-01 17:32:21,493 - pyskl - INFO - Epoch [52][500/1027] lr: 1.841e-02, eta: 11:09:23, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5544, top5_acc: 0.8269, loss_cls: 5.3805, loss: 5.3805 |
| 2025-06-01 17:32:59,939 - pyskl - INFO - Epoch [52][600/1027] lr: 1.839e-02, eta: 11:08:41, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5644, top5_acc: 0.8369, loss_cls: 5.3451, loss: 5.3451 |
| 2025-06-01 17:33:38,284 - pyskl - INFO - Epoch [52][700/1027] lr: 1.837e-02, eta: 11:07:59, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5800, top5_acc: 0.8450, loss_cls: 5.2335, loss: 5.2335 |
| 2025-06-01 17:34:16,425 - pyskl - INFO - Epoch [52][800/1027] lr: 1.834e-02, eta: 11:07:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5725, top5_acc: 0.8375, loss_cls: 5.3145, loss: 5.3145 |
| 2025-06-01 17:34:54,995 - pyskl - INFO - Epoch [52][900/1027] lr: 1.832e-02, eta: 11:06:34, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5637, top5_acc: 0.8475, loss_cls: 5.1972, loss: 5.1972 |
| 2025-06-01 17:35:33,171 - pyskl - INFO - Epoch [52][1000/1027] lr: 1.830e-02, eta: 11:05:52, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5463, top5_acc: 0.8194, loss_cls: 5.3855, loss: 5.3855 |
| 2025-06-01 17:35:44,269 - pyskl - INFO - Saving checkpoint at 52 epochs |
| 2025-06-01 17:36:20,715 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 17:36:20,789 - pyskl - INFO - |
| top1_acc 0.6062 |
| top5_acc 0.8932 |
| 2025-06-01 17:36:20,789 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 17:36:20,798 - pyskl - INFO - |
| mean_acc 0.6042 |
| 2025-06-01 17:36:20,855 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_51.pth was removed |
| 2025-06-01 17:36:22,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. |
| 2025-06-01 17:36:22,490 - pyskl - INFO - Best top1_acc is 0.6062 at 52 epoch. |
| 2025-06-01 17:36:22,493 - pyskl - INFO - Epoch(val) [52][413] top1_acc: 0.6062, top5_acc: 0.8932, mean_class_accuracy: 0.6042 |
| 2025-06-01 17:37:26,096 - pyskl - INFO - Epoch [53][100/1027] lr: 1.827e-02, eta: 11:05:26, time: 0.636, data_time: 0.250, memory: 7959, top1_acc: 0.6056, top5_acc: 0.8406, loss_cls: 5.1311, loss: 5.1311 |
| 2025-06-01 17:38:04,592 - pyskl - INFO - Epoch [53][200/1027] lr: 1.825e-02, eta: 11:04:44, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5744, top5_acc: 0.8319, loss_cls: 5.3473, loss: 5.3473 |
| 2025-06-01 17:38:43,044 - pyskl - INFO - Epoch [53][300/1027] lr: 1.822e-02, eta: 11:04:02, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5781, top5_acc: 0.8488, loss_cls: 5.2068, loss: 5.2068 |
| 2025-06-01 17:39:21,723 - pyskl - INFO - Epoch [53][400/1027] lr: 1.820e-02, eta: 11:03:21, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.6012, top5_acc: 0.8488, loss_cls: 5.1158, loss: 5.1158 |
| 2025-06-01 17:39:59,916 - pyskl - INFO - Epoch [53][500/1027] lr: 1.818e-02, eta: 11:02:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5956, top5_acc: 0.8500, loss_cls: 5.1298, loss: 5.1298 |
| 2025-06-01 17:40:38,744 - pyskl - INFO - Epoch [53][600/1027] lr: 1.816e-02, eta: 11:01:57, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.5737, top5_acc: 0.8444, loss_cls: 5.3322, loss: 5.3322 |
| 2025-06-01 17:41:16,976 - pyskl - INFO - Epoch [53][700/1027] lr: 1.813e-02, eta: 11:01:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5831, top5_acc: 0.8431, loss_cls: 5.2175, loss: 5.2175 |
| 2025-06-01 17:41:55,057 - pyskl - INFO - Epoch [53][800/1027] lr: 1.811e-02, eta: 11:00:32, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5831, top5_acc: 0.8394, loss_cls: 5.2245, loss: 5.2245 |
| 2025-06-01 17:42:33,664 - pyskl - INFO - Epoch [53][900/1027] lr: 1.809e-02, eta: 10:59:50, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5700, top5_acc: 0.8319, loss_cls: 5.2456, loss: 5.2456 |
| 2025-06-01 17:43:12,069 - pyskl - INFO - Epoch [53][1000/1027] lr: 1.806e-02, eta: 10:59:08, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5375, top5_acc: 0.8181, loss_cls: 5.4932, loss: 5.4932 |
| 2025-06-01 17:43:23,141 - pyskl - INFO - Saving checkpoint at 53 epochs |
| 2025-06-01 17:43:59,822 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 17:43:59,900 - pyskl - INFO - |
| top1_acc 0.6021 |
| top5_acc 0.8851 |
| 2025-06-01 17:43:59,900 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 17:43:59,908 - pyskl - INFO - |
| mean_acc 0.6013 |
| 2025-06-01 17:43:59,910 - pyskl - INFO - Epoch(val) [53][413] top1_acc: 0.6021, top5_acc: 0.8851, mean_class_accuracy: 0.6013 |
| 2025-06-01 17:45:03,909 - pyskl - INFO - Epoch [54][100/1027] lr: 1.804e-02, eta: 10:58:42, time: 0.640, data_time: 0.247, memory: 7959, top1_acc: 0.6200, top5_acc: 0.8556, loss_cls: 5.0271, loss: 5.0271 |
| 2025-06-01 17:45:42,899 - pyskl - INFO - Epoch [54][200/1027] lr: 1.801e-02, eta: 10:58:01, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.5819, top5_acc: 0.8431, loss_cls: 5.1993, loss: 5.1993 |
| 2025-06-01 17:46:21,254 - pyskl - INFO - Epoch [54][300/1027] lr: 1.799e-02, eta: 10:57:19, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5962, top5_acc: 0.8306, loss_cls: 5.2388, loss: 5.2388 |
| 2025-06-01 17:46:59,638 - pyskl - INFO - Epoch [54][400/1027] lr: 1.797e-02, eta: 10:56:37, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5894, top5_acc: 0.8381, loss_cls: 5.2830, loss: 5.2830 |
| 2025-06-01 17:47:37,935 - pyskl - INFO - Epoch [54][500/1027] lr: 1.794e-02, eta: 10:55:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5581, top5_acc: 0.8325, loss_cls: 5.3950, loss: 5.3950 |
| 2025-06-01 17:48:16,415 - pyskl - INFO - Epoch [54][600/1027] lr: 1.792e-02, eta: 10:55:13, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5513, top5_acc: 0.8400, loss_cls: 5.2840, loss: 5.2840 |
| 2025-06-01 17:48:54,690 - pyskl - INFO - Epoch [54][700/1027] lr: 1.790e-02, eta: 10:54:31, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5844, top5_acc: 0.8344, loss_cls: 5.1884, loss: 5.1884 |
| 2025-06-01 17:49:32,887 - pyskl - INFO - Epoch [54][800/1027] lr: 1.787e-02, eta: 10:53:48, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5663, top5_acc: 0.8425, loss_cls: 5.2922, loss: 5.2922 |
| 2025-06-01 17:50:11,854 - pyskl - INFO - Epoch [54][900/1027] lr: 1.785e-02, eta: 10:53:07, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.5831, top5_acc: 0.8363, loss_cls: 5.1923, loss: 5.1923 |
| 2025-06-01 17:50:50,611 - pyskl - INFO - Epoch [54][1000/1027] lr: 1.783e-02, eta: 10:52:26, time: 0.388, data_time: 0.001, memory: 7959, top1_acc: 0.5569, top5_acc: 0.8256, loss_cls: 5.2437, loss: 5.2437 |
| 2025-06-01 17:51:01,802 - pyskl - INFO - Saving checkpoint at 54 epochs |
| 2025-06-01 17:51:38,415 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 17:51:38,486 - pyskl - INFO - |
| top1_acc 0.6112 |
| top5_acc 0.8879 |
| 2025-06-01 17:51:38,486 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 17:51:38,495 - pyskl - INFO - |
| mean_acc 0.6132 |
| 2025-06-01 17:51:38,552 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_52.pth was removed |
| 2025-06-01 17:51:40,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. |
| 2025-06-01 17:51:40,178 - pyskl - INFO - Best top1_acc is 0.6112 at 54 epoch. |
| 2025-06-01 17:51:40,181 - pyskl - INFO - Epoch(val) [54][413] top1_acc: 0.6112, top5_acc: 0.8879, mean_class_accuracy: 0.6132 |
| 2025-06-01 17:52:43,360 - pyskl - INFO - Epoch [55][100/1027] lr: 1.780e-02, eta: 10:51:58, time: 0.632, data_time: 0.248, memory: 7959, top1_acc: 0.6200, top5_acc: 0.8788, loss_cls: 4.8846, loss: 4.8846 |
| 2025-06-01 17:53:21,485 - pyskl - INFO - Epoch [55][200/1027] lr: 1.778e-02, eta: 10:51:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5725, top5_acc: 0.8400, loss_cls: 5.3176, loss: 5.3176 |
| 2025-06-01 17:53:59,587 - pyskl - INFO - Epoch [55][300/1027] lr: 1.775e-02, eta: 10:50:33, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5713, top5_acc: 0.8556, loss_cls: 5.1399, loss: 5.1399 |
| 2025-06-01 17:54:37,409 - pyskl - INFO - Epoch [55][400/1027] lr: 1.773e-02, eta: 10:49:50, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5775, top5_acc: 0.8313, loss_cls: 5.1952, loss: 5.1952 |
| 2025-06-01 17:55:15,999 - pyskl - INFO - Epoch [55][500/1027] lr: 1.771e-02, eta: 10:49:08, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5713, top5_acc: 0.8344, loss_cls: 5.1209, loss: 5.1209 |
| 2025-06-01 17:55:53,828 - pyskl - INFO - Epoch [55][600/1027] lr: 1.768e-02, eta: 10:48:25, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5637, top5_acc: 0.8394, loss_cls: 5.3111, loss: 5.3111 |
| 2025-06-01 17:56:31,543 - pyskl - INFO - Epoch [55][700/1027] lr: 1.766e-02, eta: 10:47:42, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.5725, top5_acc: 0.8344, loss_cls: 5.3002, loss: 5.3002 |
| 2025-06-01 17:57:09,300 - pyskl - INFO - Epoch [55][800/1027] lr: 1.764e-02, eta: 10:46:59, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5900, top5_acc: 0.8406, loss_cls: 5.1394, loss: 5.1394 |
| 2025-06-01 17:57:47,125 - pyskl - INFO - Epoch [55][900/1027] lr: 1.761e-02, eta: 10:46:16, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5594, top5_acc: 0.8350, loss_cls: 5.3615, loss: 5.3615 |
| 2025-06-01 17:58:24,603 - pyskl - INFO - Epoch [55][1000/1027] lr: 1.759e-02, eta: 10:45:33, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.5694, top5_acc: 0.8325, loss_cls: 5.2947, loss: 5.2947 |
| 2025-06-01 17:58:35,671 - pyskl - INFO - Saving checkpoint at 55 epochs |
| 2025-06-01 18:18:55,236 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 18:18:55,311 - pyskl - INFO - |
| top1_acc 0.6263 |
| top5_acc 0.8944 |
| 2025-06-01 18:18:55,311 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 18:18:55,319 - pyskl - INFO - |
| mean_acc 0.6283 |
| 2025-06-01 18:18:55,378 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_54.pth was removed |
| 2025-06-01 18:18:57,070 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. |
| 2025-06-01 18:18:57,071 - pyskl - INFO - Best top1_acc is 0.6263 at 55 epoch. |
| 2025-06-01 18:18:57,075 - pyskl - INFO - Epoch(val) [55][413] top1_acc: 0.6263, top5_acc: 0.8944, mean_class_accuracy: 0.6283 |
| 2025-06-01 18:20:01,660 - pyskl - INFO - Epoch [56][100/1027] lr: 1.756e-02, eta: 10:45:07, time: 0.646, data_time: 0.259, memory: 7959, top1_acc: 0.6094, top5_acc: 0.8606, loss_cls: 5.0554, loss: 5.0554 |
| 2025-06-01 18:20:39,949 - pyskl - INFO - Epoch [56][200/1027] lr: 1.754e-02, eta: 10:44:24, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5875, top5_acc: 0.8594, loss_cls: 5.1830, loss: 5.1830 |
| 2025-06-01 18:21:18,102 - pyskl - INFO - Epoch [56][300/1027] lr: 1.751e-02, eta: 10:43:42, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5763, top5_acc: 0.8400, loss_cls: 5.1958, loss: 5.1958 |
| 2025-06-01 18:21:56,775 - pyskl - INFO - Epoch [56][400/1027] lr: 1.749e-02, eta: 10:43:01, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5825, top5_acc: 0.8456, loss_cls: 5.2344, loss: 5.2344 |
| 2025-06-01 18:22:35,245 - pyskl - INFO - Epoch [56][500/1027] lr: 1.747e-02, eta: 10:42:19, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5600, top5_acc: 0.8363, loss_cls: 5.1735, loss: 5.1735 |
| 2025-06-01 18:23:13,563 - pyskl - INFO - Epoch [56][600/1027] lr: 1.744e-02, eta: 10:41:37, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5706, top5_acc: 0.8337, loss_cls: 5.2016, loss: 5.2016 |
| 2025-06-01 18:23:51,804 - pyskl - INFO - Epoch [56][700/1027] lr: 1.742e-02, eta: 10:40:55, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5775, top5_acc: 0.8363, loss_cls: 5.2005, loss: 5.2005 |
| 2025-06-01 18:24:30,591 - pyskl - INFO - Epoch [56][800/1027] lr: 1.740e-02, eta: 10:40:13, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.5831, top5_acc: 0.8444, loss_cls: 5.1455, loss: 5.1455 |
| 2025-06-01 18:25:09,109 - pyskl - INFO - Epoch [56][900/1027] lr: 1.737e-02, eta: 10:39:32, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6038, top5_acc: 0.8475, loss_cls: 5.1313, loss: 5.1313 |
| 2025-06-01 18:25:47,300 - pyskl - INFO - Epoch [56][1000/1027] lr: 1.735e-02, eta: 10:38:49, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5938, top5_acc: 0.8488, loss_cls: 5.1588, loss: 5.1588 |
| 2025-06-01 18:25:58,435 - pyskl - INFO - Saving checkpoint at 56 epochs |
| 2025-06-01 18:26:35,229 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 18:26:35,301 - pyskl - INFO - |
| top1_acc 0.6089 |
| top5_acc 0.8933 |
| 2025-06-01 18:26:35,301 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 18:26:35,309 - pyskl - INFO - |
| mean_acc 0.6062 |
| 2025-06-01 18:26:35,311 - pyskl - INFO - Epoch(val) [56][413] top1_acc: 0.6089, top5_acc: 0.8933, mean_class_accuracy: 0.6062 |
| 2025-06-01 18:27:39,360 - pyskl - INFO - Epoch [57][100/1027] lr: 1.732e-02, eta: 10:38:22, time: 0.640, data_time: 0.253, memory: 7959, top1_acc: 0.6125, top5_acc: 0.8525, loss_cls: 5.0197, loss: 5.0197 |
| 2025-06-01 18:28:17,826 - pyskl - INFO - Epoch [57][200/1027] lr: 1.730e-02, eta: 10:37:40, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5775, top5_acc: 0.8363, loss_cls: 5.3006, loss: 5.3006 |
| 2025-06-01 18:28:56,096 - pyskl - INFO - Epoch [57][300/1027] lr: 1.727e-02, eta: 10:36:58, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5794, top5_acc: 0.8287, loss_cls: 5.3055, loss: 5.3055 |
| 2025-06-01 18:29:34,499 - pyskl - INFO - Epoch [57][400/1027] lr: 1.725e-02, eta: 10:36:16, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5900, top5_acc: 0.8569, loss_cls: 5.1039, loss: 5.1039 |
| 2025-06-01 18:30:13,572 - pyskl - INFO - Epoch [57][500/1027] lr: 1.723e-02, eta: 10:35:35, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.5938, top5_acc: 0.8506, loss_cls: 5.1910, loss: 5.1910 |
| 2025-06-01 18:30:51,819 - pyskl - INFO - Epoch [57][600/1027] lr: 1.720e-02, eta: 10:34:53, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5962, top5_acc: 0.8575, loss_cls: 5.0201, loss: 5.0201 |
| 2025-06-01 18:31:29,899 - pyskl - INFO - Epoch [57][700/1027] lr: 1.718e-02, eta: 10:34:11, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5813, top5_acc: 0.8413, loss_cls: 5.2239, loss: 5.2239 |
| 2025-06-01 18:32:08,111 - pyskl - INFO - Epoch [57][800/1027] lr: 1.716e-02, eta: 10:33:29, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5813, top5_acc: 0.8600, loss_cls: 5.0853, loss: 5.0853 |
| 2025-06-01 18:32:46,629 - pyskl - INFO - Epoch [57][900/1027] lr: 1.713e-02, eta: 10:32:47, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6069, top5_acc: 0.8413, loss_cls: 5.1117, loss: 5.1117 |
| 2025-06-01 18:33:25,266 - pyskl - INFO - Epoch [57][1000/1027] lr: 1.711e-02, eta: 10:32:05, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5713, top5_acc: 0.8363, loss_cls: 5.1361, loss: 5.1361 |
| 2025-06-01 18:33:36,523 - pyskl - INFO - Saving checkpoint at 57 epochs |
| 2025-06-01 18:34:14,720 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 18:34:14,795 - pyskl - INFO - |
| top1_acc 0.6078 |
| top5_acc 0.8903 |
| 2025-06-01 18:34:14,796 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 18:34:14,804 - pyskl - INFO - |
| mean_acc 0.6108 |
| 2025-06-01 18:34:14,806 - pyskl - INFO - Epoch(val) [57][413] top1_acc: 0.6078, top5_acc: 0.8903, mean_class_accuracy: 0.6108 |
| 2025-06-01 18:35:20,921 - pyskl - INFO - Epoch [58][100/1027] lr: 1.708e-02, eta: 10:31:41, time: 0.661, data_time: 0.272, memory: 7959, top1_acc: 0.5950, top5_acc: 0.8506, loss_cls: 5.1600, loss: 5.1600 |
| 2025-06-01 18:35:59,572 - pyskl - INFO - Epoch [58][200/1027] lr: 1.705e-02, eta: 10:30:59, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.6088, top5_acc: 0.8519, loss_cls: 4.9844, loss: 4.9844 |
| 2025-06-01 18:36:38,075 - pyskl - INFO - Epoch [58][300/1027] lr: 1.703e-02, eta: 10:30:17, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5713, top5_acc: 0.8413, loss_cls: 5.2369, loss: 5.2369 |
| 2025-06-01 18:37:16,604 - pyskl - INFO - Epoch [58][400/1027] lr: 1.701e-02, eta: 10:29:36, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5981, top5_acc: 0.8650, loss_cls: 4.9981, loss: 4.9981 |
| 2025-06-01 18:37:55,109 - pyskl - INFO - Epoch [58][500/1027] lr: 1.698e-02, eta: 10:28:54, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5938, top5_acc: 0.8469, loss_cls: 5.0333, loss: 5.0333 |
| 2025-06-01 18:38:33,395 - pyskl - INFO - Epoch [58][600/1027] lr: 1.696e-02, eta: 10:28:12, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5950, top5_acc: 0.8556, loss_cls: 5.0074, loss: 5.0074 |
| 2025-06-01 18:39:11,785 - pyskl - INFO - Epoch [58][700/1027] lr: 1.694e-02, eta: 10:27:30, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5863, top5_acc: 0.8456, loss_cls: 5.1637, loss: 5.1637 |
| 2025-06-01 18:39:50,302 - pyskl - INFO - Epoch [58][800/1027] lr: 1.691e-02, eta: 10:26:49, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5925, top5_acc: 0.8387, loss_cls: 5.2100, loss: 5.2100 |
| 2025-06-01 18:40:29,013 - pyskl - INFO - Epoch [58][900/1027] lr: 1.689e-02, eta: 10:26:07, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5869, top5_acc: 0.8438, loss_cls: 5.1090, loss: 5.1090 |
| 2025-06-01 18:41:07,532 - pyskl - INFO - Epoch [58][1000/1027] lr: 1.686e-02, eta: 10:25:26, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6000, top5_acc: 0.8556, loss_cls: 5.1339, loss: 5.1339 |
| 2025-06-01 18:41:18,740 - pyskl - INFO - Saving checkpoint at 58 epochs |
| 2025-06-01 18:41:55,949 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 18:41:56,021 - pyskl - INFO - |
| top1_acc 0.6149 |
| top5_acc 0.8903 |
| 2025-06-01 18:41:56,021 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 18:41:56,029 - pyskl - INFO - |
| mean_acc 0.6161 |
| 2025-06-01 18:41:56,031 - pyskl - INFO - Epoch(val) [58][413] top1_acc: 0.6149, top5_acc: 0.8903, mean_class_accuracy: 0.6161 |
| 2025-06-01 18:43:01,824 - pyskl - INFO - Epoch [59][100/1027] lr: 1.683e-02, eta: 10:25:00, time: 0.658, data_time: 0.268, memory: 7959, top1_acc: 0.6075, top5_acc: 0.8638, loss_cls: 5.0622, loss: 5.0622 |
| 2025-06-01 18:43:40,354 - pyskl - INFO - Epoch [59][200/1027] lr: 1.681e-02, eta: 10:24:18, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6131, top5_acc: 0.8550, loss_cls: 5.0811, loss: 5.0811 |
| 2025-06-01 18:44:18,845 - pyskl - INFO - Epoch [59][300/1027] lr: 1.679e-02, eta: 10:23:36, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5894, top5_acc: 0.8531, loss_cls: 5.1496, loss: 5.1496 |
| 2025-06-01 18:44:57,421 - pyskl - INFO - Epoch [59][400/1027] lr: 1.676e-02, eta: 10:22:55, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.6100, top5_acc: 0.8556, loss_cls: 5.0786, loss: 5.0786 |
| 2025-06-01 18:45:35,871 - pyskl - INFO - Epoch [59][500/1027] lr: 1.674e-02, eta: 10:22:13, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5837, top5_acc: 0.8631, loss_cls: 5.0272, loss: 5.0272 |
| 2025-06-01 18:46:14,189 - pyskl - INFO - Epoch [59][600/1027] lr: 1.671e-02, eta: 10:21:31, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5900, top5_acc: 0.8494, loss_cls: 5.1500, loss: 5.1500 |
| 2025-06-01 18:46:52,570 - pyskl - INFO - Epoch [59][700/1027] lr: 1.669e-02, eta: 10:20:49, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.5781, top5_acc: 0.8331, loss_cls: 5.2115, loss: 5.2115 |
| 2025-06-01 18:47:31,105 - pyskl - INFO - Epoch [59][800/1027] lr: 1.667e-02, eta: 10:20:08, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5919, top5_acc: 0.8462, loss_cls: 5.1485, loss: 5.1485 |
| 2025-06-01 18:48:09,723 - pyskl - INFO - Epoch [59][900/1027] lr: 1.664e-02, eta: 10:19:26, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.5869, top5_acc: 0.8438, loss_cls: 5.0748, loss: 5.0748 |
| 2025-06-01 18:48:48,416 - pyskl - INFO - Epoch [59][1000/1027] lr: 1.662e-02, eta: 10:18:45, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.5837, top5_acc: 0.8306, loss_cls: 5.1013, loss: 5.1013 |
| 2025-06-01 18:48:59,549 - pyskl - INFO - Saving checkpoint at 59 epochs |
| 2025-06-01 18:49:37,292 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 18:49:37,369 - pyskl - INFO - |
| top1_acc 0.6146 |
| top5_acc 0.8974 |
| 2025-06-01 18:49:37,369 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 18:49:37,377 - pyskl - INFO - |
| mean_acc 0.6125 |
| 2025-06-01 18:49:37,379 - pyskl - INFO - Epoch(val) [59][413] top1_acc: 0.6146, top5_acc: 0.8974, mean_class_accuracy: 0.6125 |
| 2025-06-01 18:50:40,810 - pyskl - INFO - Epoch [60][100/1027] lr: 1.659e-02, eta: 10:18:15, time: 0.634, data_time: 0.250, memory: 7959, top1_acc: 0.6194, top5_acc: 0.8669, loss_cls: 4.9479, loss: 4.9479 |
| 2025-06-01 18:51:18,855 - pyskl - INFO - Epoch [60][200/1027] lr: 1.656e-02, eta: 10:17:32, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6038, top5_acc: 0.8594, loss_cls: 5.0028, loss: 5.0028 |
| 2025-06-01 18:51:56,874 - pyskl - INFO - Epoch [60][300/1027] lr: 1.654e-02, eta: 10:16:50, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6094, top5_acc: 0.8669, loss_cls: 5.0266, loss: 5.0266 |
| 2025-06-01 18:52:34,589 - pyskl - INFO - Epoch [60][400/1027] lr: 1.651e-02, eta: 10:16:07, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.6012, top5_acc: 0.8512, loss_cls: 5.0116, loss: 5.0116 |
| 2025-06-01 18:53:11,918 - pyskl - INFO - Epoch [60][500/1027] lr: 1.649e-02, eta: 10:15:24, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.5969, top5_acc: 0.8369, loss_cls: 5.1377, loss: 5.1377 |
| 2025-06-01 18:53:49,255 - pyskl - INFO - Epoch [60][600/1027] lr: 1.647e-02, eta: 10:14:40, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.5844, top5_acc: 0.8494, loss_cls: 5.1842, loss: 5.1842 |
| 2025-06-01 18:54:26,682 - pyskl - INFO - Epoch [60][700/1027] lr: 1.644e-02, eta: 10:13:57, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.5763, top5_acc: 0.8313, loss_cls: 5.2346, loss: 5.2346 |
| 2025-06-01 18:55:04,828 - pyskl - INFO - Epoch [60][800/1027] lr: 1.642e-02, eta: 10:13:15, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5906, top5_acc: 0.8506, loss_cls: 5.0797, loss: 5.0797 |
| 2025-06-01 18:55:42,650 - pyskl - INFO - Epoch [60][900/1027] lr: 1.639e-02, eta: 10:12:33, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5969, top5_acc: 0.8506, loss_cls: 5.0657, loss: 5.0657 |
| 2025-06-01 18:56:20,220 - pyskl - INFO - Epoch [60][1000/1027] lr: 1.637e-02, eta: 10:11:50, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.5913, top5_acc: 0.8450, loss_cls: 5.1622, loss: 5.1622 |
| 2025-06-01 18:56:31,161 - pyskl - INFO - Saving checkpoint at 60 epochs |
| 2025-06-01 19:15:45,461 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 19:15:45,534 - pyskl - INFO - |
| top1_acc 0.6107 |
| top5_acc 0.8865 |
| 2025-06-01 19:15:45,535 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 19:15:45,543 - pyskl - INFO - |
| mean_acc 0.6094 |
| 2025-06-01 19:15:45,545 - pyskl - INFO - Epoch(val) [60][413] top1_acc: 0.6107, top5_acc: 0.8865, mean_class_accuracy: 0.6094 |
| 2025-06-01 19:16:50,791 - pyskl - INFO - Epoch [61][100/1027] lr: 1.634e-02, eta: 10:11:21, time: 0.652, data_time: 0.264, memory: 7959, top1_acc: 0.6225, top5_acc: 0.8725, loss_cls: 5.0219, loss: 5.0219 |
| 2025-06-01 19:17:29,543 - pyskl - INFO - Epoch [61][200/1027] lr: 1.631e-02, eta: 10:10:40, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.6138, top5_acc: 0.8694, loss_cls: 4.9955, loss: 4.9955 |
| 2025-06-01 19:18:07,951 - pyskl - INFO - Epoch [61][300/1027] lr: 1.629e-02, eta: 10:09:59, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6056, top5_acc: 0.8656, loss_cls: 5.0228, loss: 5.0228 |
| 2025-06-01 19:18:46,291 - pyskl - INFO - Epoch [61][400/1027] lr: 1.627e-02, eta: 10:09:17, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6094, top5_acc: 0.8669, loss_cls: 5.0552, loss: 5.0552 |
| 2025-06-01 19:19:24,396 - pyskl - INFO - Epoch [61][500/1027] lr: 1.624e-02, eta: 10:08:35, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6125, top5_acc: 0.8512, loss_cls: 5.1240, loss: 5.1240 |
| 2025-06-01 19:20:02,663 - pyskl - INFO - Epoch [61][600/1027] lr: 1.622e-02, eta: 10:07:53, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6019, top5_acc: 0.8706, loss_cls: 5.0539, loss: 5.0539 |
| 2025-06-01 19:20:40,793 - pyskl - INFO - Epoch [61][700/1027] lr: 1.619e-02, eta: 10:07:11, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5925, top5_acc: 0.8525, loss_cls: 5.1429, loss: 5.1429 |
| 2025-06-01 19:21:18,832 - pyskl - INFO - Epoch [61][800/1027] lr: 1.617e-02, eta: 10:06:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.5981, top5_acc: 0.8631, loss_cls: 5.0574, loss: 5.0574 |
| 2025-06-01 19:21:57,068 - pyskl - INFO - Epoch [61][900/1027] lr: 1.614e-02, eta: 10:05:47, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5844, top5_acc: 0.8431, loss_cls: 5.1976, loss: 5.1976 |
| 2025-06-01 19:22:35,311 - pyskl - INFO - Epoch [61][1000/1027] lr: 1.612e-02, eta: 10:05:05, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5919, top5_acc: 0.8500, loss_cls: 5.0819, loss: 5.0819 |
| 2025-06-01 19:22:46,413 - pyskl - INFO - Saving checkpoint at 61 epochs |
| 2025-06-01 19:23:24,487 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 19:23:24,560 - pyskl - INFO - |
| top1_acc 0.6246 |
| top5_acc 0.8997 |
| 2025-06-01 19:23:24,560 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 19:23:24,569 - pyskl - INFO - |
| mean_acc 0.6235 |
| 2025-06-01 19:23:24,570 - pyskl - INFO - Epoch(val) [61][413] top1_acc: 0.6246, top5_acc: 0.8997, mean_class_accuracy: 0.6235 |
| 2025-06-01 19:24:28,931 - pyskl - INFO - Epoch [62][100/1027] lr: 1.609e-02, eta: 10:04:35, time: 0.644, data_time: 0.257, memory: 7959, top1_acc: 0.6238, top5_acc: 0.8631, loss_cls: 4.9727, loss: 4.9727 |
| 2025-06-01 19:25:07,425 - pyskl - INFO - Epoch [62][200/1027] lr: 1.606e-02, eta: 10:03:53, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6288, top5_acc: 0.8688, loss_cls: 4.8047, loss: 4.8047 |
| 2025-06-01 19:25:45,901 - pyskl - INFO - Epoch [62][300/1027] lr: 1.604e-02, eta: 10:03:12, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5962, top5_acc: 0.8375, loss_cls: 5.0813, loss: 5.0813 |
| 2025-06-01 19:26:24,438 - pyskl - INFO - Epoch [62][400/1027] lr: 1.602e-02, eta: 10:02:30, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.5975, top5_acc: 0.8550, loss_cls: 5.0926, loss: 5.0926 |
| 2025-06-01 19:27:02,733 - pyskl - INFO - Epoch [62][500/1027] lr: 1.599e-02, eta: 10:01:48, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6012, top5_acc: 0.8719, loss_cls: 5.0925, loss: 5.0925 |
| 2025-06-01 19:27:41,041 - pyskl - INFO - Epoch [62][600/1027] lr: 1.597e-02, eta: 10:01:07, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5931, top5_acc: 0.8481, loss_cls: 5.1143, loss: 5.1143 |
| 2025-06-01 19:28:19,131 - pyskl - INFO - Epoch [62][700/1027] lr: 1.594e-02, eta: 10:00:24, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5969, top5_acc: 0.8450, loss_cls: 5.1734, loss: 5.1734 |
| 2025-06-01 19:28:57,223 - pyskl - INFO - Epoch [62][800/1027] lr: 1.592e-02, eta: 9:59:42, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5938, top5_acc: 0.8512, loss_cls: 5.0411, loss: 5.0411 |
| 2025-06-01 19:29:35,317 - pyskl - INFO - Epoch [62][900/1027] lr: 1.589e-02, eta: 9:59:00, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6006, top5_acc: 0.8475, loss_cls: 5.0980, loss: 5.0980 |
| 2025-06-01 19:30:13,415 - pyskl - INFO - Epoch [62][1000/1027] lr: 1.587e-02, eta: 9:58:18, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6088, top5_acc: 0.8544, loss_cls: 5.0621, loss: 5.0621 |
| 2025-06-01 19:30:24,542 - pyskl - INFO - Saving checkpoint at 62 epochs |
| 2025-06-01 19:31:02,229 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 19:31:02,304 - pyskl - INFO - |
| top1_acc 0.6284 |
| top5_acc 0.9004 |
| 2025-06-01 19:31:02,304 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 19:31:02,311 - pyskl - INFO - |
| mean_acc 0.6261 |
| 2025-06-01 19:31:02,379 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_55.pth was removed |
| 2025-06-01 19:31:04,340 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. |
| 2025-06-01 19:31:04,342 - pyskl - INFO - Best top1_acc is 0.6284 at 62 epoch. |
| 2025-06-01 19:31:04,345 - pyskl - INFO - Epoch(val) [62][413] top1_acc: 0.6284, top5_acc: 0.9004, mean_class_accuracy: 0.6261 |
| 2025-06-01 19:32:08,910 - pyskl - INFO - Epoch [63][100/1027] lr: 1.584e-02, eta: 9:57:48, time: 0.646, data_time: 0.256, memory: 7959, top1_acc: 0.6281, top5_acc: 0.8638, loss_cls: 4.8383, loss: 4.8383 |
| 2025-06-01 19:32:47,673 - pyskl - INFO - Epoch [63][200/1027] lr: 1.581e-02, eta: 9:57:07, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.6194, top5_acc: 0.8694, loss_cls: 4.9342, loss: 4.9342 |
| 2025-06-01 19:33:26,196 - pyskl - INFO - Epoch [63][300/1027] lr: 1.579e-02, eta: 9:56:25, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6181, top5_acc: 0.8669, loss_cls: 5.0368, loss: 5.0368 |
| 2025-06-01 19:34:04,540 - pyskl - INFO - Epoch [63][400/1027] lr: 1.576e-02, eta: 9:55:44, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6300, top5_acc: 0.8612, loss_cls: 4.9058, loss: 4.9058 |
| 2025-06-01 19:34:42,792 - pyskl - INFO - Epoch [63][500/1027] lr: 1.574e-02, eta: 9:55:02, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6138, top5_acc: 0.8638, loss_cls: 4.9440, loss: 4.9440 |
| 2025-06-01 19:35:21,102 - pyskl - INFO - Epoch [63][600/1027] lr: 1.571e-02, eta: 9:54:20, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6025, top5_acc: 0.8438, loss_cls: 5.2062, loss: 5.2062 |
| 2025-06-01 19:35:59,322 - pyskl - INFO - Epoch [63][700/1027] lr: 1.569e-02, eta: 9:53:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5975, top5_acc: 0.8581, loss_cls: 5.0928, loss: 5.0928 |
| 2025-06-01 19:36:37,478 - pyskl - INFO - Epoch [63][800/1027] lr: 1.566e-02, eta: 9:52:57, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6231, top5_acc: 0.8738, loss_cls: 4.9212, loss: 4.9212 |
| 2025-06-01 19:37:15,632 - pyskl - INFO - Epoch [63][900/1027] lr: 1.564e-02, eta: 9:52:15, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6031, top5_acc: 0.8625, loss_cls: 4.9871, loss: 4.9871 |
| 2025-06-01 19:37:53,752 - pyskl - INFO - Epoch [63][1000/1027] lr: 1.562e-02, eta: 9:51:33, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5950, top5_acc: 0.8519, loss_cls: 5.0489, loss: 5.0489 |
| 2025-06-01 19:38:04,890 - pyskl - INFO - Saving checkpoint at 63 epochs |
