[2024-04-16 13:10:26 INFO]: Environment info: ---------------------- ------------------------------------------------------------------------------------------------ System Linux Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz CUDA_HOME /n/home01/coco/cuda-12.1 NVCC Build cuda_12.1.r12.1/compiler.32688072_0 GPU 0 NVIDIA A100-SXM4-80GB PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch PyTorch debug build False torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 nncore 0.4.2 numpy 1.26.4 PIL 10.2.0 cv2 4.9.0 ---------------------- ------------------------------------------------------------------------------------------------ PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 12.1 - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90 - CuDNN 8.9.2 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -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=2.2.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, [2024-04-16 13:10:26 INFO]: Launcher: None [2024-04-16 13:10:26 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/youtube/r2_tuning_youtube_sur.py model = dict( type='R2Tuning', arch='ViT-B/32', init=False, dims=256, strides=(1), buffer_size=1024, max_num_moment=50, adapter_cfg=dict( type='R2Block', k=4, dropout=0.5, use_tef=False, pos_cfg=dict( type='PositionalEncoding', normalize=True, max_len=1024), tem_cfg=dict( type='TransformerDecoderLayer', heads=8, ratio=4, att_dropout=0.0, ffn_dropout=0.0, att_out_dropout=0.0, ffn_out_dropout=0.0, droppath=0.1, pre_norm=False, bias=True, norm_cfg=dict(type='LN'), act_cfg=dict( type='ReLU', inplace=True), order=('cross_att', 'self_att', 'ffn'), att_init_cfg=dict( type='xavier', distribution='uniform'), ffn_init_cfg=dict(type='kaiming'))), pyramid_cfg=dict(type='ConvPyramid'), pooling_cfg=dict(type='AdaPooling'), class_head_cfg=dict( type='ConvHead', kernal_size=3), coord_head_cfg=None, loss_cfg=dict( type='BundleLoss', sample_radius=1.5, loss_cls=dict( type='DynamicBCELoss', loss_weight=1.0), loss_reg=None, loss_sal=dict( type='SampledNCELoss', loss_weight=0.1, direction='row'), loss_video_cal=dict( type='InfoNCELoss', loss_weight=0.1), loss_layer_cal=dict( type='InfoNCELoss', loss_weight=0.1)), merge_cls_sal=False) dataset_type = 'YouTubeHighlights' data_root = 'data/youtube/' data = dict( train=dict( type='YouTubeHighlights', label_path='data/youtube/youtube_anno.json', video_path='data/youtube/frames_224_auto', cache_path='data/youtube/clip_b32_vid_k4', query_path='data/youtube/clip_b32_txt_k4', use_cache=True, loader=dict( batch_size=4, num_workers=4, pin_memory=True, shuffle=True), domain='surfing'), val=dict( type='YouTubeHighlights', label_path='data/youtube/youtube_anno.json', video_path='data/youtube/frames_224_auto', cache_path='data/youtube/clip_b32_vid_k4', query_path='data/youtube/clip_b32_txt_k4', use_cache=True, loader=dict( batch_size=1, num_workers=4, pin_memory=True, shuffle=False), domain='surfing')) stages = dict( epochs=200, optimizer=dict( type='AdamW', lr=0.0005, weight_decay=0.0001), lr_schedule=None, warmup=dict( type='iter', policy='linear', steps=50, ratio=0.001), grad_clip=dict( max_norm=35, norm_type=2), validation=dict(interval=1)) hooks = [dict( type='EvalHook', high_keys=['MR-full-mAP', 'MR-full-mIoU', 'HL-min-VeryGood-mAP', 'MR-full-R1@0.3', 'MR-full-R1@0.5', 'MR-full-R1@0.7', 'mAP'])] [2024-04-16 13:10:26 INFO]: Using random seed: 21243916 [2024-04-16 13:10:26 INFO]: Model architecture: R2Tuning( (adapter): R2Block( (video_map): Sequential( (0): LayerNorm((768,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=768, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (query_map): Sequential( (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True) (1): Dropout(p=0.5, inplace=False) (2): Linear(in_features=512, out_features=256, bias=True) (3): ReLU(inplace=True) (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (5): Dropout(p=0.5, inplace=False) (6): Linear(in_features=256, out_features=256, bias=True) ) (v_map): Linear(in_features=256, out_features=256, bias=True) (q_map): Linear(in_features=256, out_features=256, bias=True) (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0) (tem): TransformerDecoderLayer( (cross_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (self_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0) (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (droppath): DropPath(p=0.1) ) ) (pyramid): ConvPyramid( (blocks): ModuleList( (0): ReLU(inplace=True) ) ) (pooling): AdaPooling( (att): Linear(in_features=256, out_features=1, bias=False) ) (class_head): ConvHead( (module): Sequential( (0): Permute() (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) (2): ReLU(inplace=True) (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,)) (4): Permute() ) ) (generator): PointGenerator( (buffer_points): BufferList() ) (loss): BundleLoss( (_loss_cls): DynamicBCELoss(reduction='mean', pos_weight=None, loss_weight=1.0) (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row',), loss_weight=0.1) (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) ) ) [2024-04-16 13:10:26 INFO]: Learnable Parameters: [2024-04-16 13:10:26 INFO]: module.coef - torch.Size([1]) [2024-04-16 13:10:26 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 13:10:26 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 13:10:26 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 13:10:26 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 13:10:26 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 13:10:26 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 13:10:26 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 13:10:26 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 13:10:26 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 13:10:26 INFO]: Launch engine, host: coco@holygpu8a27301.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_youtube_sur [2024-04-16 13:10:26 INFO]: Stage: 1, epochs: 200, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 13:10:29 INFO]: Epoch [1][14/14] lr: 0.00013, eta: 0:08:55, time: 0.096, data_time: 0.096, memory: 2326, loss_cls: 0.7141, loss_sal: 0.3316, loss_video_cal: 0.1546, loss_layer_cal: 0.1617, loss: 1.3621, scale: 65536.0000 [2024-04-16 13:10:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_1.pth... [2024-04-16 13:10:29 INFO]: Validating... [2024-04-16 13:10:30 INFO]: Epoch (val) [1][43] loss_cls: 0.7109, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.1220, loss: 1.1205, mAP: 0.4319, best_mAP: 0.4319 [2024-04-16 13:10:31 INFO]: Epoch [2][14/14] lr: 0.00027, eta: 0:08:06, time: 0.037, data_time: 0.051, memory: 2337, loss_cls: 0.6750, loss_sal: 0.3372, loss_video_cal: 0.1568, loss_layer_cal: 0.1476, loss: 1.3166, scale: 65536.0000 [2024-04-16 13:10:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_2.pth... [2024-04-16 13:10:31 INFO]: Validating... [2024-04-16 13:10:32 INFO]: Epoch (val) [2][43] loss_cls: 0.6899, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0938, loss: 1.0718, mAP: 0.4735, best_mAP: 0.4735 [2024-04-16 13:10:33 INFO]: Epoch [3][14/14] lr: 0.00041, eta: 0:07:36, time: 0.034, data_time: 0.054, memory: 2337, loss_cls: 0.6615, loss_sal: 0.3372, loss_video_cal: 0.1555, loss_layer_cal: 0.1382, loss: 1.2923, scale: 65536.0000 [2024-04-16 13:10:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_3.pth... [2024-04-16 13:10:33 INFO]: Validating... [2024-04-16 13:10:34 INFO]: Epoch (val) [3][43] loss_cls: 0.9014, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0785, loss: 1.2686, mAP: 0.4161, best_mAP: 0.4735 [2024-04-16 13:10:35 INFO]: Epoch [4][14/14] lr: 0.0005, eta: 0:07:20, time: 0.035, data_time: 0.054, memory: 2337, loss_cls: 0.6968, loss_sal: 0.3367, loss_video_cal: 0.1541, loss_layer_cal: 0.1180, loss: 1.3056, scale: 65536.0000 [2024-04-16 13:10:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_4.pth... [2024-04-16 13:10:35 INFO]: Validating... [2024-04-16 13:10:36 INFO]: Epoch (val) [4][43] loss_cls: 0.6912, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0708, loss: 1.0510, mAP: 0.5104, best_mAP: 0.5104 [2024-04-16 13:10:37 INFO]: Epoch [5][14/14] lr: 0.0005, eta: 0:07:11, time: 0.035, data_time: 0.055, memory: 2337, loss_cls: 0.6579, loss_sal: 0.3328, loss_video_cal: 0.1497, loss_layer_cal: 0.0989, loss: 1.2394, scale: 65536.0000 [2024-04-16 