| 2025-06-01 19:38:42,173 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 19:38:42,245 - pyskl - INFO - |
| top1_acc 0.6068 |
| top5_acc 0.8857 |
| 2025-06-01 19:38:42,246 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 19:38:42,253 - pyskl - INFO - |
| mean_acc 0.5952 |
| 2025-06-01 19:38:42,255 - pyskl - INFO - Epoch(val) [63][413] top1_acc: 0.6068, top5_acc: 0.8857, mean_class_accuracy: 0.5952 |
| 2025-06-01 19:39:46,506 - pyskl - INFO - Epoch [64][100/1027] lr: 1.558e-02, eta: 9:51:01, time: 0.642, data_time: 0.257, memory: 7959, top1_acc: 0.6512, top5_acc: 0.8725, loss_cls: 4.8477, loss: 4.8477 |
| 2025-06-01 19:40:25,003 - pyskl - INFO - Epoch [64][200/1027] lr: 1.556e-02, eta: 9:50:20, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6394, top5_acc: 0.8600, loss_cls: 4.9446, loss: 4.9446 |
| 2025-06-01 19:41:03,318 - pyskl - INFO - Epoch [64][300/1027] lr: 1.553e-02, eta: 9:49:38, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.5969, top5_acc: 0.8650, loss_cls: 5.1234, loss: 5.1234 |
| 2025-06-01 19:41:41,647 - pyskl - INFO - Epoch [64][400/1027] lr: 1.551e-02, eta: 9:48:57, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6038, top5_acc: 0.8656, loss_cls: 4.9679, loss: 4.9679 |
| 2025-06-01 19:42:19,922 - pyskl - INFO - Epoch [64][500/1027] lr: 1.549e-02, eta: 9:48:15, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6400, top5_acc: 0.8681, loss_cls: 4.9210, loss: 4.9210 |
| 2025-06-01 19:42:58,273 - pyskl - INFO - Epoch [64][600/1027] lr: 1.546e-02, eta: 9:47:33, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6031, top5_acc: 0.8669, loss_cls: 5.0003, loss: 5.0003 |
| 2025-06-01 19:43:36,451 - pyskl - INFO - Epoch [64][700/1027] lr: 1.544e-02, eta: 9:46:51, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5988, top5_acc: 0.8575, loss_cls: 5.1296, loss: 5.1296 |
| 2025-06-01 19:44:14,565 - pyskl - INFO - Epoch [64][800/1027] lr: 1.541e-02, eta: 9:46:10, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6125, top5_acc: 0.8675, loss_cls: 4.9591, loss: 4.9591 |
| 2025-06-01 19:44:52,577 - pyskl - INFO - Epoch [64][900/1027] lr: 1.539e-02, eta: 9:45:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6050, top5_acc: 0.8644, loss_cls: 4.9575, loss: 4.9575 |
| 2025-06-01 19:45:30,718 - pyskl - INFO - Epoch [64][1000/1027] lr: 1.536e-02, eta: 9:44:46, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5919, top5_acc: 0.8369, loss_cls: 5.0850, loss: 5.0850 |
| 2025-06-01 19:45:42,223 - pyskl - INFO - Saving checkpoint at 64 epochs |
| 2025-06-01 19:46:19,444 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 19:46:19,517 - pyskl - INFO - |
| top1_acc 0.6401 |
| top5_acc 0.9004 |
| 2025-06-01 19:46:19,517 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 19:46:19,525 - pyskl - INFO - |
| mean_acc 0.6403 |
| 2025-06-01 19:46:19,584 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_62.pth was removed |
| 2025-06-01 19:46:21,252 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. |
| 2025-06-01 19:46:21,254 - pyskl - INFO - Best top1_acc is 0.6401 at 64 epoch. |
| 2025-06-01 19:46:21,257 - pyskl - INFO - Epoch(val) [64][413] top1_acc: 0.6401, top5_acc: 0.9004, mean_class_accuracy: 0.6403 |
| 2025-06-01 19:47:25,474 - pyskl - INFO - Epoch [65][100/1027] lr: 1.533e-02, eta: 9:44:14, time: 0.642, data_time: 0.255, memory: 7959, top1_acc: 0.6281, top5_acc: 0.8669, loss_cls: 4.9330, loss: 4.9330 |
| 2025-06-01 19:48:03,640 - pyskl - INFO - Epoch [65][200/1027] lr: 1.530e-02, eta: 9:43:32, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.5956, top5_acc: 0.8562, loss_cls: 5.0464, loss: 5.0464 |
| 2025-06-01 19:48:41,760 - pyskl - INFO - Epoch [65][300/1027] lr: 1.528e-02, eta: 9:42:50, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6188, top5_acc: 0.8775, loss_cls: 4.9307, loss: 4.9307 |
| 2025-06-01 19:49:19,640 - pyskl - INFO - Epoch [65][400/1027] lr: 1.526e-02, eta: 9:42:08, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6394, top5_acc: 0.8788, loss_cls: 4.8897, loss: 4.8897 |
| 2025-06-01 19:49:57,567 - pyskl - INFO - Epoch [65][500/1027] lr: 1.523e-02, eta: 9:41:26, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6119, top5_acc: 0.8550, loss_cls: 4.9698, loss: 4.9698 |
| 2025-06-01 19:50:35,275 - pyskl - INFO - Epoch [65][600/1027] lr: 1.521e-02, eta: 9:40:43, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.6269, top5_acc: 0.8612, loss_cls: 4.9041, loss: 4.9041 |
| 2025-06-01 19:51:12,974 - pyskl - INFO - Epoch [65][700/1027] lr: 1.518e-02, eta: 9:40:01, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.6331, top5_acc: 0.8738, loss_cls: 4.9152, loss: 4.9152 |
| 2025-06-01 19:51:50,757 - pyskl - INFO - Epoch [65][800/1027] lr: 1.516e-02, eta: 9:39:19, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6206, top5_acc: 0.8519, loss_cls: 5.0147, loss: 5.0147 |
| 2025-06-01 19:52:28,510 - pyskl - INFO - Epoch [65][900/1027] lr: 1.513e-02, eta: 9:38:36, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5950, top5_acc: 0.8544, loss_cls: 5.0872, loss: 5.0872 |
| 2025-06-01 19:53:06,344 - pyskl - INFO - Epoch [65][1000/1027] lr: 1.511e-02, eta: 9:37:54, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.5944, top5_acc: 0.8575, loss_cls: 5.1687, loss: 5.1687 |
| 2025-06-01 19:53:17,574 - pyskl - INFO - Saving checkpoint at 65 epochs |
| 2025-06-01 20:13:00,910 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 20:13:00,982 - pyskl - INFO - |
| top1_acc 0.6257 |
| top5_acc 0.8983 |
| 2025-06-01 20:13:00,982 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 20:13:00,990 - pyskl - INFO - |
| mean_acc 0.6276 |
| 2025-06-01 20:13:00,992 - pyskl - INFO - Epoch(val) [65][413] top1_acc: 0.6257, top5_acc: 0.8983, mean_class_accuracy: 0.6276 |
| 2025-06-01 20:14:05,475 - pyskl - INFO - Epoch [66][100/1027] lr: 1.507e-02, eta: 9:37:22, time: 0.645, data_time: 0.258, memory: 7959, top1_acc: 0.6619, top5_acc: 0.8862, loss_cls: 4.7777, loss: 4.7777 |
| 2025-06-01 20:14:44,038 - pyskl - INFO - Epoch [66][200/1027] lr: 1.505e-02, eta: 9:36:41, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.6244, top5_acc: 0.8681, loss_cls: 4.8798, loss: 4.8798 |
| 2025-06-01 20:15:22,522 - pyskl - INFO - Epoch [66][300/1027] lr: 1.502e-02, eta: 9:36:00, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6212, top5_acc: 0.8650, loss_cls: 4.8255, loss: 4.8255 |
| 2025-06-01 20:16:00,820 - pyskl - INFO - Epoch [66][400/1027] lr: 1.500e-02, eta: 9:35:18, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6075, top5_acc: 0.8562, loss_cls: 5.0744, loss: 5.0744 |
| 2025-06-01 20:16:39,117 - pyskl - INFO - Epoch [66][500/1027] lr: 1.497e-02, eta: 9:34:36, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6219, top5_acc: 0.8656, loss_cls: 4.9496, loss: 4.9496 |
| 2025-06-01 20:17:17,440 - pyskl - INFO - Epoch [66][600/1027] lr: 1.495e-02, eta: 9:33:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6181, top5_acc: 0.8725, loss_cls: 4.9817, loss: 4.9817 |
| 2025-06-01 20:17:55,559 - pyskl - INFO - Epoch [66][700/1027] lr: 1.492e-02, eta: 9:33:13, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6238, top5_acc: 0.8675, loss_cls: 4.8678, loss: 4.8678 |
| 2025-06-01 20:18:33,658 - pyskl - INFO - Epoch [66][800/1027] lr: 1.490e-02, eta: 9:32:31, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6050, top5_acc: 0.8506, loss_cls: 5.1252, loss: 5.1252 |
| 2025-06-01 20:19:11,957 - pyskl - INFO - Epoch [66][900/1027] lr: 1.487e-02, eta: 9:31:50, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6275, top5_acc: 0.8650, loss_cls: 4.9060, loss: 4.9060 |
| 2025-06-01 20:19:50,122 - pyskl - INFO - Epoch [66][1000/1027] lr: 1.485e-02, eta: 9:31:08, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6025, top5_acc: 0.8575, loss_cls: 4.9595, loss: 4.9595 |
| 2025-06-01 20:20:01,413 - pyskl - INFO - Saving checkpoint at 66 epochs |
| 2025-06-01 20:20:38,859 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 20:20:38,931 - pyskl - INFO - |
| top1_acc 0.6155 |
| top5_acc 0.8886 |
| 2025-06-01 20:20:38,931 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 20:20:38,939 - pyskl - INFO - |
| mean_acc 0.6191 |
| 2025-06-01 20:20:38,941 - pyskl - INFO - Epoch(val) [66][413] top1_acc: 0.6155, top5_acc: 0.8886, mean_class_accuracy: 0.6191 |
| 2025-06-01 20:21:43,151 - pyskl - INFO - Epoch [67][100/1027] lr: 1.482e-02, eta: 9:30:35, time: 0.642, data_time: 0.257, memory: 7959, top1_acc: 0.6538, top5_acc: 0.8938, loss_cls: 4.6679, loss: 4.6679 |
| 2025-06-01 20:22:21,721 - pyskl - INFO - Epoch [67][200/1027] lr: 1.479e-02, eta: 9:29:54, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.6350, top5_acc: 0.8700, loss_cls: 4.9747, loss: 4.9747 |
| 2025-06-01 20:23:00,103 - pyskl - INFO - Epoch [67][300/1027] lr: 1.477e-02, eta: 9:29:13, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6412, top5_acc: 0.8650, loss_cls: 4.8077, loss: 4.8077 |
| 2025-06-01 20:23:38,573 - pyskl - INFO - Epoch [67][400/1027] lr: 1.474e-02, eta: 9:28:31, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6169, top5_acc: 0.8775, loss_cls: 4.9604, loss: 4.9604 |
| 2025-06-01 20:24:17,105 - pyskl - INFO - Epoch [67][500/1027] lr: 1.472e-02, eta: 9:27:50, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6425, top5_acc: 0.8700, loss_cls: 4.8619, loss: 4.8619 |
| 2025-06-01 20:24:55,475 - pyskl - INFO - Epoch [67][600/1027] lr: 1.469e-02, eta: 9:27:09, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6325, top5_acc: 0.8700, loss_cls: 4.7151, loss: 4.7151 |
| 2025-06-01 20:25:34,046 - pyskl - INFO - Epoch [67][700/1027] lr: 1.467e-02, eta: 9:26:27, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.6088, top5_acc: 0.8538, loss_cls: 5.0504, loss: 5.0504 |
| 2025-06-01 20:26:12,272 - pyskl - INFO - Epoch [67][800/1027] lr: 1.464e-02, eta: 9:25:46, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6219, top5_acc: 0.8675, loss_cls: 4.9654, loss: 4.9654 |
| 2025-06-01 20:26:50,412 - pyskl - INFO - Epoch [67][900/1027] lr: 1.462e-02, eta: 9:25:04, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.5981, top5_acc: 0.8638, loss_cls: 4.9457, loss: 4.9457 |
| 2025-06-01 20:27:28,508 - pyskl - INFO - Epoch [67][1000/1027] lr: 1.459e-02, eta: 9:24:22, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6006, top5_acc: 0.8700, loss_cls: 4.9655, loss: 4.9655 |
| 2025-06-01 20:27:39,829 - pyskl - INFO - Saving checkpoint at 67 epochs |
| 2025-06-01 20:28:16,944 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 20:28:17,015 - pyskl - INFO - |
| top1_acc 0.6110 |
| top5_acc 0.8880 |
| 2025-06-01 20:28:17,016 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 20:28:17,023 - pyskl - INFO - |
| mean_acc 0.6125 |
| 2025-06-01 20:28:17,025 - pyskl - INFO - Epoch(val) [67][413] top1_acc: 0.6110, top5_acc: 0.8880, mean_class_accuracy: 0.6125 |
| 2025-06-01 20:29:20,628 - pyskl - INFO - Epoch [68][100/1027] lr: 1.456e-02, eta: 9:23:48, time: 0.636, data_time: 0.251, memory: 7959, top1_acc: 0.6456, top5_acc: 0.8825, loss_cls: 4.6839, loss: 4.6839 |
| 2025-06-01 20:29:59,419 - pyskl - INFO - Epoch [68][200/1027] lr: 1.453e-02, eta: 9:23:07, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.6613, top5_acc: 0.8769, loss_cls: 4.7778, loss: 4.7778 |
| 2025-06-01 20:30:37,849 - pyskl - INFO - Epoch [68][300/1027] lr: 1.451e-02, eta: 9:22:26, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6581, top5_acc: 0.8812, loss_cls: 4.8116, loss: 4.8116 |
| 2025-06-01 20:31:16,135 - pyskl - INFO - Epoch [68][400/1027] lr: 1.448e-02, eta: 9:21:45, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6156, top5_acc: 0.8675, loss_cls: 4.9469, loss: 4.9469 |
| 2025-06-01 20:31:54,402 - pyskl - INFO - Epoch [68][500/1027] lr: 1.446e-02, eta: 9:21:03, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6181, top5_acc: 0.8669, loss_cls: 4.9719, loss: 4.9719 |
| 2025-06-01 20:32:32,478 - pyskl - INFO - Epoch [68][600/1027] lr: 1.443e-02, eta: 9:20:21, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6281, top5_acc: 0.8650, loss_cls: 4.9492, loss: 4.9492 |
| 2025-06-01 20:33:10,343 - pyskl - INFO - Epoch [68][700/1027] lr: 1.441e-02, eta: 9:19:39, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6225, top5_acc: 0.8619, loss_cls: 4.9022, loss: 4.9022 |
| 2025-06-01 20:33:48,226 - pyskl - INFO - Epoch [68][800/1027] lr: 1.438e-02, eta: 9:18:57, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6256, top5_acc: 0.8656, loss_cls: 4.8713, loss: 4.8713 |
| 2025-06-01 20:34:26,067 - pyskl - INFO - Epoch [68][900/1027] lr: 1.436e-02, eta: 9:18:15, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6275, top5_acc: 0.8756, loss_cls: 4.8549, loss: 4.8549 |
| 2025-06-01 20:35:03,966 - pyskl - INFO - Epoch [68][1000/1027] lr: 1.433e-02, eta: 9:17:33, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6162, top5_acc: 0.8750, loss_cls: 4.9026, loss: 4.9026 |
| 2025-06-01 20:35:15,061 - pyskl - INFO - Saving checkpoint at 68 epochs |
| 2025-06-01 20:35:51,796 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 20:35:51,868 - pyskl - INFO - |
| top1_acc 0.6224 |
| top5_acc 0.8963 |
| 2025-06-01 20:35:51,868 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 20:35:51,876 - pyskl - INFO - |
| mean_acc 0.6229 |
| 2025-06-01 20:35:51,877 - pyskl - INFO - Epoch(val) [68][413] top1_acc: 0.6224, top5_acc: 0.8963, mean_class_accuracy: 0.6229 |
| 2025-06-01 20:36:55,930 - pyskl - INFO - Epoch [69][100/1027] lr: 1.430e-02, eta: 9:16:59, time: 0.640, data_time: 0.253, memory: 7959, top1_acc: 0.6613, top5_acc: 0.8856, loss_cls: 4.7789, loss: 4.7789 |
| 2025-06-01 20:37:34,327 - pyskl - INFO - Epoch [69][200/1027] lr: 1.428e-02, eta: 9:16:18, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6419, top5_acc: 0.8850, loss_cls: 4.7092, loss: 4.7092 |
| 2025-06-01 20:38:12,448 - pyskl - INFO - Epoch [69][300/1027] lr: 1.425e-02, eta: 9:15:36, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6275, top5_acc: 0.8712, loss_cls: 4.8695, loss: 4.8695 |
| 2025-06-01 20:38:50,738 - pyskl - INFO - Epoch [69][400/1027] lr: 1.423e-02, eta: 9:14:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6150, top5_acc: 0.8650, loss_cls: 5.0003, loss: 5.0003 |
| 2025-06-01 20:39:29,025 - pyskl - INFO - Epoch [69][500/1027] lr: 1.420e-02, eta: 9:14:13, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6169, top5_acc: 0.8712, loss_cls: 4.8591, loss: 4.8591 |
| 2025-06-01 20:40:07,202 - pyskl - INFO - Epoch [69][600/1027] lr: 1.417e-02, eta: 9:13:32, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6438, top5_acc: 0.8750, loss_cls: 4.7876, loss: 4.7876 |
| 2025-06-01 20:40:45,188 - pyskl - INFO - Epoch [69][700/1027] lr: 1.415e-02, eta: 9:12:50, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6262, top5_acc: 0.8762, loss_cls: 4.9063, loss: 4.9063 |
| 2025-06-01 20:41:23,170 - pyskl - INFO - Epoch [69][800/1027] lr: 1.412e-02, eta: 9:12:08, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6212, top5_acc: 0.8512, loss_cls: 5.0072, loss: 5.0072 |
| 2025-06-01 20:42:01,169 - pyskl - INFO - Epoch [69][900/1027] lr: 1.410e-02, eta: 9:11:27, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6312, top5_acc: 0.8712, loss_cls: 4.9160, loss: 4.9160 |
| 2025-06-01 20:42:39,115 - pyskl - INFO - Epoch [69][1000/1027] lr: 1.407e-02, eta: 9:10:45, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6281, top5_acc: 0.8781, loss_cls: 4.8584, loss: 4.8584 |
| 2025-06-01 20:42:50,147 - pyskl - INFO - Saving checkpoint at 69 epochs |
| 2025-06-01 20:43:27,497 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 20:43:27,569 - pyskl - INFO - |
| top1_acc 0.6359 |
| top5_acc 0.8959 |
| 2025-06-01 20:43:27,569 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 20:43:27,577 - pyskl - INFO - |
| mean_acc 0.6296 |
| 2025-06-01 20:43:27,578 - pyskl - INFO - Epoch(val) [69][413] top1_acc: 0.6359, top5_acc: 0.8959, mean_class_accuracy: 0.6296 |
| 2025-06-01 20:44:32,191 - pyskl - INFO - Epoch [70][100/1027] lr: 1.404e-02, eta: 9:10:11, time: 0.646, data_time: 0.257, memory: 7959, top1_acc: 0.6488, top5_acc: 0.8800, loss_cls: 4.8000, loss: 4.8000 |
| 2025-06-01 20:45:10,333 - pyskl - INFO - Epoch [70][200/1027] lr: 1.402e-02, eta: 9:09:29, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6575, top5_acc: 0.8869, loss_cls: 4.6850, loss: 4.6850 |
| 2025-06-01 20:45:48,398 - pyskl - INFO - Epoch [70][300/1027] lr: 1.399e-02, eta: 9:08:48, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6550, top5_acc: 0.8738, loss_cls: 4.8281, loss: 4.8281 |
| 2025-06-01 20:46:26,183 - pyskl - INFO - Epoch [70][400/1027] lr: 1.397e-02, eta: 9:08:06, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6606, top5_acc: 0.8819, loss_cls: 4.6565, loss: 4.6565 |
| 2025-06-01 20:47:03,777 - pyskl - INFO - Epoch [70][500/1027] lr: 1.394e-02, eta: 9:07:24, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.6431, top5_acc: 0.8512, loss_cls: 4.8651, loss: 4.8651 |
| 2025-06-01 20:47:41,315 - pyskl - INFO - Epoch [70][600/1027] lr: 1.392e-02, eta: 9:06:41, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.6344, top5_acc: 0.8744, loss_cls: 4.7874, loss: 4.7874 |
| 2025-06-01 20:48:19,104 - pyskl - INFO - Epoch [70][700/1027] lr: 1.389e-02, eta: 9:05:59, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6250, top5_acc: 0.8656, loss_cls: 4.9212, loss: 4.9212 |
| 2025-06-01 20:48:56,841 - pyskl - INFO - Epoch [70][800/1027] lr: 1.386e-02, eta: 9:05:17, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.6350, top5_acc: 0.8644, loss_cls: 4.9272, loss: 4.9272 |
| 2025-06-01 20:49:34,636 - pyskl - INFO - Epoch [70][900/1027] lr: 1.384e-02, eta: 9:04:36, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6150, top5_acc: 0.8725, loss_cls: 4.8776, loss: 4.8776 |
| 2025-06-01 20:50:12,447 - pyskl - INFO - Epoch [70][1000/1027] lr: 1.381e-02, eta: 9:03:54, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6600, top5_acc: 0.8825, loss_cls: 4.8623, loss: 4.8623 |
| 2025-06-01 20:50:23,487 - pyskl - INFO - Saving checkpoint at 70 epochs |
| 2025-06-01 21:09:58,425 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 21:09:58,496 - pyskl - INFO - |
| top1_acc 0.6227 |
| top5_acc 0.8941 |
| 2025-06-01 21:09:58,496 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 21:09:58,504 - pyskl - INFO - |
| mean_acc 0.6313 |
| 2025-06-01 21:09:58,505 - pyskl - INFO - Epoch(val) [70][413] top1_acc: 0.6227, top5_acc: 0.8941, mean_class_accuracy: 0.6313 |
| 2025-06-01 21:11:01,600 - pyskl - INFO - Epoch [71][100/1027] lr: 1.378e-02, eta: 9:03:18, time: 0.631, data_time: 0.249, memory: 7959, top1_acc: 0.6737, top5_acc: 0.8956, loss_cls: 4.5615, loss: 4.5615 |
| 2025-06-01 21:11:39,767 - pyskl - INFO - Epoch [71][200/1027] lr: 1.376e-02, eta: 9:02:36, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6231, top5_acc: 0.8719, loss_cls: 4.8449, loss: 4.8449 |
| 2025-06-01 21:12:17,963 - pyskl - INFO - Epoch [71][300/1027] lr: 1.373e-02, eta: 9:01:55, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6488, top5_acc: 0.8919, loss_cls: 4.7297, loss: 4.7297 |
| 2025-06-01 21:12:56,319 - pyskl - INFO - Epoch [71][400/1027] lr: 1.371e-02, eta: 9:01:13, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6556, top5_acc: 0.8794, loss_cls: 4.6907, loss: 4.6907 |
| 2025-06-01 21:13:34,671 - pyskl - INFO - Epoch [71][500/1027] lr: 1.368e-02, eta: 9:00:32, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6288, top5_acc: 0.8712, loss_cls: 4.8528, loss: 4.8528 |
| 2025-06-01 21:14:12,766 - pyskl - INFO - Epoch [71][600/1027] lr: 1.365e-02, eta: 8:59:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6462, top5_acc: 0.8781, loss_cls: 4.7830, loss: 4.7830 |
| 2025-06-01 21:14:50,911 - pyskl - INFO - Epoch [71][700/1027] lr: 1.363e-02, eta: 8:59:09, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6569, top5_acc: 0.8731, loss_cls: 4.7506, loss: 4.7506 |
| 2025-06-01 21:15:29,010 - pyskl - INFO - Epoch [71][800/1027] lr: 1.360e-02, eta: 8:58:28, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6438, top5_acc: 0.8700, loss_cls: 4.7727, loss: 4.7727 |
| 2025-06-01 21:16:07,000 - pyskl - INFO - Epoch [71][900/1027] lr: 1.358e-02, eta: 8:57:46, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6056, top5_acc: 0.8656, loss_cls: 4.9471, loss: 4.9471 |
| 2025-06-01 21:16:44,980 - pyskl - INFO - Epoch [71][1000/1027] lr: 1.355e-02, eta: 8:57:04, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6281, top5_acc: 0.8725, loss_cls: 4.9074, loss: 4.9074 |
| 2025-06-01 21:16:56,017 - pyskl - INFO - Saving checkpoint at 71 epochs |
| 2025-06-01 21:17:33,152 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 21:17:33,223 - pyskl - INFO - |
| top1_acc 0.6345 |
| top5_acc 0.9039 |
| 2025-06-01 21:17:33,224 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 21:17:33,231 - pyskl - INFO - |
| mean_acc 0.6329 |
| 2025-06-01 21:17:33,233 - pyskl - INFO - Epoch(val) [71][413] top1_acc: 0.6345, top5_acc: 0.9039, mean_class_accuracy: 0.6329 |
| 2025-06-01 21:18:37,207 - pyskl - INFO - Epoch [72][100/1027] lr: 1.352e-02, eta: 8:56:29, time: 0.640, data_time: 0.254, memory: 7959, top1_acc: 0.6613, top5_acc: 0.8794, loss_cls: 4.5992, loss: 4.5992 |
| 2025-06-01 21:19:15,480 - pyskl - INFO - Epoch [72][200/1027] lr: 1.350e-02, eta: 8:55:48, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6525, top5_acc: 0.8875, loss_cls: 4.7592, loss: 4.7592 |
| 2025-06-01 21:19:53,641 - pyskl - INFO - Epoch [72][300/1027] lr: 1.347e-02, eta: 8:55:06, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6637, top5_acc: 0.8788, loss_cls: 4.7155, loss: 4.7155 |
| 2025-06-01 21:20:32,122 - pyskl - INFO - Epoch [72][400/1027] lr: 1.344e-02, eta: 8:54:25, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6462, top5_acc: 0.8744, loss_cls: 4.7642, loss: 4.7642 |
| 2025-06-01 21:21:10,592 - pyskl - INFO - Epoch [72][500/1027] lr: 1.342e-02, eta: 8:53:44, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6412, top5_acc: 0.8981, loss_cls: 4.6780, loss: 4.6780 |
| 2025-06-01 21:21:48,776 - pyskl - INFO - Epoch [72][600/1027] lr: 1.339e-02, eta: 8:53:03, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6394, top5_acc: 0.8725, loss_cls: 4.7502, loss: 4.7502 |
| 2025-06-01 21:22:26,963 - pyskl - INFO - Epoch [72][700/1027] lr: 1.337e-02, eta: 8:52:21, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6262, top5_acc: 0.8712, loss_cls: 4.8928, loss: 4.8928 |
| 2025-06-01 21:23:05,054 - pyskl - INFO - Epoch [72][800/1027] lr: 1.334e-02, eta: 8:51:40, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6212, top5_acc: 0.8675, loss_cls: 4.9155, loss: 4.9155 |
| 2025-06-01 21:23:43,087 - pyskl - INFO - Epoch [72][900/1027] lr: 1.332e-02, eta: 8:50:58, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6362, top5_acc: 0.8862, loss_cls: 4.8983, loss: 4.8983 |
| 2025-06-01 21:24:21,172 - pyskl - INFO - Epoch [72][1000/1027] lr: 1.329e-02, eta: 8:50:17, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6112, top5_acc: 0.8544, loss_cls: 4.8491, loss: 4.8491 |
| 2025-06-01 21:24:32,430 - pyskl - INFO - Saving checkpoint at 72 epochs |
| 2025-06-01 21:25:09,122 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 21:25:09,194 - pyskl - INFO - |
| top1_acc 0.6180 |
| top5_acc 0.8921 |
| 2025-06-01 21:25:09,194 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 21:25:09,202 - pyskl - INFO - |
| mean_acc 0.6086 |
| 2025-06-01 21:25:09,204 - pyskl - INFO - Epoch(val) [72][413] top1_acc: 0.6180, top5_acc: 0.8921, mean_class_accuracy: 0.6086 |
| 2025-06-01 21:26:12,821 - pyskl - INFO - Epoch [73][100/1027] lr: 1.326e-02, eta: 8:49:41, time: 0.636, data_time: 0.251, memory: 7959, top1_acc: 0.6881, top5_acc: 0.9056, loss_cls: 4.5001, loss: 4.5001 |
| 2025-06-01 21:26:50,966 - pyskl - INFO - Epoch [73][200/1027] lr: 1.323e-02, eta: 8:48:59, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6300, top5_acc: 0.8862, loss_cls: 4.6582, loss: 4.6582 |
| 2025-06-01 21:27:29,121 - pyskl - INFO - Epoch [73][300/1027] lr: 1.321e-02, eta: 8:48:18, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6687, top5_acc: 0.8900, loss_cls: 4.5801, loss: 4.5801 |
| 2025-06-01 21:28:07,515 - pyskl - INFO - Epoch [73][400/1027] lr: 1.318e-02, eta: 8:47:37, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6325, top5_acc: 0.8906, loss_cls: 4.7727, loss: 4.7727 |
| 2025-06-01 21:28:45,613 - pyskl - INFO - Epoch [73][500/1027] lr: 1.316e-02, eta: 8:46:55, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6469, top5_acc: 0.8800, loss_cls: 4.7250, loss: 4.7250 |
| 2025-06-01 21:29:23,734 - pyskl - INFO - Epoch [73][600/1027] lr: 1.313e-02, eta: 8:46:14, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6300, top5_acc: 0.8775, loss_cls: 4.7809, loss: 4.7809 |
| 2025-06-01 21:30:01,937 - pyskl - INFO - Epoch [73][700/1027] lr: 1.311e-02, eta: 8:45:32, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6412, top5_acc: 0.8725, loss_cls: 4.8153, loss: 4.8153 |
| 2025-06-01 21:30:40,194 - pyskl - INFO - Epoch [73][800/1027] lr: 1.308e-02, eta: 8:44:51, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6431, top5_acc: 0.8650, loss_cls: 4.7448, loss: 4.7448 |
| 2025-06-01 21:31:18,305 - pyskl - INFO - Epoch [73][900/1027] lr: 1.306e-02, eta: 8:44:10, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6219, top5_acc: 0.8756, loss_cls: 4.8731, loss: 4.8731 |
| 2025-06-01 21:31:56,448 - pyskl - INFO - Epoch [73][1000/1027] lr: 1.303e-02, eta: 8:43:28, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6256, top5_acc: 0.8638, loss_cls: 4.8822, loss: 4.8822 |
| 2025-06-01 21:32:07,477 - pyskl - INFO - Saving checkpoint at 73 epochs |
| 2025-06-01 21:32:44,408 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 21:32:44,480 - pyskl - INFO - |
| top1_acc 0.6522 |
| top5_acc 0.9098 |
| 2025-06-01 21:32:44,480 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 21:32:44,488 - pyskl - INFO - |
| mean_acc 0.6508 |
| 2025-06-01 21:32:44,545 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_64.pth was removed |
| 2025-06-01 21:32:46,146 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. |
| 2025-06-01 21:32:46,147 - pyskl - INFO - Best top1_acc is 0.6522 at 73 epoch. |
| 2025-06-01 21:32:46,150 - pyskl - INFO - Epoch(val) [73][413] top1_acc: 0.6522, top5_acc: 0.9098, mean_class_accuracy: 0.6508 |
| 2025-06-01 21:33:49,546 - pyskl - INFO - Epoch [74][100/1027] lr: 1.300e-02, eta: 8:42:52, time: 0.634, data_time: 0.248, memory: 7959, top1_acc: 0.6800, top5_acc: 0.8994, loss_cls: 4.6857, loss: 4.6857 |
| 2025-06-01 21:34:27,732 - pyskl - INFO - Epoch [74][200/1027] lr: 1.297e-02, eta: 8:42:10, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6687, top5_acc: 0.8825, loss_cls: 4.5645, loss: 4.5645 |
| 2025-06-01 21:35:05,968 - pyskl - INFO - Epoch [74][300/1027] lr: 1.295e-02, eta: 8:41:29, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6613, top5_acc: 0.8875, loss_cls: 4.6442, loss: 4.6442 |
| 2025-06-01 21:35:44,350 - pyskl - INFO - Epoch [74][400/1027] lr: 1.292e-02, eta: 8:40:48, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6481, top5_acc: 0.8856, loss_cls: 4.7644, loss: 4.7644 |
| 2025-06-01 21:36:22,519 - pyskl - INFO - Epoch [74][500/1027] lr: 1.290e-02, eta: 8:40:07, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6412, top5_acc: 0.8762, loss_cls: 4.7466, loss: 4.7466 |
| 2025-06-01 21:37:00,773 - pyskl - INFO - Epoch [74][600/1027] lr: 1.287e-02, eta: 8:39:25, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6338, top5_acc: 0.8775, loss_cls: 4.7733, loss: 4.7733 |
| 2025-06-01 21:37:39,014 - pyskl - INFO - Epoch [74][700/1027] lr: 1.285e-02, eta: 8:38:44, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6469, top5_acc: 0.8781, loss_cls: 4.8173, loss: 4.8173 |
| 2025-06-01 21:38:17,143 - pyskl - INFO - Epoch [74][800/1027] lr: 1.282e-02, eta: 8:38:03, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6525, top5_acc: 0.8831, loss_cls: 4.6289, loss: 4.6289 |
| 2025-06-01 21:38:55,129 - pyskl - INFO - Epoch [74][900/1027] lr: 1.279e-02, eta: 8:37:21, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6406, top5_acc: 0.8831, loss_cls: 4.6601, loss: 4.6601 |
| 2025-06-01 21:39:33,098 - pyskl - INFO - Epoch [74][1000/1027] lr: 1.277e-02, eta: 8:36:40, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6350, top5_acc: 0.8762, loss_cls: 4.8185, loss: 4.8185 |
| 2025-06-01 21:39:44,165 - pyskl - INFO - Saving checkpoint at 74 epochs |
| 2025-06-01 21:40:21,180 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 21:40:21,251 - pyskl - INFO - |
| top1_acc 0.6402 |
| top5_acc 0.9004 |
| 2025-06-01 21:40:21,251 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 21:40:21,258 - pyskl - INFO - |
| mean_acc 0.6417 |
| 2025-06-01 21:40:21,260 - pyskl - INFO - Epoch(val) [74][413] top1_acc: 0.6402, top5_acc: 0.9004, mean_class_accuracy: 0.6417 |
| 2025-06-01 21:41:24,846 - pyskl - INFO - Epoch [75][100/1027] lr: 1.274e-02, eta: 8:36:03, time: 0.636, data_time: 0.251, memory: 7959, top1_acc: 0.6769, top5_acc: 0.9106, loss_cls: 4.6173, loss: 4.6173 |
| 2025-06-01 21:42:03,057 - pyskl - INFO - Epoch [75][200/1027] lr: 1.271e-02, eta: 8:35:22, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6719, top5_acc: 0.8950, loss_cls: 4.6341, loss: 4.6341 |
| 2025-06-01 21:42:41,283 - pyskl - INFO - Epoch [75][300/1027] lr: 1.269e-02, eta: 8:34:40, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6737, top5_acc: 0.8956, loss_cls: 4.5334, loss: 4.5334 |
| 2025-06-01 21:43:19,237 - pyskl - INFO - Epoch [75][400/1027] lr: 1.266e-02, eta: 8:33:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6550, top5_acc: 0.8900, loss_cls: 4.6699, loss: 4.6699 |
| 2025-06-01 21:43:57,191 - pyskl - INFO - Epoch [75][500/1027] lr: 1.263e-02, eta: 8:33:17, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6644, top5_acc: 0.8925, loss_cls: 4.6530, loss: 4.6530 |
| 2025-06-01 21:44:35,054 - pyskl - INFO - Epoch [75][600/1027] lr: 1.261e-02, eta: 8:32:36, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6650, top5_acc: 0.8956, loss_cls: 4.6969, loss: 4.6969 |
| 2025-06-01 21:45:12,979 - pyskl - INFO - Epoch [75][700/1027] lr: 1.258e-02, eta: 8:31:54, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6400, top5_acc: 0.8781, loss_cls: 4.7646, loss: 4.7646 |
| 2025-06-01 21:45:50,831 - pyskl - INFO - Epoch [75][800/1027] lr: 1.256e-02, eta: 8:31:13, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6419, top5_acc: 0.8825, loss_cls: 4.7783, loss: 4.7783 |
| 2025-06-01 21:46:28,656 - pyskl - INFO - Epoch [75][900/1027] lr: 1.253e-02, eta: 8:30:31, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6344, top5_acc: 0.8688, loss_cls: 4.8957, loss: 4.8957 |
| 2025-06-01 21:47:06,421 - pyskl - INFO - Epoch [75][1000/1027] lr: 1.251e-02, eta: 8:29:49, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6312, top5_acc: 0.8756, loss_cls: 4.7599, loss: 4.7599 |
| 2025-06-01 21:47:17,601 - pyskl - INFO - Saving checkpoint at 75 epochs |
| 2025-06-01 22:08:00,099 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 22:08:00,170 - pyskl - INFO - |
| top1_acc 0.6445 |
| top5_acc 0.9092 |
| 2025-06-01 22:08:00,170 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 22:08:00,178 - pyskl - INFO - |
| mean_acc 0.6413 |
| 2025-06-01 22:08:00,180 - pyskl - INFO - Epoch(val) [75][413] top1_acc: 0.6445, top5_acc: 0.9092, mean_class_accuracy: 0.6413 |
| 2025-06-01 22:09:03,021 - pyskl - INFO - Epoch [76][100/1027] lr: 1.247e-02, eta: 8:29:11, time: 0.628, data_time: 0.248, memory: 7959, top1_acc: 0.6925, top5_acc: 0.8931, loss_cls: 4.6614, loss: 4.6614 |
| 2025-06-01 22:09:41,179 - pyskl - INFO - Epoch [76][200/1027] lr: 1.245e-02, eta: 8:28:30, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6831, top5_acc: 0.9025, loss_cls: 4.4801, loss: 4.4801 |
| 2025-06-01 22:10:19,520 - pyskl - INFO - Epoch [76][300/1027] lr: 1.242e-02, eta: 8:27:49, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6681, top5_acc: 0.9113, loss_cls: 4.5209, loss: 4.5209 |
| 2025-06-01 22:10:57,740 - pyskl - INFO - Epoch [76][400/1027] lr: 1.240e-02, eta: 8:27:08, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6600, top5_acc: 0.8906, loss_cls: 4.6008, loss: 4.6008 |
| 2025-06-01 22:11:35,856 - pyskl - INFO - Epoch [76][500/1027] lr: 1.237e-02, eta: 8:26:27, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6438, top5_acc: 0.8919, loss_cls: 4.7146, loss: 4.7146 |
| 2025-06-01 22:12:14,005 - pyskl - INFO - Epoch [76][600/1027] lr: 1.235e-02, eta: 8:25:45, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6494, top5_acc: 0.8762, loss_cls: 4.6939, loss: 4.6939 |
| 2025-06-01 22:12:52,117 - pyskl - INFO - Epoch [76][700/1027] lr: 1.232e-02, eta: 8:25:04, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6556, top5_acc: 0.8806, loss_cls: 4.7090, loss: 4.7090 |
| 2025-06-01 22:13:30,230 - pyskl - INFO - Epoch [76][800/1027] lr: 1.230e-02, eta: 8:24:23, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 4.8112, loss: 4.8112 |
| 2025-06-01 22:14:08,336 - pyskl - INFO - Epoch [76][900/1027] lr: 1.227e-02, eta: 8:23:41, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6425, top5_acc: 0.8719, loss_cls: 4.8225, loss: 4.8225 |
| 2025-06-01 22:14:46,603 - pyskl - INFO - Epoch [76][1000/1027] lr: 1.225e-02, eta: 8:23:00, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6713, top5_acc: 0.8738, loss_cls: 4.7279, loss: 4.7279 |
| 2025-06-01 22:14:57,660 - pyskl - INFO - Saving checkpoint at 76 epochs |
| 2025-06-01 22:15:35,040 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 22:15:35,111 - pyskl - INFO - |
| top1_acc 0.6571 |
| top5_acc 0.9103 |
| 2025-06-01 22:15:35,111 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 22:15:35,118 - pyskl - INFO - |
| mean_acc 0.6517 |
| 2025-06-01 22:15:35,175 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_73.pth was removed |
| 2025-06-01 22:15:36,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. |
| 2025-06-01 22:15:36,801 - pyskl - INFO - Best top1_acc is 0.6571 at 76 epoch. |
| 2025-06-01 22:15:36,804 - pyskl - INFO - Epoch(val) [76][413] top1_acc: 0.6571, top5_acc: 0.9103, mean_class_accuracy: 0.6517 |
| 2025-06-01 22:16:39,401 - pyskl - INFO - Epoch [77][100/1027] lr: 1.221e-02, eta: 8:22:22, time: 0.626, data_time: 0.245, memory: 7959, top1_acc: 0.7006, top5_acc: 0.9069, loss_cls: 4.4882, loss: 4.4882 |
| 2025-06-01 22:17:17,597 - pyskl - INFO - Epoch [77][200/1027] lr: 1.219e-02, eta: 8:21:41, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6681, top5_acc: 0.9038, loss_cls: 4.5841, loss: 4.5841 |
| 2025-06-01 22:17:55,573 - pyskl - INFO - Epoch [77][300/1027] lr: 1.216e-02, eta: 8:20:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6706, top5_acc: 0.8906, loss_cls: 4.6303, loss: 4.6303 |
| 2025-06-01 22:18:33,670 - pyskl - INFO - Epoch [77][400/1027] lr: 1.214e-02, eta: 8:20:18, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6837, top5_acc: 0.9006, loss_cls: 4.5524, loss: 4.5524 |
| 2025-06-01 22:19:11,855 - pyskl - INFO - Epoch [77][500/1027] lr: 1.211e-02, eta: 8:19:37, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6475, top5_acc: 0.8762, loss_cls: 4.6937, loss: 4.6937 |
| 2025-06-01 22:19:50,147 - pyskl - INFO - Epoch [77][600/1027] lr: 1.209e-02, eta: 8:18:56, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6550, top5_acc: 0.8794, loss_cls: 4.7317, loss: 4.7317 |
| 2025-06-01 22:20:28,289 - pyskl - INFO - Epoch [77][700/1027] lr: 1.206e-02, eta: 8:18:15, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6425, top5_acc: 0.8875, loss_cls: 4.7060, loss: 4.7060 |
| 2025-06-01 22:21:06,442 - pyskl - INFO - Epoch [77][800/1027] lr: 1.203e-02, eta: 8:17:33, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6494, top5_acc: 0.8831, loss_cls: 4.8043, loss: 4.8043 |
| 2025-06-01 22:21:44,419 - pyskl - INFO - Epoch [77][900/1027] lr: 1.201e-02, eta: 8:16:52, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6412, top5_acc: 0.8800, loss_cls: 4.7867, loss: 4.7867 |
| 2025-06-01 22:22:22,627 - pyskl - INFO - Epoch [77][1000/1027] lr: 1.198e-02, eta: 8:16:11, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6756, top5_acc: 0.8938, loss_cls: 4.6124, loss: 4.6124 |
| 2025-06-01 22:22:33,724 - pyskl - INFO - Saving checkpoint at 77 epochs |
| 2025-06-01 22:23:11,421 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 22:23:11,495 - pyskl - INFO - |
| top1_acc 0.6066 |
| top5_acc 0.8909 |
| 2025-06-01 22:23:11,495 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 22:23:11,502 - pyskl - INFO - |
| mean_acc 0.6027 |
| 2025-06-01 22:23:11,504 - pyskl - INFO - Epoch(val) [77][413] top1_acc: 0.6066, top5_acc: 0.8909, mean_class_accuracy: 0.6027 |
| 2025-06-01 22:24:14,507 - pyskl - INFO - Epoch [78][100/1027] lr: 1.195e-02, eta: 8:15:32, time: 0.630, data_time: 0.250, memory: 7959, top1_acc: 0.6887, top5_acc: 0.9012, loss_cls: 4.5404, loss: 4.5404 |
| 2025-06-01 22:24:52,935 - pyskl - INFO - Epoch [78][200/1027] lr: 1.193e-02, eta: 8:14:51, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6900, top5_acc: 0.9075, loss_cls: 4.5515, loss: 4.5515 |
| 2025-06-01 22:25:31,260 - pyskl - INFO - Epoch [78][300/1027] lr: 1.190e-02, eta: 8:14:10, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6844, top5_acc: 0.9019, loss_cls: 4.5482, loss: 4.5482 |
| 2025-06-01 22:26:09,331 - pyskl - INFO - Epoch [78][400/1027] lr: 1.187e-02, eta: 8:13:29, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6863, top5_acc: 0.9050, loss_cls: 4.5424, loss: 4.5424 |
| 2025-06-01 22:26:47,363 - pyskl - INFO - Epoch [78][500/1027] lr: 1.185e-02, eta: 8:12:48, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6656, top5_acc: 0.8906, loss_cls: 4.5694, loss: 4.5694 |
| 2025-06-01 22:27:25,519 - pyskl - INFO - Epoch [78][600/1027] lr: 1.182e-02, eta: 8:12:07, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6850, top5_acc: 0.8919, loss_cls: 4.5761, loss: 4.5761 |
| 2025-06-01 22:28:03,561 - pyskl - INFO - Epoch [78][700/1027] lr: 1.180e-02, eta: 8:11:26, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6481, top5_acc: 0.8894, loss_cls: 4.7277, loss: 4.7277 |
| 2025-06-01 22:28:41,555 - pyskl - INFO - Epoch [78][800/1027] lr: 1.177e-02, eta: 8:10:44, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6813, top5_acc: 0.8956, loss_cls: 4.5091, loss: 4.5091 |
| 2025-06-01 22:29:19,600 - pyskl - INFO - Epoch [78][900/1027] lr: 1.175e-02, eta: 8:10:03, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6362, top5_acc: 0.8750, loss_cls: 4.7652, loss: 4.7652 |
| 2025-06-01 22:29:57,829 - pyskl - INFO - Epoch [78][1000/1027] lr: 1.172e-02, eta: 8:09:22, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6519, top5_acc: 0.8769, loss_cls: 4.8231, loss: 4.8231 |
| 2025-06-01 22:30:08,942 - pyskl - INFO - Saving checkpoint at 78 epochs |
| 2025-06-01 22:30:46,421 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 22:30:46,493 - pyskl - INFO - |
| top1_acc 0.6533 |
| top5_acc 0.9089 |
| 2025-06-01 22:30:46,493 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 22:30:46,500 - pyskl - INFO - |
| mean_acc 0.6508 |
| 2025-06-01 22:30:46,501 - pyskl - INFO - Epoch(val) [78][413] top1_acc: 0.6533, top5_acc: 0.9089, mean_class_accuracy: 0.6508 |
| 2025-06-01 22:31:49,785 - pyskl - INFO - Epoch [79][100/1027] lr: 1.169e-02, eta: 8:08:43, time: 0.633, data_time: 0.251, memory: 7959, top1_acc: 0.7113, top5_acc: 0.9119, loss_cls: 4.5382, loss: 4.5382 |
| 2025-06-01 22:32:28,324 - pyskl - INFO - Epoch [79][200/1027] lr: 1.166e-02, eta: 8:08:03, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6900, top5_acc: 0.8925, loss_cls: 4.5435, loss: 4.5435 |
| 2025-06-01 22:33:06,715 - pyskl - INFO - Epoch [79][300/1027] lr: 1.164e-02, eta: 8:07:22, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6687, top5_acc: 0.9012, loss_cls: 4.5463, loss: 4.5463 |
| 2025-06-01 22:33:44,909 - pyskl - INFO - Epoch [79][400/1027] lr: 1.161e-02, eta: 8:06:41, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6900, top5_acc: 0.9012, loss_cls: 4.5690, loss: 4.5690 |
| 2025-06-01 22:34:23,001 - pyskl - INFO - Epoch [79][500/1027] lr: 1.159e-02, eta: 8:05:59, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6675, top5_acc: 0.8906, loss_cls: 4.5323, loss: 4.5323 |
| 2025-06-01 22:35:01,121 - pyskl - INFO - Epoch [79][600/1027] lr: 1.156e-02, eta: 8:05:18, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6763, top5_acc: 0.8912, loss_cls: 4.6053, loss: 4.6053 |
| 2025-06-01 22:35:39,242 - pyskl - INFO - Epoch [79][700/1027] lr: 1.154e-02, eta: 8:04:37, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6800, top5_acc: 0.8975, loss_cls: 4.6076, loss: 4.6076 |
| 2025-06-01 22:36:17,354 - pyskl - INFO - Epoch [79][800/1027] lr: 1.151e-02, eta: 8:03:56, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6731, top5_acc: 0.8956, loss_cls: 4.4255, loss: 4.4255 |
| 2025-06-01 22:36:55,328 - pyskl - INFO - Epoch [79][900/1027] lr: 1.149e-02, eta: 8:03:15, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6613, top5_acc: 0.8950, loss_cls: 4.7004, loss: 4.7004 |
| 2025-06-01 22:37:33,738 - pyskl - INFO - Epoch [79][1000/1027] lr: 1.146e-02, eta: 8:02:34, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6600, top5_acc: 0.8719, loss_cls: 4.7072, loss: 4.7072 |
| 2025-06-01 22:37:45,062 - pyskl - INFO - Saving checkpoint at 79 epochs |
| 2025-06-01 22:38:22,800 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 22:38:22,872 - pyskl - INFO - |
| top1_acc 0.6628 |
| top5_acc 0.9079 |
| 2025-06-01 22:38:22,872 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 22:38:22,879 - pyskl - INFO - |
| mean_acc 0.6635 |
| 2025-06-01 22:38:22,939 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_76.pth was removed |
| 2025-06-01 22:38:24,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. |
| 2025-06-01 22:38:24,552 - pyskl - INFO - Best top1_acc is 0.6628 at 79 epoch. |
| 2025-06-01 22:38:24,556 - pyskl - INFO - Epoch(val) [79][413] top1_acc: 0.6628, top5_acc: 0.9079, mean_class_accuracy: 0.6635 |
| 2025-06-01 22:39:27,551 - pyskl - INFO - Epoch [80][100/1027] lr: 1.143e-02, eta: 8:01:55, time: 0.630, data_time: 0.249, memory: 7959, top1_acc: 0.7044, top5_acc: 0.9025, loss_cls: 4.4822, loss: 4.4822 |
| 2025-06-01 22:40:06,019 - pyskl - INFO - Epoch [80][200/1027] lr: 1.140e-02, eta: 8:01:14, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6969, top5_acc: 0.8956, loss_cls: 4.5106, loss: 4.5106 |
| 2025-06-01 22:40:43,954 - pyskl - INFO - Epoch [80][300/1027] lr: 1.138e-02, eta: 8:00:33, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6750, top5_acc: 0.9006, loss_cls: 4.6498, loss: 4.6498 |
| 2025-06-01 22:41:21,835 - pyskl - INFO - Epoch [80][400/1027] lr: 1.135e-02, eta: 7:59:51, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6506, top5_acc: 0.8869, loss_cls: 4.6407, loss: 4.6407 |
| 2025-06-01 22:41:59,664 - pyskl - INFO - Epoch [80][500/1027] lr: 1.133e-02, eta: 7:59:10, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6825, top5_acc: 0.8994, loss_cls: 4.5476, loss: 4.5476 |
| 2025-06-01 22:42:37,595 - pyskl - INFO - Epoch [80][600/1027] lr: 1.130e-02, eta: 7:58:29, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6806, top5_acc: 0.9075, loss_cls: 4.5424, loss: 4.5424 |
| 2025-06-01 22:43:15,443 - pyskl - INFO - Epoch [80][700/1027] lr: 1.128e-02, eta: 7:57:47, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.6637, top5_acc: 0.8969, loss_cls: 4.5858, loss: 4.5858 |
| 2025-06-01 22:43:53,316 - pyskl - INFO - Epoch [80][800/1027] lr: 1.125e-02, eta: 7:57:06, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6837, top5_acc: 0.9106, loss_cls: 4.3722, loss: 4.3722 |
| 2025-06-01 22:44:31,172 - pyskl - INFO - Epoch [80][900/1027] lr: 1.123e-02, eta: 7:56:25, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.6737, top5_acc: 0.8875, loss_cls: 4.6700, loss: 4.6700 |
| 2025-06-01 22:45:09,126 - pyskl - INFO - Epoch [80][1000/1027] lr: 1.120e-02, eta: 7:55:44, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.6519, top5_acc: 0.8775, loss_cls: 4.6760, loss: 4.6760 |
| 2025-06-01 22:45:20,170 - pyskl - INFO - Saving checkpoint at 80 epochs |
| 2025-06-01 23:05:44,498 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 23:05:44,586 - pyskl - INFO - |
| top1_acc 0.6474 |
| top5_acc 0.9067 |
| 2025-06-01 23:05:44,586 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 23:05:44,594 - pyskl - INFO - |
| mean_acc 0.6473 |
| 2025-06-01 23:05:44,596 - pyskl - INFO - Epoch(val) [80][413] top1_acc: 0.6474, top5_acc: 0.9067, mean_class_accuracy: 0.6473 |
| 2025-06-01 23:06:48,830 - pyskl - INFO - Epoch [81][100/1027] lr: 1.117e-02, eta: 7:55:05, time: 0.642, data_time: 0.255, memory: 7959, top1_acc: 0.7300, top5_acc: 0.9094, loss_cls: 4.4216, loss: 4.4216 |
| 2025-06-01 23:07:27,400 - pyskl - INFO - Epoch [81][200/1027] lr: 1.114e-02, eta: 7:54:24, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.6931, top5_acc: 0.9081, loss_cls: 4.4391, loss: 4.4391 |
| 2025-06-01 23:08:05,828 - pyskl - INFO - Epoch [81][300/1027] lr: 1.112e-02, eta: 7:53:44, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6981, top5_acc: 0.9069, loss_cls: 4.4266, loss: 4.4266 |
| 2025-06-01 23:08:44,054 - pyskl - INFO - Epoch [81][400/1027] lr: 1.109e-02, eta: 7:53:03, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6963, top5_acc: 0.9094, loss_cls: 4.5028, loss: 4.5028 |
| 2025-06-01 23:09:22,249 - pyskl - INFO - Epoch [81][500/1027] lr: 1.107e-02, eta: 7:52:22, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6994, top5_acc: 0.9044, loss_cls: 4.4272, loss: 4.4272 |
| 2025-06-01 23:10:00,612 - pyskl - INFO - Epoch [81][600/1027] lr: 1.104e-02, eta: 7:51:41, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6863, top5_acc: 0.8969, loss_cls: 4.6240, loss: 4.6240 |
| 2025-06-01 23:10:38,827 - pyskl - INFO - Epoch [81][700/1027] lr: 1.102e-02, eta: 7:51:00, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6825, top5_acc: 0.9094, loss_cls: 4.5271, loss: 4.5271 |
| 2025-06-01 23:11:16,911 - pyskl - INFO - Epoch [81][800/1027] lr: 1.099e-02, eta: 7:50:19, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6619, top5_acc: 0.8888, loss_cls: 4.6397, loss: 4.6397 |
| 2025-06-01 23:11:55,008 - pyskl - INFO - Epoch [81][900/1027] lr: 1.097e-02, eta: 7:49:38, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6675, top5_acc: 0.8862, loss_cls: 4.6082, loss: 4.6082 |
| 2025-06-01 23:12:33,503 - pyskl - INFO - Epoch [81][1000/1027] lr: 1.094e-02, eta: 7:48:57, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6663, top5_acc: 0.8938, loss_cls: 4.6477, loss: 4.6477 |
| 2025-06-01 23:12:45,034 - pyskl - INFO - Saving checkpoint at 81 epochs |
| 2025-06-01 23:13:22,270 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 23:13:22,342 - pyskl - INFO - |
| top1_acc 0.6513 |
| top5_acc 0.9089 |
| 2025-06-01 23:13:22,342 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 23:13:22,350 - pyskl - INFO - |
| mean_acc 0.6543 |
| 2025-06-01 23:13:22,351 - pyskl - INFO - Epoch(val) [81][413] top1_acc: 0.6513, top5_acc: 0.9089, mean_class_accuracy: 0.6543 |
| 2025-06-01 23:14:26,536 - pyskl - INFO - Epoch [82][100/1027] lr: 1.091e-02, eta: 7:48:18, time: 0.642, data_time: 0.255, memory: 7959, top1_acc: 0.7250, top5_acc: 0.9219, loss_cls: 4.3429, loss: 4.3429 |
| 2025-06-01 23:15:05,320 - pyskl - INFO - Epoch [82][200/1027] lr: 1.088e-02, eta: 7:47:38, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.7100, top5_acc: 0.9044, loss_cls: 4.4754, loss: 4.4754 |
| 2025-06-01 23:15:43,643 - pyskl - INFO - Epoch [82][300/1027] lr: 1.086e-02, eta: 7:46:57, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7100, top5_acc: 0.9125, loss_cls: 4.4018, loss: 4.4018 |
| 2025-06-01 23:16:21,852 - pyskl - INFO - Epoch [82][400/1027] lr: 1.083e-02, eta: 7:46:16, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6969, top5_acc: 0.9113, loss_cls: 4.5174, loss: 4.5174 |
| 2025-06-01 23:17:00,379 - pyskl - INFO - Epoch [82][500/1027] lr: 1.081e-02, eta: 7:45:35, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6831, top5_acc: 0.8994, loss_cls: 4.5521, loss: 4.5521 |
| 2025-06-01 23:17:38,696 - pyskl - INFO - Epoch [82][600/1027] lr: 1.078e-02, eta: 7:44:54, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6763, top5_acc: 0.8994, loss_cls: 4.5351, loss: 4.5351 |
| 2025-06-01 23:18:16,918 - pyskl - INFO - Epoch [82][700/1027] lr: 1.076e-02, eta: 7:44:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6950, top5_acc: 0.8944, loss_cls: 4.3882, loss: 4.3882 |
| 2025-06-01 23:18:55,044 - pyskl - INFO - Epoch [82][800/1027] lr: 1.073e-02, eta: 7:43:32, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6719, top5_acc: 0.9025, loss_cls: 4.6154, loss: 4.6154 |
| 2025-06-01 23:19:33,203 - pyskl - INFO - Epoch [82][900/1027] lr: 1.071e-02, eta: 7:42:51, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6669, top5_acc: 0.8844, loss_cls: 4.5982, loss: 4.5982 |
| 2025-06-01 23:20:11,548 - pyskl - INFO - Epoch [82][1000/1027] lr: 1.068e-02, eta: 7:42:11, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6700, top5_acc: 0.8931, loss_cls: 4.5280, loss: 4.5280 |
| 2025-06-01 23:20:22,895 - pyskl - INFO - Saving checkpoint at 82 epochs |
| 2025-06-01 23:21:00,033 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 23:21:00,106 - pyskl - INFO - |
| top1_acc 0.6519 |
| top5_acc 0.9036 |
| 2025-06-01 23:21:00,106 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 23:21:00,114 - pyskl - INFO - |
| mean_acc 0.6488 |
| 2025-06-01 23:21:00,116 - pyskl - INFO - Epoch(val) [82][413] top1_acc: 0.6519, top5_acc: 0.9036, mean_class_accuracy: 0.6488 |
| 2025-06-01 23:22:03,808 - pyskl - INFO - Epoch [83][100/1027] lr: 1.065e-02, eta: 7:41:31, time: 0.637, data_time: 0.252, memory: 7959, top1_acc: 0.7194, top5_acc: 0.9150, loss_cls: 4.3618, loss: 4.3618 |
| 2025-06-01 23:22:42,423 - pyskl - INFO - Epoch [83][200/1027] lr: 1.062e-02, eta: 7:40:51, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.7219, top5_acc: 0.9169, loss_cls: 4.3644, loss: 4.3644 |
| 2025-06-01 23:23:20,651 - pyskl - INFO - Epoch [83][300/1027] lr: 1.060e-02, eta: 7:40:10, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6850, top5_acc: 0.9062, loss_cls: 4.4552, loss: 4.4552 |
| 2025-06-01 23:23:58,902 - pyskl - INFO - Epoch [83][400/1027] lr: 1.057e-02, eta: 7:39:29, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7087, top5_acc: 0.9038, loss_cls: 4.3435, loss: 4.3435 |
| 2025-06-01 23:24:37,218 - pyskl - INFO - Epoch [83][500/1027] lr: 1.055e-02, eta: 7:38:48, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7163, top5_acc: 0.9081, loss_cls: 4.3510, loss: 4.3510 |
| 2025-06-01 23:25:15,612 - pyskl - INFO - Epoch [83][600/1027] lr: 1.052e-02, eta: 7:38:07, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6900, top5_acc: 0.8988, loss_cls: 4.5125, loss: 4.5125 |
| 2025-06-01 23:25:53,869 - pyskl - INFO - Epoch [83][700/1027] lr: 1.050e-02, eta: 7:37:26, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6763, top5_acc: 0.9031, loss_cls: 4.5623, loss: 4.5623 |
| 2025-06-01 23:26:32,000 - pyskl - INFO - Epoch [83][800/1027] lr: 1.047e-02, eta: 7:36:45, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6669, top5_acc: 0.8812, loss_cls: 4.6483, loss: 4.6483 |
| 2025-06-01 23:27:10,199 - pyskl - INFO - Epoch [83][900/1027] lr: 1.045e-02, eta: 7:36:04, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6619, top5_acc: 0.8900, loss_cls: 4.6554, loss: 4.6554 |
| 2025-06-01 23:27:48,565 - pyskl - INFO - Epoch [83][1000/1027] lr: 1.042e-02, eta: 7:35:24, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6769, top5_acc: 0.9075, loss_cls: 4.5031, loss: 4.5031 |
| 2025-06-01 23:27:59,650 - pyskl - INFO - Saving checkpoint at 83 epochs |
| 2025-06-01 23:28:36,995 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 23:28:37,067 - pyskl - INFO - |
| top1_acc 0.6418 |
| top5_acc 0.9017 |
| 2025-06-01 23:28:37,067 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 23:28:37,074 - pyskl - INFO - |
| mean_acc 0.6428 |
| 2025-06-01 23:28:37,076 - pyskl - INFO - Epoch(val) [83][413] top1_acc: 0.6418, top5_acc: 0.9017, mean_class_accuracy: 0.6428 |
| 2025-06-01 23:29:41,015 - pyskl - INFO - Epoch [84][100/1027] lr: 1.039e-02, eta: 7:34:44, time: 0.639, data_time: 0.254, memory: 7959, top1_acc: 0.7325, top5_acc: 0.9194, loss_cls: 4.1834, loss: 4.1834 |
| 2025-06-01 23:30:19,306 - pyskl - INFO - Epoch [84][200/1027] lr: 1.037e-02, eta: 7:34:03, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7013, top5_acc: 0.9062, loss_cls: 4.3538, loss: 4.3538 |
| 2025-06-01 23:30:57,680 - pyskl - INFO - Epoch [84][300/1027] lr: 1.034e-02, eta: 7:33:22, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6925, top5_acc: 0.9075, loss_cls: 4.3850, loss: 4.3850 |
| 2025-06-01 23:31:35,931 - pyskl - INFO - Epoch [84][400/1027] lr: 1.032e-02, eta: 7:32:42, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7000, top5_acc: 0.9094, loss_cls: 4.4951, loss: 4.4951 |
| 2025-06-01 23:32:14,028 - pyskl - INFO - Epoch [84][500/1027] lr: 1.029e-02, eta: 7:32:01, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6744, top5_acc: 0.8838, loss_cls: 4.5099, loss: 4.5099 |
| 2025-06-01 23:32:52,424 - pyskl - INFO - Epoch [84][600/1027] lr: 1.026e-02, eta: 7:31:20, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7081, top5_acc: 0.9131, loss_cls: 4.4028, loss: 4.4028 |
| 2025-06-01 23:33:30,934 - pyskl - INFO - Epoch [84][700/1027] lr: 1.024e-02, eta: 7:30:39, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6963, top5_acc: 0.9113, loss_cls: 4.5091, loss: 4.5091 |
| 2025-06-01 23:34:09,356 - pyskl - INFO - Epoch [84][800/1027] lr: 1.021e-02, eta: 7:29:59, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6900, top5_acc: 0.8981, loss_cls: 4.4452, loss: 4.4452 |
| 2025-06-01 23:34:47,861 - pyskl - INFO - Epoch [84][900/1027] lr: 1.019e-02, eta: 7:29:18, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.6769, top5_acc: 0.9062, loss_cls: 4.6393, loss: 4.6393 |
| 2025-06-01 23:35:26,150 - pyskl - INFO - Epoch [84][1000/1027] lr: 1.016e-02, eta: 7:28:37, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6919, top5_acc: 0.9050, loss_cls: 4.3730, loss: 4.3730 |
| 2025-06-01 23:35:37,255 - pyskl - INFO - Saving checkpoint at 84 epochs |
| 2025-06-01 23:36:14,891 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-01 23:36:14,976 - pyskl - INFO - |
| top1_acc 0.6481 |
| top5_acc 0.9029 |
| 2025-06-01 23:36:14,976 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-01 23:36:14,989 - pyskl - INFO - |
| mean_acc 0.6521 |
| 2025-06-01 23:36:14,992 - pyskl - INFO - Epoch(val) [84][413] top1_acc: 0.6481, top5_acc: 0.9029, mean_class_accuracy: 0.6521 |
| 2025-06-01 23:37:19,705 - pyskl - INFO - Epoch [85][100/1027] lr: 1.013e-02, eta: 7:27:58, time: 0.647, data_time: 0.263, memory: 7959, top1_acc: 0.7475, top5_acc: 0.9263, loss_cls: 4.3003, loss: 4.3003 |
| 2025-06-01 23:37:57,887 - pyskl - INFO - Epoch [85][200/1027] lr: 1.011e-02, eta: 7:27:17, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7444, top5_acc: 0.9237, loss_cls: 4.2125, loss: 4.2125 |
| 2025-06-01 23:38:35,938 - pyskl - INFO - Epoch [85][300/1027] lr: 1.008e-02, eta: 7:26:36, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7000, top5_acc: 0.9106, loss_cls: 4.4402, loss: 4.4402 |
| 2025-06-01 23:39:14,183 - pyskl - INFO - Epoch [85][400/1027] lr: 1.006e-02, eta: 7:25:55, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7144, top5_acc: 0.9062, loss_cls: 4.4208, loss: 4.4208 |
| 2025-06-01 23:39:52,854 - pyskl - INFO - Epoch [85][500/1027] lr: 1.003e-02, eta: 7:25:15, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.7212, top5_acc: 0.9250, loss_cls: 4.3225, loss: 4.3225 |
| 2025-06-01 23:40:32,233 - pyskl - INFO - Epoch [85][600/1027] lr: 1.001e-02, eta: 7:24:35, time: 0.394, data_time: 0.000, memory: 7959, top1_acc: 0.7137, top5_acc: 0.9144, loss_cls: 4.3658, loss: 4.3658 |
| 2025-06-01 23:41:11,460 - pyskl - INFO - Epoch [85][700/1027] lr: 9.983e-03, eta: 7:23:55, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.6837, top5_acc: 0.9025, loss_cls: 4.4829, loss: 4.4829 |
| 2025-06-01 23:41:50,659 - pyskl - INFO - Epoch [85][800/1027] lr: 9.958e-03, eta: 7:23:14, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.6731, top5_acc: 0.8988, loss_cls: 4.4931, loss: 4.4931 |
| 2025-06-01 23:42:29,890 - pyskl - INFO - Epoch [85][900/1027] lr: 9.933e-03, eta: 7:22:34, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.7100, top5_acc: 0.9137, loss_cls: 4.3573, loss: 4.3573 |
| 2025-06-01 23:43:08,223 - pyskl - INFO - Epoch [85][1000/1027] lr: 9.908e-03, eta: 7:21:54, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.6800, top5_acc: 0.9069, loss_cls: 4.5144, loss: 4.5144 |
| 2025-06-01 23:43:19,341 - pyskl - INFO - Saving checkpoint at 85 epochs |
| 2025-06-02 00:02:59,010 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 00:02:59,082 - pyskl - INFO - |
| top1_acc 0.6577 |
| top5_acc 0.9118 |
| 2025-06-02 00:02:59,083 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 00:02:59,092 - pyskl - INFO - |
| mean_acc 0.6632 |
| 2025-06-02 00:02:59,095 - pyskl - INFO - Epoch(val) [85][413] top1_acc: 0.6577, top5_acc: 0.9118, mean_class_accuracy: 0.6632 |
| 2025-06-02 00:04:03,580 - pyskl - INFO - Epoch [86][100/1027] lr: 9.876e-03, eta: 7:21:14, time: 0.645, data_time: 0.258, memory: 7959, top1_acc: 0.7181, top5_acc: 0.9150, loss_cls: 4.4424, loss: 4.4424 |
| 2025-06-02 00:04:41,908 - pyskl - INFO - Epoch [86][200/1027] lr: 9.852e-03, eta: 7:20:33, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7400, top5_acc: 0.9294, loss_cls: 4.3230, loss: 4.3230 |
| 2025-06-02 00:05:20,435 - pyskl - INFO - Epoch [86][300/1027] lr: 9.827e-03, eta: 7:19:53, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.7481, top5_acc: 0.9206, loss_cls: 4.2533, loss: 4.2533 |
| 2025-06-02 00:05:58,842 - pyskl - INFO - Epoch [86][400/1027] lr: 9.802e-03, eta: 7:19:12, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7231, top5_acc: 0.9175, loss_cls: 4.2154, loss: 4.2154 |
| 2025-06-02 00:06:37,282 - pyskl - INFO - Epoch [86][500/1027] lr: 9.777e-03, eta: 7:18:31, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 4.4410, loss: 4.4410 |
| 2025-06-02 00:07:16,406 - pyskl - INFO - Epoch [86][600/1027] lr: 9.752e-03, eta: 7:17:51, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.6969, top5_acc: 0.9100, loss_cls: 4.4718, loss: 4.4718 |
| 2025-06-02 00:07:54,727 - pyskl - INFO - Epoch [86][700/1027] lr: 9.727e-03, eta: 7:17:10, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7181, top5_acc: 0.9169, loss_cls: 4.4067, loss: 4.4067 |
| 2025-06-02 00:08:32,950 - pyskl - INFO - Epoch [86][800/1027] lr: 9.702e-03, eta: 7:16:29, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7000, top5_acc: 0.9137, loss_cls: 4.3839, loss: 4.3839 |
| 2025-06-02 00:09:11,156 - pyskl - INFO - Epoch [86][900/1027] lr: 9.677e-03, eta: 7:15:49, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6806, top5_acc: 0.9019, loss_cls: 4.4758, loss: 4.4758 |
| 2025-06-02 00:09:49,389 - pyskl - INFO - Epoch [86][1000/1027] lr: 9.653e-03, eta: 7:15:08, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6806, top5_acc: 0.9044, loss_cls: 4.4777, loss: 4.4777 |
| 2025-06-02 00:10:00,517 - pyskl - INFO - Saving checkpoint at 86 epochs |
| 2025-06-02 00:10:37,262 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 00:10:37,334 - pyskl - INFO - |
| top1_acc 0.6599 |
| top5_acc 0.9063 |
| 2025-06-02 00:10:37,335 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 00:10:37,343 - pyskl - INFO - |
| mean_acc 0.6583 |
| 2025-06-02 00:10:37,345 - pyskl - INFO - Epoch(val) [86][413] top1_acc: 0.6599, top5_acc: 0.9063, mean_class_accuracy: 0.6583 |
| 2025-06-02 00:11:41,273 - pyskl - INFO - Epoch [87][100/1027] lr: 9.621e-03, eta: 7:14:27, time: 0.639, data_time: 0.254, memory: 7959, top1_acc: 0.7512, top5_acc: 0.9313, loss_cls: 4.1261, loss: 4.1261 |
| 2025-06-02 00:12:20,092 - pyskl - INFO - Epoch [87][200/1027] lr: 9.596e-03, eta: 7:13:47, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.7188, top5_acc: 0.9213, loss_cls: 4.2823, loss: 4.2823 |
| 2025-06-02 00:12:58,496 - pyskl - INFO - Epoch [87][300/1027] lr: 9.571e-03, eta: 7:13:06, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7219, top5_acc: 0.9263, loss_cls: 4.1298, loss: 4.1298 |
| 2025-06-02 00:13:36,652 - pyskl - INFO - Epoch [87][400/1027] lr: 9.547e-03, eta: 7:12:25, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7156, top5_acc: 0.9187, loss_cls: 4.2632, loss: 4.2632 |
| 2025-06-02 00:14:15,507 - pyskl - INFO - Epoch [87][500/1027] lr: 9.522e-03, eta: 7:11:45, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.7400, top5_acc: 0.9163, loss_cls: 4.3071, loss: 4.3071 |