13:10:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_5.pth... [2024-04-16 13:10:37 INFO]: Validating... [2024-04-16 13:10:38 INFO]: Epoch (val) [5][43] loss_cls: 0.6912, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0630, loss: 1.0431, mAP: 0.5274, best_mAP: 0.5274 [2024-04-16 13:10:39 INFO]: Epoch [6][14/14] lr: 0.0005, eta: 0:07:02, time: 0.033, data_time: 0.052, memory: 2337, loss_cls: 0.6310, loss_sal: 0.3347, loss_video_cal: 0.1471, loss_layer_cal: 0.0920, loss: 1.2048, scale: 65536.0000 [2024-04-16 13:10:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_6.pth... [2024-04-16 13:10:39 INFO]: Validating... [2024-04-16 13:10:40 INFO]: Epoch (val) [6][43] loss_cls: 0.7383, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0554, loss: 1.0828, mAP: 0.5550, best_mAP: 0.5550 [2024-04-16 13:10:41 INFO]: Epoch [7][14/14] lr: 0.0005, eta: 0:07:01, time: 0.035, data_time: 0.067, memory: 2337, loss_cls: 0.5782, loss_sal: 0.3343, loss_video_cal: 0.1445, loss_layer_cal: 0.0907, loss: 1.1476, scale: 65536.0000 [2024-04-16 13:10:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_7.pth... [2024-04-16 13:10:41 INFO]: Validating... [2024-04-16 13:10:42 INFO]: Epoch (val) [7][43] loss_cls: 0.7929, loss_sal: 0.2886, loss_video_cal: 0.0000, loss_layer_cal: 0.0489, loss: 1.1304, mAP: 0.4509, best_mAP: 0.5550 [2024-04-16 13:10:43 INFO]: Epoch [8][14/14] lr: 0.0005, eta: 0:06:59, time: 0.037, data_time: 0.061, memory: 2337, loss_cls: 0.5771, loss_sal: 0.3341, loss_video_cal: 0.1417, loss_layer_cal: 0.0769, loss: 1.1299, scale: 65536.0000 [2024-04-16 13:10:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_8.pth... [2024-04-16 13:10:43 INFO]: Validating... [2024-04-16 13:10:44 INFO]: Epoch (val) [8][43] loss_cls: 0.7755, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0413, loss: 1.1055, mAP: 0.5144, best_mAP: 0.5550 [2024-04-16 13:10:45 INFO]: Epoch [9][14/14] lr: 0.0005, eta: 0:06:53, time: 0.036, data_time: 0.051, memory: 2337, loss_cls: 0.5371, loss_sal: 0.3358, loss_video_cal: 0.1422, loss_layer_cal: 0.0729, loss: 1.0880, scale: 65536.0000 [2024-04-16 13:10:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_9.pth... [2024-04-16 13:10:45 INFO]: Validating... [2024-04-16 13:10:46 INFO]: Epoch (val) [9][43] loss_cls: 0.9208, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0343, loss: 1.2441, mAP: 0.5455, best_mAP: 0.5550 [2024-04-16 13:10:47 INFO]: Epoch [10][14/14] lr: 0.0005, eta: 0:06:49, time: 0.037, data_time: 0.050, memory: 2340, loss_cls: 0.6496, loss_sal: 0.3352, loss_video_cal: 0.1394, loss_layer_cal: 0.0689, loss: 1.1930, scale: 65536.0000 [2024-04-16 13:10:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_10.pth... [2024-04-16 13:10:47 INFO]: Validating... [2024-04-16 13:10:48 INFO]: Epoch (val) [10][43] loss_cls: 0.7897, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0292, loss: 1.1078, mAP: 0.4552, best_mAP: 0.5550 [2024-04-16 13:10:49 INFO]: Epoch [11][14/14] lr: 0.0005, eta: 0:06:45, time: 0.035, data_time: 0.055, memory: 2340, loss_cls: 0.6017, loss_sal: 0.3333, loss_video_cal: 0.1385, loss_layer_cal: 0.0594, loss: 1.1329, scale: 65536.0000 [2024-04-16 13:10:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_11.pth... [2024-04-16 13:10:50 INFO]: Validating... [2024-04-16 13:10:50 INFO]: Epoch (val) [11][43] loss_cls: 0.7042, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0229, loss: 1.0162, mAP: 0.5176, best_mAP: 0.5550 [2024-04-16 13:10:52 INFO]: Epoch [12][14/14] lr: 0.0005, eta: 0:06:42, time: 0.035, data_time: 0.057, memory: 2340, loss_cls: 0.5632, loss_sal: 0.3322, loss_video_cal: 0.1371, loss_layer_cal: 0.0563, loss: 1.0889, scale: 65536.0000 [2024-04-16 13:10:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_12.pth... [2024-04-16 13:10:52 INFO]: Validating... [2024-04-16 13:10:52 INFO]: Epoch (val) [12][43] loss_cls: 0.7592, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0164, loss: 1.0648, mAP: 0.5113, best_mAP: 0.5550 [2024-04-16 13:10:53 INFO]: Epoch [13][14/14] lr: 0.0005, eta: 0:06:37, time: 0.035, data_time: 0.047, memory: 2340, loss_cls: 0.6012, loss_sal: 0.3361, loss_video_cal: 0.1261, loss_layer_cal: 0.0478, loss: 1.1112, scale: 65536.0000 [2024-04-16 13:10:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_13.pth... [2024-04-16 13:10:54 INFO]: Validating... [2024-04-16 13:10:54 INFO]: Epoch (val) [13][43] loss_cls: 0.7317, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0124, loss: 1.0331, mAP: 0.5008, best_mAP: 0.5550 [2024-04-16 13:10:56 INFO]: Epoch [14][14/14] lr: 0.0005, eta: 0:06:34, time: 0.036, data_time: 0.054, memory: 2340, loss_cls: 0.5824, loss_sal: 0.3356, loss_video_cal: 0.1366, loss_layer_cal: 0.0434, loss: 1.0980, scale: 65536.0000 [2024-04-16 13:10:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_14.pth... [2024-04-16 13:10:56 INFO]: Validating... [2024-04-16 13:10:56 INFO]: Epoch (val) [14][43] loss_cls: 0.7950, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0087, loss: 1.0927, mAP: 0.5113, best_mAP: 0.5550 [2024-04-16 13:10:58 INFO]: Epoch [15][14/14] lr: 0.0005, eta: 0:06:30, time: 0.034, data_time: 0.051, memory: 2340, loss_cls: 0.5720, loss_sal: 0.3329, loss_video_cal: 0.1287, loss_layer_cal: 0.0389, loss: 1.0725, scale: 65536.0000 [2024-04-16 13:10:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_15.pth... [2024-04-16 13:10:58 INFO]: Validating... [2024-04-16 13:10:58 INFO]: Epoch (val) [15][43] loss_cls: 0.7587, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0059, loss: 1.0537, mAP: 0.5104, best_mAP: 0.5550 [2024-04-16 13:10:59 INFO]: Epoch [16][14/14] lr: 0.0005, eta: 0:06:26, time: 0.035, data_time: 0.048, memory: 2340, loss_cls: 0.5609, loss_sal: 0.3360, loss_video_cal: 0.1269, loss_layer_cal: 0.0327, loss: 1.0565, scale: 65536.0000 [2024-04-16 13:10:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_16.pth... [2024-04-16 13:11:00 INFO]: Validating... [2024-04-16 13:11:00 INFO]: Epoch (val) [16][43] loss_cls: 0.7322, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0046, loss: 1.0259, mAP: 0.4875, best_mAP: 0.5550 [2024-04-16 13:11:01 INFO]: Epoch [17][14/14] lr: 0.0005, eta: 0:06:22, time: 0.035, data_time: 0.046, memory: 2340, loss_cls: 0.5886, loss_sal: 0.3343, loss_video_cal: 0.1252, loss_layer_cal: 0.0291, loss: 1.0771, scale: 65536.0000 [2024-04-16 13:11:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_17.pth... [2024-04-16 13:11:01 INFO]: Validating... [2024-04-16 13:11:02 INFO]: Epoch (val) [17][43] loss_cls: 0.7286, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 1.0210, mAP: 0.5028, best_mAP: 0.5550 [2024-04-16 13:11:04 INFO]: Epoch [18][14/14] lr: 0.0005, eta: 0:06:21, time: 0.034, data_time: 0.066, memory: 2340, loss_cls: 0.5608, loss_sal: 0.3348, loss_video_cal: 0.1254, loss_layer_cal: 0.0258, loss: 1.0467, scale: 65536.0000 [2024-04-16 13:11:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_18.pth... [2024-04-16 13:11:04 INFO]: Validating... [2024-04-16 13:11:04 INFO]: Epoch (val) [18][43] loss_cls: 0.7137, loss_sal: 0.2889, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.0054, mAP: 0.4891, best_mAP: 0.5550 [2024-04-16 13:11:06 INFO]: Epoch [19][14/14] lr: 0.0005, eta: 0:06:19, time: 0.035, data_time: 0.060, memory: 2340, loss_cls: 0.5261, loss_sal: 0.3338, loss_video_cal: 0.1209, loss_layer_cal: 0.0240, loss: 1.0049, scale: 65536.0000 [2024-04-16 13:11:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_19.pth... [2024-04-16 13:11:06 INFO]: Validating... [2024-04-16 13:11:07 INFO]: Epoch (val) [19][43] loss_cls: 0.7474, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 1.0385, mAP: 0.5031, best_mAP: 0.5550 [2024-04-16 13:11:08 INFO]: Epoch [20][14/14] lr: 0.0005, eta: 0:06:17, time: 0.033, data_time: 0.061, memory: 2340, loss_cls: 0.5323, loss_sal: 0.3361, loss_video_cal: 0.1186, loss_layer_cal: 0.0201, loss: 1.0070, scale: 65536.0000 [2024-04-16 13:11:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_20.pth... [2024-04-16 13:11:08 INFO]: Validating... [2024-04-16 13:11:09 INFO]: Epoch (val) [20][43] loss_cls: 0.8040, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.0946, mAP: 0.5145, best_mAP: 0.5550 [2024-04-16 13:11:10 INFO]: Epoch [21][14/14] lr: 0.0005, eta: 0:06:14, time: 0.034, data_time: 0.054, memory: 2419, loss_cls: 0.5529, loss_sal: 0.3369, loss_video_cal: 0.1161, loss_layer_cal: 0.0192, loss: 1.0251, scale: 65536.0000 [2024-04-16 13:11:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_21.pth... [2024-04-16 13:11:10 INFO]: Validating... [2024-04-16 13:11:11 INFO]: Epoch (val) [21][43] loss_cls: 0.6867, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.9775, mAP: 0.5200, best_mAP: 0.5550 [2024-04-16 13:11:12 INFO]: Epoch [22][14/14] lr: 0.0005, eta: 0:06:11, time: 0.037, data_time: 0.049, memory: 2419, loss_cls: 0.5250, loss_sal: 0.3351, loss_video_cal: 0.1147, loss_layer_cal: 0.0149, loss: 0.9896, scale: 65536.0000 [2024-04-16 13:11:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_22.pth... [2024-04-16 13:11:12 INFO]: Validating... [2024-04-16 13:11:13 INFO]: Epoch (val) [22][43] loss_cls: 0.7397, loss_sal: 0.2890, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0301, mAP: 0.5297, best_mAP: 0.5550 [2024-04-16 13:11:14 INFO]: Epoch [23][14/14] lr: 0.0005, eta: 0:06:08, time: 0.034, data_time: 0.049, memory: 2419, loss_cls: 0.5238, loss_sal: 0.3332, loss_video_cal: 0.1082, loss_layer_cal: 0.0184, loss: 0.9836, scale: 65536.0000 [2024-04-16 13:11:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_23.pth... [2024-04-16 13:11:14 INFO]: Validating... [2024-04-16 13:11:15 INFO]: Epoch (val) [23][43] loss_cls: 0.7262, loss_sal: 0.2888, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0163, mAP: 0.5141, best_mAP: 0.5550 [2024-04-16 13:11:16 INFO]: Epoch [24][14/14] lr: 0.0005, eta: 0:06:07, time: 0.034, data_time: 0.061, memory: 2550, loss_cls: 0.5515, loss_sal: 0.3344, loss_video_cal: 0.1094, loss_layer_cal: 0.0146, loss: 1.0098, scale: 65536.0000 [2024-04-16 13:11:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_24.pth... [2024-04-16 13:11:16 INFO]: Validating... [2024-04-16 13:11:17 INFO]: Epoch (val) [24][43] loss_cls: 0.7475, loss_sal: 0.2885, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0375, mAP: 0.5121, best_mAP: 0.5550 [2024-04-16 13:11:18 INFO]: Epoch [25][14/14] lr: 0.0005, eta: 0:06:04, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.5904, loss_sal: 0.3330, loss_video_cal: 0.0984, loss_layer_cal: 0.0140, loss: 1.0358, scale: 65536.0000 [2024-04-16 13:11:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_25.pth... [2024-04-16 13:11:18 INFO]: Validating... [2024-04-16 13:11:19 INFO]: Epoch (val) [25][43] loss_cls: 0.7084, loss_sal: 0.2883, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9981, mAP: 0.4939, best_mAP: 0.5550 [2024-04-16 13:11:20 INFO]: Epoch [26][14/14] lr: 0.0005, eta: 0:06:01, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.5920, loss_sal: 0.3341, loss_video_cal: 0.1012, loss_layer_cal: 0.0130, loss: 1.0402, scale: 65536.0000 [2024-04-16 13:11:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_26.pth... [2024-04-16 13:11:20 INFO]: Validating... [2024-04-16 13:11:21 INFO]: Epoch (val) [26][43] loss_cls: 0.6796, loss_sal: 0.2886, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9694, mAP: 0.4598, best_mAP: 0.5550 [2024-04-16 13:11:22 INFO]: Epoch [27][14/14] lr: 0.0005, eta: 0:05:58, time: 0.035, data_time: 0.048, memory: 2550, loss_cls: 0.5722, loss_sal: 0.3322, loss_video_cal: 0.1010, loss_layer_cal: 0.0162, loss: 1.0215, scale: 65536.0000 [2024-04-16 13:11:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_27.pth... [2024-04-16 13:11:22 INFO]: Validating... [2024-04-16 13:11:23 INFO]: Epoch (val) [27][43] loss_cls: 0.7025, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9921, mAP: 0.4599, best_mAP: 0.5550 [2024-04-16 13:11:24 INFO]: Epoch [28][14/14] lr: 0.0005, eta: 0:05:56, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.5631, loss_sal: 0.3353, loss_video_cal: 0.0962, loss_layer_cal: 0.0149, loss: 1.0095, scale: 65536.0000 [2024-04-16 13:11:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_28.pth... [2024-04-16 13:11:24 INFO]: Validating... [2024-04-16 13:11:25 INFO]: Epoch (val) [28][43] loss_cls: 0.6996, loss_sal: 0.2887, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9894, mAP: 0.4433, best_mAP: 0.5550 [2024-04-16 13:11:26 INFO]: Epoch [29][14/14] lr: 0.0005, eta: 0:05:54, time: 0.036, data_time: 0.052, memory: 2550, loss_cls: 0.5110, loss_sal: 0.3349, loss_video_cal: 0.0931, loss_layer_cal: 0.0140, loss: 0.9530, scale: 65536.0000 [2024-04-16 13:11:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_29.pth... [2024-04-16 13:11:26 INFO]: Validating... [2024-04-16 13:11:27 INFO]: Epoch (val) [29][43] loss_cls: 0.7706, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0599, mAP: 0.4971, best_mAP: 0.5550 [2024-04-16 13:11:28 INFO]: Epoch [30][14/14] lr: 0.0005, eta: 0:05:51, time: 0.033, data_time: 0.053, memory: 2550, loss_cls: 0.5695, loss_sal: 0.3332, loss_video_cal: 0.0976, loss_layer_cal: 0.0162, loss: 1.0166, scale: 65536.0000 [2024-04-16 13:11:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_30.pth... [2024-04-16 13:11:28 INFO]: Validating... [2024-04-16 13:11:29 INFO]: Epoch (val) [30][43] loss_cls: 0.6808, loss_sal: 0.2882, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9703, mAP: 0.4895, best_mAP: 0.5550 [2024-04-16 13:11:30 INFO]: Epoch [31][14/14] lr: 0.0005, eta: 0:05:48, time: 0.033, data_time: 0.047, memory: 2550, loss_cls: 0.5452, loss_sal: 0.3328, loss_video_cal: 0.0892, loss_layer_cal: 0.0147, loss: 0.9819, scale: 65536.0000 [2024-04-16 13:11:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_31.pth... [2024-04-16 13:11:30 INFO]: Validating... [2024-04-16 13:11:31 INFO]: Epoch (val) [31][43] loss_cls: 0.7338, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0226, mAP: 0.4676, best_mAP: 0.5550 [2024-04-16 13:11:32 INFO]: Epoch [32][14/14] lr: 0.0005, eta: 0:05:46, time: 0.034, data_time: 0.056, memory: 2550, loss_cls: 0.5388, loss_sal: 0.3362, loss_video_cal: 0.0904, loss_layer_cal: 0.0116, loss: 0.9769, scale: 65536.0000 [2024-04-16 13:11:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_32.pth... [2024-04-16 13:11:32 INFO]: Validating... [2024-04-16 13:11:33 INFO]: Epoch (val) [32][43] loss_cls: 0.6761, loss_sal: 0.2883, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9652, mAP: 0.5267, best_mAP: 0.5550 [2024-04-16 13:11:34 INFO]: Epoch [33][14/14] lr: 0.0005, eta: 0:05:44, time: 0.033, data_time: 0.058, memory: 2550, loss_cls: 0.5587, loss_sal: 0.3330, loss_video_cal: 0.0784, loss_layer_cal: 0.0111, loss: 0.9813, scale: 65536.0000 [2024-04-16 13:11:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_33.pth... [2024-04-16 13:11:34 INFO]: Validating... [2024-04-16 13:11:35 INFO]: Epoch (val) [33][43] loss_cls: 0.7298, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0185, mAP: 0.4791, best_mAP: 0.5550 [2024-04-16 13:11:36 INFO]: Epoch [34][14/14] lr: 0.0005, eta: 0:05:42, time: 0.034, data_time: 0.052, memory: 2550, loss_cls: 0.5522, loss_sal: 0.3336, loss_video_cal: 0.0844, loss_layer_cal: 0.0122, loss: 0.9824, scale: 65536.0000 [2024-04-16 13:11:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_34.pth... [2024-04-16 13:11:36 INFO]: Validating... [2024-04-16 13:11:37 INFO]: Epoch (val) [34][43] loss_cls: 0.6815, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9703, mAP: 0.5220, best_mAP: 0.5550 [2024-04-16 13:11:38 INFO]: Epoch [35][14/14] lr: 0.0005, eta: 0:05:40, time: 0.034, data_time: 0.059, memory: 2550, loss_cls: 0.5359, loss_sal: 0.3330, loss_video_cal: 0.0896, loss_layer_cal: 0.0109, loss: 0.9694, scale: 65536.0000 [2024-04-16 13:11:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_35.pth... [2024-04-16 13:11:38 INFO]: Validating... [2024-04-16 13:11:39 INFO]: Epoch (val) [35][43] loss_cls: 0.7020, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9904, mAP: 0.4901, best_mAP: 0.5550 [2024-04-16 13:11:40 INFO]: Epoch [36][14/14] lr: 0.0005, eta: 0:05:37, time: 0.037, data_time: 0.049, memory: 2550, loss_cls: 0.5309, loss_sal: 0.3353, loss_video_cal: 0.0805, loss_layer_cal: 0.0120, loss: 0.9587, scale: 65536.0000 [2024-04-16 13:11:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_36.pth... [2024-04-16 13:11:40 INFO]: Validating... [2024-04-16 13:11:41 INFO]: Epoch (val) [36][43] loss_cls: 0.7292, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0173, mAP: 0.4639, best_mAP: 0.5550 [2024-04-16 13:11:42 INFO]: Epoch [37][14/14] lr: 0.0005, eta: 0:05:35, time: 0.036, data_time: 0.053, memory: 2550, loss_cls: 0.5517, loss_sal: 0.3339, loss_video_cal: 0.0746, loss_layer_cal: 0.0131, loss: 0.9733, scale: 65536.0000 [2024-04-16 