| 2025-06-02 00:14:54,087 - pyskl - INFO - Epoch [87][600/1027] lr: 9.497e-03, eta: 7:11:05, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.6887, top5_acc: 0.9062, loss_cls: 4.4224, loss: 4.4224 |
| 2025-06-02 00:15:32,353 - pyskl - INFO - Epoch [87][700/1027] lr: 9.472e-03, eta: 7:10:24, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7050, top5_acc: 0.9012, loss_cls: 4.4623, loss: 4.4623 |
| 2025-06-02 00:16:10,755 - pyskl - INFO - Epoch [87][800/1027] lr: 9.448e-03, eta: 7:09:43, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.2852, loss: 4.2852 |
| 2025-06-02 00:16:49,020 - pyskl - INFO - Epoch [87][900/1027] lr: 9.423e-03, eta: 7:09:02, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7094, top5_acc: 0.9050, loss_cls: 4.3760, loss: 4.3760 |
| 2025-06-02 00:17:27,152 - pyskl - INFO - Epoch [87][1000/1027] lr: 9.398e-03, eta: 7:08:21, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.6994, top5_acc: 0.9025, loss_cls: 4.4861, loss: 4.4861 |
| 2025-06-02 00:17:38,208 - pyskl - INFO - Saving checkpoint at 87 epochs |
| 2025-06-02 00:18:14,940 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 00:18:15,031 - pyskl - INFO - |
| top1_acc 0.6462 |
| top5_acc 0.9009 |
| 2025-06-02 00:18:15,032 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 00:18:15,042 - pyskl - INFO - |
| mean_acc 0.6458 |
| 2025-06-02 00:18:15,044 - pyskl - INFO - Epoch(val) [87][413] top1_acc: 0.6462, top5_acc: 0.9009, mean_class_accuracy: 0.6458 |
| 2025-06-02 00:19:20,396 - pyskl - INFO - Epoch [88][100/1027] lr: 9.367e-03, eta: 7:07:42, time: 0.653, data_time: 0.268, memory: 7959, top1_acc: 0.7369, top5_acc: 0.9356, loss_cls: 4.0347, loss: 4.0347 |
| 2025-06-02 00:19:58,234 - pyskl - INFO - Epoch [88][200/1027] lr: 9.342e-03, eta: 7:07:01, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.7412, top5_acc: 0.9287, loss_cls: 4.2788, loss: 4.2788 |
| 2025-06-02 00:20:36,181 - pyskl - INFO - Epoch [88][300/1027] lr: 9.318e-03, eta: 7:06:20, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.7519, top5_acc: 0.9313, loss_cls: 4.2313, loss: 4.2313 |
| 2025-06-02 00:21:14,384 - pyskl - INFO - Epoch [88][400/1027] lr: 9.293e-03, eta: 7:05:39, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7219, top5_acc: 0.9181, loss_cls: 4.2778, loss: 4.2778 |
| 2025-06-02 00:21:53,045 - pyskl - INFO - Epoch [88][500/1027] lr: 9.268e-03, eta: 7:04:58, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.7319, top5_acc: 0.9225, loss_cls: 4.2433, loss: 4.2433 |
| 2025-06-02 00:22:32,410 - pyskl - INFO - Epoch [88][600/1027] lr: 9.244e-03, eta: 7:04:18, time: 0.394, data_time: 0.000, memory: 7959, top1_acc: 0.7212, top5_acc: 0.9137, loss_cls: 4.2522, loss: 4.2522 |
| 2025-06-02 00:23:11,003 - pyskl - INFO - Epoch [88][700/1027] lr: 9.219e-03, eta: 7:03:38, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.7075, top5_acc: 0.9113, loss_cls: 4.2776, loss: 4.2776 |
| 2025-06-02 00:23:50,546 - pyskl - INFO - Epoch [88][800/1027] lr: 9.195e-03, eta: 7:02:58, time: 0.395, data_time: 0.000, memory: 7959, top1_acc: 0.6937, top5_acc: 0.9012, loss_cls: 4.5096, loss: 4.5096 |
| 2025-06-02 00:24:30,403 - pyskl - INFO - Epoch [88][900/1027] lr: 9.170e-03, eta: 7:02:18, time: 0.399, data_time: 0.000, memory: 7959, top1_acc: 0.7094, top5_acc: 0.9219, loss_cls: 4.2687, loss: 4.2687 |
| 2025-06-02 00:25:08,571 - pyskl - INFO - Epoch [88][1000/1027] lr: 9.145e-03, eta: 7:01:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6813, top5_acc: 0.9044, loss_cls: 4.4471, loss: 4.4471 |
| 2025-06-02 00:25:19,625 - pyskl - INFO - Saving checkpoint at 88 epochs |
| 2025-06-02 00:25:56,945 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 00:25:57,017 - pyskl - INFO - |
| top1_acc 0.6518 |
| top5_acc 0.9044 |
| 2025-06-02 00:25:57,017 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 00:25:57,025 - pyskl - INFO - |
| mean_acc 0.6493 |
| 2025-06-02 00:25:57,027 - pyskl - INFO - Epoch(val) [88][413] top1_acc: 0.6518, top5_acc: 0.9044, mean_class_accuracy: 0.6493 |
| 2025-06-02 00:27:02,982 - pyskl - INFO - Epoch [89][100/1027] lr: 9.114e-03, eta: 7:00:58, time: 0.660, data_time: 0.264, memory: 7959, top1_acc: 0.7344, top5_acc: 0.9300, loss_cls: 4.2623, loss: 4.2623 |
| 2025-06-02 00:27:41,417 - pyskl - INFO - Epoch [89][200/1027] lr: 9.090e-03, eta: 7:00:18, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7431, top5_acc: 0.9344, loss_cls: 4.0942, loss: 4.0942 |
| 2025-06-02 00:28:19,686 - pyskl - INFO - Epoch [89][300/1027] lr: 9.065e-03, eta: 6:59:37, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7319, top5_acc: 0.9287, loss_cls: 4.1982, loss: 4.1982 |
| 2025-06-02 00:28:57,894 - pyskl - INFO - Epoch [89][400/1027] lr: 9.041e-03, eta: 6:58:56, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7588, top5_acc: 0.9294, loss_cls: 4.1490, loss: 4.1490 |
| 2025-06-02 00:29:36,309 - pyskl - INFO - Epoch [89][500/1027] lr: 9.016e-03, eta: 6:58:15, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7319, top5_acc: 0.9306, loss_cls: 4.2752, loss: 4.2752 |
| 2025-06-02 00:30:15,111 - pyskl - INFO - Epoch [89][600/1027] lr: 8.992e-03, eta: 6:57:35, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.7481, top5_acc: 0.9200, loss_cls: 4.2054, loss: 4.2054 |
| 2025-06-02 00:30:53,275 - pyskl - INFO - Epoch [89][700/1027] lr: 8.967e-03, eta: 6:56:54, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.6981, top5_acc: 0.8994, loss_cls: 4.4694, loss: 4.4694 |
| 2025-06-02 00:31:31,515 - pyskl - INFO - Epoch [89][800/1027] lr: 8.943e-03, eta: 6:56:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7212, top5_acc: 0.9231, loss_cls: 4.3356, loss: 4.3356 |
| 2025-06-02 00:32:09,773 - pyskl - INFO - Epoch [89][900/1027] lr: 8.918e-03, eta: 6:55:33, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7031, top5_acc: 0.9231, loss_cls: 4.3941, loss: 4.3941 |
| 2025-06-02 00:32:48,028 - pyskl - INFO - Epoch [89][1000/1027] lr: 8.894e-03, eta: 6:54:52, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7125, top5_acc: 0.9163, loss_cls: 4.3411, loss: 4.3411 |
| 2025-06-02 00:32:59,113 - pyskl - INFO - Saving checkpoint at 89 epochs |
| 2025-06-02 00:33:36,313 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 00:33:36,386 - pyskl - INFO - |
| top1_acc 0.6677 |
| top5_acc 0.9120 |
| 2025-06-02 00:33:36,387 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 00:33:36,395 - pyskl - INFO - |
| mean_acc 0.6691 |
| 2025-06-02 00:33:36,462 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_79.pth was removed |
| 2025-06-02 00:33:38,284 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. |
| 2025-06-02 00:33:38,286 - pyskl - INFO - Best top1_acc is 0.6677 at 89 epoch. |
| 2025-06-02 00:33:38,289 - pyskl - INFO - Epoch(val) [89][413] top1_acc: 0.6677, top5_acc: 0.9120, mean_class_accuracy: 0.6691 |
| 2025-06-02 00:34:40,548 - pyskl - INFO - Epoch [90][100/1027] lr: 8.863e-03, eta: 6:54:10, time: 0.623, data_time: 0.242, memory: 7959, top1_acc: 0.7419, top5_acc: 0.9256, loss_cls: 4.2729, loss: 4.2729 |
| 2025-06-02 00:35:18,669 - pyskl - INFO - Epoch [90][200/1027] lr: 8.839e-03, eta: 6:53:29, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7306, top5_acc: 0.9219, loss_cls: 4.2124, loss: 4.2124 |
| 2025-06-02 00:35:56,566 - pyskl - INFO - Epoch [90][300/1027] lr: 8.814e-03, eta: 6:52:48, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 4.0740, loss: 4.0740 |
| 2025-06-02 00:36:34,658 - pyskl - INFO - Epoch [90][400/1027] lr: 8.790e-03, eta: 6:52:07, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7375, top5_acc: 0.9225, loss_cls: 4.1661, loss: 4.1661 |
| 2025-06-02 00:37:12,587 - pyskl - INFO - Epoch [90][500/1027] lr: 8.766e-03, eta: 6:51:26, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.7412, top5_acc: 0.9306, loss_cls: 4.1292, loss: 4.1292 |
| 2025-06-02 00:37:49,942 - pyskl - INFO - Epoch [90][600/1027] lr: 8.741e-03, eta: 6:50:45, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7212, top5_acc: 0.9169, loss_cls: 4.2425, loss: 4.2425 |
| 2025-06-02 00:38:27,327 - pyskl - INFO - Epoch [90][700/1027] lr: 8.717e-03, eta: 6:50:03, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7231, top5_acc: 0.9137, loss_cls: 4.2609, loss: 4.2609 |
| 2025-06-02 00:39:04,958 - pyskl - INFO - Epoch [90][800/1027] lr: 8.693e-03, eta: 6:49:22, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.7262, top5_acc: 0.9269, loss_cls: 4.2472, loss: 4.2472 |
| 2025-06-02 00:39:42,637 - pyskl - INFO - Epoch [90][900/1027] lr: 8.668e-03, eta: 6:48:41, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.7450, top5_acc: 0.9363, loss_cls: 4.2372, loss: 4.2372 |
| 2025-06-02 00:40:20,255 - pyskl - INFO - Epoch [90][1000/1027] lr: 8.644e-03, eta: 6:48:00, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.7269, top5_acc: 0.9287, loss_cls: 4.2061, loss: 4.2061 |
| 2025-06-02 00:40:31,096 - pyskl - INFO - Saving checkpoint at 90 epochs |
| 2025-06-02 01:01:01,880 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 01:01:01,952 - pyskl - INFO - |
| top1_acc 0.6525 |
| top5_acc 0.9054 |
| 2025-06-02 01:01:01,952 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 01:01:01,959 - pyskl - INFO - |
| mean_acc 0.6479 |
| 2025-06-02 01:01:01,960 - pyskl - INFO - Epoch(val) [90][413] top1_acc: 0.6525, top5_acc: 0.9054, mean_class_accuracy: 0.6479 |
| 2025-06-02 01:02:07,019 - pyskl - INFO - Epoch [91][100/1027] lr: 8.613e-03, eta: 6:47:19, time: 0.651, data_time: 0.248, memory: 7959, top1_acc: 0.7625, top5_acc: 0.9394, loss_cls: 4.0760, loss: 4.0760 |
| 2025-06-02 01:02:46,575 - pyskl - INFO - Epoch [91][200/1027] lr: 8.589e-03, eta: 6:46:40, time: 0.396, data_time: 0.000, memory: 7959, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.1367, loss: 4.1367 |
| 2025-06-02 01:03:25,420 - pyskl - INFO - Epoch [91][300/1027] lr: 8.565e-03, eta: 6:45:59, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.7512, top5_acc: 0.9344, loss_cls: 4.0875, loss: 4.0875 |
| 2025-06-02 01:04:04,058 - pyskl - INFO - Epoch [91][400/1027] lr: 8.541e-03, eta: 6:45:19, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.7500, top5_acc: 0.9225, loss_cls: 4.0834, loss: 4.0834 |
| 2025-06-02 01:04:42,232 - pyskl - INFO - Epoch [91][500/1027] lr: 8.517e-03, eta: 6:44:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7550, top5_acc: 0.9225, loss_cls: 4.3030, loss: 4.3030 |
| 2025-06-02 01:05:20,334 - pyskl - INFO - Epoch [91][600/1027] lr: 8.492e-03, eta: 6:43:57, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7238, top5_acc: 0.9125, loss_cls: 4.3100, loss: 4.3100 |
| 2025-06-02 01:05:58,032 - pyskl - INFO - Epoch [91][700/1027] lr: 8.468e-03, eta: 6:43:16, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.7388, top5_acc: 0.9206, loss_cls: 4.3507, loss: 4.3507 |
| 2025-06-02 01:06:36,059 - pyskl - INFO - Epoch [91][800/1027] lr: 8.444e-03, eta: 6:42:35, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7175, top5_acc: 0.9200, loss_cls: 4.1840, loss: 4.1840 |
| 2025-06-02 01:07:14,241 - pyskl - INFO - Epoch [91][900/1027] lr: 8.420e-03, eta: 6:41:55, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7125, top5_acc: 0.9200, loss_cls: 4.2363, loss: 4.2363 |
| 2025-06-02 01:07:52,380 - pyskl - INFO - Epoch [91][1000/1027] lr: 8.396e-03, eta: 6:41:14, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7194, top5_acc: 0.9213, loss_cls: 4.3010, loss: 4.3010 |
| 2025-06-02 01:08:03,479 - pyskl - INFO - Saving checkpoint at 91 epochs |
| 2025-06-02 01:08:40,142 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 01:08:40,215 - pyskl - INFO - |
| top1_acc 0.6669 |
| top5_acc 0.9107 |
| 2025-06-02 01:08:40,216 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 01:08:40,225 - pyskl - INFO - |
| mean_acc 0.6720 |
| 2025-06-02 01:08:40,228 - pyskl - INFO - Epoch(val) [91][413] top1_acc: 0.6669, top5_acc: 0.9107, mean_class_accuracy: 0.6720 |
| 2025-06-02 01:09:44,506 - pyskl - INFO - Epoch [92][100/1027] lr: 8.365e-03, eta: 6:40:32, time: 0.643, data_time: 0.256, memory: 7959, top1_acc: 0.7781, top5_acc: 0.9481, loss_cls: 4.0638, loss: 4.0638 |
| 2025-06-02 01:10:22,832 - pyskl - INFO - Epoch [92][200/1027] lr: 8.341e-03, eta: 6:39:52, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7612, top5_acc: 0.9394, loss_cls: 4.0109, loss: 4.0109 |
| 2025-06-02 01:11:01,675 - pyskl - INFO - Epoch [92][300/1027] lr: 8.317e-03, eta: 6:39:12, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.7481, top5_acc: 0.9381, loss_cls: 4.1023, loss: 4.1023 |
| 2025-06-02 01:11:39,968 - pyskl - INFO - Epoch [92][400/1027] lr: 8.293e-03, eta: 6:38:31, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7481, top5_acc: 0.9206, loss_cls: 4.2085, loss: 4.2085 |
| 2025-06-02 01:12:18,092 - pyskl - INFO - Epoch [92][500/1027] lr: 8.269e-03, eta: 6:37:50, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7419, top5_acc: 0.9337, loss_cls: 4.0561, loss: 4.0561 |
| 2025-06-02 01:12:56,168 - pyskl - INFO - Epoch [92][600/1027] lr: 8.245e-03, eta: 6:37:09, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7506, top5_acc: 0.9331, loss_cls: 4.1530, loss: 4.1530 |
| 2025-06-02 01:13:34,033 - pyskl - INFO - Epoch [92][700/1027] lr: 8.221e-03, eta: 6:36:28, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.7119, top5_acc: 0.9225, loss_cls: 4.2646, loss: 4.2646 |
| 2025-06-02 01:14:12,081 - pyskl - INFO - Epoch [92][800/1027] lr: 8.197e-03, eta: 6:35:48, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7262, top5_acc: 0.9156, loss_cls: 4.2716, loss: 4.2716 |
| 2025-06-02 01:14:50,379 - pyskl - INFO - Epoch [92][900/1027] lr: 8.173e-03, eta: 6:35:07, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7288, top5_acc: 0.9350, loss_cls: 4.1557, loss: 4.1557 |
| 2025-06-02 01:15:28,466 - pyskl - INFO - Epoch [92][1000/1027] lr: 8.150e-03, eta: 6:34:26, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7244, top5_acc: 0.9169, loss_cls: 4.2813, loss: 4.2813 |
| 2025-06-02 01:15:39,457 - pyskl - INFO - Saving checkpoint at 92 epochs |
| 2025-06-02 01:16:16,195 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 01:16:16,268 - pyskl - INFO - |
| top1_acc 0.6669 |
| top5_acc 0.9089 |
| 2025-06-02 01:16:16,269 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 01:16:16,278 - pyskl - INFO - |
| mean_acc 0.6686 |
| 2025-06-02 01:16:16,281 - pyskl - INFO - Epoch(val) [92][413] top1_acc: 0.6669, top5_acc: 0.9089, mean_class_accuracy: 0.6686 |
| 2025-06-02 01:17:19,689 - pyskl - INFO - Epoch [93][100/1027] lr: 8.119e-03, eta: 6:33:44, time: 0.634, data_time: 0.250, memory: 7959, top1_acc: 0.7781, top5_acc: 0.9456, loss_cls: 3.9843, loss: 3.9843 |
| 2025-06-02 01:17:58,003 - pyskl - INFO - Epoch [93][200/1027] lr: 8.095e-03, eta: 6:33:03, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7788, top5_acc: 0.9406, loss_cls: 3.9724, loss: 3.9724 |
| 2025-06-02 01:18:36,415 - pyskl - INFO - Epoch [93][300/1027] lr: 8.071e-03, eta: 6:32:23, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7762, top5_acc: 0.9444, loss_cls: 3.9642, loss: 3.9642 |
| 2025-06-02 01:19:14,746 - pyskl - INFO - Epoch [93][400/1027] lr: 8.048e-03, eta: 6:31:42, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7569, top5_acc: 0.9387, loss_cls: 4.0716, loss: 4.0716 |
| 2025-06-02 01:19:52,827 - pyskl - INFO - Epoch [93][500/1027] lr: 8.024e-03, eta: 6:31:02, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7588, top5_acc: 0.9263, loss_cls: 4.0680, loss: 4.0680 |
| 2025-06-02 01:20:30,854 - pyskl - INFO - Epoch [93][600/1027] lr: 8.000e-03, eta: 6:30:21, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7525, top5_acc: 0.9400, loss_cls: 4.1575, loss: 4.1575 |
| 2025-06-02 01:21:09,217 - pyskl - INFO - Epoch [93][700/1027] lr: 7.976e-03, eta: 6:29:40, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7494, top5_acc: 0.9287, loss_cls: 4.1593, loss: 4.1593 |
| 2025-06-02 01:21:47,264 - pyskl - INFO - Epoch [93][800/1027] lr: 7.953e-03, eta: 6:28:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7488, top5_acc: 0.9294, loss_cls: 4.1832, loss: 4.1832 |
| 2025-06-02 01:22:25,376 - pyskl - INFO - Epoch [93][900/1027] lr: 7.929e-03, eta: 6:28:19, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7219, top5_acc: 0.9213, loss_cls: 4.3817, loss: 4.3817 |
| 2025-06-02 01:23:03,397 - pyskl - INFO - Epoch [93][1000/1027] lr: 7.905e-03, eta: 6:27:38, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 4.2152, loss: 4.2152 |
| 2025-06-02 01:23:14,396 - pyskl - INFO - Saving checkpoint at 93 epochs |
| 2025-06-02 01:23:50,841 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 01:23:50,922 - pyskl - INFO - |
| top1_acc 0.6486 |
| top5_acc 0.9042 |
| 2025-06-02 01:23:50,922 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 01:23:50,931 - pyskl - INFO - |
| mean_acc 0.6483 |
| 2025-06-02 01:23:50,933 - pyskl - INFO - Epoch(val) [93][413] top1_acc: 0.6486, top5_acc: 0.9042, mean_class_accuracy: 0.6483 |
| 2025-06-02 01:24:54,183 - pyskl - INFO - Epoch [94][100/1027] lr: 7.875e-03, eta: 6:26:55, time: 0.632, data_time: 0.249, memory: 7959, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 3.9554, loss: 3.9554 |
| 2025-06-02 01:25:32,554 - pyskl - INFO - Epoch [94][200/1027] lr: 7.851e-03, eta: 6:26:15, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8075, top5_acc: 0.9513, loss_cls: 3.9330, loss: 3.9330 |
| 2025-06-02 01:26:11,262 - pyskl - INFO - Epoch [94][300/1027] lr: 7.828e-03, eta: 6:25:34, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.7606, top5_acc: 0.9275, loss_cls: 4.1078, loss: 4.1078 |
| 2025-06-02 01:26:49,478 - pyskl - INFO - Epoch [94][400/1027] lr: 7.804e-03, eta: 6:24:54, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 3.9401, loss: 3.9401 |
| 2025-06-02 01:27:27,703 - pyskl - INFO - Epoch [94][500/1027] lr: 7.780e-03, eta: 6:24:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 4.2102, loss: 4.2102 |
| 2025-06-02 01:28:05,733 - pyskl - INFO - Epoch [94][600/1027] lr: 7.757e-03, eta: 6:23:32, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7650, top5_acc: 0.9363, loss_cls: 4.0042, loss: 4.0042 |
| 2025-06-02 01:28:43,776 - pyskl - INFO - Epoch [94][700/1027] lr: 7.733e-03, eta: 6:22:52, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7650, top5_acc: 0.9394, loss_cls: 4.0508, loss: 4.0508 |
| 2025-06-02 01:29:21,874 - pyskl - INFO - Epoch [94][800/1027] lr: 7.710e-03, eta: 6:22:11, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7300, top5_acc: 0.9263, loss_cls: 4.3117, loss: 4.3117 |
| 2025-06-02 01:30:00,542 - pyskl - INFO - Epoch [94][900/1027] lr: 7.686e-03, eta: 6:21:31, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.7519, top5_acc: 0.9356, loss_cls: 4.1496, loss: 4.1496 |
| 2025-06-02 01:30:38,691 - pyskl - INFO - Epoch [94][1000/1027] lr: 7.663e-03, eta: 6:20:50, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7625, top5_acc: 0.9287, loss_cls: 4.0296, loss: 4.0296 |
| 2025-06-02 01:30:49,674 - pyskl - INFO - Saving checkpoint at 94 epochs |
| 2025-06-02 01:31:25,769 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 01:31:25,841 - pyskl - INFO - |
| top1_acc 0.6604 |
| top5_acc 0.9065 |
| 2025-06-02 01:31:25,841 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 01:31:25,848 - pyskl - INFO - |
| mean_acc 0.6628 |
| 2025-06-02 01:31:25,850 - pyskl - INFO - Epoch(val) [94][413] top1_acc: 0.6604, top5_acc: 0.9065, mean_class_accuracy: 0.6628 |
| 2025-06-02 01:32:28,455 - pyskl - INFO - Epoch [95][100/1027] lr: 7.633e-03, eta: 6:20:07, time: 0.626, data_time: 0.246, memory: 7959, top1_acc: 0.8087, top5_acc: 0.9531, loss_cls: 3.8527, loss: 3.8527 |
| 2025-06-02 01:33:06,782 - pyskl - INFO - Epoch [95][200/1027] lr: 7.609e-03, eta: 6:19:26, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7725, top5_acc: 0.9431, loss_cls: 3.9966, loss: 3.9966 |
| 2025-06-02 01:33:44,513 - pyskl - INFO - Epoch [95][300/1027] lr: 7.586e-03, eta: 6:18:45, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.7538, top5_acc: 0.9319, loss_cls: 4.0538, loss: 4.0538 |
| 2025-06-02 01:34:22,313 - pyskl - INFO - Epoch [95][400/1027] lr: 7.562e-03, eta: 6:18:05, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.7550, top5_acc: 0.9369, loss_cls: 4.0469, loss: 4.0469 |
| 2025-06-02 01:34:59,644 - pyskl - INFO - Epoch [95][500/1027] lr: 7.539e-03, eta: 6:17:23, time: 0.373, data_time: 0.000, memory: 7959, top1_acc: 0.7562, top5_acc: 0.9325, loss_cls: 4.0918, loss: 4.0918 |
| 2025-06-02 01:35:37,027 - pyskl - INFO - Epoch [95][600/1027] lr: 7.516e-03, eta: 6:16:42, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7619, top5_acc: 0.9419, loss_cls: 4.0846, loss: 4.0846 |
| 2025-06-02 01:36:14,591 - pyskl - INFO - Epoch [95][700/1027] lr: 7.492e-03, eta: 6:16:01, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.7569, top5_acc: 0.9437, loss_cls: 4.0150, loss: 4.0150 |
| 2025-06-02 01:36:52,007 - pyskl - INFO - Epoch [95][800/1027] lr: 7.469e-03, eta: 6:15:20, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7494, top5_acc: 0.9350, loss_cls: 4.1577, loss: 4.1577 |
| 2025-06-02 01:37:29,560 - pyskl - INFO - Epoch [95][900/1027] lr: 7.446e-03, eta: 6:14:39, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.7462, top5_acc: 0.9281, loss_cls: 4.1975, loss: 4.1975 |
| 2025-06-02 01:38:06,954 - pyskl - INFO - Epoch [95][1000/1027] lr: 7.422e-03, eta: 6:13:58, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7569, top5_acc: 0.9344, loss_cls: 4.1511, loss: 4.1511 |
| 2025-06-02 01:38:17,965 - pyskl - INFO - Saving checkpoint at 95 epochs |
| 2025-06-02 01:57:58,795 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 01:57:58,865 - pyskl - INFO - |
| top1_acc 0.6571 |
| top5_acc 0.9050 |
| 2025-06-02 01:57:58,865 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 01:57:58,873 - pyskl - INFO - |
| mean_acc 0.6541 |
| 2025-06-02 01:57:58,874 - pyskl - INFO - Epoch(val) [95][413] top1_acc: 0.6571, top5_acc: 0.9050, mean_class_accuracy: 0.6541 |
| 2025-06-02 01:59:01,847 - pyskl - INFO - Epoch [96][100/1027] lr: 7.393e-03, eta: 6:13:15, time: 0.630, data_time: 0.245, memory: 7959, top1_acc: 0.7825, top5_acc: 0.9419, loss_cls: 3.9130, loss: 3.9130 |
| 2025-06-02 01:59:40,483 - pyskl - INFO - Epoch [96][200/1027] lr: 7.369e-03, eta: 6:12:35, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.7762, top5_acc: 0.9425, loss_cls: 3.9188, loss: 3.9188 |
| 2025-06-02 02:00:18,914 - pyskl - INFO - Epoch [96][300/1027] lr: 7.346e-03, eta: 6:11:54, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7956, top5_acc: 0.9487, loss_cls: 3.8636, loss: 3.8636 |
| 2025-06-02 02:00:57,375 - pyskl - INFO - Epoch [96][400/1027] lr: 7.323e-03, eta: 6:11:14, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.7800, top5_acc: 0.9369, loss_cls: 3.8642, loss: 3.8642 |
| 2025-06-02 02:01:35,840 - pyskl - INFO - Epoch [96][500/1027] lr: 7.300e-03, eta: 6:10:33, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.7719, top5_acc: 0.9425, loss_cls: 4.0646, loss: 4.0646 |
| 2025-06-02 02:02:14,037 - pyskl - INFO - Epoch [96][600/1027] lr: 7.277e-03, eta: 6:09:53, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7650, top5_acc: 0.9394, loss_cls: 4.1185, loss: 4.1185 |
| 2025-06-02 02:02:52,187 - pyskl - INFO - Epoch [96][700/1027] lr: 7.254e-03, eta: 6:09:12, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7594, top5_acc: 0.9400, loss_cls: 4.0168, loss: 4.0168 |
| 2025-06-02 02:03:30,366 - pyskl - INFO - Epoch [96][800/1027] lr: 7.230e-03, eta: 6:08:32, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7725, top5_acc: 0.9437, loss_cls: 3.9907, loss: 3.9907 |
| 2025-06-02 02:04:08,454 - pyskl - INFO - Epoch [96][900/1027] lr: 7.207e-03, eta: 6:07:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7538, top5_acc: 0.9300, loss_cls: 4.0398, loss: 4.0398 |
| 2025-06-02 02:04:46,562 - pyskl - INFO - Epoch [96][1000/1027] lr: 7.184e-03, eta: 6:07:10, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 4.0352, loss: 4.0352 |
| 2025-06-02 02:04:57,606 - pyskl - INFO - Saving checkpoint at 96 epochs |
| 2025-06-02 02:05:33,819 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 02:05:33,890 - pyskl - INFO - |
| top1_acc 0.6651 |
| top5_acc 0.9121 |
| 2025-06-02 02:05:33,890 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 02:05:33,897 - pyskl - INFO - |
| mean_acc 0.6681 |
| 2025-06-02 02:05:33,899 - pyskl - INFO - Epoch(val) [96][413] top1_acc: 0.6651, top5_acc: 0.9121, mean_class_accuracy: 0.6681 |
| 2025-06-02 02:06:37,301 - pyskl - INFO - Epoch [97][100/1027] lr: 7.155e-03, eta: 6:06:27, time: 0.634, data_time: 0.240, memory: 7959, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.7525, loss: 3.7525 |
| 2025-06-02 02:07:15,709 - pyskl - INFO - Epoch [97][200/1027] lr: 7.132e-03, eta: 6:05:47, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8156, top5_acc: 0.9494, loss_cls: 3.7497, loss: 3.7497 |
| 2025-06-02 02:07:54,061 - pyskl - INFO - Epoch [97][300/1027] lr: 7.109e-03, eta: 6:05:06, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.8905, loss: 3.8905 |
| 2025-06-02 02:08:32,389 - pyskl - INFO - Epoch [97][400/1027] lr: 7.086e-03, eta: 6:04:26, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7656, top5_acc: 0.9413, loss_cls: 4.0688, loss: 4.0688 |
| 2025-06-02 02:09:10,832 - pyskl - INFO - Epoch [97][500/1027] lr: 7.063e-03, eta: 6:03:45, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 4.0166, loss: 4.0166 |
| 2025-06-02 02:09:48,897 - pyskl - INFO - Epoch [97][600/1027] lr: 7.040e-03, eta: 6:03:05, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 3.9880, loss: 3.9880 |
| 2025-06-02 02:10:27,064 - pyskl - INFO - Epoch [97][700/1027] lr: 7.017e-03, eta: 6:02:24, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7625, top5_acc: 0.9425, loss_cls: 4.0316, loss: 4.0316 |
| 2025-06-02 02:11:05,174 - pyskl - INFO - Epoch [97][800/1027] lr: 6.994e-03, eta: 6:01:44, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7863, top5_acc: 0.9475, loss_cls: 3.9305, loss: 3.9305 |
| 2025-06-02 02:11:43,097 - pyskl - INFO - Epoch [97][900/1027] lr: 6.971e-03, eta: 6:01:03, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 4.0648, loss: 4.0648 |
| 2025-06-02 02:12:21,129 - pyskl - INFO - Epoch [97][1000/1027] lr: 6.948e-03, eta: 6:00:22, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7575, top5_acc: 0.9406, loss_cls: 4.0032, loss: 4.0032 |
| 2025-06-02 02:12:32,120 - pyskl - INFO - Saving checkpoint at 97 epochs |
| 2025-06-02 02:13:08,221 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 02:13:08,292 - pyskl - INFO - |
| top1_acc 0.6786 |
| top5_acc 0.9157 |
| 2025-06-02 02:13:08,292 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 02:13:08,299 - pyskl - INFO - |
| mean_acc 0.6759 |
| 2025-06-02 02:13:08,356 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_89.pth was removed |
| 2025-06-02 02:13:09,949 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. |
| 2025-06-02 02:13:09,951 - pyskl - INFO - Best top1_acc is 0.6786 at 97 epoch. |
| 2025-06-02 02:13:09,954 - pyskl - INFO - Epoch(val) [97][413] top1_acc: 0.6786, top5_acc: 0.9157, mean_class_accuracy: 0.6759 |
| 2025-06-02 02:14:12,618 - pyskl - INFO - Epoch [98][100/1027] lr: 6.919e-03, eta: 5:59:39, time: 0.627, data_time: 0.242, memory: 7959, top1_acc: 0.8144, top5_acc: 0.9569, loss_cls: 3.7397, loss: 3.7397 |
| 2025-06-02 02:14:50,906 - pyskl - INFO - Epoch [98][200/1027] lr: 6.897e-03, eta: 5:58:58, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.7202, loss: 3.7202 |
| 2025-06-02 02:15:29,221 - pyskl - INFO - Epoch [98][300/1027] lr: 6.874e-03, eta: 5:58:18, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7775, top5_acc: 0.9475, loss_cls: 3.9006, loss: 3.9006 |
| 2025-06-02 02:16:07,686 - pyskl - INFO - Epoch [98][400/1027] lr: 6.851e-03, eta: 5:57:37, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 4.0293, loss: 4.0293 |
| 2025-06-02 02:16:45,688 - pyskl - INFO - Epoch [98][500/1027] lr: 6.828e-03, eta: 5:56:57, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.9764, loss: 3.9764 |
| 2025-06-02 02:17:23,178 - pyskl - INFO - Epoch [98][600/1027] lr: 6.806e-03, eta: 5:56:16, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.7925, top5_acc: 0.9450, loss_cls: 3.7911, loss: 3.7911 |
| 2025-06-02 02:18:01,004 - pyskl - INFO - Epoch [98][700/1027] lr: 6.783e-03, eta: 5:55:35, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.7744, top5_acc: 0.9431, loss_cls: 3.9208, loss: 3.9208 |
| 2025-06-02 02:18:39,329 - pyskl - INFO - Epoch [98][800/1027] lr: 6.760e-03, eta: 5:54:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 3.9736, loss: 3.9736 |
| 2025-06-02 02:19:17,546 - pyskl - INFO - Epoch [98][900/1027] lr: 6.738e-03, eta: 5:54:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7694, top5_acc: 0.9350, loss_cls: 3.9903, loss: 3.9903 |
| 2025-06-02 02:19:55,748 - pyskl - INFO - Epoch [98][1000/1027] lr: 6.715e-03, eta: 5:53:34, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.7762, top5_acc: 0.9425, loss_cls: 4.0320, loss: 4.0320 |
| 2025-06-02 02:20:06,777 - pyskl - INFO - Saving checkpoint at 98 epochs |
| 2025-06-02 02:20:42,840 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 02:20:42,911 - pyskl - INFO - |
| top1_acc 0.6613 |
| top5_acc 0.9023 |
| 2025-06-02 02:20:42,911 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 02:20:42,918 - pyskl - INFO - |
| mean_acc 0.6572 |
| 2025-06-02 02:20:42,919 - pyskl - INFO - Epoch(val) [98][413] top1_acc: 0.6613, top5_acc: 0.9023, mean_class_accuracy: 0.6572 |
| 2025-06-02 02:21:45,542 - pyskl - INFO - Epoch [99][100/1027] lr: 6.686e-03, eta: 5:52:50, time: 0.626, data_time: 0.244, memory: 7959, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 3.7922, loss: 3.7922 |
| 2025-06-02 02:22:23,847 - pyskl - INFO - Epoch [99][200/1027] lr: 6.664e-03, eta: 5:52:09, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 3.8234, loss: 3.8234 |
| 2025-06-02 02:23:02,070 - pyskl - INFO - Epoch [99][300/1027] lr: 6.641e-03, eta: 5:51:29, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 3.9006, loss: 3.9006 |
| 2025-06-02 02:23:40,658 - pyskl - INFO - Epoch [99][400/1027] lr: 6.619e-03, eta: 5:50:48, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8050, top5_acc: 0.9481, loss_cls: 3.8238, loss: 3.8238 |
| 2025-06-02 02:24:19,059 - pyskl - INFO - Epoch [99][500/1027] lr: 6.596e-03, eta: 5:50:08, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8031, top5_acc: 0.9531, loss_cls: 3.8910, loss: 3.8910 |