13:11:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_37.pth... [2024-04-16 13:11:42 INFO]: Validating... [2024-04-16 13:11:43 INFO]: Epoch (val) [37][43] loss_cls: 0.6795, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9680, mAP: 0.5171, best_mAP: 0.5550 [2024-04-16 13:11:44 INFO]: Epoch [38][14/14] lr: 0.0005, eta: 0:05:33, time: 0.035, data_time: 0.053, memory: 2550, loss_cls: 0.5132, loss_sal: 0.3339, loss_video_cal: 0.0733, loss_layer_cal: 0.0133, loss: 0.9337, scale: 65536.0000 [2024-04-16 13:11:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_38.pth... [2024-04-16 13:11:44 INFO]: Validating... [2024-04-16 13:11:45 INFO]: Epoch (val) [38][43] loss_cls: 0.6984, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9870, mAP: 0.5320, best_mAP: 0.5550 [2024-04-16 13:11:46 INFO]: Epoch [39][14/14] lr: 0.0005, eta: 0:05:31, time: 0.035, data_time: 0.050, memory: 2550, loss_cls: 0.5372, loss_sal: 0.3347, loss_video_cal: 0.0780, loss_layer_cal: 0.0111, loss: 0.9610, scale: 62444.6797 [2024-04-16 13:11:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_39.pth... [2024-04-16 13:11:46 INFO]: Validating... [2024-04-16 13:11:47 INFO]: Epoch (val) [39][43] loss_cls: 0.6804, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9686, mAP: 0.5222, best_mAP: 0.5550 [2024-04-16 13:11:48 INFO]: Epoch [40][14/14] lr: 0.0005, eta: 0:05:29, time: 0.035, data_time: 0.062, memory: 2550, loss_cls: 0.4967, loss_sal: 0.3310, loss_video_cal: 0.0841, loss_layer_cal: 0.0125, loss: 0.9242, scale: 32768.0000 [2024-04-16 13:11:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_40.pth... [2024-04-16 13:11:48 INFO]: Validating... [2024-04-16 13:11:49 INFO]: Epoch (val) [40][43] loss_cls: 0.7033, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9913, mAP: 0.5100, best_mAP: 0.5550 [2024-04-16 13:11:50 INFO]: Epoch [41][14/14] lr: 0.0005, eta: 0:05:27, time: 0.035, data_time: 0.056, memory: 2550, loss_cls: 0.5186, loss_sal: 0.3320, loss_video_cal: 0.0693, loss_layer_cal: 0.0114, loss: 0.9313, scale: 32768.0000 [2024-04-16 13:11:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_41.pth... [2024-04-16 13:11:50 INFO]: Validating... [2024-04-16 13:11:51 INFO]: Epoch (val) [41][43] loss_cls: 0.6766, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9647, mAP: 0.5015, best_mAP: 0.5550 [2024-04-16 13:11:52 INFO]: Epoch [42][14/14] lr: 0.0005, eta: 0:05:24, time: 0.035, data_time: 0.047, memory: 2550, loss_cls: 0.4978, loss_sal: 0.3310, loss_video_cal: 0.0645, loss_layer_cal: 0.0097, loss: 0.9029, scale: 32768.0000 [2024-04-16 13:11:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_42.pth... [2024-04-16 13:11:52 INFO]: Validating... [2024-04-16 13:11:53 INFO]: Epoch (val) [42][43] loss_cls: 0.7087, loss_sal: 0.2869, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9962, mAP: 0.5120, best_mAP: 0.5550 [2024-04-16 13:11:54 INFO]: Epoch [43][14/14] lr: 0.0005, eta: 0:05:23, time: 0.035, data_time: 0.066, memory: 2550, loss_cls: 0.5296, loss_sal: 0.3334, loss_video_cal: 0.0726, loss_layer_cal: 0.0084, loss: 0.9440, scale: 32768.0000 [2024-04-16 13:11:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_43.pth... [2024-04-16 13:11:54 INFO]: Validating... [2024-04-16 13:11:55 INFO]: Epoch (val) [43][43] loss_cls: 0.6961, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9840, mAP: 0.5470, best_mAP: 0.5550 [2024-04-16 13:11:57 INFO]: Epoch [44][14/14] lr: 0.0005, eta: 0:05:21, time: 0.035, data_time: 0.060, memory: 2550, loss_cls: 0.5427, loss_sal: 0.3324, loss_video_cal: 0.0653, loss_layer_cal: 0.0096, loss: 0.9501, scale: 32768.0000 [2024-04-16 13:11:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_44.pth... [2024-04-16 13:11:57 INFO]: Validating... [2024-04-16 13:11:57 INFO]: Epoch (val) [44][43] loss_cls: 0.7455, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0332, mAP: 0.4818, best_mAP: 0.5550 [2024-04-16 13:11:59 INFO]: Epoch [45][14/14] lr: 0.0005, eta: 0:05:19, time: 0.035, data_time: 0.066, memory: 2550, loss_cls: 0.5518, loss_sal: 0.3340, loss_video_cal: 0.0653, loss_layer_cal: 0.0100, loss: 0.9611, scale: 32768.0000 [2024-04-16 13:11:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_45.pth... [2024-04-16 13:11:59 INFO]: Validating... [2024-04-16 13:12:00 INFO]: Epoch (val) [45][43] loss_cls: 0.7079, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9963, mAP: 0.4817, best_mAP: 0.5550 [2024-04-16 13:12:01 INFO]: Epoch [46][14/14] lr: 0.0005, eta: 0:05:18, time: 0.034, data_time: 0.065, memory: 2550, loss_cls: 0.6290, loss_sal: 0.3351, loss_video_cal: 0.0690, loss_layer_cal: 0.0115, loss: 1.0446, scale: 32768.0000 [2024-04-16 13:12:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_46.pth... [2024-04-16 13:12:01 INFO]: Validating... [2024-04-16 13:12:02 INFO]: Epoch (val) [46][43] loss_cls: 0.6903, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9795, mAP: 0.4963, best_mAP: 0.5550 [2024-04-16 13:12:03 INFO]: Epoch [47][14/14] lr: 0.0005, eta: 0:05:15, time: 0.033, data_time: 0.046, memory: 2550, loss_cls: 0.5321, loss_sal: 0.3313, loss_video_cal: 0.0778, loss_layer_cal: 0.0162, loss: 0.9574, scale: 32768.0000 [2024-04-16 13:12:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_47.pth... [2024-04-16 13:12:03 INFO]: Validating... [2024-04-16 13:12:04 INFO]: Epoch (val) [47][43] loss_cls: 0.7634, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.0528, mAP: 0.4998, best_mAP: 0.5550 [2024-04-16 13:12:05 INFO]: Epoch [48][14/14] lr: 0.0005, eta: 0:05:14, time: 0.034, data_time: 0.066, memory: 2550, loss_cls: 0.5158, loss_sal: 0.3358, loss_video_cal: 0.0697, loss_layer_cal: 0.0135, loss: 0.9348, scale: 32768.0000 [2024-04-16 13:12:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_48.pth... [2024-04-16 13:12:05 INFO]: Validating... [2024-04-16 13:12:06 INFO]: Epoch (val) [48][43] loss_cls: 0.7474, loss_sal: 0.2874, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0362, mAP: 0.5139, best_mAP: 0.5550 [2024-04-16 13:12:07 INFO]: Epoch [49][14/14] lr: 0.0005, eta: 0:05:11, time: 0.034, data_time: 0.049, memory: 2550, loss_cls: 0.5434, loss_sal: 0.3333, loss_video_cal: 0.0736, loss_layer_cal: 0.0134, loss: 0.9637, scale: 32768.0000 [2024-04-16 13:12:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_49.pth... [2024-04-16 13:12:07 INFO]: Validating... [2024-04-16 13:12:08 INFO]: Epoch (val) [49][43] loss_cls: 0.8549, loss_sal: 0.2878, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1439, mAP: 0.5684, best_mAP: 0.5684 [2024-04-16 13:12:09 INFO]: Epoch [50][14/14] lr: 0.0005, eta: 0:05:09, time: 0.034, data_time: 0.048, memory: 2550, loss_cls: 0.5395, loss_sal: 0.3335, loss_video_cal: 0.0603, loss_layer_cal: 0.0125, loss: 0.9457, scale: 32768.0000 [2024-04-16 13:12:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_50.pth... [2024-04-16 13:12:09 INFO]: Validating... [2024-04-16 13:12:10 INFO]: Epoch (val) [50][43] loss_cls: 0.7114, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9999, mAP: 0.5727, best_mAP: 0.5727 [2024-04-16 13:12:11 INFO]: Epoch [51][14/14] lr: 0.0005, eta: 0:05:07, time: 0.036, data_time: 0.055, memory: 2550, loss_cls: 0.5262, loss_sal: 0.3338, loss_video_cal: 0.0621, loss_layer_cal: 0.0118, loss: 0.9340, scale: 32768.0000 [2024-04-16 13:12:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_51.pth... [2024-04-16 13:12:11 INFO]: Validating... [2024-04-16 13:12:12 INFO]: Epoch (val) [51][43] loss_cls: 0.7106, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9987, mAP: 0.5166, best_mAP: 0.5727 [2024-04-16 13:12:13 INFO]: Epoch [52][14/14] lr: 0.0005, eta: 0:05:04, time: 0.033, data_time: 0.047, memory: 2550, loss_cls: 0.5391, loss_sal: 0.3323, loss_video_cal: 0.0567, loss_layer_cal: 0.0090, loss: 0.9371, scale: 22566.6406 [2024-04-16 13:12:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_52.pth... [2024-04-16 13:12:13 INFO]: Validating... [2024-04-16 13:12:14 INFO]: Epoch (val) [52][43] loss_cls: 0.6861, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9744, mAP: 0.5482, best_mAP: 0.5727 [2024-04-16 13:12:15 INFO]: Epoch [53][14/14] lr: 0.0005, eta: 0:05:03, time: 0.036, data_time: 0.067, memory: 2550, loss_cls: 0.5200, loss_sal: 0.3290, loss_video_cal: 0.0644, loss_layer_cal: 0.0123, loss: 0.9256, scale: 16384.0000 [2024-04-16 13:12:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_53.pth... [2024-04-16 13:12:15 INFO]: Validating... [2024-04-16 13:12:16 INFO]: Epoch (val) [53][43] loss_cls: 0.7252, loss_sal: 0.2869, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0131, mAP: 0.5424, best_mAP: 0.5727 [2024-04-16 13:12:17 INFO]: Epoch [54][14/14] lr: 0.0005, eta: 0:05:01, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.5511, loss_sal: 0.3318, loss_video_cal: 0.0592, loss_layer_cal: 0.0104, loss: 0.9525, scale: 16384.0000 [2024-04-16 13:12:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_54.pth... [2024-04-16 13:12:17 INFO]: Validating... [2024-04-16 13:12:18 INFO]: Epoch (val) [54][43] loss_cls: 0.7090, loss_sal: 0.2866, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9966, mAP: 0.5094, best_mAP: 0.5727 [2024-04-16 13:12:19 INFO]: Epoch [55][14/14] lr: 0.0005, eta: 0:04:58, time: 0.035, data_time: 0.050, memory: 2550, loss_cls: 0.5401, loss_sal: 0.3336, loss_video_cal: 0.0641, loss_layer_cal: 0.0096, loss: 0.9473, scale: 16384.0000 [2024-04-16 13:12:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_55.pth... [2024-04-16 13:12:19 INFO]: Validating... [2024-04-16 13:12:20 INFO]: Epoch (val) [55][43] loss_cls: 0.6876, loss_sal: 0.2866, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9751, mAP: 0.5200, best_mAP: 0.5727 [2024-04-16 13:12:21 INFO]: Epoch [56][14/14] lr: 0.0005, eta: 0:04:57, time: 0.034, data_time: 0.064, memory: 2550, loss_cls: 0.5350, loss_sal: 0.3330, loss_video_cal: 0.0573, loss_layer_cal: 0.0104, loss: 0.9357, scale: 16384.0000 [2024-04-16 13:12:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_56.pth... [2024-04-16 13:12:21 INFO]: Validating... [2024-04-16 13:12:22 INFO]: Epoch (val) [56][43] loss_cls: 0.6855, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9737, mAP: 0.5104, best_mAP: 0.5727 [2024-04-16 13:12:24 INFO]: Epoch [57][14/14] lr: 0.0005, eta: 0:04:55, time: 0.035, data_time: 0.067, memory: 2550, loss_cls: 0.5218, loss_sal: 0.3326, loss_video_cal: 0.0544, loss_layer_cal: 0.0090, loss: 0.9179, scale: 16384.0000 [2024-04-16 13:12:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_57.pth... [2024-04-16 13:12:24 INFO]: Validating... [2024-04-16 13:12:24 INFO]: Epoch (val) [57][43] loss_cls: 0.7056, loss_sal: 0.2866, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9931, mAP: 0.5118, best_mAP: 0.5727 [2024-04-16 13:12:26 INFO]: Epoch [58][14/14] lr: 0.0005, eta: 0:04:53, time: 0.036, data_time: 0.053, memory: 2550, loss_cls: 0.4913, loss_sal: 0.3314, loss_video_cal: 0.0573, loss_layer_cal: 0.0102, loss: 0.8902, scale: 16384.0000 [2024-04-16 13:12:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_58.pth... [2024-04-16 13:12:26 INFO]: Validating... [2024-04-16 13:12:26 INFO]: Epoch (val) [58][43] loss_cls: 0.7295, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0172, mAP: 0.5261, best_mAP: 0.5727 [2024-04-16 13:12:28 INFO]: Epoch [59][14/14] lr: 0.0005, eta: 0:04:50, time: 0.035, data_time: 0.049, memory: 2550, loss_cls: 0.5107, loss_sal: 0.3311, loss_video_cal: 0.0507, loss_layer_cal: 0.0068, loss: 0.8994, scale: 16384.0000 [2024-04-16 13:12:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_59.pth... [2024-04-16 13:12:28 INFO]: Validating... [2024-04-16 13:12:28 INFO]: Epoch (val) [59][43] loss_cls: 0.6982, loss_sal: 0.2863, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9852, mAP: 0.5396, best_mAP: 0.5727 [2024-04-16 13:12:30 INFO]: Epoch [60][14/14] lr: 0.0005, eta: 0:04:48, time: 0.034, data_time: 0.055, memory: 2550, loss_cls: 0.5422, loss_sal: 0.3256, loss_video_cal: 0.0511, loss_layer_cal: 0.0075, loss: 0.9265, scale: 16384.0000 [2024-04-16 13:12:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_60.pth... [2024-04-16 13:12:30 INFO]: Validating... [2024-04-16 13:12:30 INFO]: Epoch (val) [60][43] loss_cls: 0.6833, loss_sal: 0.2855, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9694, mAP: 0.5302, best_mAP: 0.5727 [2024-04-16 13:12:32 INFO]: Epoch [61][14/14] lr: 0.0005, eta: 0:04:46, time: 0.033, data_time: 0.057, memory: 2550, loss_cls: 0.5172, loss_sal: 0.3312, loss_video_cal: 0.0554, loss_layer_cal: 0.0083, loss: 0.9120, scale: 16384.0000 [2024-04-16 13:12:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_61.pth... [2024-04-16 13:12:32 INFO]: Validating... [2024-04-16 13:12:32 INFO]: Epoch (val) [61][43] loss_cls: 0.7038, loss_sal: 0.2853, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9896, mAP: 0.5320, best_mAP: 0.5727 [2024-04-16 13:12:34 INFO]: Epoch [62][14/14] lr: 0.0005, eta: 0:04:44, time: 0.033, data_time: 0.059, memory: 2550, loss_cls: 0.5002, loss_sal: 0.3326, loss_video_cal: 0.0547, loss_layer_cal: 0.0090, loss: 0.8964, scale: 16384.0000 [2024-04-16 13:12:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_62.pth... [2024-04-16 13:12:34 INFO]: Validating... [2024-04-16 13:12:35 INFO]: Epoch (val) [62][43] loss_cls: 0.6939, loss_sal: 0.2858, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9802, mAP: 0.5443, best_mAP: 0.5727 [2024-04-16 13:12:36 INFO]: Epoch [63][14/14] lr: 0.0005, eta: 0:04:42, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.4853, loss_sal: 0.3303, loss_video_cal: 0.0592, loss_layer_cal: 0.0101, loss: 0.8849, scale: 16384.0000 [2024-04-16 13:12:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_63.pth... [2024-04-16 13:12:36 INFO]: Validating... [2024-04-16 13:12:37 INFO]: Epoch (val) [63][43] loss_cls: 0.7155, loss_sal: 0.2853, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0012, mAP: 0.5541, best_mAP: 0.5727 [2024-04-16 13:12:38 INFO]: Epoch [64][14/14] lr: 0.0005, eta: 0:04:40, time: 0.033, data_time: 0.053, memory: 2550, loss_cls: 0.5177, loss_sal: 0.3295, loss_video_cal: 0.0504, loss_layer_cal: 0.0089, loss: 0.9065, scale: 16384.0000 [2024-04-16 13:12:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_64.pth... [2024-04-16 13:12:38 INFO]: Validating... [2024-04-16 13:12:39 INFO]: Epoch (val) [64][43] loss_cls: 0.6888, loss_sal: 0.2846, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9739, mAP: 0.5653, best_mAP: 0.5727 [2024-04-16 13:12:40 INFO]: Epoch [65][14/14] lr: 0.0005, eta: 0:04:38, time: 0.035, data_time: 0.048, memory: 2550, loss_cls: 0.4933, loss_sal: 0.3329, loss_video_cal: 0.0541, loss_layer_cal: 0.0091, loss: 0.8895, scale: 16384.0000 [2024-04-16 13:12:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_65.pth... [2024-04-16 13:12:40 INFO]: Validating... [2024-04-16 13:12:41 INFO]: Epoch (val) [65][43] loss_cls: 0.7045, loss_sal: 0.2842, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9895, mAP: 0.5595, best_mAP: 0.5727 [2024-04-16 13:12:42 INFO]: Epoch [66][14/14] lr: 0.0005, eta: 0:04:36, time: 0.037, data_time: 0.056, memory: 2550, loss_cls: 0.5057, loss_sal: 0.3341, loss_video_cal: 0.0389, loss_layer_cal: 0.0091, loss: 0.8877, scale: 16384.0000 [2024-04-16 13:12:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_66.pth... [2024-04-16 13:12:42 INFO]: Validating... [2024-04-16 13:12:43 INFO]: Epoch (val) [66][43] loss_cls: 0.7238, loss_sal: 0.2834, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0080, mAP: 0.5670, best_mAP: 0.5727 [2024-04-16 13:12:44 INFO]: Epoch [67][14/14] lr: 0.0005, eta: 0:04:33, time: 0.035, data_time: 0.055, memory: 2550, loss_cls: 0.5159, loss_sal: 0.3289, loss_video_cal: 0.0587, loss_layer_cal: 0.0085, loss: 0.9120, scale: 16384.0000 [2024-04-16 13:12:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_67.pth... [2024-04-16 13:12:44 INFO]: Validating... [2024-04-16 13:12:45 INFO]: Epoch (val) [67][43] loss_cls: 0.6844, loss_sal: 0.2862, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9715, mAP: 0.5602, best_mAP: 0.5727 [2024-04-16 13:12:46 INFO]: Epoch [68][14/14] lr: 0.0005, eta: 0:04:31, time: 0.034, data_time: 0.046, memory: 2550, loss_cls: 0.5506, loss_sal: 0.3278, loss_video_cal: 0.0504, loss_layer_cal: 0.0080, loss: 0.9368, scale: 16384.0000 [2024-04-16 13:12:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_68.pth... [2024-04-16 13:12:46 INFO]: Validating... [2024-04-16 13:12:47 INFO]: Epoch (val) [68][43] loss_cls: 0.7420, loss_sal: 0.2855, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0282, mAP: 0.5340, best_mAP: 0.5727 [2024-04-16 13:12:48 INFO]: Epoch [69][14/14] lr: 0.0005, eta: 0:04:29, time: 0.036, data_time: 0.051, memory: 2550, loss_cls: 0.5221, loss_sal: 0.3261, loss_video_cal: 0.0494, loss_layer_cal: 0.0088, loss: 0.9063, scale: 16384.0000 [2024-04-16 