| 2025-06-02 02:24:57,080 - pyskl - INFO - Epoch [99][600/1027] lr: 6.574e-03, eta: 5:49:27, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8063, top5_acc: 0.9513, loss_cls: 3.8220, loss: 3.8220 |
| 2025-06-02 02:25:35,228 - pyskl - INFO - Epoch [99][700/1027] lr: 6.551e-03, eta: 5:48:47, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.9827, loss: 3.9827 |
| 2025-06-02 02:26:13,489 - pyskl - INFO - Epoch [99][800/1027] lr: 6.529e-03, eta: 5:48:06, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8050, top5_acc: 0.9531, loss_cls: 3.6865, loss: 3.6865 |
| 2025-06-02 02:26:51,618 - pyskl - INFO - Epoch [99][900/1027] lr: 6.507e-03, eta: 5:47:26, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7812, top5_acc: 0.9363, loss_cls: 4.0607, loss: 4.0607 |
| 2025-06-02 02:27:29,759 - pyskl - INFO - Epoch [99][1000/1027] lr: 6.484e-03, eta: 5:46:45, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7769, top5_acc: 0.9444, loss_cls: 3.9384, loss: 3.9384 |
| 2025-06-02 02:27:40,919 - pyskl - INFO - Saving checkpoint at 99 epochs |
| 2025-06-02 02:28:17,394 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 02:28:17,464 - pyskl - INFO - |
| top1_acc 0.6712 |
| top5_acc 0.9100 |
| 2025-06-02 02:28:17,465 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 02:28:17,472 - pyskl - INFO - |
| mean_acc 0.6719 |
| 2025-06-02 02:28:17,474 - pyskl - INFO - Epoch(val) [99][413] top1_acc: 0.6712, top5_acc: 0.9100, mean_class_accuracy: 0.6719 |
| 2025-06-02 02:29:20,032 - pyskl - INFO - Epoch [100][100/1027] lr: 6.456e-03, eta: 5:46:01, time: 0.626, data_time: 0.243, memory: 7959, top1_acc: 0.8163, top5_acc: 0.9619, loss_cls: 3.7197, loss: 3.7197 |
| 2025-06-02 02:29:58,077 - pyskl - INFO - Epoch [100][200/1027] lr: 6.434e-03, eta: 5:45:21, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8406, top5_acc: 0.9669, loss_cls: 3.6080, loss: 3.6080 |
| 2025-06-02 02:30:35,970 - pyskl - INFO - Epoch [100][300/1027] lr: 6.411e-03, eta: 5:44:40, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.8169, top5_acc: 0.9606, loss_cls: 3.8817, loss: 3.8817 |
| 2025-06-02 02:31:14,674 - pyskl - INFO - Epoch [100][400/1027] lr: 6.389e-03, eta: 5:44:00, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.8144, top5_acc: 0.9569, loss_cls: 3.7817, loss: 3.7817 |
| 2025-06-02 02:31:53,964 - pyskl - INFO - Epoch [100][500/1027] lr: 6.367e-03, eta: 5:43:20, time: 0.393, data_time: 0.000, memory: 7959, top1_acc: 0.7975, top5_acc: 0.9544, loss_cls: 3.8099, loss: 3.8099 |
| 2025-06-02 02:32:33,286 - pyskl - INFO - Epoch [100][600/1027] lr: 6.345e-03, eta: 5:42:40, time: 0.393, data_time: 0.000, memory: 7959, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.8928, loss: 3.8928 |
| 2025-06-02 02:33:11,742 - pyskl - INFO - Epoch [100][700/1027] lr: 6.323e-03, eta: 5:41:59, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.7788, top5_acc: 0.9469, loss_cls: 3.9803, loss: 3.9803 |
| 2025-06-02 02:33:49,265 - pyskl - INFO - Epoch [100][800/1027] lr: 6.300e-03, eta: 5:41:19, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.8113, top5_acc: 0.9537, loss_cls: 3.7985, loss: 3.7985 |
| 2025-06-02 02:34:26,696 - pyskl - INFO - Epoch [100][900/1027] lr: 6.278e-03, eta: 5:40:38, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.8439, loss: 3.8439 |
| 2025-06-02 02:35:04,119 - pyskl - INFO - Epoch [100][1000/1027] lr: 6.256e-03, eta: 5:39:57, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 3.9910, loss: 3.9910 |
| 2025-06-02 02:35:15,248 - pyskl - INFO - Saving checkpoint at 100 epochs |
| 2025-06-02 02:54:56,289 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 02:54:56,361 - pyskl - INFO - |
| top1_acc 0.6745 |
| top5_acc 0.9148 |
| 2025-06-02 02:54:56,362 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 02:54:56,369 - pyskl - INFO - |
| mean_acc 0.6750 |
| 2025-06-02 02:54:56,371 - pyskl - INFO - Epoch(val) [100][413] top1_acc: 0.6745, top5_acc: 0.9148, mean_class_accuracy: 0.6750 |
| 2025-06-02 02:55:59,445 - pyskl - INFO - Epoch [101][100/1027] lr: 6.228e-03, eta: 5:39:13, time: 0.631, data_time: 0.249, memory: 7959, top1_acc: 0.8237, top5_acc: 0.9606, loss_cls: 3.7302, loss: 3.7302 |
| 2025-06-02 02:56:37,878 - pyskl - INFO - Epoch [101][200/1027] lr: 6.206e-03, eta: 5:38:33, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.9164, loss: 3.9164 |
| 2025-06-02 02:57:16,120 - pyskl - INFO - Epoch [101][300/1027] lr: 6.184e-03, eta: 5:37:52, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8175, top5_acc: 0.9544, loss_cls: 3.8677, loss: 3.8677 |
| 2025-06-02 02:57:54,697 - pyskl - INFO - Epoch [101][400/1027] lr: 6.162e-03, eta: 5:37:12, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.7341, loss: 3.7341 |
| 2025-06-02 02:58:33,246 - pyskl - INFO - Epoch [101][500/1027] lr: 6.140e-03, eta: 5:36:32, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8125, top5_acc: 0.9587, loss_cls: 3.6692, loss: 3.6692 |
| 2025-06-02 02:59:11,614 - pyskl - INFO - Epoch [101][600/1027] lr: 6.118e-03, eta: 5:35:51, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 3.8448, loss: 3.8448 |
| 2025-06-02 02:59:49,867 - pyskl - INFO - Epoch [101][700/1027] lr: 6.096e-03, eta: 5:35:11, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 3.7371, loss: 3.7371 |
| 2025-06-02 03:00:28,001 - pyskl - INFO - Epoch [101][800/1027] lr: 6.074e-03, eta: 5:34:30, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.7931, top5_acc: 0.9519, loss_cls: 3.8764, loss: 3.8764 |
| 2025-06-02 03:01:06,618 - pyskl - INFO - Epoch [101][900/1027] lr: 6.053e-03, eta: 5:33:50, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 3.8290, loss: 3.8290 |
| 2025-06-02 03:01:45,152 - pyskl - INFO - Epoch [101][1000/1027] lr: 6.031e-03, eta: 5:33:10, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8019, top5_acc: 0.9519, loss_cls: 3.8685, loss: 3.8685 |
| 2025-06-02 03:01:56,277 - pyskl - INFO - Saving checkpoint at 101 epochs |
| 2025-06-02 03:02:32,971 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 03:02:33,044 - pyskl - INFO - |
| top1_acc 0.6790 |
| top5_acc 0.9174 |
| 2025-06-02 03:02:33,044 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 03:02:33,052 - pyskl - INFO - |
| mean_acc 0.6786 |
| 2025-06-02 03:02:33,107 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_97.pth was removed |
| 2025-06-02 03:02:34,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. |
| 2025-06-02 03:02:34,735 - pyskl - INFO - Best top1_acc is 0.6790 at 101 epoch. |
| 2025-06-02 03:02:34,738 - pyskl - INFO - Epoch(val) [101][413] top1_acc: 0.6790, top5_acc: 0.9174, mean_class_accuracy: 0.6786 |
| 2025-06-02 03:03:37,142 - pyskl - INFO - Epoch [102][100/1027] lr: 6.003e-03, eta: 5:32:25, time: 0.624, data_time: 0.242, memory: 7959, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.5512, loss: 3.5512 |
| 2025-06-02 03:04:15,439 - pyskl - INFO - Epoch [102][200/1027] lr: 5.981e-03, eta: 5:31:45, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.7088, loss: 3.7088 |
| 2025-06-02 03:04:53,871 - pyskl - INFO - Epoch [102][300/1027] lr: 5.960e-03, eta: 5:31:04, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8194, top5_acc: 0.9563, loss_cls: 3.8306, loss: 3.8306 |
| 2025-06-02 03:05:32,390 - pyskl - INFO - Epoch [102][400/1027] lr: 5.938e-03, eta: 5:30:24, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.7055, loss: 3.7055 |
| 2025-06-02 03:06:11,403 - pyskl - INFO - Epoch [102][500/1027] lr: 5.916e-03, eta: 5:29:44, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 3.6767, loss: 3.6767 |
| 2025-06-02 03:06:49,862 - pyskl - INFO - Epoch [102][600/1027] lr: 5.895e-03, eta: 5:29:04, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 3.9194, loss: 3.9194 |
| 2025-06-02 03:07:28,024 - pyskl - INFO - Epoch [102][700/1027] lr: 5.873e-03, eta: 5:28:23, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8031, top5_acc: 0.9563, loss_cls: 3.7612, loss: 3.7612 |
| 2025-06-02 03:08:06,509 - pyskl - INFO - Epoch [102][800/1027] lr: 5.851e-03, eta: 5:27:43, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 3.8992, loss: 3.8992 |
| 2025-06-02 03:08:45,193 - pyskl - INFO - Epoch [102][900/1027] lr: 5.830e-03, eta: 5:27:03, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.7894, top5_acc: 0.9544, loss_cls: 3.9009, loss: 3.9009 |
| 2025-06-02 03:09:23,574 - pyskl - INFO - Epoch [102][1000/1027] lr: 5.808e-03, eta: 5:26:23, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.7868, loss: 3.7868 |
| 2025-06-02 03:09:34,618 - pyskl - INFO - Saving checkpoint at 102 epochs |
| 2025-06-02 03:10:10,933 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 03:10:11,005 - pyskl - INFO - |
| top1_acc 0.6618 |
| top5_acc 0.8985 |
| 2025-06-02 03:10:11,005 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 03:10:11,013 - pyskl - INFO - |
| mean_acc 0.6643 |
| 2025-06-02 03:10:11,015 - pyskl - INFO - Epoch(val) [102][413] top1_acc: 0.6618, top5_acc: 0.8985, mean_class_accuracy: 0.6643 |
| 2025-06-02 03:11:13,524 - pyskl - INFO - Epoch [103][100/1027] lr: 5.781e-03, eta: 5:25:38, time: 0.625, data_time: 0.244, memory: 7959, top1_acc: 0.8419, top5_acc: 0.9656, loss_cls: 3.5622, loss: 3.5622 |
| 2025-06-02 03:11:51,718 - pyskl - INFO - Epoch [103][200/1027] lr: 5.759e-03, eta: 5:24:57, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.6515, loss: 3.6515 |
| 2025-06-02 03:12:30,618 - pyskl - INFO - Epoch [103][300/1027] lr: 5.738e-03, eta: 5:24:17, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.8594, top5_acc: 0.9719, loss_cls: 3.5561, loss: 3.5561 |
| 2025-06-02 03:13:09,259 - pyskl - INFO - Epoch [103][400/1027] lr: 5.717e-03, eta: 5:23:37, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8213, top5_acc: 0.9625, loss_cls: 3.7978, loss: 3.7978 |
| 2025-06-02 03:13:47,710 - pyskl - INFO - Epoch [103][500/1027] lr: 5.695e-03, eta: 5:22:57, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.7238, loss: 3.7238 |
| 2025-06-02 03:14:26,022 - pyskl - INFO - Epoch [103][600/1027] lr: 5.674e-03, eta: 5:22:16, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8031, top5_acc: 0.9537, loss_cls: 3.7636, loss: 3.7636 |
| 2025-06-02 03:15:04,119 - pyskl - INFO - Epoch [103][700/1027] lr: 5.652e-03, eta: 5:21:36, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8356, top5_acc: 0.9606, loss_cls: 3.6829, loss: 3.6829 |
| 2025-06-02 03:15:42,320 - pyskl - INFO - Epoch [103][800/1027] lr: 5.631e-03, eta: 5:20:56, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.7883, loss: 3.7883 |
| 2025-06-02 03:16:20,965 - pyskl - INFO - Epoch [103][900/1027] lr: 5.610e-03, eta: 5:20:15, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 3.7137, loss: 3.7137 |
| 2025-06-02 03:17:00,562 - pyskl - INFO - Epoch [103][1000/1027] lr: 5.589e-03, eta: 5:19:36, time: 0.396, data_time: 0.000, memory: 7959, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 3.8354, loss: 3.8354 |
| 2025-06-02 03:17:12,378 - pyskl - INFO - Saving checkpoint at 103 epochs |
| 2025-06-02 03:17:49,262 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 03:17:49,335 - pyskl - INFO - |
| top1_acc 0.6645 |
| top5_acc 0.9092 |
| 2025-06-02 03:17:49,335 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 03:17:49,343 - pyskl - INFO - |
| mean_acc 0.6629 |
| 2025-06-02 03:17:49,345 - pyskl - INFO - Epoch(val) [103][413] top1_acc: 0.6645, top5_acc: 0.9092, mean_class_accuracy: 0.6629 |
| 2025-06-02 03:18:53,064 - pyskl - INFO - Epoch [104][100/1027] lr: 5.562e-03, eta: 5:18:51, time: 0.637, data_time: 0.246, memory: 7959, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.5572, loss: 3.5572 |
| 2025-06-02 03:19:32,292 - pyskl - INFO - Epoch [104][200/1027] lr: 5.540e-03, eta: 5:18:11, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.8612, top5_acc: 0.9731, loss_cls: 3.5269, loss: 3.5269 |
| 2025-06-02 03:20:10,999 - pyskl - INFO - Epoch [104][300/1027] lr: 5.519e-03, eta: 5:17:31, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.6308, loss: 3.6308 |
| 2025-06-02 03:20:50,138 - pyskl - INFO - Epoch [104][400/1027] lr: 5.498e-03, eta: 5:16:51, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.6814, loss: 3.6814 |
| 2025-06-02 03:21:28,679 - pyskl - INFO - Epoch [104][500/1027] lr: 5.477e-03, eta: 5:16:11, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.6454, loss: 3.6454 |
| 2025-06-02 03:22:06,936 - pyskl - INFO - Epoch [104][600/1027] lr: 5.456e-03, eta: 5:15:30, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.6553, loss: 3.6553 |
| 2025-06-02 03:22:45,375 - pyskl - INFO - Epoch [104][700/1027] lr: 5.435e-03, eta: 5:14:50, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8219, top5_acc: 0.9613, loss_cls: 3.7016, loss: 3.7016 |
| 2025-06-02 03:23:23,682 - pyskl - INFO - Epoch [104][800/1027] lr: 5.414e-03, eta: 5:14:10, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.6046, loss: 3.6046 |
| 2025-06-02 03:24:02,467 - pyskl - INFO - Epoch [104][900/1027] lr: 5.393e-03, eta: 5:13:30, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.8169, top5_acc: 0.9600, loss_cls: 3.6927, loss: 3.6927 |
| 2025-06-02 03:24:42,616 - pyskl - INFO - Epoch [104][1000/1027] lr: 5.372e-03, eta: 5:12:50, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.8246, loss: 3.8246 |
| 2025-06-02 03:24:54,146 - pyskl - INFO - Saving checkpoint at 104 epochs |
| 2025-06-02 03:25:30,750 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 03:25:30,821 - pyskl - INFO - |
| top1_acc 0.6816 |
| top5_acc 0.9147 |
| 2025-06-02 03:25:30,821 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 03:25:30,829 - pyskl - INFO - |
| mean_acc 0.6818 |
| 2025-06-02 03:25:30,885 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_101.pth was removed |
| 2025-06-02 03:25:32,635 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. |
| 2025-06-02 03:25:32,637 - pyskl - INFO - Best top1_acc is 0.6816 at 104 epoch. |
| 2025-06-02 03:25:32,640 - pyskl - INFO - Epoch(val) [104][413] top1_acc: 0.6816, top5_acc: 0.9147, mean_class_accuracy: 0.6818 |
| 2025-06-02 03:26:35,243 - pyskl - INFO - Epoch [105][100/1027] lr: 5.345e-03, eta: 5:12:05, time: 0.626, data_time: 0.244, memory: 7959, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 3.6196, loss: 3.6196 |
| 2025-06-02 03:27:14,465 - pyskl - INFO - Epoch [105][200/1027] lr: 5.324e-03, eta: 5:11:25, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.5013, loss: 3.5013 |
| 2025-06-02 03:27:52,678 - pyskl - INFO - Epoch [105][300/1027] lr: 5.304e-03, eta: 5:10:45, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.4842, loss: 3.4842 |
| 2025-06-02 03:28:30,776 - pyskl - INFO - Epoch [105][400/1027] lr: 5.283e-03, eta: 5:10:04, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.5495, loss: 3.5495 |
| 2025-06-02 03:29:08,764 - pyskl - INFO - Epoch [105][500/1027] lr: 5.262e-03, eta: 5:09:24, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.6542, loss: 3.6542 |
| 2025-06-02 03:29:46,286 - pyskl - INFO - Epoch [105][600/1027] lr: 5.241e-03, eta: 5:08:43, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 3.6096, loss: 3.6096 |
| 2025-06-02 03:30:23,749 - pyskl - INFO - Epoch [105][700/1027] lr: 5.220e-03, eta: 5:08:03, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.8369, top5_acc: 0.9631, loss_cls: 3.7139, loss: 3.7139 |
| 2025-06-02 03:31:01,568 - pyskl - INFO - Epoch [105][800/1027] lr: 5.200e-03, eta: 5:07:22, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.6706, loss: 3.6706 |
| 2025-06-02 03:31:39,092 - pyskl - INFO - Epoch [105][900/1027] lr: 5.179e-03, eta: 5:06:41, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.7636, loss: 3.7636 |
| 2025-06-02 03:32:16,626 - pyskl - INFO - Epoch [105][1000/1027] lr: 5.158e-03, eta: 5:06:01, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.7038, loss: 3.7038 |
| 2025-06-02 03:32:27,763 - pyskl - INFO - Saving checkpoint at 105 epochs |
| 2025-06-02 03:51:29,621 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 03:51:29,692 - pyskl - INFO - |
| top1_acc 0.6910 |
| top5_acc 0.9179 |
| 2025-06-02 03:51:29,693 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 03:51:29,700 - pyskl - INFO - |
| mean_acc 0.6850 |
| 2025-06-02 03:51:29,756 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_104.pth was removed |
| 2025-06-02 03:51:31,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. |
| 2025-06-02 03:51:31,369 - pyskl - INFO - Best top1_acc is 0.6910 at 105 epoch. |
| 2025-06-02 03:51:31,372 - pyskl - INFO - Epoch(val) [105][413] top1_acc: 0.6910, top5_acc: 0.9179, mean_class_accuracy: 0.6850 |
| 2025-06-02 03:52:34,234 - pyskl - INFO - Epoch [106][100/1027] lr: 5.132e-03, eta: 5:05:16, time: 0.629, data_time: 0.247, memory: 7959, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 3.5636, loss: 3.5636 |
| 2025-06-02 03:53:12,322 - pyskl - INFO - Epoch [106][200/1027] lr: 5.112e-03, eta: 5:04:35, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 3.5581, loss: 3.5581 |
| 2025-06-02 03:53:50,373 - pyskl - INFO - Epoch [106][300/1027] lr: 5.091e-03, eta: 5:03:55, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 3.5119, loss: 3.5119 |
| 2025-06-02 03:54:28,567 - pyskl - INFO - Epoch [106][400/1027] lr: 5.071e-03, eta: 5:03:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.6380, loss: 3.6380 |
| 2025-06-02 03:55:06,649 - pyskl - INFO - Epoch [106][500/1027] lr: 5.050e-03, eta: 5:02:34, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 3.5315, loss: 3.5315 |
| 2025-06-02 03:55:45,328 - pyskl - INFO - Epoch [106][600/1027] lr: 5.030e-03, eta: 5:01:54, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 3.7344, loss: 3.7344 |
| 2025-06-02 03:56:23,805 - pyskl - INFO - Epoch [106][700/1027] lr: 5.009e-03, eta: 5:01:14, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 3.7550, loss: 3.7550 |
| 2025-06-02 03:57:02,450 - pyskl - INFO - Epoch [106][800/1027] lr: 4.989e-03, eta: 5:00:34, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8319, top5_acc: 0.9625, loss_cls: 3.7551, loss: 3.7551 |
| 2025-06-02 03:57:41,352 - pyskl - INFO - Epoch [106][900/1027] lr: 4.969e-03, eta: 4:59:53, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 3.6618, loss: 3.6618 |
| 2025-06-02 03:58:19,552 - pyskl - INFO - Epoch [106][1000/1027] lr: 4.948e-03, eta: 4:59:13, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.6082, loss: 3.6082 |
| 2025-06-02 03:58:30,804 - pyskl - INFO - Saving checkpoint at 106 epochs |
| 2025-06-02 03:59:07,312 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 03:59:07,384 - pyskl - INFO - |
| top1_acc 0.6730 |
| top5_acc 0.9047 |
| 2025-06-02 03:59:07,384 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 03:59:07,391 - pyskl - INFO - |
| mean_acc 0.6722 |
| 2025-06-02 03:59:07,393 - pyskl - INFO - Epoch(val) [106][413] top1_acc: 0.6730, top5_acc: 0.9047, mean_class_accuracy: 0.6722 |
| 2025-06-02 04:00:10,977 - pyskl - INFO - Epoch [107][100/1027] lr: 4.922e-03, eta: 4:58:28, time: 0.636, data_time: 0.246, memory: 7959, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.4081, loss: 3.4081 |
| 2025-06-02 04:00:49,057 - pyskl - INFO - Epoch [107][200/1027] lr: 4.902e-03, eta: 4:57:48, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 3.4343, loss: 3.4343 |
| 2025-06-02 04:01:27,169 - pyskl - INFO - Epoch [107][300/1027] lr: 4.882e-03, eta: 4:57:07, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 3.5041, loss: 3.5041 |
| 2025-06-02 04:02:05,446 - pyskl - INFO - Epoch [107][400/1027] lr: 4.862e-03, eta: 4:56:27, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8781, top5_acc: 0.9756, loss_cls: 3.4761, loss: 3.4761 |
| 2025-06-02 04:02:44,129 - pyskl - INFO - Epoch [107][500/1027] lr: 4.842e-03, eta: 4:55:47, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.4664, loss: 3.4664 |
| 2025-06-02 04:03:23,179 - pyskl - INFO - Epoch [107][600/1027] lr: 4.821e-03, eta: 4:55:07, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.8731, top5_acc: 0.9762, loss_cls: 3.4027, loss: 3.4027 |
| 2025-06-02 04:04:02,035 - pyskl - INFO - Epoch [107][700/1027] lr: 4.801e-03, eta: 4:54:27, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.8469, top5_acc: 0.9706, loss_cls: 3.6065, loss: 3.6065 |
| 2025-06-02 04:04:40,641 - pyskl - INFO - Epoch [107][800/1027] lr: 4.781e-03, eta: 4:53:47, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.5585, loss: 3.5585 |
| 2025-06-02 04:05:19,004 - pyskl - INFO - Epoch [107][900/1027] lr: 4.761e-03, eta: 4:53:06, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.5257, loss: 3.5257 |
| 2025-06-02 04:05:57,303 - pyskl - INFO - Epoch [107][1000/1027] lr: 4.741e-03, eta: 4:52:26, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.6787, loss: 3.6787 |
| 2025-06-02 04:06:08,367 - pyskl - INFO - Saving checkpoint at 107 epochs |
| 2025-06-02 04:06:44,717 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 04:06:44,789 - pyskl - INFO - |
| top1_acc 0.6860 |
| top5_acc 0.9126 |
| 2025-06-02 04:06:44,790 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 04:06:44,797 - pyskl - INFO - |
| mean_acc 0.6842 |
| 2025-06-02 04:06:44,799 - pyskl - INFO - Epoch(val) [107][413] top1_acc: 0.6860, top5_acc: 0.9126, mean_class_accuracy: 0.6842 |
| 2025-06-02 04:07:47,534 - pyskl - INFO - Epoch [108][100/1027] lr: 4.716e-03, eta: 4:51:41, time: 0.627, data_time: 0.246, memory: 7959, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 3.3670, loss: 3.3670 |
| 2025-06-02 04:08:25,578 - pyskl - INFO - Epoch [108][200/1027] lr: 4.696e-03, eta: 4:51:00, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8769, top5_acc: 0.9750, loss_cls: 3.4373, loss: 3.4373 |
| 2025-06-02 04:09:03,676 - pyskl - INFO - Epoch [108][300/1027] lr: 4.676e-03, eta: 4:50:20, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 3.4095, loss: 3.4095 |
| 2025-06-02 04:09:42,031 - pyskl - INFO - Epoch [108][400/1027] lr: 4.656e-03, eta: 4:49:40, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.3881, loss: 3.3881 |
| 2025-06-02 04:10:20,599 - pyskl - INFO - Epoch [108][500/1027] lr: 4.636e-03, eta: 4:48:59, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8731, top5_acc: 0.9731, loss_cls: 3.4158, loss: 3.4158 |
| 2025-06-02 04:10:59,505 - pyskl - INFO - Epoch [108][600/1027] lr: 4.617e-03, eta: 4:48:19, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 3.4377, loss: 3.4377 |
| 2025-06-02 04:11:38,106 - pyskl - INFO - Epoch [108][700/1027] lr: 4.597e-03, eta: 4:47:39, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.4622, loss: 3.4622 |
| 2025-06-02 04:12:16,626 - pyskl - INFO - Epoch [108][800/1027] lr: 4.577e-03, eta: 4:46:59, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.6923, loss: 3.6923 |
| 2025-06-02 04:12:55,193 - pyskl - INFO - Epoch [108][900/1027] lr: 4.557e-03, eta: 4:46:19, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.4724, loss: 3.4724 |
| 2025-06-02 04:13:33,276 - pyskl - INFO - Epoch [108][1000/1027] lr: 4.538e-03, eta: 4:45:39, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.5525, loss: 3.5525 |
| 2025-06-02 04:13:44,606 - pyskl - INFO - Saving checkpoint at 108 epochs |
| 2025-06-02 04:14:21,116 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 04:14:21,189 - pyskl - INFO - |
| top1_acc 0.6828 |
| top5_acc 0.9157 |
| 2025-06-02 04:14:21,189 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 04:14:21,197 - pyskl - INFO - |
| mean_acc 0.6836 |
| 2025-06-02 04:14:21,199 - pyskl - INFO - Epoch(val) [108][413] top1_acc: 0.6828, top5_acc: 0.9157, mean_class_accuracy: 0.6836 |
| 2025-06-02 04:15:23,840 - pyskl - INFO - Epoch [109][100/1027] lr: 4.513e-03, eta: 4:44:53, time: 0.626, data_time: 0.245, memory: 7959, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.5120, loss: 3.5120 |
| 2025-06-02 04:16:01,905 - pyskl - INFO - Epoch [109][200/1027] lr: 4.493e-03, eta: 4:44:13, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 3.3070, loss: 3.3070 |
| 2025-06-02 04:16:39,902 - pyskl - INFO - Epoch [109][300/1027] lr: 4.474e-03, eta: 4:43:32, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 3.3826, loss: 3.3826 |
| 2025-06-02 04:17:18,396 - pyskl - INFO - Epoch [109][400/1027] lr: 4.454e-03, eta: 4:42:52, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 3.4883, loss: 3.4883 |
| 2025-06-02 04:17:56,977 - pyskl - INFO - Epoch [109][500/1027] lr: 4.435e-03, eta: 4:42:12, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9000, top5_acc: 0.9800, loss_cls: 3.2761, loss: 3.2761 |
| 2025-06-02 04:18:35,874 - pyskl - INFO - Epoch [109][600/1027] lr: 4.415e-03, eta: 4:41:32, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 3.2751, loss: 3.2751 |
| 2025-06-02 04:19:14,446 - pyskl - INFO - Epoch [109][700/1027] lr: 4.396e-03, eta: 4:40:52, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 3.5968, loss: 3.5968 |
| 2025-06-02 04:19:53,002 - pyskl - INFO - Epoch [109][800/1027] lr: 4.376e-03, eta: 4:40:11, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 3.3605, loss: 3.3605 |
| 2025-06-02 04:20:31,432 - pyskl - INFO - Epoch [109][900/1027] lr: 4.357e-03, eta: 4:39:31, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.5590, loss: 3.5590 |
| 2025-06-02 04:21:09,620 - pyskl - INFO - Epoch [109][1000/1027] lr: 4.338e-03, eta: 4:38:51, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 3.3833, loss: 3.3833 |
| 2025-06-02 04:21:20,643 - pyskl - INFO - Saving checkpoint at 109 epochs |
| 2025-06-02 04:21:57,139 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 04:21:57,211 - pyskl - INFO - |
| top1_acc 0.6848 |
| top5_acc 0.9126 |
| 2025-06-02 04:21:57,211 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 04:21:57,218 - pyskl - INFO - |
| mean_acc 0.6876 |
| 2025-06-02 04:21:57,220 - pyskl - INFO - Epoch(val) [109][413] top1_acc: 0.6848, top5_acc: 0.9126, mean_class_accuracy: 0.6876 |
| 2025-06-02 04:22:59,847 - pyskl - INFO - Epoch [110][100/1027] lr: 4.313e-03, eta: 4:38:05, time: 0.626, data_time: 0.245, memory: 7959, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 3.3861, loss: 3.3861 |
| 2025-06-02 04:23:38,042 - pyskl - INFO - Epoch [110][200/1027] lr: 4.294e-03, eta: 4:37:25, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 3.1600, loss: 3.1600 |
| 2025-06-02 04:24:16,327 - pyskl - INFO - Epoch [110][300/1027] lr: 4.275e-03, eta: 4:36:45, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9031, top5_acc: 0.9738, loss_cls: 3.3821, loss: 3.3821 |
| 2025-06-02 04:24:54,641 - pyskl - INFO - Epoch [110][400/1027] lr: 4.256e-03, eta: 4:36:04, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 3.3078, loss: 3.3078 |
| 2025-06-02 04:25:32,975 - pyskl - INFO - Epoch [110][500/1027] lr: 4.236e-03, eta: 4:35:24, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 3.3794, loss: 3.3794 |
| 2025-06-02 04:26:11,594 - pyskl - INFO - Epoch [110][600/1027] lr: 4.217e-03, eta: 4:34:44, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 3.4719, loss: 3.4719 |
| 2025-06-02 04:26:49,580 - pyskl - INFO - Epoch [110][700/1027] lr: 4.198e-03, eta: 4:34:04, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 3.3988, loss: 3.3988 |
| 2025-06-02 04:27:27,410 - pyskl - INFO - Epoch [110][800/1027] lr: 4.179e-03, eta: 4:33:23, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.8819, top5_acc: 0.9769, loss_cls: 3.4890, loss: 3.4890 |
| 2025-06-02 04:28:05,190 - pyskl - INFO - Epoch [110][900/1027] lr: 4.160e-03, eta: 4:32:43, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 3.4637, loss: 3.4637 |
| 2025-06-02 04:28:42,978 - pyskl - INFO - Epoch [110][1000/1027] lr: 4.141e-03, eta: 4:32:02, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 3.4927, loss: 3.4927 |
| 2025-06-02 04:28:54,070 - pyskl - INFO - Saving checkpoint at 110 epochs |
| 2025-06-02 04:47:39,618 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 04:47:39,706 - pyskl - INFO - |
| top1_acc 0.6724 |
| top5_acc 0.9035 |
| 2025-06-02 04:47:39,706 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 04:47:39,715 - pyskl - INFO - |
| mean_acc 0.6722 |
| 2025-06-02 04:47:39,717 - pyskl - INFO - Epoch(val) [110][413] top1_acc: 0.6724, top5_acc: 0.9035, mean_class_accuracy: 0.6722 |
| 2025-06-02 04:48:43,571 - pyskl - INFO - Epoch [111][100/1027] lr: 4.117e-03, eta: 4:31:17, time: 0.638, data_time: 0.258, memory: 7959, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 3.3703, loss: 3.3703 |
| 2025-06-02 04:49:21,722 - pyskl - INFO - Epoch [111][200/1027] lr: 4.098e-03, eta: 4:30:37, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 3.3537, loss: 3.3537 |
| 2025-06-02 04:49:59,866 - pyskl - INFO - Epoch [111][300/1027] lr: 4.079e-03, eta: 4:29:56, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 3.2052, loss: 3.2052 |
| 2025-06-02 04:50:37,872 - pyskl - INFO - Epoch [111][400/1027] lr: 4.061e-03, eta: 4:29:16, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 3.3753, loss: 3.3753 |
| 2025-06-02 04:51:15,849 - pyskl - INFO - Epoch [111][500/1027] lr: 4.042e-03, eta: 4:28:36, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 3.3291, loss: 3.3291 |
| 2025-06-02 04:51:54,034 - pyskl - INFO - Epoch [111][600/1027] lr: 4.023e-03, eta: 4:27:55, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 3.3525, loss: 3.3525 |
| 2025-06-02 04:52:32,688 - pyskl - INFO - Epoch [111][700/1027] lr: 4.004e-03, eta: 4:27:15, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 3.3283, loss: 3.3283 |
| 2025-06-02 04:53:11,241 - pyskl - INFO - Epoch [111][800/1027] lr: 3.986e-03, eta: 4:26:35, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.4822, loss: 3.4822 |
| 2025-06-02 04:53:49,515 - pyskl - INFO - Epoch [111][900/1027] lr: 3.967e-03, eta: 4:25:55, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.3802, loss: 3.3802 |
| 2025-06-02 04:54:27,591 - pyskl - INFO - Epoch [111][1000/1027] lr: 3.948e-03, eta: 4:25:15, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 3.3197, loss: 3.3197 |
| 2025-06-02 04:54:38,633 - pyskl - INFO - Saving checkpoint at 111 epochs |
| 2025-06-02 04:55:15,630 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 04:55:15,702 - pyskl - INFO - |
| top1_acc 0.6868 |
| top5_acc 0.9142 |
| 2025-06-02 04:55:15,702 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 04:55:15,709 - pyskl - INFO - |
| mean_acc 0.6855 |
| 2025-06-02 04:55:15,711 - pyskl - INFO - Epoch(val) [111][413] top1_acc: 0.6868, top5_acc: 0.9142, mean_class_accuracy: 0.6855 |