13:12:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_69.pth... [2024-04-16 13:12:48 INFO]: Validating... [2024-04-16 13:12:49 INFO]: Epoch (val) [69][43] loss_cls: 0.7408, loss_sal: 0.2835, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0251, mAP: 0.5517, best_mAP: 0.5727 [2024-04-16 13:12:50 INFO]: Epoch [70][14/14] lr: 0.0005, eta: 0:04:27, time: 0.035, data_time: 0.058, memory: 2550, loss_cls: 0.5524, loss_sal: 0.3266, loss_video_cal: 0.0635, loss_layer_cal: 0.0090, loss: 0.9515, scale: 16384.0000 [2024-04-16 13:12:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_70.pth... [2024-04-16 13:12:50 INFO]: Validating... [2024-04-16 13:12:51 INFO]: Epoch (val) [70][43] loss_cls: 0.6806, loss_sal: 0.2838, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9651, mAP: 0.5034, best_mAP: 0.5727 [2024-04-16 13:12:52 INFO]: Epoch [71][14/14] lr: 0.0005, eta: 0:04:25, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.5233, loss_sal: 0.3299, loss_video_cal: 0.0547, loss_layer_cal: 0.0099, loss: 0.9178, scale: 16384.0000 [2024-04-16 13:12:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_71.pth... [2024-04-16 13:12:52 INFO]: Validating... [2024-04-16 13:12:53 INFO]: Epoch (val) [71][43] loss_cls: 0.7314, loss_sal: 0.2810, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0130, mAP: 0.5458, best_mAP: 0.5727 [2024-04-16 13:12:54 INFO]: Epoch [72][14/14] lr: 0.0005, eta: 0:04:23, time: 0.037, data_time: 0.054, memory: 2550, loss_cls: 0.5050, loss_sal: 0.3254, loss_video_cal: 0.0499, loss_layer_cal: 0.0099, loss: 0.8902, scale: 16384.0000 [2024-04-16 13:12:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_72.pth... [2024-04-16 13:12:54 INFO]: Validating... [2024-04-16 13:12:55 INFO]: Epoch (val) [72][43] loss_cls: 0.7256, loss_sal: 0.2807, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0070, mAP: 0.5792, best_mAP: 0.5792 [2024-04-16 13:12:56 INFO]: Epoch [73][14/14] lr: 0.0005, eta: 0:04:21, time: 0.035, data_time: 0.053, memory: 2550, loss_cls: 0.4997, loss_sal: 0.3237, loss_video_cal: 0.0420, loss_layer_cal: 0.0088, loss: 0.8743, scale: 8192.0000 [2024-04-16 13:12:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_73.pth... [2024-04-16 13:12:56 INFO]: Validating... [2024-04-16 13:12:57 INFO]: Epoch (val) [73][43] loss_cls: 0.7214, loss_sal: 0.2817, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0038, mAP: 0.5466, best_mAP: 0.5792 [2024-04-16 13:12:58 INFO]: Epoch [74][14/14] lr: 0.0005, eta: 0:04:18, time: 0.033, data_time: 0.049, memory: 2550, loss_cls: 0.5586, loss_sal: 0.3321, loss_video_cal: 0.0520, loss_layer_cal: 0.0090, loss: 0.9517, scale: 8192.0000 [2024-04-16 13:12:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_74.pth... [2024-04-16 13:12:58 INFO]: Validating... [2024-04-16 13:12:59 INFO]: Epoch (val) [74][43] loss_cls: 0.6689, loss_sal: 0.2828, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9525, mAP: 0.5727, best_mAP: 0.5792 [2024-04-16 13:13:00 INFO]: Epoch [75][14/14] lr: 0.0005, eta: 0:04:16, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.5511, loss_sal: 0.3279, loss_video_cal: 0.0527, loss_layer_cal: 0.0086, loss: 0.9402, scale: 8192.0000 [2024-04-16 13:13:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_75.pth... [2024-04-16 13:13:00 INFO]: Validating... [2024-04-16 13:13:01 INFO]: Epoch (val) [75][43] loss_cls: 0.7062, loss_sal: 0.2834, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9908, mAP: 0.5046, best_mAP: 0.5792 [2024-04-16 13:13:02 INFO]: Epoch [76][14/14] lr: 0.0005, eta: 0:04:14, time: 0.035, data_time: 0.058, memory: 2550, loss_cls: 0.5640, loss_sal: 0.3307, loss_video_cal: 0.0484, loss_layer_cal: 0.0095, loss: 0.9525, scale: 8192.0000 [2024-04-16 13:13:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_76.pth... [2024-04-16 13:13:02 INFO]: Validating... [2024-04-16 13:13:03 INFO]: Epoch (val) [76][43] loss_cls: 0.7335, loss_sal: 0.2836, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0181, mAP: 0.4903, best_mAP: 0.5792 [2024-04-16 13:13:04 INFO]: Epoch [77][14/14] lr: 0.0005, eta: 0:04:12, time: 0.035, data_time: 0.059, memory: 2550, loss_cls: 0.5364, loss_sal: 0.3291, loss_video_cal: 0.0601, loss_layer_cal: 0.0121, loss: 0.9377, scale: 8192.0000 [2024-04-16 13:13:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_77.pth... [2024-04-16 13:13:04 INFO]: Validating... [2024-04-16 13:13:05 INFO]: Epoch (val) [77][43] loss_cls: 0.6817, loss_sal: 0.2870, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9695, mAP: 0.5086, best_mAP: 0.5792 [2024-04-16 13:13:06 INFO]: Epoch [78][14/14] lr: 0.0005, eta: 0:04:10, time: 0.036, data_time: 0.050, memory: 2550, loss_cls: 0.4977, loss_sal: 0.3290, loss_video_cal: 0.0460, loss_layer_cal: 0.0119, loss: 0.8846, scale: 8192.0000 [2024-04-16 13:13:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_78.pth... [2024-04-16 13:13:06 INFO]: Validating... [2024-04-16 13:13:07 INFO]: Epoch (val) [78][43] loss_cls: 0.7486, loss_sal: 0.2838, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0332, mAP: 0.5831, best_mAP: 0.5831 [2024-04-16 13:13:08 INFO]: Epoch [79][14/14] lr: 0.0005, eta: 0:04:08, time: 0.036, data_time: 0.051, memory: 2550, loss_cls: 0.4895, loss_sal: 0.3245, loss_video_cal: 0.0493, loss_layer_cal: 0.0105, loss: 0.8739, scale: 8192.0000 [2024-04-16 13:13:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_79.pth... [2024-04-16 13:13:08 INFO]: Validating... [2024-04-16 13:13:09 INFO]: Epoch (val) [79][43] loss_cls: 0.6792, loss_sal: 0.2808, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9605, mAP: 0.6100, best_mAP: 0.6100 [2024-04-16 13:13:10 INFO]: Epoch [80][14/14] lr: 0.0005, eta: 0:04:06, time: 0.034, data_time: 0.057, memory: 2550, loss_cls: 0.5071, loss_sal: 0.3272, loss_video_cal: 0.0429, loss_layer_cal: 0.0093, loss: 0.8865, scale: 8192.0000 [2024-04-16 13:13:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_80.pth... [2024-04-16 13:13:10 INFO]: Validating... [2024-04-16 13:13:11 INFO]: Epoch (val) [80][43] loss_cls: 0.6841, loss_sal: 0.2807, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9653, mAP: 0.6389, best_mAP: 0.6389 [2024-04-16 13:13:12 INFO]: Epoch [81][14/14] lr: 0.0005, eta: 0:04:04, time: 0.035, data_time: 0.049, memory: 2550, loss_cls: 0.4820, loss_sal: 0.3187, loss_video_cal: 0.0493, loss_layer_cal: 0.0083, loss: 0.8583, scale: 8192.0000 [2024-04-16 13:13:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_81.pth... [2024-04-16 13:13:12 INFO]: Validating... [2024-04-16 13:13:13 INFO]: Epoch (val) [81][43] loss_cls: 0.6811, loss_sal: 0.2806, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9622, mAP: 0.6308, best_mAP: 0.6389 [2024-04-16 13:13:14 INFO]: Epoch [82][14/14] lr: 0.0005, eta: 0:04:02, time: 0.037, data_time: 0.056, memory: 2550, loss_cls: 0.5196, loss_sal: 0.3184, loss_video_cal: 0.0389, loss_layer_cal: 0.0090, loss: 0.8859, scale: 8192.0000 [2024-04-16 13:13:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_82.pth... [2024-04-16 13:13:14 INFO]: Validating... [2024-04-16 13:13:15 INFO]: Epoch (val) [82][43] loss_cls: 0.7282, loss_sal: 0.2842, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0130, mAP: 0.6565, best_mAP: 0.6565 [2024-04-16 13:13:16 INFO]: Epoch [83][14/14] lr: 0.0005, eta: 0:04:00, time: 0.033, data_time: 0.050, memory: 2550, loss_cls: 0.5448, loss_sal: 0.3229, loss_video_cal: 0.0450, loss_layer_cal: 0.0073, loss: 0.9200, scale: 8192.0000 [2024-04-16 13:13:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_83.pth... [2024-04-16 13:13:16 INFO]: Validating... [2024-04-16 13:13:17 INFO]: Epoch (val) [83][43] loss_cls: 0.6499, loss_sal: 0.2804, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9310, mAP: 0.6520, best_mAP: 0.6565 [2024-04-16 13:13:18 INFO]: Epoch [84][14/14] lr: 0.0005, eta: 0:03:58, time: 0.036, data_time: 0.052, memory: 2550, loss_cls: 0.4927, loss_sal: 0.3289, loss_video_cal: 0.0547, loss_layer_cal: 0.0100, loss: 0.8863, scale: 8192.0000 [2024-04-16 13:13:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_84.pth... [2024-04-16 13:13:18 INFO]: Validating... [2024-04-16 13:13:19 INFO]: Epoch (val) [84][43] loss_cls: 0.7726, loss_sal: 0.2808, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0541, mAP: 0.6286, best_mAP: 0.6565 [2024-04-16 13:13:20 INFO]: Epoch [85][14/14] lr: 0.0005, eta: 0:03:55, time: 0.034, data_time: 0.048, memory: 2550, loss_cls: 0.5003, loss_sal: 