| 2025-06-02 04:56:19,164 - pyskl - INFO - Epoch [112][100/1027] lr: 3.925e-03, eta: 4:24:29, time: 0.634, data_time: 0.253, memory: 7959, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 3.2563, loss: 3.2563 |
| 2025-06-02 04:56:57,161 - pyskl - INFO - Epoch [112][200/1027] lr: 3.906e-03, eta: 4:23:48, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 3.2246, loss: 3.2246 |
| 2025-06-02 04:57:35,152 - pyskl - INFO - Epoch [112][300/1027] lr: 3.888e-03, eta: 4:23:08, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 3.2961, loss: 3.2961 |
| 2025-06-02 04:58:13,165 - pyskl - INFO - Epoch [112][400/1027] lr: 3.869e-03, eta: 4:22:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 3.3401, loss: 3.3401 |
| 2025-06-02 04:58:51,155 - pyskl - INFO - Epoch [112][500/1027] lr: 3.851e-03, eta: 4:21:48, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9031, top5_acc: 0.9838, loss_cls: 3.2872, loss: 3.2872 |
| 2025-06-02 04:59:29,321 - pyskl - INFO - Epoch [112][600/1027] lr: 3.832e-03, eta: 4:21:07, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 3.3107, loss: 3.3107 |
| 2025-06-02 05:00:08,438 - pyskl - INFO - Epoch [112][700/1027] lr: 3.814e-03, eta: 4:20:27, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 3.1951, loss: 3.1951 |
| 2025-06-02 05:00:47,309 - pyskl - INFO - Epoch [112][800/1027] lr: 3.796e-03, eta: 4:19:47, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 3.3437, loss: 3.3437 |
| 2025-06-02 05:01:25,674 - pyskl - INFO - Epoch [112][900/1027] lr: 3.778e-03, eta: 4:19:07, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 3.3850, loss: 3.3850 |
| 2025-06-02 05:02:03,953 - pyskl - INFO - Epoch [112][1000/1027] lr: 3.759e-03, eta: 4:18:27, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 3.3648, loss: 3.3648 |
| 2025-06-02 05:02:14,995 - pyskl - INFO - Saving checkpoint at 112 epochs |
| 2025-06-02 05:02:51,771 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 05:02:51,843 - pyskl - INFO - |
| top1_acc 0.6803 |
| top5_acc 0.9101 |
| 2025-06-02 05:02:51,843 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 05:02:51,851 - pyskl - INFO - |
| mean_acc 0.6738 |
| 2025-06-02 05:02:51,852 - pyskl - INFO - Epoch(val) [112][413] top1_acc: 0.6803, top5_acc: 0.9101, mean_class_accuracy: 0.6738 |
| 2025-06-02 05:03:54,647 - pyskl - INFO - Epoch [113][100/1027] lr: 3.736e-03, eta: 4:17:41, time: 0.628, data_time: 0.246, memory: 7959, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 3.0902, loss: 3.0902 |
| 2025-06-02 05:04:32,734 - pyskl - INFO - Epoch [113][200/1027] lr: 3.718e-03, eta: 4:17:00, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 3.1577, loss: 3.1577 |
| 2025-06-02 05:05:10,876 - pyskl - INFO - Epoch [113][300/1027] lr: 3.700e-03, eta: 4:16:20, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 3.1824, loss: 3.1824 |
| 2025-06-02 05:05:48,959 - pyskl - INFO - Epoch [113][400/1027] lr: 3.682e-03, eta: 4:15:40, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 3.1106, loss: 3.1106 |
| 2025-06-02 05:06:27,071 - pyskl - INFO - Epoch [113][500/1027] lr: 3.664e-03, eta: 4:15:00, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 3.2335, loss: 3.2335 |
| 2025-06-02 05:07:05,256 - pyskl - INFO - Epoch [113][600/1027] lr: 3.646e-03, eta: 4:14:19, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 3.2478, loss: 3.2478 |
| 2025-06-02 05:07:43,782 - pyskl - INFO - Epoch [113][700/1027] lr: 3.628e-03, eta: 4:13:39, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 3.2748, loss: 3.2748 |
| 2025-06-02 05:08:22,499 - pyskl - INFO - Epoch [113][800/1027] lr: 3.610e-03, eta: 4:12:59, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 3.2263, loss: 3.2263 |
| 2025-06-02 05:09:00,773 - pyskl - INFO - Epoch [113][900/1027] lr: 3.592e-03, eta: 4:12:19, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.3773, loss: 3.3773 |
| 2025-06-02 05:09:38,936 - pyskl - INFO - Epoch [113][1000/1027] lr: 3.574e-03, eta: 4:11:39, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9113, top5_acc: 0.9850, loss_cls: 3.2282, loss: 3.2282 |
| 2025-06-02 05:09:50,014 - pyskl - INFO - Saving checkpoint at 113 epochs |
| 2025-06-02 05:10:26,589 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 05:10:26,662 - pyskl - INFO - |
| top1_acc 0.6833 |
| top5_acc 0.9080 |
| 2025-06-02 05:10:26,662 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 05:10:26,670 - pyskl - INFO - |
| mean_acc 0.6837 |
| 2025-06-02 05:10:26,671 - pyskl - INFO - Epoch(val) [113][413] top1_acc: 0.6833, top5_acc: 0.9080, mean_class_accuracy: 0.6837 |
| 2025-06-02 05:11:29,563 - pyskl - INFO - Epoch [114][100/1027] lr: 3.551e-03, eta: 4:10:53, time: 0.629, data_time: 0.248, memory: 7959, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 3.2388, loss: 3.2388 |
| 2025-06-02 05:12:07,514 - pyskl - INFO - Epoch [114][200/1027] lr: 3.534e-03, eta: 4:10:12, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 3.0682, loss: 3.0682 |
| 2025-06-02 05:12:45,479 - pyskl - INFO - Epoch [114][300/1027] lr: 3.516e-03, eta: 4:09:32, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 3.1487, loss: 3.1487 |
| 2025-06-02 05:13:23,426 - pyskl - INFO - Epoch [114][400/1027] lr: 3.498e-03, eta: 4:08:52, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 3.0832, loss: 3.0832 |
| 2025-06-02 05:14:01,298 - pyskl - INFO - Epoch [114][500/1027] lr: 3.481e-03, eta: 4:08:11, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 3.2503, loss: 3.2503 |
| 2025-06-02 05:14:39,405 - pyskl - INFO - Epoch [114][600/1027] lr: 3.463e-03, eta: 4:07:31, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 3.2330, loss: 3.2330 |
| 2025-06-02 05:15:18,149 - pyskl - INFO - Epoch [114][700/1027] lr: 3.445e-03, eta: 4:06:51, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 3.3016, loss: 3.3016 |
| 2025-06-02 05:15:56,888 - pyskl - INFO - Epoch [114][800/1027] lr: 3.428e-03, eta: 4:06:11, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 3.0668, loss: 3.0668 |
| 2025-06-02 05:16:35,400 - pyskl - INFO - Epoch [114][900/1027] lr: 3.410e-03, eta: 4:05:31, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 3.2712, loss: 3.2712 |
| 2025-06-02 05:17:13,615 - pyskl - INFO - Epoch [114][1000/1027] lr: 3.393e-03, eta: 4:04:51, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 3.3464, loss: 3.3464 |
| 2025-06-02 05:17:24,613 - pyskl - INFO - Saving checkpoint at 114 epochs |
| 2025-06-02 05:18:01,290 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 05:18:01,363 - pyskl - INFO - |
| top1_acc 0.6772 |
| top5_acc 0.9115 |
| 2025-06-02 05:18:01,363 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 05:18:01,370 - pyskl - INFO - |
| mean_acc 0.6765 |
| 2025-06-02 05:18:01,372 - pyskl - INFO - Epoch(val) [114][413] top1_acc: 0.6772, top5_acc: 0.9115, mean_class_accuracy: 0.6765 |
| 2025-06-02 05:19:04,254 - pyskl - INFO - Epoch [115][100/1027] lr: 3.371e-03, eta: 4:04:04, time: 0.629, data_time: 0.248, memory: 7959, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 3.0796, loss: 3.0796 |
| 2025-06-02 05:19:42,199 - pyskl - INFO - Epoch [115][200/1027] lr: 3.353e-03, eta: 4:03:24, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 3.0602, loss: 3.0602 |
| 2025-06-02 05:20:20,105 - pyskl - INFO - Epoch [115][300/1027] lr: 3.336e-03, eta: 4:02:44, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 3.1031, loss: 3.1031 |
| 2025-06-02 05:20:57,992 - pyskl - INFO - Epoch [115][400/1027] lr: 3.319e-03, eta: 4:02:04, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 3.1236, loss: 3.1236 |
| 2025-06-02 05:21:35,986 - pyskl - INFO - Epoch [115][500/1027] lr: 3.301e-03, eta: 4:01:23, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 3.1369, loss: 3.1369 |
| 2025-06-02 05:22:14,076 - pyskl - INFO - Epoch [115][600/1027] lr: 3.284e-03, eta: 4:00:43, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 3.2352, loss: 3.2352 |
| 2025-06-02 05:22:53,241 - pyskl - INFO - Epoch [115][700/1027] lr: 3.267e-03, eta: 4:00:03, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 3.1759, loss: 3.1759 |
| 2025-06-02 05:23:30,975 - pyskl - INFO - Epoch [115][800/1027] lr: 3.250e-03, eta: 3:59:23, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 3.1623, loss: 3.1623 |
| 2025-06-02 05:24:08,547 - pyskl - INFO - Epoch [115][900/1027] lr: 3.233e-03, eta: 3:58:42, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 3.2640, loss: 3.2640 |
| 2025-06-02 05:24:46,119 - pyskl - INFO - Epoch [115][1000/1027] lr: 3.215e-03, eta: 3:58:02, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 3.2267, loss: 3.2267 |
| 2025-06-02 05:24:57,132 - pyskl - INFO - Saving checkpoint at 115 epochs |
| 2025-06-02 05:45:05,418 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 05:45:05,490 - pyskl - INFO - |
| top1_acc 0.6904 |
| top5_acc 0.9139 |
| 2025-06-02 05:45:05,490 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 05:45:05,497 - pyskl - INFO - |
| mean_acc 0.6947 |
| 2025-06-02 05:45:05,498 - pyskl - INFO - Epoch(val) [115][413] top1_acc: 0.6904, top5_acc: 0.9139, mean_class_accuracy: 0.6947 |
| 2025-06-02 05:46:08,456 - pyskl - INFO - Epoch [116][100/1027] lr: 3.194e-03, eta: 3:57:16, time: 0.630, data_time: 0.248, memory: 7959, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 3.0840, loss: 3.0840 |
| 2025-06-02 05:46:46,415 - pyskl - INFO - Epoch [116][200/1027] lr: 3.177e-03, eta: 3:56:35, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 3.0486, loss: 3.0486 |
| 2025-06-02 05:47:24,314 - pyskl - INFO - Epoch [116][300/1027] lr: 3.160e-03, eta: 3:55:55, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 3.0969, loss: 3.0969 |
| 2025-06-02 05:48:02,229 - pyskl - INFO - Epoch [116][400/1027] lr: 3.143e-03, eta: 3:55:15, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 3.0479, loss: 3.0479 |
| 2025-06-02 05:48:40,307 - pyskl - INFO - Epoch [116][500/1027] lr: 3.126e-03, eta: 3:54:35, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 3.0286, loss: 3.0286 |
| 2025-06-02 05:49:19,036 - pyskl - INFO - Epoch [116][600/1027] lr: 3.109e-03, eta: 3:53:55, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 3.1821, loss: 3.1821 |
| 2025-06-02 05:49:57,374 - pyskl - INFO - Epoch [116][700/1027] lr: 3.092e-03, eta: 3:53:14, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 3.1888, loss: 3.1888 |
| 2025-06-02 05:50:35,900 - pyskl - INFO - Epoch [116][800/1027] lr: 3.076e-03, eta: 3:52:34, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 3.1399, loss: 3.1399 |
| 2025-06-02 05:51:14,332 - pyskl - INFO - Epoch [116][900/1027] lr: 3.059e-03, eta: 3:51:54, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 3.1268, loss: 3.1268 |
| 2025-06-02 05:51:52,491 - pyskl - INFO - Epoch [116][1000/1027] lr: 3.042e-03, eta: 3:51:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 3.1268, loss: 3.1268 |
| 2025-06-02 05:52:03,521 - pyskl - INFO - Saving checkpoint at 116 epochs |
| 2025-06-02 05:52:40,271 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 05:52:40,343 - pyskl - INFO - |
| top1_acc 0.6978 |
| top5_acc 0.9173 |
| 2025-06-02 05:52:40,343 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 05:52:40,350 - pyskl - INFO - |
| mean_acc 0.6954 |
| 2025-06-02 05:52:40,416 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_105.pth was removed |
| 2025-06-02 05:52:42,114 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. |
| 2025-06-02 05:52:42,115 - pyskl - INFO - Best top1_acc is 0.6978 at 116 epoch. |
| 2025-06-02 05:52:42,118 - pyskl - INFO - Epoch(val) [116][413] top1_acc: 0.6978, top5_acc: 0.9173, mean_class_accuracy: 0.6954 |
| 2025-06-02 05:53:44,842 - pyskl - INFO - Epoch [117][100/1027] lr: 3.021e-03, eta: 3:50:27, time: 0.627, data_time: 0.246, memory: 7959, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.9649, loss: 2.9649 |
| 2025-06-02 05:54:22,736 - pyskl - INFO - Epoch [117][200/1027] lr: 3.004e-03, eta: 3:49:47, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 3.0451, loss: 3.0451 |
| 2025-06-02 05:55:00,614 - pyskl - INFO - Epoch [117][300/1027] lr: 2.988e-03, eta: 3:49:07, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 3.1031, loss: 3.1031 |
| 2025-06-02 05:55:38,600 - pyskl - INFO - Epoch [117][400/1027] lr: 2.971e-03, eta: 3:48:27, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 3.0624, loss: 3.0624 |
| 2025-06-02 05:56:16,613 - pyskl - INFO - Epoch [117][500/1027] lr: 2.955e-03, eta: 3:47:46, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.9494, loss: 2.9494 |
| 2025-06-02 05:56:54,849 - pyskl - INFO - Epoch [117][600/1027] lr: 2.938e-03, eta: 3:47:06, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.9220, loss: 2.9220 |
| 2025-06-02 05:57:33,291 - pyskl - INFO - Epoch [117][700/1027] lr: 2.922e-03, eta: 3:46:26, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9387, top5_acc: 0.9912, loss_cls: 3.0762, loss: 3.0762 |
| 2025-06-02 05:58:12,123 - pyskl - INFO - Epoch [117][800/1027] lr: 2.906e-03, eta: 3:45:46, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.9945, loss: 2.9945 |
| 2025-06-02 05:58:50,499 - pyskl - INFO - Epoch [117][900/1027] lr: 2.889e-03, eta: 3:45:06, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.9384, loss: 2.9384 |
| 2025-06-02 05:59:28,841 - pyskl - INFO - Epoch [117][1000/1027] lr: 2.873e-03, eta: 3:44:26, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 3.0150, loss: 3.0150 |
| 2025-06-02 05:59:39,834 - pyskl - INFO - Saving checkpoint at 117 epochs |
| 2025-06-02 06:00:16,518 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 06:00:16,589 - pyskl - INFO - |
| top1_acc 0.6998 |
| top5_acc 0.9139 |
| 2025-06-02 06:00:16,589 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 06:00:16,596 - pyskl - INFO - |
| mean_acc 0.6977 |
| 2025-06-02 06:00:16,651 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_116.pth was removed |
| 2025-06-02 06:00:18,240 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. |
| 2025-06-02 06:00:18,242 - pyskl - INFO - Best top1_acc is 0.6998 at 117 epoch. |
| 2025-06-02 06:00:18,244 - pyskl - INFO - Epoch(val) [117][413] top1_acc: 0.6998, top5_acc: 0.9139, mean_class_accuracy: 0.6977 |
| 2025-06-02 06:01:21,097 - pyskl - INFO - Epoch [118][100/1027] lr: 2.853e-03, eta: 3:43:39, time: 0.628, data_time: 0.248, memory: 7959, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.8839, loss: 2.8839 |
| 2025-06-02 06:01:59,101 - pyskl - INFO - Epoch [118][200/1027] lr: 2.836e-03, eta: 3:42:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 2.9558, loss: 2.9558 |
| 2025-06-02 06:02:37,112 - pyskl - INFO - Epoch [118][300/1027] lr: 2.820e-03, eta: 3:42:19, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.9993, loss: 2.9993 |
| 2025-06-02 06:03:15,111 - pyskl - INFO - Epoch [118][400/1027] lr: 2.804e-03, eta: 3:41:39, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.9872, loss: 2.9872 |
| 2025-06-02 06:03:53,423 - pyskl - INFO - Epoch [118][500/1027] lr: 2.788e-03, eta: 3:40:58, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 3.0571, loss: 3.0571 |
| 2025-06-02 06:04:31,765 - pyskl - INFO - Epoch [118][600/1027] lr: 2.772e-03, eta: 3:40:18, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 3.0334, loss: 3.0334 |
| 2025-06-02 06:05:10,219 - pyskl - INFO - Epoch [118][700/1027] lr: 2.756e-03, eta: 3:39:38, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 3.0467, loss: 3.0467 |
| 2025-06-02 06:05:48,832 - pyskl - INFO - Epoch [118][800/1027] lr: 2.740e-03, eta: 3:38:58, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 3.0286, loss: 3.0286 |
| 2025-06-02 06:06:27,363 - pyskl - INFO - Epoch [118][900/1027] lr: 2.724e-03, eta: 3:38:18, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 3.0117, loss: 3.0117 |
| 2025-06-02 06:07:05,525 - pyskl - INFO - Epoch [118][1000/1027] lr: 2.708e-03, eta: 3:37:38, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 3.0431, loss: 3.0431 |
| 2025-06-02 06:07:16,498 - pyskl - INFO - Saving checkpoint at 118 epochs |
| 2025-06-02 06:07:53,260 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 06:07:53,331 - pyskl - INFO - |
| top1_acc 0.6893 |
| top5_acc 0.9135 |
| 2025-06-02 06:07:53,332 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 06:07:53,339 - pyskl - INFO - |
| mean_acc 0.6866 |
| 2025-06-02 06:07:53,340 - pyskl - INFO - Epoch(val) [118][413] top1_acc: 0.6893, top5_acc: 0.9135, mean_class_accuracy: 0.6866 |
| 2025-06-02 06:08:56,067 - pyskl - INFO - Epoch [119][100/1027] lr: 2.688e-03, eta: 3:36:51, time: 0.627, data_time: 0.247, memory: 7959, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.8342, loss: 2.8342 |
| 2025-06-02 06:09:34,084 - pyskl - INFO - Epoch [119][200/1027] lr: 2.672e-03, eta: 3:36:11, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 3.0001, loss: 3.0001 |
| 2025-06-02 06:10:12,063 - pyskl - INFO - Epoch [119][300/1027] lr: 2.657e-03, eta: 3:35:31, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 3.0187, loss: 3.0187 |
| 2025-06-02 06:10:50,120 - pyskl - INFO - Epoch [119][400/1027] lr: 2.641e-03, eta: 3:34:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 2.9505, loss: 2.9505 |
| 2025-06-02 06:11:28,242 - pyskl - INFO - Epoch [119][500/1027] lr: 2.625e-03, eta: 3:34:10, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.8892, loss: 2.8892 |
| 2025-06-02 06:12:06,704 - pyskl - INFO - Epoch [119][600/1027] lr: 2.610e-03, eta: 3:33:30, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.9083, loss: 2.9083 |
| 2025-06-02 06:12:45,126 - pyskl - INFO - Epoch [119][700/1027] lr: 2.594e-03, eta: 3:32:50, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.9256, loss: 2.9256 |
| 2025-06-02 06:13:23,691 - pyskl - INFO - Epoch [119][800/1027] lr: 2.579e-03, eta: 3:32:10, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.9676, loss: 2.9676 |
| 2025-06-02 06:14:02,190 - pyskl - INFO - Epoch [119][900/1027] lr: 2.563e-03, eta: 3:31:30, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 3.0659, loss: 3.0659 |
| 2025-06-02 06:14:40,474 - pyskl - INFO - Epoch [119][1000/1027] lr: 2.548e-03, eta: 3:30:50, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.9992, loss: 2.9992 |
| 2025-06-02 06:14:51,515 - pyskl - INFO - Saving checkpoint at 119 epochs |
| 2025-06-02 06:15:28,237 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 06:15:28,308 - pyskl - INFO - |
| top1_acc 0.6930 |
| top5_acc 0.9132 |
| 2025-06-02 06:15:28,308 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 06:15:28,315 - pyskl - INFO - |
| mean_acc 0.6932 |
| 2025-06-02 06:15:28,317 - pyskl - INFO - Epoch(val) [119][413] top1_acc: 0.6930, top5_acc: 0.9132, mean_class_accuracy: 0.6932 |
| 2025-06-02 06:16:30,914 - pyskl - INFO - Epoch [120][100/1027] lr: 2.528e-03, eta: 3:30:03, time: 0.626, data_time: 0.245, memory: 7959, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.8757, loss: 2.8757 |
| 2025-06-02 06:17:08,963 - pyskl - INFO - Epoch [120][200/1027] lr: 2.513e-03, eta: 3:29:23, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.8546, loss: 2.8546 |
| 2025-06-02 06:17:46,946 - pyskl - INFO - Epoch [120][300/1027] lr: 2.497e-03, eta: 3:28:43, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.8996, loss: 2.8996 |
| 2025-06-02 06:18:24,919 - pyskl - INFO - Epoch [120][400/1027] lr: 2.482e-03, eta: 3:28:03, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 2.8309, loss: 2.8309 |
| 2025-06-02 06:19:03,019 - pyskl - INFO - Epoch [120][500/1027] lr: 2.467e-03, eta: 3:27:22, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 3.0286, loss: 3.0286 |
| 2025-06-02 06:19:41,133 - pyskl - INFO - Epoch [120][600/1027] lr: 2.452e-03, eta: 3:26:42, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.9171, loss: 2.9171 |
| 2025-06-02 06:20:19,364 - pyskl - INFO - Epoch [120][700/1027] lr: 2.437e-03, eta: 3:26:02, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.9388, loss: 2.9388 |
| 2025-06-02 06:20:57,495 - pyskl - INFO - Epoch [120][800/1027] lr: 2.422e-03, eta: 3:25:22, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 2.9327, loss: 2.9327 |
| 2025-06-02 06:21:35,253 - pyskl - INFO - Epoch [120][900/1027] lr: 2.407e-03, eta: 3:24:42, time: 0.378, data_time: 0.000, memory: 7959, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.8731, loss: 2.8731 |
| 2025-06-02 06:22:12,639 - pyskl - INFO - Epoch [120][1000/1027] lr: 2.391e-03, eta: 3:24:02, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.9750, loss: 2.9750 |
| 2025-06-02 06:22:23,674 - pyskl - INFO - Saving checkpoint at 120 epochs |
| 2025-06-02 06:41:37,844 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 06:41:37,918 - pyskl - INFO - |
| top1_acc 0.7028 |
| top5_acc 0.9188 |
| 2025-06-02 06:41:37,919 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 06:41:37,927 - pyskl - INFO - |
| mean_acc 0.6997 |
| 2025-06-02 06:41:37,993 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_117.pth was removed |
| 2025-06-02 06:41:39,746 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. |
| 2025-06-02 06:41:39,748 - pyskl - INFO - Best top1_acc is 0.7028 at 120 epoch. |
| 2025-06-02 06:41:39,751 - pyskl - INFO - Epoch(val) [120][413] top1_acc: 0.7028, top5_acc: 0.9188, mean_class_accuracy: 0.6997 |
| 2025-06-02 06:42:43,211 - pyskl - INFO - Epoch [121][100/1027] lr: 2.372e-03, eta: 3:23:14, time: 0.635, data_time: 0.253, memory: 7959, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.9406, loss: 2.9406 |
| 2025-06-02 06:43:21,214 - pyskl - INFO - Epoch [121][200/1027] lr: 2.358e-03, eta: 3:22:34, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.8455, loss: 2.8455 |
| 2025-06-02 06:43:59,274 - pyskl - INFO - Epoch [121][300/1027] lr: 2.343e-03, eta: 3:21:54, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.8485, loss: 2.8485 |
| 2025-06-02 06:44:37,269 - pyskl - INFO - Epoch [121][400/1027] lr: 2.328e-03, eta: 3:21:14, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.8417, loss: 2.8417 |
| 2025-06-02 06:45:15,223 - pyskl - INFO - Epoch [121][500/1027] lr: 2.313e-03, eta: 3:20:34, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.8413, loss: 2.8413 |
| 2025-06-02 06:45:53,214 - pyskl - INFO - Epoch [121][600/1027] lr: 2.298e-03, eta: 3:19:54, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 3.0081, loss: 3.0081 |
| 2025-06-02 06:46:31,392 - pyskl - INFO - Epoch [121][700/1027] lr: 2.284e-03, eta: 3:19:14, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 2.7757, loss: 2.7757 |
| 2025-06-02 06:47:09,696 - pyskl - INFO - Epoch [121][800/1027] lr: 2.269e-03, eta: 3:18:34, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.8991, loss: 2.8991 |
| 2025-06-02 06:47:48,396 - pyskl - INFO - Epoch [121][900/1027] lr: 2.254e-03, eta: 3:17:54, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.8719, loss: 2.8719 |
| 2025-06-02 06:48:27,511 - pyskl - INFO - Epoch [121][1000/1027] lr: 2.240e-03, eta: 3:17:14, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 2.7278, loss: 2.7278 |
| 2025-06-02 06:48:38,889 - pyskl - INFO - Saving checkpoint at 121 epochs |
| 2025-06-02 06:49:15,904 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 06:49:15,975 - pyskl - INFO - |
| top1_acc 0.7050 |
| top5_acc 0.9133 |
| 2025-06-02 06:49:15,975 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 06:49:15,983 - pyskl - INFO - |
| mean_acc 0.7068 |
| 2025-06-02 06:49:16,038 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_120.pth was removed |
| 2025-06-02 06:49:17,607 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. |
| 2025-06-02 06:49:17,608 - pyskl - INFO - Best top1_acc is 0.7050 at 121 epoch. |
| 2025-06-02 06:49:17,611 - pyskl - INFO - Epoch(val) [121][413] top1_acc: 0.7050, top5_acc: 0.9133, mean_class_accuracy: 0.7068 |
| 2025-06-02 06:50:22,322 - pyskl - INFO - Epoch [122][100/1027] lr: 2.221e-03, eta: 3:16:27, time: 0.647, data_time: 0.247, memory: 7959, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.8064, loss: 2.8064 |
| 2025-06-02 06:51:02,298 - pyskl - INFO - Epoch [122][200/1027] lr: 2.207e-03, eta: 3:15:47, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.8818, loss: 2.8818 |
| 2025-06-02 06:51:42,262 - pyskl - INFO - Epoch [122][300/1027] lr: 2.192e-03, eta: 3:15:08, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.8976, loss: 2.8976 |
| 2025-06-02 06:52:22,179 - pyskl - INFO - Epoch [122][400/1027] lr: 2.178e-03, eta: 3:14:28, time: 0.399, data_time: 0.000, memory: 7959, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.7924, loss: 2.7924 |
| 2025-06-02 06:53:02,128 - pyskl - INFO - Epoch [122][500/1027] lr: 2.164e-03, eta: 3:13:48, time: 0.399, data_time: 0.000, memory: 7959, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 2.7627, loss: 2.7627 |
| 2025-06-02 06:53:42,098 - pyskl - INFO - Epoch [122][600/1027] lr: 2.149e-03, eta: 3:13:09, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.9004, loss: 2.9004 |
| 2025-06-02 06:54:20,811 - pyskl - INFO - Epoch [122][700/1027] lr: 2.135e-03, eta: 3:12:29, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 2.8673, loss: 2.8673 |
| 2025-06-02 06:54:59,040 - pyskl - INFO - Epoch [122][800/1027] lr: 2.121e-03, eta: 3:11:49, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.8358, loss: 2.8358 |
| 2025-06-02 06:55:38,209 - pyskl - INFO - Epoch [122][900/1027] lr: 2.107e-03, eta: 3:11:09, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.7831, loss: 2.7831 |
| 2025-06-02 06:56:17,224 - pyskl - INFO - Epoch [122][1000/1027] lr: 2.092e-03, eta: 3:10:29, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.8676, loss: 2.8676 |
| 2025-06-02 06:56:28,794 - pyskl - INFO - Saving checkpoint at 122 epochs |
| 2025-06-02 06:57:05,165 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 06:57:05,237 - pyskl - INFO - |
| top1_acc 0.6850 |
| top5_acc 0.9071 |
| 2025-06-02 06:57:05,237 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 06:57:05,245 - pyskl - INFO - |
| mean_acc 0.6824 |
| 2025-06-02 06:57:05,247 - pyskl - INFO - Epoch(val) [122][413] top1_acc: 0.6850, top5_acc: 0.9071, mean_class_accuracy: 0.6824 |
| 2025-06-02 06:58:07,631 - pyskl - INFO - Epoch [123][100/1027] lr: 2.075e-03, eta: 3:09:41, time: 0.624, data_time: 0.243, memory: 7959, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.7323, loss: 2.7323 |
| 2025-06-02 06:58:45,630 - pyskl - INFO - Epoch [123][200/1027] lr: 2.060e-03, eta: 3:09:01, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.7183, loss: 2.7183 |
| 2025-06-02 06:59:23,621 - pyskl - INFO - Epoch [123][300/1027] lr: 2.046e-03, eta: 3:08:21, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.7880, loss: 2.7880 |
| 2025-06-02 07:00:01,634 - pyskl - INFO - Epoch [123][400/1027] lr: 2.033e-03, eta: 3:07:41, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.8039, loss: 2.8039 |
| 2025-06-02 07:00:39,663 - pyskl - INFO - Epoch [123][500/1027] lr: 2.019e-03, eta: 3:07:01, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 2.8439, loss: 2.8439 |
| 2025-06-02 07:01:17,687 - pyskl - INFO - Epoch [123][600/1027] lr: 2.005e-03, eta: 3:06:21, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.7729, loss: 2.7729 |
| 2025-06-02 07:01:56,637 - pyskl - INFO - Epoch [123][700/1027] lr: 1.991e-03, eta: 3:05:41, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.7798, loss: 2.7798 |
| 2025-06-02 07:02:35,275 - pyskl - INFO - Epoch [123][800/1027] lr: 1.977e-03, eta: 3:05:01, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 2.8110, loss: 2.8110 |
| 2025-06-02 07:03:14,286 - pyskl - INFO - Epoch [123][900/1027] lr: 1.963e-03, eta: 3:04:21, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 2.7448, loss: 2.7448 |
| 2025-06-02 07:03:53,297 - pyskl - INFO - Epoch [123][1000/1027] lr: 1.950e-03, eta: 3:03:41, time: 0.390, data_time: 0.001, memory: 7959, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.8928, loss: 2.8928 |
| 2025-06-02 07:04:04,456 - pyskl - INFO - Saving checkpoint at 123 epochs |
| 2025-06-02 07:04:40,801 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 07:04:40,874 - pyskl - INFO - |
| top1_acc 0.7089 |
| top5_acc 0.9147 |
| 2025-06-02 07:04:40,874 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 07:04:40,882 - pyskl - INFO - |
| mean_acc 0.7057 |
| 2025-06-02 07:04:40,937 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_121.pth was removed |
| 2025-06-02 07:04:42,704 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. |
| 2025-06-02 07:04:42,706 - pyskl - INFO - Best top1_acc is 0.7089 at 123 epoch. |
| 2025-06-02 07:04:42,708 - pyskl - INFO - Epoch(val) [123][413] top1_acc: 0.7089, top5_acc: 0.9147, mean_class_accuracy: 0.7057 |
| 2025-06-02 07:05:45,211 - pyskl - INFO - Epoch [124][100/1027] lr: 1.932e-03, eta: 3:02:53, time: 0.625, data_time: 0.244, memory: 7959, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.6426, loss: 2.6426 |
| 2025-06-02 07:06:23,205 - pyskl - INFO - Epoch [124][200/1027] lr: 1.919e-03, eta: 3:02:13, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.7017, loss: 2.7017 |
| 2025-06-02 07:07:01,218 - pyskl - INFO - Epoch [124][300/1027] lr: 1.905e-03, eta: 3:01:33, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.8465, loss: 2.8465 |
| 2025-06-02 07:07:39,235 - pyskl - INFO - Epoch [124][400/1027] lr: 1.892e-03, eta: 3:00:53, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.7692, loss: 2.7692 |
| 2025-06-02 07:08:17,285 - pyskl - INFO - Epoch [124][500/1027] lr: 1.878e-03, eta: 3:00:13, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.7171, loss: 2.7171 |
| 2025-06-02 07:08:55,277 - pyskl - INFO - Epoch [124][600/1027] lr: 1.865e-03, eta: 2:59:33, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 2.6664, loss: 2.6664 |
| 2025-06-02 07:09:33,519 - pyskl - INFO - Epoch [124][700/1027] lr: 1.851e-03, eta: 2:58:53, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.7566, loss: 2.7566 |
| 2025-06-02 07:10:12,047 - pyskl - INFO - Epoch [124][800/1027] lr: 1.838e-03, eta: 2:58:13, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.7501, loss: 2.7501 |
| 2025-06-02 07:10:51,148 - pyskl - INFO - Epoch [124][900/1027] lr: 1.825e-03, eta: 2:57:33, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.8291, loss: 2.8291 |
| 2025-06-02 07:11:30,342 - pyskl - INFO - Epoch [124][1000/1027] lr: 1.812e-03, eta: 2:56:53, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.7779, loss: 2.7779 |
| 2025-06-02 07:11:41,431 - pyskl - INFO - Saving checkpoint at 124 epochs |
| 2025-06-02 07:12:17,874 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 07:12:17,945 - pyskl - INFO - |