0.3237, loss_video_cal: 0.0415, loss_layer_cal: 0.0073, loss: 0.8727, scale: 8192.0000 [2024-04-16 13:13:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_85.pth... [2024-04-16 13:13:20 INFO]: Validating... [2024-04-16 13:13:21 INFO]: Epoch (val) [85][43] loss_cls: 0.6816, loss_sal: 0.2812, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9633, mAP: 0.6935, best_mAP: 0.6935 [2024-04-16 13:13:22 INFO]: Epoch [86][14/14] lr: 0.0005, eta: 0:03:53, time: 0.035, data_time: 0.059, memory: 2550, loss_cls: 0.4951, loss_sal: 0.3159, loss_video_cal: 0.0415, loss_layer_cal: 0.0102, loss: 0.8627, scale: 8192.0000 [2024-04-16 13:13:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_86.pth... [2024-04-16 13:13:22 INFO]: Validating... [2024-04-16 13:13:23 INFO]: Epoch (val) [86][43] loss_cls: 0.6648, loss_sal: 0.2938, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9591, mAP: 0.7419, best_mAP: 0.7419 [2024-04-16 13:13:24 INFO]: Epoch [87][14/14] lr: 0.0005, eta: 0:03:51, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.5446, loss_sal: 0.3091, loss_video_cal: 0.0471, loss_layer_cal: 0.0080, loss: 0.9087, scale: 8192.0000 [2024-04-16 13:13:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_87.pth... [2024-04-16 13:13:24 INFO]: Validating... [2024-04-16 13:13:25 INFO]: Epoch (val) [87][43] loss_cls: 0.6946, loss_sal: 0.2922, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9873, mAP: 0.5729, best_mAP: 0.7419 [2024-04-16 13:13:27 INFO]: Epoch [88][14/14] lr: 0.0005, eta: 0:03:49, time: 0.035, data_time: 0.066, memory: 2550, loss_cls: 0.5195, loss_sal: 0.3192, loss_video_cal: 0.0375, loss_layer_cal: 0.0094, loss: 0.8856, scale: 8192.0000 [2024-04-16 13:13:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_88.pth... [2024-04-16 13:13:27 INFO]: Validating... [2024-04-16 13:13:27 INFO]: Epoch (val) [88][43] loss_cls: 0.6765, loss_sal: 0.2984, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9756, mAP: 0.5722, best_mAP: 0.7419 [2024-04-16 13:13:29 INFO]: Epoch [89][14/14] lr: 0.0005, eta: 0:03:48, time: 0.034, data_time: 0.059, memory: 2550, loss_cls: 0.5274, loss_sal: 0.3256, loss_video_cal: 0.0379, loss_layer_cal: 0.0100, loss: 0.9009, scale: 8192.0000 [2024-04-16 13:13:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_89.pth... [2024-04-16 13:13:29 INFO]: Validating... [2024-04-16 13:13:29 INFO]: Epoch (val) [89][43] loss_cls: 0.7528, loss_sal: 0.2940, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0486, mAP: 0.5806, best_mAP: 0.7419 [2024-04-16 13:13:31 INFO]: Epoch [90][14/14] lr: 0.0005, eta: 0:03:45, time: 0.036, data_time: 0.051, memory: 2550, loss_cls: 0.5850, loss_sal: 0.3284, loss_video_cal: 0.0531, loss_layer_cal: 0.0201, loss: 0.9866, scale: 8192.0000 [2024-04-16 13:13:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_90.pth... [2024-04-16 13:13:31 INFO]: Validating... [2024-04-16 13:13:32 INFO]: Epoch (val) [90][43] loss_cls: 0.7050, loss_sal: 0.2838, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.9919, mAP: 0.5993, best_mAP: 0.7419 [2024-04-16 13:13:33 INFO]: Epoch [91][14/14] lr: 0.0005, eta: 0:03:43, time: 0.035, data_time: 0.056, memory: 2550, loss_cls: 0.5407, loss_sal: 0.3260, loss_video_cal: 0.0560, loss_layer_cal: 0.0162, loss: 0.9390, scale: 8192.0000 [2024-04-16 13:13:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_91.pth... [2024-04-16 13:13:33 INFO]: Validating... [2024-04-16 13:13:34 INFO]: Epoch (val) [91][43] loss_cls: 0.7531, loss_sal: 0.2996, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0542, mAP: 0.5736, best_mAP: 0.7419 [2024-04-16 13:13:35 INFO]: Epoch [92][14/14] lr: 0.0005, eta: 0:03:41, time: 0.035, data_time: 0.064, memory: 2550, loss_cls: 0.4982, loss_sal: 0.3135, loss_video_cal: 0.0530, loss_layer_cal: 0.0130, loss: 0.8778, scale: 8192.0000 [2024-04-16 13:13:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_92.pth... [2024-04-16 13:13:35 INFO]: Validating... [2024-04-16 13:13:36 INFO]: Epoch (val) [92][43] loss_cls: 0.7671, loss_sal: 0.2901, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0584, mAP: 0.5713, best_mAP: 0.7419 [2024-04-16 13:13:37 INFO]: Epoch [93][14/14] lr: 0.0005, eta: 0:03:40, time: 0.033, data_time: 0.064, memory: 2550, loss_cls: 0.4931, loss_sal: 0.3089, loss_video_cal: 0.0493, loss_layer_cal: 0.0099, loss: 0.8612, scale: 8192.0000 [2024-04-16 13:13:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_93.pth... [2024-04-16 13:13:37 INFO]: Validating... [2024-04-16 13:13:38 INFO]: Epoch (val) [93][43] loss_cls: 0.7167, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0072, mAP: 0.6645, best_mAP: 0.7419 [2024-04-16 13:13:39 INFO]: Epoch [94][14/14] lr: 0.0005, eta: 0:03:37, time: 0.034, data_time: 0.047, memory: 2550, loss_cls: 0.4980, loss_sal: 0.3069, loss_video_cal: 0.0514, loss_layer_cal: 0.0095, loss: 0.8659, scale: 8192.0000 [2024-04-16 13:13:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_94.pth... [2024-04-16 13:13:39 INFO]: Validating... [2024-04-16 13:13:40 INFO]: Epoch (val) [94][43] loss_cls: 0.7315, loss_sal: 0.3019, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0346, mAP: 0.7024, best_mAP: 0.7419 [2024-04-16 13:13:41 INFO]: Epoch [95][14/14] lr: 0.0005, eta: 0:03:35, time: 0.037, data_time: 0.049, memory: 2550, loss_cls: 0.4723, loss_sal: 0.3173, loss_video_cal: 0.0540, loss_layer_cal: 0.0109, loss: 0.8545, scale: 8192.0000 [2024-04-16 13:13:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_95.pth... [2024-04-16 13:13:41 INFO]: Validating... [2024-04-16 13:13:42 INFO]: Epoch (val) [95][43] loss_cls: 0.7057, loss_sal: 0.2963, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0028, mAP: 0.7083, best_mAP: 0.7419 [2024-04-16 13:13:43 INFO]: Epoch [96][14/14] lr: 0.0005, eta: 0:03:33, time: 0.034, data_time: 0.058, memory: 2550, loss_cls: 0.5243, loss_sal: 0.3335, loss_video_cal: 0.0439, loss_layer_cal: 0.0109, loss: 0.9126, scale: 8192.0000 [2024-04-16 13:13:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_96.pth... [2024-04-16 13:13:43 INFO]: Validating... [2024-04-16 13:13:44 INFO]: Epoch (val) [96][43] loss_cls: 0.7027, loss_sal: 0.2821, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9864, mAP: 0.7117, best_mAP: 0.7419 [2024-04-16 13:13:45 INFO]: Epoch [97][14/14] lr: 0.0005, eta: 0:03:31, time: 0.035, data_time: 0.051, memory: 2550, loss_cls: 0.5264, loss_sal: 0.3237, loss_video_cal: 0.0440, loss_layer_cal: 0.0124, loss: 0.9065, scale: 8192.0000 [2024-04-16 13:13:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_97.pth... [2024-04-16 13:13:45 INFO]: Validating... [2024-04-16 13:13:46 INFO]: Epoch (val) [97][43] loss_cls: 0.6670, loss_sal: 0.2822, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9508, mAP: 0.7438, best_mAP: 0.7438 [2024-04-16 13:13:47 INFO]: Epoch [98][14/14] lr: 0.0005, eta: 0:03:29, time: 0.034, data_time: 0.054, memory: 2550, loss_cls: 0.4980, loss_sal: 0.3289, loss_video_cal: 0.0537, loss_layer_cal: 0.0110, loss: 0.8917, scale: 8192.0000 [2024-04-16 13:13:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_98.pth... [2024-04-16 13:13:47 INFO]: Validating... [2024-04-16 13:13:48 INFO]: Epoch (val) [98][43] loss_cls: 0.7025, loss_sal: 0.2841, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9876, mAP: 0.7487, best_mAP: 0.7487 [2024-04-16 13:13:49 INFO]: Epoch [99][14/14] lr: 0.0005, eta: 0:03:27, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.5156, loss_sal: 0.3161, loss_video_cal: 0.0451, loss_layer_cal: 0.0083, loss: 0.8851, scale: 8192.0000 [2024-04-16 13:13:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_99.pth... [2024-04-16 13:13:49 INFO]: Validating... [2024-04-16 13:13:50 INFO]: Epoch (val) [99][43] loss_cls: 0.6705, loss_sal: 0.2919, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9632, mAP: 0.7548, best_mAP: 0.7548 [2024-04-16 13:13:51 INFO]: Epoch [100][14/14] lr: 0.0005, eta: 0:03:25, time: 0.034, data_time: 0.052, memory: 2550, loss_cls: 0.4669, loss_sal: 0.3160, loss_video_cal: 0.0439, loss_layer_cal: 0.0094, loss: 0.8361, scale: 8192.0000 [2024-04-16 13:13:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_100.pth... [2024-04-16 13:13:51 INFO]: Validating... [2024-04-16 13:13:52 INFO]: Epoch (val) [100][43] loss_cls: 0.6242, loss_sal: 0.3025, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9277, mAP: 0.7808, best_mAP: 0.7808 [2024-04-16 13:13:53 INFO]: Epoch [101][14/14] lr: 