| top1_acc 0.6907 |
| top5_acc 0.9151 |
| 2025-06-02 07:12:17,945 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 07:12:17,953 - pyskl - INFO - |
| mean_acc 0.6929 |
| 2025-06-02 07:12:17,954 - pyskl - INFO - Epoch(val) [124][413] top1_acc: 0.6907, top5_acc: 0.9151, mean_class_accuracy: 0.6929 |
| 2025-06-02 07:13:20,549 - pyskl - INFO - Epoch [125][100/1027] lr: 1.795e-03, eta: 2:56:05, time: 0.626, data_time: 0.244, memory: 7959, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.7011, loss: 2.7011 |
| 2025-06-02 07:13:58,734 - pyskl - INFO - Epoch [125][200/1027] lr: 1.782e-03, eta: 2:55:25, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.5956, loss: 2.5956 |
| 2025-06-02 07:14:36,916 - pyskl - INFO - Epoch [125][300/1027] lr: 1.769e-03, eta: 2:54:45, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.7352, loss: 2.7352 |
| 2025-06-02 07:15:15,037 - pyskl - INFO - Epoch [125][400/1027] lr: 1.756e-03, eta: 2:54:05, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.7601, loss: 2.7601 |
| 2025-06-02 07:15:53,170 - pyskl - INFO - Epoch [125][500/1027] lr: 1.743e-03, eta: 2:53:25, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.5871, loss: 2.5871 |
| 2025-06-02 07:16:31,339 - pyskl - INFO - Epoch [125][600/1027] lr: 1.730e-03, eta: 2:52:45, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.7737, loss: 2.7737 |
| 2025-06-02 07:17:10,088 - pyskl - INFO - Epoch [125][700/1027] lr: 1.717e-03, eta: 2:52:05, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.6742, loss: 2.6742 |
| 2025-06-02 07:17:48,435 - pyskl - INFO - Epoch [125][800/1027] lr: 1.704e-03, eta: 2:51:25, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.7015, loss: 2.7015 |
| 2025-06-02 07:18:27,500 - pyskl - INFO - Epoch [125][900/1027] lr: 1.691e-03, eta: 2:50:46, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.8247, loss: 2.8247 |
| 2025-06-02 07:19:04,714 - pyskl - INFO - Epoch [125][1000/1027] lr: 1.678e-03, eta: 2:50:05, time: 0.372, data_time: 0.000, memory: 7959, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 2.6250, loss: 2.6250 |
| 2025-06-02 07:19:15,668 - pyskl - INFO - Saving checkpoint at 125 epochs |
| 2025-06-02 07:38:17,500 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 07:38:17,573 - pyskl - INFO - |
| top1_acc 0.6975 |
| top5_acc 0.9132 |
| 2025-06-02 07:38:17,573 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 07:38:17,580 - pyskl - INFO - |
| mean_acc 0.6969 |
| 2025-06-02 07:38:17,582 - pyskl - INFO - Epoch(val) [125][413] top1_acc: 0.6975, top5_acc: 0.9132, mean_class_accuracy: 0.6969 |
| 2025-06-02 07:39:20,799 - pyskl - INFO - Epoch [126][100/1027] lr: 1.662e-03, eta: 2:49:17, time: 0.632, data_time: 0.247, memory: 7959, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.5580, loss: 2.5580 |
| 2025-06-02 07:39:58,974 - pyskl - INFO - Epoch [126][200/1027] lr: 1.649e-03, eta: 2:48:37, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.6475, loss: 2.6475 |
| 2025-06-02 07:40:37,143 - pyskl - INFO - Epoch [126][300/1027] lr: 1.637e-03, eta: 2:47:57, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.7215, loss: 2.7215 |
| 2025-06-02 07:41:15,273 - pyskl - INFO - Epoch [126][400/1027] lr: 1.624e-03, eta: 2:47:17, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.6446, loss: 2.6446 |
| 2025-06-02 07:41:53,395 - pyskl - INFO - Epoch [126][500/1027] lr: 1.612e-03, eta: 2:46:37, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 2.7097, loss: 2.7097 |
| 2025-06-02 07:42:31,491 - pyskl - INFO - Epoch [126][600/1027] lr: 1.599e-03, eta: 2:45:57, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.6650, loss: 2.6650 |
| 2025-06-02 07:43:09,628 - pyskl - INFO - Epoch [126][700/1027] lr: 1.587e-03, eta: 2:45:17, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 2.6849, loss: 2.6849 |
| 2025-06-02 07:43:47,911 - pyskl - INFO - Epoch [126][800/1027] lr: 1.574e-03, eta: 2:44:37, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.7734, loss: 2.7734 |
| 2025-06-02 07:44:26,465 - pyskl - INFO - Epoch [126][900/1027] lr: 1.562e-03, eta: 2:43:57, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.8146, loss: 2.8146 |
| 2025-06-02 07:45:05,101 - pyskl - INFO - Epoch [126][1000/1027] lr: 1.550e-03, eta: 2:43:17, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 2.6041, loss: 2.6041 |
| 2025-06-02 07:45:16,420 - pyskl - INFO - Saving checkpoint at 126 epochs |
| 2025-06-02 07:45:53,558 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 07:45:53,630 - pyskl - INFO - |
| top1_acc 0.7048 |
| top5_acc 0.9124 |
| 2025-06-02 07:45:53,630 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 07:45:53,638 - pyskl - INFO - |
| mean_acc 0.7045 |
| 2025-06-02 07:45:53,640 - pyskl - INFO - Epoch(val) [126][413] top1_acc: 0.7048, top5_acc: 0.9124, mean_class_accuracy: 0.7045 |
| 2025-06-02 07:46:58,473 - pyskl - INFO - Epoch [127][100/1027] lr: 1.534e-03, eta: 2:42:30, time: 0.648, data_time: 0.258, memory: 7959, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.7236, loss: 2.7236 |
| 2025-06-02 07:47:36,697 - pyskl - INFO - Epoch [127][200/1027] lr: 1.522e-03, eta: 2:41:50, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.6088, loss: 2.6088 |
| 2025-06-02 07:48:14,820 - pyskl - INFO - Epoch [127][300/1027] lr: 1.510e-03, eta: 2:41:10, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.5933, loss: 2.5933 |
| 2025-06-02 07:48:52,972 - pyskl - INFO - Epoch [127][400/1027] lr: 1.498e-03, eta: 2:40:30, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.6880, loss: 2.6880 |
| 2025-06-02 07:49:31,075 - pyskl - INFO - Epoch [127][500/1027] lr: 1.485e-03, eta: 2:39:50, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.5883, loss: 2.5883 |
| 2025-06-02 07:50:09,159 - pyskl - INFO - Epoch [127][600/1027] lr: 1.473e-03, eta: 2:39:10, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 2.5898, loss: 2.5898 |
| 2025-06-02 07:50:47,252 - pyskl - INFO - Epoch [127][700/1027] lr: 1.461e-03, eta: 2:38:30, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.6479, loss: 2.6479 |
| 2025-06-02 07:51:25,521 - pyskl - INFO - Epoch [127][800/1027] lr: 1.450e-03, eta: 2:37:50, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.6411, loss: 2.6411 |
| 2025-06-02 07:52:04,514 - pyskl - INFO - Epoch [127][900/1027] lr: 1.438e-03, eta: 2:37:10, time: 0.390, data_time: 0.001, memory: 7959, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.6047, loss: 2.6047 |
| 2025-06-02 07:52:44,475 - pyskl - INFO - Epoch [127][1000/1027] lr: 1.426e-03, eta: 2:36:30, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.4927, loss: 2.4927 |
| 2025-06-02 07:52:56,128 - pyskl - INFO - Saving checkpoint at 127 epochs |
| 2025-06-02 07:53:33,675 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 07:53:33,748 - pyskl - INFO - |
| top1_acc 0.7037 |
| top5_acc 0.9127 |
| 2025-06-02 07:53:33,748 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 07:53:33,756 - pyskl - INFO - |
| mean_acc 0.7047 |
| 2025-06-02 07:53:33,758 - pyskl - INFO - Epoch(val) [127][413] top1_acc: 0.7037, top5_acc: 0.9127, mean_class_accuracy: 0.7047 |
| 2025-06-02 07:54:37,865 - pyskl - INFO - Epoch [128][100/1027] lr: 1.411e-03, eta: 2:35:42, time: 0.641, data_time: 0.256, memory: 7959, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.6290, loss: 2.6290 |
| 2025-06-02 07:55:15,976 - pyskl - INFO - Epoch [128][200/1027] lr: 1.399e-03, eta: 2:35:02, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.5780, loss: 2.5780 |
| 2025-06-02 07:55:54,129 - pyskl - INFO - Epoch [128][300/1027] lr: 1.387e-03, eta: 2:34:22, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.5523, loss: 2.5523 |
| 2025-06-02 07:56:32,372 - pyskl - INFO - Epoch [128][400/1027] lr: 1.376e-03, eta: 2:33:42, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.6544, loss: 2.6544 |
| 2025-06-02 07:57:10,527 - pyskl - INFO - Epoch [128][500/1027] lr: 1.364e-03, eta: 2:33:02, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 2.7032, loss: 2.7032 |
| 2025-06-02 07:57:48,630 - pyskl - INFO - Epoch [128][600/1027] lr: 1.353e-03, eta: 2:32:22, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 2.5291, loss: 2.5291 |
| 2025-06-02 07:58:26,728 - pyskl - INFO - Epoch [128][700/1027] lr: 1.341e-03, eta: 2:31:42, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.6714, loss: 2.6714 |
| 2025-06-02 07:59:04,968 - pyskl - INFO - Epoch [128][800/1027] lr: 1.330e-03, eta: 2:31:02, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.6152, loss: 2.6152 |
| 2025-06-02 07:59:43,613 - pyskl - INFO - Epoch [128][900/1027] lr: 1.318e-03, eta: 2:30:22, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.5638, loss: 2.5638 |
| 2025-06-02 08:00:22,382 - pyskl - INFO - Epoch [128][1000/1027] lr: 1.307e-03, eta: 2:29:43, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.6032, loss: 2.6032 |
| 2025-06-02 08:00:33,521 - pyskl - INFO - Saving checkpoint at 128 epochs |
| 2025-06-02 08:01:11,090 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 08:01:11,182 - pyskl - INFO - |
| top1_acc 0.7050 |
| top5_acc 0.9095 |
| 2025-06-02 08:01:11,183 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 08:01:11,194 - pyskl - INFO - |
| mean_acc 0.7027 |
| 2025-06-02 08:01:11,197 - pyskl - INFO - Epoch(val) [128][413] top1_acc: 0.7050, top5_acc: 0.9095, mean_class_accuracy: 0.7027 |
| 2025-06-02 08:02:14,931 - pyskl - INFO - Epoch [129][100/1027] lr: 1.292e-03, eta: 2:28:54, time: 0.637, data_time: 0.250, memory: 7959, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 2.5634, loss: 2.5634 |
| 2025-06-02 08:02:53,035 - pyskl - INFO - Epoch [129][200/1027] lr: 1.281e-03, eta: 2:28:14, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.4981, loss: 2.4981 |
| 2025-06-02 08:03:31,129 - pyskl - INFO - Epoch [129][300/1027] lr: 1.270e-03, eta: 2:27:34, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.7437, loss: 2.7437 |
| 2025-06-02 08:04:11,219 - pyskl - INFO - Epoch [129][400/1027] lr: 1.259e-03, eta: 2:26:55, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.5325, loss: 2.5325 |
| 2025-06-02 08:04:51,340 - pyskl - INFO - Epoch [129][500/1027] lr: 1.248e-03, eta: 2:26:15, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 2.6234, loss: 2.6234 |
| 2025-06-02 08:05:31,410 - pyskl - INFO - Epoch [129][600/1027] lr: 1.237e-03, eta: 2:25:35, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.5910, loss: 2.5910 |
| 2025-06-02 08:06:11,433 - pyskl - INFO - Epoch [129][700/1027] lr: 1.226e-03, eta: 2:24:56, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.5429, loss: 2.5429 |
| 2025-06-02 08:06:50,405 - pyskl - INFO - Epoch [129][800/1027] lr: 1.215e-03, eta: 2:24:16, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.5256, loss: 2.5256 |
| 2025-06-02 08:07:28,956 - pyskl - INFO - Epoch [129][900/1027] lr: 1.204e-03, eta: 2:23:36, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 2.5780, loss: 2.5780 |
| 2025-06-02 08:08:07,503 - pyskl - INFO - Epoch [129][1000/1027] lr: 1.193e-03, eta: 2:22:56, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.5065, loss: 2.5065 |
| 2025-06-02 08:08:18,648 - pyskl - INFO - Saving checkpoint at 129 epochs |
| 2025-06-02 08:08:55,527 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 08:08:55,598 - pyskl - INFO - |
| top1_acc 0.7100 |
| top5_acc 0.9201 |
| 2025-06-02 08:08:55,598 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 08:08:55,605 - pyskl - INFO - |
| mean_acc 0.7088 |
| 2025-06-02 08:08:55,661 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_123.pth was removed |
| 2025-06-02 08:08:57,247 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. |
| 2025-06-02 08:08:57,249 - pyskl - INFO - Best top1_acc is 0.7100 at 129 epoch. |
| 2025-06-02 08:08:57,252 - pyskl - INFO - Epoch(val) [129][413] top1_acc: 0.7100, top5_acc: 0.9201, mean_class_accuracy: 0.7088 |
| 2025-06-02 08:10:01,060 - pyskl - INFO - Epoch [130][100/1027] lr: 1.179e-03, eta: 2:22:08, time: 0.638, data_time: 0.255, memory: 7959, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.5848, loss: 2.5848 |
| 2025-06-02 08:10:39,026 - pyskl - INFO - Epoch [130][200/1027] lr: 1.168e-03, eta: 2:21:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4837, loss: 2.4837 |
| 2025-06-02 08:11:16,983 - pyskl - INFO - Epoch [130][300/1027] lr: 1.157e-03, eta: 2:20:48, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 2.6066, loss: 2.6066 |
| 2025-06-02 08:11:54,987 - pyskl - INFO - Epoch [130][400/1027] lr: 1.147e-03, eta: 2:20:08, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.4791, loss: 2.4791 |
| 2025-06-02 08:12:32,978 - pyskl - INFO - Epoch [130][500/1027] lr: 1.136e-03, eta: 2:19:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.5306, loss: 2.5306 |
| 2025-06-02 08:13:11,036 - pyskl - INFO - Epoch [130][600/1027] lr: 1.125e-03, eta: 2:18:48, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 2.5579, loss: 2.5579 |
| 2025-06-02 08:13:49,058 - pyskl - INFO - Epoch [130][700/1027] lr: 1.115e-03, eta: 2:18:08, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.5503, loss: 2.5503 |
| 2025-06-02 08:14:27,180 - pyskl - INFO - Epoch [130][800/1027] lr: 1.104e-03, eta: 2:17:28, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.5953, loss: 2.5953 |
| 2025-06-02 08:15:05,255 - pyskl - INFO - Epoch [130][900/1027] lr: 1.094e-03, eta: 2:16:48, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 2.5374, loss: 2.5374 |
| 2025-06-02 08:15:42,976 - pyskl - INFO - Epoch [130][1000/1027] lr: 1.084e-03, eta: 2:16:08, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.5935, loss: 2.5935 |
| 2025-06-02 08:15:53,871 - pyskl - INFO - Saving checkpoint at 130 epochs |
| 2025-06-02 08:36:02,718 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 08:36:02,791 - pyskl - INFO - |
| top1_acc 0.7190 |
| top5_acc 0.9188 |
| 2025-06-02 08:36:02,791 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 08:36:02,798 - pyskl - INFO - |
| mean_acc 0.7174 |
| 2025-06-02 08:36:02,858 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_129.pth was removed |
| 2025-06-02 08:36:04,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. |
| 2025-06-02 08:36:04,467 - pyskl - INFO - Best top1_acc is 0.7190 at 130 epoch. |
| 2025-06-02 08:36:04,470 - pyskl - INFO - Epoch(val) [130][413] top1_acc: 0.7190, top5_acc: 0.9188, mean_class_accuracy: 0.7174 |
| 2025-06-02 08:37:07,229 - pyskl - INFO - Epoch [131][100/1027] lr: 1.070e-03, eta: 2:15:19, time: 0.628, data_time: 0.246, memory: 7959, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.5507, loss: 2.5507 |
| 2025-06-02 08:37:45,530 - pyskl - INFO - Epoch [131][200/1027] lr: 1.060e-03, eta: 2:14:39, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 2.6417, loss: 2.6417 |
| 2025-06-02 08:38:23,547 - pyskl - INFO - Epoch [131][300/1027] lr: 1.050e-03, eta: 2:13:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.5683, loss: 2.5683 |
| 2025-06-02 08:39:01,544 - pyskl - INFO - Epoch [131][400/1027] lr: 1.040e-03, eta: 2:13:19, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 2.5234, loss: 2.5234 |
| 2025-06-02 08:39:39,536 - pyskl - INFO - Epoch [131][500/1027] lr: 1.030e-03, eta: 2:12:39, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 2.4127, loss: 2.4127 |
| 2025-06-02 08:40:17,543 - pyskl - INFO - Epoch [131][600/1027] lr: 1.019e-03, eta: 2:11:59, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.5212, loss: 2.5212 |
| 2025-06-02 08:40:55,839 - pyskl - INFO - Epoch [131][700/1027] lr: 1.009e-03, eta: 2:11:19, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.5173, loss: 2.5173 |
| 2025-06-02 08:41:34,063 - pyskl - INFO - Epoch [131][800/1027] lr: 9.994e-04, eta: 2:10:40, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.4340, loss: 2.4340 |
| 2025-06-02 08:42:12,420 - pyskl - INFO - Epoch [131][900/1027] lr: 9.894e-04, eta: 2:10:00, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 2.5799, loss: 2.5799 |
| 2025-06-02 08:42:51,579 - pyskl - INFO - Epoch [131][1000/1027] lr: 9.795e-04, eta: 2:09:20, time: 0.392, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.6772, loss: 2.6772 |
| 2025-06-02 08:43:02,896 - pyskl - INFO - Saving checkpoint at 131 epochs |
| 2025-06-02 08:43:40,130 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 08:43:40,229 - pyskl - INFO - |
| top1_acc 0.7119 |
| top5_acc 0.9174 |
| 2025-06-02 08:43:40,229 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 08:43:40,239 - pyskl - INFO - |
| mean_acc 0.7099 |
| 2025-06-02 08:43:40,242 - pyskl - INFO - Epoch(val) [131][413] top1_acc: 0.7119, top5_acc: 0.9174, mean_class_accuracy: 0.7099 |
| 2025-06-02 08:44:43,374 - pyskl - INFO - Epoch [132][100/1027] lr: 9.670e-04, eta: 2:08:31, time: 0.631, data_time: 0.248, memory: 7959, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 2.5210, loss: 2.5210 |
| 2025-06-02 08:45:21,555 - pyskl - INFO - Epoch [132][200/1027] lr: 9.571e-04, eta: 2:07:51, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 2.4172, loss: 2.4172 |
| 2025-06-02 08:45:59,639 - pyskl - INFO - Epoch [132][300/1027] lr: 9.474e-04, eta: 2:07:11, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.4611, loss: 2.4611 |
| 2025-06-02 08:46:37,717 - pyskl - INFO - Epoch [132][400/1027] lr: 9.377e-04, eta: 2:06:31, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.4680, loss: 2.4680 |
| 2025-06-02 08:47:15,800 - pyskl - INFO - Epoch [132][500/1027] lr: 9.280e-04, eta: 2:05:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.5150, loss: 2.5150 |
| 2025-06-02 08:47:53,881 - pyskl - INFO - Epoch [132][600/1027] lr: 9.184e-04, eta: 2:05:11, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.4441, loss: 2.4441 |
| 2025-06-02 08:48:32,155 - pyskl - INFO - Epoch [132][700/1027] lr: 9.088e-04, eta: 2:04:32, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.4328, loss: 2.4328 |
| 2025-06-02 08:49:10,371 - pyskl - INFO - Epoch [132][800/1027] lr: 8.993e-04, eta: 2:03:52, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.5145, loss: 2.5145 |
| 2025-06-02 08:49:48,934 - pyskl - INFO - Epoch [132][900/1027] lr: 8.898e-04, eta: 2:03:12, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.4623, loss: 2.4623 |
| 2025-06-02 08:50:27,630 - pyskl - INFO - Epoch [132][1000/1027] lr: 8.804e-04, eta: 2:02:32, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 2.5114, loss: 2.5114 |
| 2025-06-02 08:50:38,957 - pyskl - INFO - Saving checkpoint at 132 epochs |
| 2025-06-02 08:51:15,881 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 08:51:15,957 - pyskl - INFO - |
| top1_acc 0.7086 |
| top5_acc 0.9112 |
| 2025-06-02 08:51:15,957 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 08:51:15,965 - pyskl - INFO - |
| mean_acc 0.7055 |
| 2025-06-02 08:51:15,967 - pyskl - INFO - Epoch(val) [132][413] top1_acc: 0.7086, top5_acc: 0.9112, mean_class_accuracy: 0.7055 |
| 2025-06-02 08:52:19,512 - pyskl - INFO - Epoch [133][100/1027] lr: 8.685e-04, eta: 2:01:43, time: 0.635, data_time: 0.252, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.5532, loss: 2.5532 |
| 2025-06-02 08:52:57,971 - pyskl - INFO - Epoch [133][200/1027] lr: 8.592e-04, eta: 2:01:03, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.5025, loss: 2.5025 |
| 2025-06-02 08:53:36,118 - pyskl - INFO - Epoch [133][300/1027] lr: 8.500e-04, eta: 2:00:23, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.4651, loss: 2.4651 |
| 2025-06-02 08:54:14,245 - pyskl - INFO - Epoch [133][400/1027] lr: 8.407e-04, eta: 1:59:43, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 2.4635, loss: 2.4635 |
| 2025-06-02 08:54:52,355 - pyskl - INFO - Epoch [133][500/1027] lr: 8.316e-04, eta: 1:59:04, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4144, loss: 2.4144 |
| 2025-06-02 08:55:30,645 - pyskl - INFO - Epoch [133][600/1027] lr: 8.225e-04, eta: 1:58:24, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.5723, loss: 2.5723 |
| 2025-06-02 08:56:09,044 - pyskl - INFO - Epoch [133][700/1027] lr: 8.134e-04, eta: 1:57:44, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 2.4849, loss: 2.4849 |
| 2025-06-02 08:56:47,196 - pyskl - INFO - Epoch [133][800/1027] lr: 8.044e-04, eta: 1:57:04, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4286, loss: 2.4286 |
| 2025-06-02 08:57:25,611 - pyskl - INFO - Epoch [133][900/1027] lr: 7.954e-04, eta: 1:56:24, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 2.4965, loss: 2.4965 |
| 2025-06-02 08:58:04,448 - pyskl - INFO - Epoch [133][1000/1027] lr: 7.865e-04, eta: 1:55:44, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 2.4888, loss: 2.4888 |
| 2025-06-02 08:58:15,635 - pyskl - INFO - Saving checkpoint at 133 epochs |
| 2025-06-02 08:58:52,246 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 08:58:52,318 - pyskl - INFO - |
| top1_acc 0.7165 |
| top5_acc 0.9176 |
| 2025-06-02 08:58:52,318 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 08:58:52,326 - pyskl - INFO - |
| mean_acc 0.7145 |
| 2025-06-02 08:58:52,328 - pyskl - INFO - Epoch(val) [133][413] top1_acc: 0.7165, top5_acc: 0.9176, mean_class_accuracy: 0.7145 |
| 2025-06-02 08:59:55,901 - pyskl - INFO - Epoch [134][100/1027] lr: 7.752e-04, eta: 1:54:55, time: 0.636, data_time: 0.246, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4702, loss: 2.4702 |
| 2025-06-02 09:00:34,163 - pyskl - INFO - Epoch [134][200/1027] lr: 7.664e-04, eta: 1:54:15, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4838, loss: 2.4838 |
| 2025-06-02 09:01:12,387 - pyskl - INFO - Epoch [134][300/1027] lr: 7.576e-04, eta: 1:53:36, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.4617, loss: 2.4617 |
| 2025-06-02 09:01:50,481 - pyskl - INFO - Epoch [134][400/1027] lr: 7.489e-04, eta: 1:52:56, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.3579, loss: 2.3579 |
| 2025-06-02 09:02:28,586 - pyskl - INFO - Epoch [134][500/1027] lr: 7.402e-04, eta: 1:52:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4933, loss: 2.4933 |
| 2025-06-02 09:03:06,763 - pyskl - INFO - Epoch [134][600/1027] lr: 7.316e-04, eta: 1:51:36, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.4406, loss: 2.4406 |
| 2025-06-02 09:03:45,124 - pyskl - INFO - Epoch [134][700/1027] lr: 7.231e-04, eta: 1:50:56, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.5128, loss: 2.5128 |
| 2025-06-02 09:04:23,364 - pyskl - INFO - Epoch [134][800/1027] lr: 7.145e-04, eta: 1:50:16, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 2.4959, loss: 2.4959 |
| 2025-06-02 09:05:01,885 - pyskl - INFO - Epoch [134][900/1027] lr: 7.061e-04, eta: 1:49:36, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 2.5455, loss: 2.5455 |
| 2025-06-02 09:05:40,980 - pyskl - INFO - Epoch [134][1000/1027] lr: 6.976e-04, eta: 1:48:56, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.4887, loss: 2.4887 |
| 2025-06-02 09:05:52,113 - pyskl - INFO - Saving checkpoint at 134 epochs |
| 2025-06-02 09:06:28,879 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 09:06:28,951 - pyskl - INFO - |
| top1_acc 0.6989 |
| top5_acc 0.9079 |
| 2025-06-02 09:06:28,952 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 09:06:28,959 - pyskl - INFO - |
| mean_acc 0.6963 |
| 2025-06-02 09:06:28,961 - pyskl - INFO - Epoch(val) [134][413] top1_acc: 0.6989, top5_acc: 0.9079, mean_class_accuracy: 0.6963 |
| 2025-06-02 09:07:31,671 - pyskl - INFO - Epoch [135][100/1027] lr: 6.870e-04, eta: 1:48:07, time: 0.627, data_time: 0.246, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4300, loss: 2.4300 |
| 2025-06-02 09:08:09,960 - pyskl - INFO - Epoch [135][200/1027] lr: 6.787e-04, eta: 1:47:27, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.3335, loss: 2.3335 |
| 2025-06-02 09:08:48,232 - pyskl - INFO - Epoch [135][300/1027] lr: 6.704e-04, eta: 1:46:48, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.4451, loss: 2.4451 |
| 2025-06-02 09:09:26,425 - pyskl - INFO - Epoch [135][400/1027] lr: 6.622e-04, eta: 1:46:08, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.4362, loss: 2.4362 |
| 2025-06-02 09:10:04,605 - pyskl - INFO - Epoch [135][500/1027] lr: 6.541e-04, eta: 1:45:28, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.4360, loss: 2.4360 |
| 2025-06-02 09:10:42,802 - pyskl - INFO - Epoch [135][600/1027] lr: 6.460e-04, eta: 1:44:48, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3900, loss: 2.3900 |
| 2025-06-02 09:11:21,010 - pyskl - INFO - Epoch [135][700/1027] lr: 6.379e-04, eta: 1:44:08, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4868, loss: 2.4868 |
| 2025-06-02 09:11:58,976 - pyskl - INFO - Epoch [135][800/1027] lr: 6.299e-04, eta: 1:43:28, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.4830, loss: 2.4830 |
| 2025-06-02 09:12:37,601 - pyskl - INFO - Epoch [135][900/1027] lr: 6.219e-04, eta: 1:42:48, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4888, loss: 2.4888 |
| 2025-06-02 09:13:15,556 - pyskl - INFO - Epoch [135][1000/1027] lr: 6.140e-04, eta: 1:42:08, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4813, loss: 2.4813 |
| 2025-06-02 09:13:26,460 - pyskl - INFO - Saving checkpoint at 135 epochs |
| 2025-06-02 09:33:49,218 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 09:33:49,289 - pyskl - INFO - |
| top1_acc 0.7148 |
| top5_acc 0.9195 |
| 2025-06-02 09:33:49,289 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 09:33:49,297 - pyskl - INFO - |
| mean_acc 0.7115 |
| 2025-06-02 09:33:49,299 - pyskl - INFO - Epoch(val) [135][413] top1_acc: 0.7148, top5_acc: 0.9195, mean_class_accuracy: 0.7115 |
| 2025-06-02 09:34:51,744 - pyskl - INFO - Epoch [136][100/1027] lr: 6.040e-04, eta: 1:41:19, time: 0.624, data_time: 0.244, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3970, loss: 2.3970 |
| 2025-06-02 09:35:29,778 - pyskl - INFO - Epoch [136][200/1027] lr: 5.962e-04, eta: 1:40:39, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.3361, loss: 2.3361 |
| 2025-06-02 09:36:07,403 - pyskl - INFO - Epoch [136][300/1027] lr: 5.885e-04, eta: 1:39:59, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.5742, loss: 2.5742 |
| 2025-06-02 09:36:44,897 - pyskl - INFO - Epoch [136][400/1027] lr: 5.808e-04, eta: 1:39:19, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.3905, loss: 2.3905 |
| 2025-06-02 09:37:22,436 - pyskl - INFO - Epoch [136][500/1027] lr: 5.731e-04, eta: 1:38:39, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.2938, loss: 2.2938 |
| 2025-06-02 09:38:00,016 - pyskl - INFO - Epoch [136][600/1027] lr: 5.655e-04, eta: 1:37:59, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3544, loss: 2.3544 |
| 2025-06-02 09:38:37,653 - pyskl - INFO - Epoch [136][700/1027] lr: 5.579e-04, eta: 1:37:20, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4255, loss: 2.4255 |
| 2025-06-02 09:39:16,523 - pyskl - INFO - Epoch [136][800/1027] lr: 5.504e-04, eta: 1:36:40, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.4861, loss: 2.4861 |
| 2025-06-02 09:39:55,309 - pyskl - INFO - Epoch [136][900/1027] lr: 5.430e-04, eta: 1:36:00, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3615, loss: 2.3615 |
| 2025-06-02 09:40:33,816 - pyskl - INFO - Epoch [136][1000/1027] lr: 5.356e-04, eta: 1:35:20, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.3540, loss: 2.3540 |
| 2025-06-02 09:40:44,822 - pyskl - INFO - Saving checkpoint at 136 epochs |
| 2025-06-02 09:41:21,383 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 09:41:21,454 - pyskl - INFO - |
| top1_acc 0.7248 |
| top5_acc 0.9221 |
| 2025-06-02 09:41:21,454 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 09:41:21,462 - pyskl - INFO - |
| mean_acc 0.7208 |
| 2025-06-02 09:41:21,522 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_130.pth was removed |
| 2025-06-02 09:41:23,147 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. |
| 2025-06-02 09:41:23,149 - pyskl - INFO - Best top1_acc is 0.7248 at 136 epoch. |
| 2025-06-02 09:41:23,152 - pyskl - INFO - Epoch(val) [136][413] top1_acc: 0.7248, top5_acc: 0.9221, mean_class_accuracy: 0.7208 |
| 2025-06-02 09:42:26,012 - pyskl - INFO - Epoch [137][100/1027] lr: 5.262e-04, eta: 1:34:31, time: 0.629, data_time: 0.244, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4585, loss: 2.4585 |
| 2025-06-02 09:43:04,154 - pyskl - INFO - Epoch [137][200/1027] lr: 5.189e-04, eta: 1:33:51, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3511, loss: 2.3511 |
| 2025-06-02 09:43:42,080 - pyskl - INFO - Epoch [137][300/1027] lr: 5.117e-04, eta: 1:33:11, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4929, loss: 2.4929 |
| 2025-06-02 09:44:20,064 - pyskl - INFO - Epoch [137][400/1027] lr: 5.045e-04, eta: 1:32:31, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 2.5164, loss: 2.5164 |
| 2025-06-02 09:44:58,069 - pyskl - INFO - Epoch [137][500/1027] lr: 4.974e-04, eta: 1:31:51, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.4051, loss: 2.4051 |
| 2025-06-02 09:45:36,130 - pyskl - INFO - Epoch [137][600/1027] lr: 4.903e-04, eta: 1:31:11, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.4207, loss: 2.4207 |
| 2025-06-02 09:46:14,515 - pyskl - INFO - Epoch [137][700/1027] lr: 4.832e-04, eta: 1:30:32, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4896, loss: 2.4896 |
| 2025-06-02 09:46:53,162 - pyskl - INFO - Epoch [137][800/1027] lr: 4.762e-04, eta: 1:29:52, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.4282, loss: 2.4282 |
| 2025-06-02 09:47:31,811 - pyskl - INFO - Epoch [137][900/1027] lr: 4.693e-04, eta: 1:29:12, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4216, loss: 2.4216 |
| 2025-06-02 09:48:10,388 - pyskl - INFO - Epoch [137][1000/1027] lr: 4.624e-04, eta: 1:28:32, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3650, loss: 2.3650 |
| 2025-06-02 09:48:21,394 - pyskl - INFO - Saving checkpoint at 137 epochs |
| 2025-06-02 09:48:57,752 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 09:48:57,823 - pyskl - INFO - |
| top1_acc 0.7116 |
| top5_acc 0.9180 |
| 2025-06-02 09:48:57,823 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 09:48:57,831 - pyskl - INFO - |
| mean_acc 0.7082 |
| 2025-06-02 09:48:57,832 - pyskl - INFO - Epoch(val) [137][413] top1_acc: 0.7116, top5_acc: 0.9180, mean_class_accuracy: 0.7082 |
| 2025-06-02 09:50:00,408 - pyskl - INFO - Epoch [138][100/1027] lr: 4.537e-04, eta: 1:27:43, time: 0.626, data_time: 0.243, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3340, loss: 2.3340 |
| 2025-06-02 09:50:38,583 - pyskl - INFO - Epoch [138][200/1027] lr: 4.469e-04, eta: 1:27:03, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.4731, loss: 2.4731 |
| 2025-06-02 09:51:16,735 - pyskl - INFO - Epoch [138][300/1027] lr: 4.402e-04, eta: 1:26:23, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.4602, loss: 2.4602 |
| 2025-06-02 09:51:54,779 - pyskl - INFO - Epoch [138][400/1027] lr: 4.335e-04, eta: 1:25:43, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.4377, loss: 2.4377 |
| 2025-06-02 09:52:32,797 - pyskl - INFO - Epoch [138][500/1027] lr: 4.269e-04, eta: 1:25:03, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4461, loss: 2.4461 |
| 2025-06-02 09:53:10,868 - pyskl - INFO - Epoch [138][600/1027] lr: 4.203e-04, eta: 1:24:24, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3822, loss: 2.3822 |
| 2025-06-02 09:53:49,146 - pyskl - INFO - Epoch [138][700/1027] lr: 4.138e-04, eta: 1:23:44, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4805, loss: 2.4805 |
| 2025-06-02 09:54:27,966 - pyskl - INFO - Epoch [138][800/1027] lr: 4.073e-04, eta: 1:23:04, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.3543, loss: 2.3543 |
| 2025-06-02 09:55:06,790 - pyskl - INFO - Epoch [138][900/1027] lr: 4.009e-04, eta: 1:22:24, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4808, loss: 2.4808 |
| 2025-06-02 09:55:46,080 - pyskl - INFO - Epoch [138][1000/1027] lr: 3.945e-04, eta: 1:21:44, time: 0.393, data_time: 0.001, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.3728, loss: 2.3728 |
| 2025-06-02 09:55:57,154 - pyskl - INFO - Saving checkpoint at 138 epochs |
| 2025-06-02 09:56:34,265 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 09:56:34,337 - pyskl - INFO - |
| top1_acc 0.7151 |
| top5_acc 0.9154 |
| 2025-06-02 09:56:34,337 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 09:56:34,344 - pyskl - INFO - |
| mean_acc 0.7131 |
| 2025-06-02 09:56:34,346 - pyskl - INFO - Epoch(val) [138][413] top1_acc: 0.7151, top5_acc: 0.9154, mean_class_accuracy: 0.7131 |
| 2025-06-02 09:57:37,210 - pyskl - INFO - Epoch [139][100/1027] lr: 3.865e-04, eta: 1:20:55, time: 0.629, data_time: 0.245, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.4461, loss: 2.4461 |
| 2025-06-02 09:58:16,517 - pyskl - INFO - Epoch [139][200/1027] lr: 3.802e-04, eta: 1:20:15, time: 0.393, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 2.4293, loss: 2.4293 |
| 2025-06-02 09:58:54,766 - pyskl - INFO - Epoch [139][300/1027] lr: 3.740e-04, eta: 1:19:35, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3865, loss: 2.3865 |
| 2025-06-02 09:59:32,853 - pyskl - INFO - Epoch [139][400/1027] lr: 3.678e-04, eta: 1:18:56, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.2959, loss: 2.2959 |
| 2025-06-02 10:00:10,938 - pyskl - INFO - Epoch [139][500/1027] lr: 3.617e-04, eta: 1:18:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4115, loss: 2.4115 |
| 2025-06-02 10:00:48,986 - pyskl - INFO - Epoch [139][600/1027] lr: 3.556e-04, eta: 1:17:36, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4095, loss: 2.4095 |
| 2025-06-02 10:01:27,846 - pyskl - INFO - Epoch [139][700/1027] lr: 3.496e-04, eta: 1:16:56, time: 0.389, data_time: 0.000, memory: 7959, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.4901, loss: 2.4901 |
| 2025-06-02 10:02:06,686 - pyskl - INFO - Epoch [139][800/1027] lr: 3.437e-04, eta: 1:16:16, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 2.2975, loss: 2.2975 |
| 2025-06-02 10:02:45,223 - pyskl - INFO - Epoch [139][900/1027] lr: 3.378e-04, eta: 1:15:36, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4289, loss: 2.4289 |
| 2025-06-02 10:03:23,909 - pyskl - INFO - Epoch [139][1000/1027] lr: 3.319e-04, eta: 1:14:57, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.4366, loss: 2.4366 |
| 2025-06-02 10:03:34,946 - pyskl - INFO - Saving checkpoint at 139 epochs |
| 2025-06-02 10:04:11,499 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 10:04:11,570 - pyskl - INFO - |
| top1_acc 0.7219 |
| top5_acc 0.9195 |
| 2025-06-02 10:04:11,571 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 10:04:11,578 - pyskl - INFO - |
| mean_acc 0.7184 |
| 2025-06-02 10:04:11,579 - pyskl - INFO - Epoch(val) [139][413] top1_acc: 0.7219, top5_acc: 0.9195, mean_class_accuracy: 0.7184 |
| 2025-06-02 10:05:14,111 - pyskl - INFO - Epoch [140][100/1027] lr: 3.245e-04, eta: 1:14:07, time: 0.625, data_time: 0.243, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3809, loss: 2.3809 |
| 2025-06-02 10:05:52,900 - pyskl - INFO - Epoch [140][200/1027] lr: 3.188e-04, eta: 1:13:27, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.3593, loss: 2.3593 |
| 2025-06-02 10:06:31,296 - pyskl - INFO - Epoch [140][300/1027] lr: 3.131e-04, eta: 1:12:48, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.4195, loss: 2.4195 |
| 2025-06-02 10:07:09,438 - pyskl - INFO - Epoch [140][400/1027] lr: 3.074e-04, eta: 1:12:08, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 2.3469, loss: 2.3469 |
| 2025-06-02 10:07:47,630 - pyskl - INFO - Epoch [140][500/1027] lr: 3.018e-04, eta: 1:11:28, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3693, loss: 2.3693 |
| 2025-06-02 10:08:25,834 - pyskl - INFO - Epoch [140][600/1027] lr: 2.963e-04, eta: 1:10:48, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3826, loss: 2.3826 |
| 2025-06-02 10:09:04,313 - pyskl - INFO - Epoch [140][700/1027] lr: 2.908e-04, eta: 1:10:08, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.4195, loss: 2.4195 |
| 2025-06-02 10:09:42,557 - pyskl - INFO - Epoch [140][800/1027] lr: 2.854e-04, eta: 1:09:28, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.3250, loss: 2.3250 |
| 2025-06-02 10:10:21,122 - pyskl - INFO - Epoch [140][900/1027] lr: 2.800e-04, eta: 1:08:49, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3677, loss: 2.3677 |
| 2025-06-02 10:10:58,840 - pyskl - INFO - Epoch [140][1000/1027] lr: 2.746e-04, eta: 1:08:09, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.4247, loss: 2.4247 |
| 2025-06-02 10:11:09,654 - pyskl - INFO - Saving checkpoint at 140 epochs |
| 2025-06-02 10:31:48,548 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 10:31:48,621 - pyskl - INFO - |
| top1_acc 0.7113 |
| top5_acc 0.9145 |
| 2025-06-02 10:31:48,621 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 10:31:48,629 - pyskl - INFO - |
| mean_acc 0.7100 |
| 2025-06-02 10:31:48,631 - pyskl - INFO - Epoch(val) [140][413] top1_acc: 0.7113, top5_acc: 0.9145, mean_class_accuracy: 0.7100 |
| 2025-06-02 10:32:51,472 - pyskl - INFO - Epoch [141][100/1027] lr: 2.679e-04, eta: 1:07:19, time: 0.628, data_time: 0.247, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3979, loss: 2.3979 |
| 2025-06-02 10:33:29,192 - pyskl - INFO - Epoch [141][200/1027] lr: 2.627e-04, eta: 1:06:39, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3221, loss: 2.3221 |
| 2025-06-02 10:34:06,870 - pyskl - INFO - Epoch [141][300/1027] lr: 2.575e-04, eta: 1:05:59, time: 0.377, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3590, loss: 2.3590 |
| 2025-06-02 10:34:44,923 - pyskl - INFO - Epoch [141][400/1027] lr: 2.524e-04, eta: 1:05:20, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3384, loss: 2.3384 |
| 2025-06-02 10:35:23,106 - pyskl - INFO - Epoch [141][500/1027] lr: 2.473e-04, eta: 1:04:40, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.4317, loss: 2.4317 |
| 2025-06-02 10:36:00,752 - pyskl - INFO - Epoch [141][600/1027] lr: 2.423e-04, eta: 1:04:00, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4018, loss: 2.4018 |
| 2025-06-02 10:36:39,098 - pyskl - INFO - Epoch [141][700/1027] lr: 2.374e-04, eta: 1:03:20, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2636, loss: 2.2636 |
| 2025-06-02 10:37:17,833 - pyskl - INFO - Epoch [141][800/1027] lr: 2.324e-04, eta: 1:02:40, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 2.3899, loss: 2.3899 |
| 2025-06-02 10:37:56,955 - pyskl - INFO - Epoch [141][900/1027] lr: 2.276e-04, eta: 1:02:01, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3782, loss: 2.3782 |
| 2025-06-02 10:38:37,302 - pyskl - INFO - Epoch [141][1000/1027] lr: 2.227e-04, eta: 1:01:21, time: 0.403, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.2898, loss: 2.2898 |
| 2025-06-02 10:38:49,020 - pyskl - INFO - Saving checkpoint at 141 epochs |
| 2025-06-02 10:39:25,712 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 10:39:25,784 - pyskl - INFO - |
| top1_acc 0.7130 |
| top5_acc 0.9162 |
| 2025-06-02 10:39:25,784 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 10:39:25,796 - pyskl - INFO - |
| mean_acc 0.7121 |
| 2025-06-02 10:39:25,798 - pyskl - INFO - Epoch(val) [141][413] top1_acc: 0.7130, top5_acc: 0.9162, mean_class_accuracy: 0.7121 |
| 2025-06-02 10:40:31,020 - pyskl - INFO - Epoch [142][100/1027] lr: 2.167e-04, eta: 1:00:31, time: 0.652, data_time: 0.253, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3423, loss: 2.3423 |
| 2025-06-02 10:41:11,031 - pyskl - INFO - Epoch [142][200/1027] lr: 2.120e-04, eta: 0:59:52, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4123, loss: 2.4123 |
| 2025-06-02 10:41:50,808 - pyskl - INFO - Epoch [142][300/1027] lr: 2.074e-04, eta: 0:59:12, time: 0.398, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.2807, loss: 2.2807 |
| 2025-06-02 10:42:29,177 - pyskl - INFO - Epoch [142][400/1027] lr: 2.028e-04, eta: 0:58:32, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.2584, loss: 2.2584 |
| 2025-06-02 10:43:07,460 - pyskl - INFO - Epoch [142][500/1027] lr: 1.982e-04, eta: 0:57:52, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3748, loss: 2.3748 |
| 2025-06-02 10:43:46,717 - pyskl - INFO - Epoch [142][600/1027] lr: 1.937e-04, eta: 0:57:13, time: 0.393, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3306, loss: 2.3306 |
| 2025-06-02 10:44:24,853 - pyskl - INFO - Epoch [142][700/1027] lr: 1.893e-04, eta: 0:56:33, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3467, loss: 2.3467 |
| 2025-06-02 10:45:03,530 - pyskl - INFO - Epoch [142][800/1027] lr: 1.849e-04, eta: 0:55:53, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3090, loss: 2.3090 |
| 2025-06-02 10:45:42,482 - pyskl - INFO - Epoch [142][900/1027] lr: 1.805e-04, eta: 0:55:13, time: 0.390, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3359, loss: 2.3359 |
| 2025-06-02 10:46:21,143 - pyskl - INFO - Epoch [142][1000/1027] lr: 1.762e-04, eta: 0:54:34, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3376, loss: 2.3376 |
| 2025-06-02 10:46:32,425 - pyskl - INFO - Saving checkpoint at 142 epochs |
| 2025-06-02 10:47:09,122 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 10:47:09,195 - pyskl - INFO - |
| top1_acc 0.7212 |
| top5_acc 0.9165 |
| 2025-06-02 10:47:09,195 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 10:47:09,203 - pyskl - INFO - |
| mean_acc 0.7183 |
| 2025-06-02 10:47:09,204 - pyskl - INFO - Epoch(val) [142][413] top1_acc: 0.7212, top5_acc: 0.9165, mean_class_accuracy: 0.7183 |
| 2025-06-02 10:48:12,820 - pyskl - INFO - Epoch [143][100/1027] lr: 1.709e-04, eta: 0:53:44, time: 0.636, data_time: 0.250, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.2837, loss: 2.2837 |
| 2025-06-02 10:48:50,890 - pyskl - INFO - Epoch [143][200/1027] lr: 1.667e-04, eta: 0:53:04, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3748, loss: 2.3748 |
| 2025-06-02 10:49:29,614 - pyskl - INFO - Epoch [143][300/1027] lr: 1.626e-04, eta: 0:52:24, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3537, loss: 2.3537 |
| 2025-06-02 10:50:08,365 - pyskl - INFO - Epoch [143][400/1027] lr: 1.585e-04, eta: 0:51:44, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.2815, loss: 2.2815 |
| 2025-06-02 10:50:47,873 - pyskl - INFO - Epoch [143][500/1027] lr: 1.545e-04, eta: 0:51:05, time: 0.395, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3021, loss: 2.3021 |
| 2025-06-02 10:51:27,520 - pyskl - INFO - Epoch [143][600/1027] lr: 1.505e-04, eta: 0:50:25, time: 0.396, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 2.2222, loss: 2.2222 |
| 2025-06-02 10:52:05,999 - pyskl - INFO - Epoch [143][700/1027] lr: 1.466e-04, eta: 0:49:45, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4289, loss: 2.4289 |
| 2025-06-02 10:52:44,705 - pyskl - INFO - Epoch [143][800/1027] lr: 1.427e-04, eta: 0:49:05, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2618, loss: 2.2618 |
| 2025-06-02 10:53:24,002 - pyskl - INFO - Epoch [143][900/1027] lr: 1.389e-04, eta: 0:48:26, time: 0.393, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3878, loss: 2.3878 |
| 2025-06-02 10:54:02,228 - pyskl - INFO - Epoch [143][1000/1027] lr: 1.351e-04, eta: 0:47:46, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 2.3392, loss: 2.3392 |
| 2025-06-02 10:54:13,437 - pyskl - INFO - Saving checkpoint at 143 epochs |
| 2025-06-02 10:54:50,101 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 10:54:50,175 - pyskl - INFO - |
| top1_acc 0.7218 |
| top5_acc 0.9197 |
| 2025-06-02 10:54:50,175 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 10:54:50,183 - pyskl - INFO - |
| mean_acc 0.7197 |
| 2025-06-02 10:54:50,185 - pyskl - INFO - Epoch(val) [143][413] top1_acc: 0.7218, top5_acc: 0.9197, mean_class_accuracy: 0.7197 |
| 2025-06-02 10:55:54,127 - pyskl - INFO - Epoch [144][100/1027] lr: 1.304e-04, eta: 0:46:56, time: 0.639, data_time: 0.257, memory: 7959, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.2625, loss: 2.2625 |
| 2025-06-02 10:56:32,229 - pyskl - INFO - Epoch [144][200/1027] lr: 1.268e-04, eta: 0:46:16, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.3669, loss: 2.3669 |
| 2025-06-02 10:57:10,572 - pyskl - INFO - Epoch [144][300/1027] lr: 1.232e-04, eta: 0:45:36, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.5090, loss: 2.5090 |
| 2025-06-02 10:57:49,117 - pyskl - INFO - Epoch [144][400/1027] lr: 1.196e-04, eta: 0:44:57, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2955, loss: 2.2955 |
| 2025-06-02 10:58:27,361 - pyskl - INFO - Epoch [144][500/1027] lr: 1.162e-04, eta: 0:44:17, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2770, loss: 2.2770 |
| 2025-06-02 10:59:05,592 - pyskl - INFO - Epoch [144][600/1027] lr: 1.127e-04, eta: 0:43:37, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3273, loss: 2.3273 |
| 2025-06-02 10:59:44,142 - pyskl - INFO - Epoch [144][700/1027] lr: 1.093e-04, eta: 0:42:57, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3366, loss: 2.3366 |
| 2025-06-02 11:00:22,849 - pyskl - INFO - Epoch [144][800/1027] lr: 1.060e-04, eta: 0:42:18, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.3391, loss: 2.3391 |
| 2025-06-02 11:01:01,508 - pyskl - INFO - Epoch [144][900/1027] lr: 1.027e-04, eta: 0:41:38, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.2768, loss: 2.2768 |
| 2025-06-02 11:01:41,656 - pyskl - INFO - Epoch [144][1000/1027] lr: 9.946e-05, eta: 0:40:58, time: 0.401, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3838, loss: 2.3838 |
| 2025-06-02 11:01:53,218 - pyskl - INFO - Saving checkpoint at 144 epochs |
| 2025-06-02 11:02:30,201 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 11:02:30,277 - pyskl - INFO - |
| top1_acc 0.7297 |
| top5_acc 0.9223 |
| 2025-06-02 11:02:30,277 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 11:02:30,285 - pyskl - INFO - |
| mean_acc 0.7253 |
| 2025-06-02 11:02:30,342 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/uav_csv2/k_2/best_top1_acc_epoch_136.pth was removed |
| 2025-06-02 11:02:31,973 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. |
| 2025-06-02 11:02:31,975 - pyskl - INFO - Best top1_acc is 0.7297 at 144 epoch. |
| 2025-06-02 11:02:31,979 - pyskl - INFO - Epoch(val) [144][413] top1_acc: 0.7297, top5_acc: 0.9223, mean_class_accuracy: 0.7253 |
| 2025-06-02 11:03:34,970 - pyskl - INFO - Epoch [145][100/1027] lr: 9.543e-05, eta: 0:40:08, time: 0.630, data_time: 0.253, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3110, loss: 2.3110 |
| 2025-06-02 11:04:12,615 - pyskl - INFO - Epoch [145][200/1027] lr: 9.231e-05, eta: 0:39:28, time: 0.376, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2458, loss: 2.2458 |
| 2025-06-02 11:04:50,907 - pyskl - INFO - Epoch [145][300/1027] lr: 8.924e-05, eta: 0:38:49, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3972, loss: 2.3972 |
| 2025-06-02 11:05:28,852 - pyskl - INFO - Epoch [145][400/1027] lr: 8.623e-05, eta: 0:38:09, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3307, loss: 2.3307 |
| 2025-06-02 11:06:06,782 - pyskl - INFO - Epoch [145][500/1027] lr: 8.327e-05, eta: 0:37:29, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3972, loss: 2.3972 |
| 2025-06-02 11:06:44,888 - pyskl - INFO - Epoch [145][600/1027] lr: 8.035e-05, eta: 0:36:49, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2996, loss: 2.2996 |
| 2025-06-02 11:07:23,306 - pyskl - INFO - Epoch [145][700/1027] lr: 7.749e-05, eta: 0:36:09, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.2880, loss: 2.2880 |
| 2025-06-02 11:08:01,324 - pyskl - INFO - Epoch [145][800/1027] lr: 7.469e-05, eta: 0:35:30, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3196, loss: 2.3196 |
| 2025-06-02 11:08:38,846 - pyskl - INFO - Epoch [145][900/1027] lr: 7.193e-05, eta: 0:34:50, time: 0.375, data_time: 0.000, memory: 7959, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.3615, loss: 2.3615 |
| 2025-06-02 11:09:16,243 - pyskl - INFO - Epoch [145][1000/1027] lr: 6.922e-05, eta: 0:34:10, time: 0.374, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.3413, loss: 2.3413 |
| 2025-06-02 11:09:27,181 - pyskl - INFO - Saving checkpoint at 145 epochs |
| 2025-06-02 11:30:01,228 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 11:30:01,300 - pyskl - INFO - |
| top1_acc 0.7216 |
| top5_acc 0.9230 |
| 2025-06-02 11:30:01,300 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 11:30:01,308 - pyskl - INFO - |
| mean_acc 0.7190 |
| 2025-06-02 11:30:01,309 - pyskl - INFO - Epoch(val) [145][413] top1_acc: 0.7216, top5_acc: 0.9230, mean_class_accuracy: 0.7190 |
| 2025-06-02 11:31:04,109 - pyskl - INFO - Epoch [146][100/1027] lr: 6.586e-05, eta: 0:33:20, time: 0.628, data_time: 0.245, memory: 7959, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.3361, loss: 2.3361 |
| 2025-06-02 11:31:42,716 - pyskl - INFO - Epoch [146][200/1027] lr: 6.328e-05, eta: 0:32:40, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.4132, loss: 2.4132 |
| 2025-06-02 11:32:20,971 - pyskl - INFO - Epoch [146][300/1027] lr: 6.074e-05, eta: 0:32:00, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2489, loss: 2.2489 |
| 2025-06-02 11:32:59,005 - pyskl - INFO - Epoch [146][400/1027] lr: 5.826e-05, eta: 0:31:21, time: 0.380, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2310, loss: 2.2310 |
| 2025-06-02 11:33:37,329 - pyskl - INFO - Epoch [146][500/1027] lr: 5.582e-05, eta: 0:30:41, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.3504, loss: 2.3504 |
| 2025-06-02 11:34:16,069 - pyskl - INFO - Epoch [146][600/1027] lr: 5.344e-05, eta: 0:30:01, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 2.2562, loss: 2.2562 |
| 2025-06-02 11:34:54,288 - pyskl - INFO - Epoch [146][700/1027] lr: 5.111e-05, eta: 0:29:21, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3436, loss: 2.3436 |
| 2025-06-02 11:35:33,038 - pyskl - INFO - Epoch [146][800/1027] lr: 4.884e-05, eta: 0:28:42, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3724, loss: 2.3724 |
| 2025-06-02 11:36:11,396 - pyskl - INFO - Epoch [146][900/1027] lr: 4.661e-05, eta: 0:28:02, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3496, loss: 2.3496 |
| 2025-06-02 11:36:49,793 - pyskl - INFO - Epoch [146][1000/1027] lr: 4.444e-05, eta: 0:27:22, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.4059, loss: 2.4059 |
| 2025-06-02 11:37:01,018 - pyskl - INFO - Saving checkpoint at 146 epochs |
| 2025-06-02 11:37:37,733 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 11:37:37,805 - pyskl - INFO - |
| top1_acc 0.7104 |
| top5_acc 0.9162 |
| 2025-06-02 11:37:37,805 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 11:37:37,813 - pyskl - INFO - |
| mean_acc 0.7072 |
| 2025-06-02 11:37:37,814 - pyskl - INFO - Epoch(val) [146][413] top1_acc: 0.7104, top5_acc: 0.9162, mean_class_accuracy: 0.7072 |
| 2025-06-02 11:38:41,039 - pyskl - INFO - Epoch [147][100/1027] lr: 4.175e-05, eta: 0:26:32, time: 0.632, data_time: 0.248, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2462, loss: 2.2462 |
| 2025-06-02 11:39:19,819 - pyskl - INFO - Epoch [147][200/1027] lr: 3.970e-05, eta: 0:25:52, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3368, loss: 2.3368 |
| 2025-06-02 11:39:58,036 - pyskl - INFO - Epoch [147][300/1027] lr: 3.769e-05, eta: 0:25:12, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2887, loss: 2.2887 |
| 2025-06-02 11:40:36,530 - pyskl - INFO - Epoch [147][400/1027] lr: 3.574e-05, eta: 0:24:33, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3115, loss: 2.3115 |
| 2025-06-02 11:41:14,921 - pyskl - INFO - Epoch [147][500/1027] lr: 3.384e-05, eta: 0:23:53, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3294, loss: 2.3294 |
| 2025-06-02 11:41:53,940 - pyskl - INFO - Epoch [147][600/1027] lr: 3.199e-05, eta: 0:23:13, time: 0.390, data_time: 0.001, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3184, loss: 2.3184 |
| 2025-06-02 11:42:33,597 - pyskl - INFO - Epoch [147][700/1027] lr: 3.020e-05, eta: 0:22:33, time: 0.397, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3028, loss: 2.3028 |
| 2025-06-02 11:43:11,830 - pyskl - INFO - Epoch [147][800/1027] lr: 2.845e-05, eta: 0:21:54, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.2625, loss: 2.2625 |
| 2025-06-02 11:43:50,170 - pyskl - INFO - Epoch [147][900/1027] lr: 2.676e-05, eta: 0:21:14, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2832, loss: 2.2832 |
| 2025-06-02 11:44:28,422 - pyskl - INFO - Epoch [147][1000/1027] lr: 2.512e-05, eta: 0:20:34, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2726, loss: 2.2726 |
| 2025-06-02 11:44:39,738 - pyskl - INFO - Saving checkpoint at 147 epochs |
| 2025-06-02 11:45:16,809 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 11:45:16,883 - pyskl - INFO - |
| top1_acc 0.7186 |
| top5_acc 0.9207 |
| 2025-06-02 11:45:16,883 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 11:45:16,891 - pyskl - INFO - |
| mean_acc 0.7150 |
| 2025-06-02 11:45:16,892 - pyskl - INFO - Epoch(val) [147][413] top1_acc: 0.7186, top5_acc: 0.9207, mean_class_accuracy: 0.7150 |
| 2025-06-02 11:46:19,549 - pyskl - INFO - Epoch [148][100/1027] lr: 2.311e-05, eta: 0:19:44, time: 0.627, data_time: 0.243, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2968, loss: 2.2968 |
| 2025-06-02 11:46:58,128 - pyskl - INFO - Epoch [148][200/1027] lr: 2.158e-05, eta: 0:19:04, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2994, loss: 2.2994 |
| 2025-06-02 11:47:38,134 - pyskl - INFO - Epoch [148][300/1027] lr: 2.011e-05, eta: 0:18:24, time: 0.400, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3318, loss: 2.3318 |
| 2025-06-02 11:48:17,646 - pyskl - INFO - Epoch [148][400/1027] lr: 1.869e-05, eta: 0:17:45, time: 0.395, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 2.3622, loss: 2.3622 |
| 2025-06-02 11:48:56,199 - pyskl - INFO - Epoch [148][500/1027] lr: 1.732e-05, eta: 0:17:05, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2284, loss: 2.2284 |
| 2025-06-02 11:49:34,734 - pyskl - INFO - Epoch [148][600/1027] lr: 1.601e-05, eta: 0:16:25, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.2283, loss: 2.2283 |
| 2025-06-02 11:50:13,200 - pyskl - INFO - Epoch [148][700/1027] lr: 1.475e-05, eta: 0:15:45, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.2949, loss: 2.2949 |
| 2025-06-02 11:50:51,450 - pyskl - INFO - Epoch [148][800/1027] lr: 1.353e-05, eta: 0:15:06, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2527, loss: 2.2527 |
| 2025-06-02 11:51:29,680 - pyskl - INFO - Epoch [148][900/1027] lr: 1.237e-05, eta: 0:14:26, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.2925, loss: 2.2925 |
| 2025-06-02 11:52:07,907 - pyskl - INFO - Epoch [148][1000/1027] lr: 1.127e-05, eta: 0:13:46, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3594, loss: 2.3594 |
| 2025-06-02 11:52:19,145 - pyskl - INFO - Saving checkpoint at 148 epochs |
| 2025-06-02 11:52:55,644 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 11:52:55,716 - pyskl - INFO - |
| top1_acc 0.7118 |
| top5_acc 0.9179 |
| 2025-06-02 11:52:55,716 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 11:52:55,724 - pyskl - INFO - |
| mean_acc 0.7080 |
| 2025-06-02 11:52:55,725 - pyskl - INFO - Epoch(val) [148][413] top1_acc: 0.7118, top5_acc: 0.9179, mean_class_accuracy: 0.7080 |
| 2025-06-02 11:53:58,683 - pyskl - INFO - Epoch [149][100/1027] lr: 9.933e-06, eta: 0:12:56, time: 0.630, data_time: 0.245, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.2845, loss: 2.2845 |
| 2025-06-02 11:54:37,159 - pyskl - INFO - Epoch [149][200/1027] lr: 8.943e-06, eta: 0:12:16, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3224, loss: 2.3224 |
| 2025-06-02 11:55:15,074 - pyskl - INFO - Epoch [149][300/1027] lr: 8.005e-06, eta: 0:11:36, time: 0.379, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 2.3776, loss: 2.3776 |
| 2025-06-02 11:55:53,140 - pyskl - INFO - Epoch [149][400/1027] lr: 7.119e-06, eta: 0:10:57, time: 0.381, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3141, loss: 2.3141 |
| 2025-06-02 11:56:31,465 - pyskl - INFO - Epoch [149][500/1027] lr: 6.285e-06, eta: 0:10:17, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2479, loss: 2.2479 |
| 2025-06-02 11:57:10,047 - pyskl - INFO - Epoch [149][600/1027] lr: 5.502e-06, eta: 0:09:37, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2888, loss: 2.2888 |
| 2025-06-02 11:57:48,840 - pyskl - INFO - Epoch [149][700/1027] lr: 4.772e-06, eta: 0:08:57, time: 0.388, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2830, loss: 2.2830 |
| 2025-06-02 11:58:27,254 - pyskl - INFO - Epoch [149][800/1027] lr: 4.094e-06, eta: 0:08:18, time: 0.384, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.2969, loss: 2.2969 |
| 2025-06-02 11:59:05,734 - pyskl - INFO - Epoch [149][900/1027] lr: 3.467e-06, eta: 0:07:38, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.2637, loss: 2.2637 |
| 2025-06-02 11:59:44,077 - pyskl - INFO - Epoch [149][1000/1027] lr: 2.893e-06, eta: 0:06:58, time: 0.383, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.4184, loss: 2.4184 |
| 2025-06-02 11:59:55,170 - pyskl - INFO - Saving checkpoint at 149 epochs |
| 2025-06-02 12:00:31,807 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 12:00:31,878 - pyskl - INFO - |
| top1_acc 0.7131 |
| top5_acc 0.9167 |
| 2025-06-02 12:00:31,878 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 12:00:31,886 - pyskl - INFO - |
| mean_acc 0.7099 |
| 2025-06-02 12:00:31,887 - pyskl - INFO - Epoch(val) [149][413] top1_acc: 0.7131, top5_acc: 0.9167, mean_class_accuracy: 0.7099 |
| 2025-06-02 12:01:34,787 - pyskl - INFO - Epoch [150][100/1027] lr: 2.238e-06, eta: 0:06:08, time: 0.629, data_time: 0.244, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3419, loss: 2.3419 |
| 2025-06-02 12:02:13,518 - pyskl - INFO - Epoch [150][200/1027] lr: 1.782e-06, eta: 0:05:28, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.3150, loss: 2.3150 |
| 2025-06-02 12:02:51,685 - pyskl - INFO - Epoch [150][300/1027] lr: 1.378e-06, eta: 0:04:48, time: 0.382, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3788, loss: 2.3788 |
| 2025-06-02 12:03:30,160 - pyskl - INFO - Epoch [150][400/1027] lr: 1.025e-06, eta: 0:04:09, time: 0.385, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3209, loss: 2.3209 |
| 2025-06-02 12:04:08,782 - pyskl - INFO - Epoch [150][500/1027] lr: 7.246e-07, eta: 0:03:29, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3123, loss: 2.3123 |
| 2025-06-02 12:04:47,416 - pyskl - INFO - Epoch [150][600/1027] lr: 4.761e-07, eta: 0:02:49, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.3366, loss: 2.3366 |
| 2025-06-02 12:05:26,535 - pyskl - INFO - Epoch [150][700/1027] lr: 2.796e-07, eta: 0:02:09, time: 0.391, data_time: 0.000, memory: 7959, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.3368, loss: 2.3368 |
| 2025-06-02 12:06:05,254 - pyskl - INFO - Epoch [150][800/1027] lr: 1.351e-07, eta: 0:01:30, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.2377, loss: 2.2377 |
| 2025-06-02 12:06:44,004 - pyskl - INFO - Epoch [150][900/1027] lr: 4.259e-08, eta: 0:00:50, time: 0.387, data_time: 0.000, memory: 7959, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.3273, loss: 2.3273 |
| 2025-06-02 12:07:22,639 - pyskl - INFO - Epoch [150][1000/1027] lr: 2.038e-09, eta: 0:00:10, time: 0.386, data_time: 0.000, memory: 7959, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.3159, loss: 2.3159 |
| 2025-06-02 12:07:33,996 - pyskl - INFO - Saving checkpoint at 150 epochs |
| 2025-06-02 12:08:11,214 - pyskl - INFO - Evaluating top_k_accuracy ... |
| 2025-06-02 12:08:11,288 - pyskl - INFO - |
| top1_acc 0.7247 |
| top5_acc 0.9203 |
| 2025-06-02 12:08:11,288 - pyskl - INFO - Evaluating mean_class_accuracy ... |
| 2025-06-02 12:08:11,298 - pyskl - INFO - |
| mean_acc 0.7212 |
| 2025-06-02 12:08:11,301 - pyskl - INFO - Epoch(val) [150][413] top1_acc: 0.7247, top5_acc: 0.9203, mean_class_accuracy: 0.7212 |
| 2025-06-02 12:08:20,908 - pyskl - INFO - 6599 videos remain after valid thresholding |
| 2025-06-02 12:11:50,214 - pyskl - INFO - Testing results of the last checkpoint |
| 2025-06-02 12:11:50,214 - pyskl - INFO - top1_acc: 0.7269 |
| 2025-06-02 12:11:50,214 - pyskl - INFO - top5_acc: 0.9253 |
| 2025-06-02 12:11:50,214 - pyskl - INFO - mean_class_accuracy: 0.7242 |
| 2025-06-02 12:11:50,215 - pyskl - INFO - load checkpoint from local path: ./work_dirs/uav_csv2/k_2/best_top1_acc_epoch_144.pth |
| 2025-06-02 12:15:11,581 - pyskl - INFO - Testing results of the best checkpoint |
| 2025-06-02 12:15:11,582 - pyskl - INFO - top1_acc: 0.7292 |
| 2025-06-02 12:15:11,582 - pyskl - INFO - top5_acc: 0.9245 |
| 2025-06-02 12:15:11,582 - pyskl - INFO - mean_class_accuracy: 0.7268 |
|
|