0.0005, eta: 0:03:23, time: 0.032, data_time: 0.055, memory: 2550, loss_cls: 0.4993, loss_sal: 0.3172, loss_video_cal: 0.0467, loss_layer_cal: 0.0089, loss: 0.8721, scale: 8192.0000 [2024-04-16 13:13:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_101.pth... [2024-04-16 13:13:53 INFO]: Validating... [2024-04-16 13:13:54 INFO]: Epoch (val) [101][43] loss_cls: 0.6949, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9840, mAP: 0.7371, best_mAP: 0.7808 [2024-04-16 13:13:55 INFO]: Epoch [102][14/14] lr: 0.0005, eta: 0:03:21, time: 0.033, data_time: 0.052, memory: 2550, loss_cls: 0.4851, loss_sal: 0.3233, loss_video_cal: 0.0348, loss_layer_cal: 0.0105, loss: 0.8537, scale: 8192.0000 [2024-04-16 13:13:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_102.pth... [2024-04-16 13:13:55 INFO]: Validating... [2024-04-16 13:13:56 INFO]: Epoch (val) [102][43] loss_cls: 0.6195, loss_sal: 0.2864, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9070, mAP: 0.7584, best_mAP: 0.7808 [2024-04-16 13:13:57 INFO]: Epoch [103][14/14] lr: 0.0005, eta: 0:03:19, time: 0.033, data_time: 0.059, memory: 2550, loss_cls: 0.4882, loss_sal: 0.3265, loss_video_cal: 0.0457, loss_layer_cal: 0.0121, loss: 0.8725, scale: 8192.0000 [2024-04-16 13:13:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_103.pth... [2024-04-16 13:13:57 INFO]: Validating... [2024-04-16 13:13:58 INFO]: Epoch (val) [103][43] loss_cls: 0.6323, loss_sal: 0.2937, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9269, mAP: 0.7413, best_mAP: 0.7808 [2024-04-16 13:13:59 INFO]: Epoch [104][14/14] lr: 0.0005, eta: 0:03:17, time: 0.035, data_time: 0.063, memory: 2550, loss_cls: 0.4947, loss_sal: 0.3057, loss_video_cal: 0.0450, loss_layer_cal: 0.0100, loss: 0.8555, scale: 8192.0000 [2024-04-16 13:13:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_104.pth... [2024-04-16 13:14:00 INFO]: Validating... [2024-04-16 13:14:00 INFO]: Epoch (val) [104][43] loss_cls: 0.7501, loss_sal: 0.2873, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0385, mAP: 0.6998, best_mAP: 0.7808 [2024-04-16 13:14:02 INFO]: Epoch [105][14/14] lr: 0.0005, eta: 0:03:15, time: 0.036, data_time: 0.054, memory: 2550, loss_cls: 0.4765, loss_sal: 0.3199, loss_video_cal: 0.0502, loss_layer_cal: 0.0090, loss: 0.8555, scale: 8192.0000 [2024-04-16 13:14:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_105.pth... [2024-04-16 13:14:02 INFO]: Validating... [2024-04-16 13:14:02 INFO]: Epoch (val) [105][43] loss_cls: 0.6928, loss_sal: 0.2999, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9940, mAP: 0.7256, best_mAP: 0.7808 [2024-04-16 13:14:04 INFO]: Epoch [106][14/14] lr: 0.0005, eta: 0:03:13, time: 0.034, data_time: 0.054, memory: 2550, loss_cls: 0.4693, loss_sal: 0.3144, loss_video_cal: 0.0422, loss_layer_cal: 0.0107, loss: 0.8366, scale: 8192.0000 [2024-04-16 13:14:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_106.pth... [2024-04-16 13:14:04 INFO]: Validating... [2024-04-16 13:14:04 INFO]: Epoch (val) [106][43] loss_cls: 0.7086, loss_sal: 0.2923, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0018, mAP: 0.7452, best_mAP: 0.7808 [2024-04-16 13:14:06 INFO]: Epoch [107][14/14] lr: 0.0005, eta: 0:03:11, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.4892, loss_sal: 0.3107, loss_video_cal: 0.0438, loss_layer_cal: 0.0077, loss: 0.8514, scale: 8192.0000 [2024-04-16 13:14:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_107.pth... [2024-04-16 13:14:06 INFO]: Validating... [2024-04-16 13:14:06 INFO]: Epoch (val) [107][43] loss_cls: 0.6562, loss_sal: 0.2863, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9437, mAP: 0.7319, best_mAP: 0.7808 [2024-04-16 13:14:08 INFO]: Epoch [108][14/14] lr: 0.0005, eta: 0:03:08, time: 0.037, data_time: 0.056, memory: 2550, loss_cls: 0.4593, loss_sal: 0.3169, loss_video_cal: 0.0474, loss_layer_cal: 0.0116, loss: 0.8353, scale: 8192.0000 [2024-04-16 13:14:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_108.pth... [2024-04-16 13:14:08 INFO]: Validating... [2024-04-16 13:14:08 INFO]: Epoch (val) [108][43] loss_cls: 0.6974, loss_sal: 0.3004, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9989, mAP: 0.7578, best_mAP: 0.7808 [2024-04-16 13:14:10 INFO]: Epoch [109][14/14] lr: 0.0005, eta: 0:03:06, time: 0.037, data_time: 0.050, memory: 2550, loss_cls: 0.4808, loss_sal: 0.3110, loss_video_cal: 0.0447, loss_layer_cal: 0.0087, loss: 0.8453, scale: 8192.0000 [2024-04-16 13:14:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_109.pth... [2024-04-16 13:14:10 INFO]: Validating... [2024-04-16 13:14:11 INFO]: Epoch (val) [109][43] loss_cls: 0.6484, loss_sal: 0.2996, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9494, mAP: 0.7337, best_mAP: 0.7808 [2024-04-16 13:14:12 INFO]: Epoch [110][14/14] lr: 0.0005, eta: 0:03:04, time: 0.034, data_time: 0.063, memory: 2550, loss_cls: 0.5221, loss_sal: 0.3258, loss_video_cal: 0.0447, loss_layer_cal: 0.0083, loss: 0.9009, scale: 8192.0000 [2024-04-16 13:14:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_110.pth... [2024-04-16 13:14:12 INFO]: Validating... [2024-04-16 13:14:13 INFO]: Epoch (val) [110][43] loss_cls: 0.6841, loss_sal: 0.2917, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 0.9776, mAP: 0.7540, best_mAP: 0.7808 [2024-04-16 13:14:14 INFO]: Epoch [111][14/14] lr: 0.0005, eta: 0:03:02, time: 0.036, data_time: 0.051, memory: 2550, loss_cls: 0.5911, loss_sal: 0.3220, loss_video_cal: 0.0523, loss_layer_cal: 0.0172, loss: 0.9827, scale: 8192.0000 [2024-04-16 13:14:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_111.pth... [2024-04-16 13:14:14 INFO]: Validating... [2024-04-16 13:14:15 INFO]: Epoch (val) [111][43] loss_cls: 0.6815, loss_sal: 0.2855, loss_video_cal: 0.0000, loss_layer_cal: 0.0061, loss: 0.9731, mAP: 0.5001, best_mAP: 0.7808 [2024-04-16 13:14:16 INFO]: Epoch [112][14/14] lr: 0.0005, eta: 0:03:00, time: 0.037, data_time: 0.055, memory: 2550, loss_cls: 0.5909, loss_sal: 0.3289, loss_video_cal: 0.0546, loss_layer_cal: 0.0132, loss: 0.9877, scale: 8192.0000 [2024-04-16 13:14:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_112.pth... [2024-04-16 13:14:16 INFO]: Validating... [2024-04-16 13:14:17 INFO]: Epoch (val) [112][43] loss_cls: 0.8310, loss_sal: 0.2852, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 1.1192, mAP: 0.5975, best_mAP: 0.7808 [2024-04-16 13:14:18 INFO]: Epoch [113][14/14] lr: 0.0005, eta: 0:02:58, time: 0.036, data_time: 0.054, memory: 2550, loss_cls: 0.6456, loss_sal: 0.3256, loss_video_cal: 0.0439, loss_layer_cal: 0.0106, loss: 1.0257, scale: 8192.0000 [2024-04-16 13:14:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_113.pth... [2024-04-16 13:14:18 INFO]: Validating... [2024-04-16 13:14:19 INFO]: Epoch (val) [113][43] loss_cls: 0.7123, loss_sal: 0.2868, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0012, mAP: 0.5231, best_mAP: 0.7808 [2024-04-16 13:14:20 INFO]: Epoch [114][14/14] lr: 0.0005, eta: 0:02:56, time: 0.034, data_time: 0.056, memory: 2550, loss_cls: 0.5804, loss_sal: 0.3207, loss_video_cal: 0.0486, loss_layer_cal: 0.0111, loss: 0.9607, scale: 8192.0000 [2024-04-16 13:14:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_114.pth... [2024-04-16 13:14:20 INFO]: Validating... [2024-04-16 13:14:21 INFO]: Epoch (val) [114][43] loss_cls: 0.7241, loss_sal: 0.2859, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0118, mAP: 0.6585, best_mAP: 0.7808 [2024-04-16 13:14:22 INFO]: Epoch [115][14/14] lr: 0.0005, eta: 0:02:54, time: 0.035, data_time: 0.053, memory: 2550, loss_cls: 0.5152, loss_sal: 0.3185, loss_video_cal: 0.0468, loss_layer_cal: 0.0081, loss: 0.8886, scale: 8192.0000 [2024-04-16 13:14:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_115.pth... [2024-04-16 13:14:22 INFO]: Validating... [2024-04-16 13:14:23 INFO]: Epoch (val) [115][43] loss_cls: 0.7543, loss_sal: 0.2836, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0394, mAP: 0.6970, best_mAP: 0.7808 [2024-04-16 13:14:24 INFO]: Epoch [116][14/14] lr: 0.0005, eta: 0:02:52, time: 0.036, data_time: 0.053, memory: 2550, loss_cls: 0.5060, loss_sal: 0.3217, loss_video_cal: 0.0451, loss_layer_cal: 0.0110, loss: 0.8838, scale: 8192.0000 [2024-04-16 13:14:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_116.pth... [2024-04-16 13:14:24 INFO]: Validating... [2024-04-16 13:14:25 INFO]: Epoch (val) [116][43] loss_cls: 0.7316, loss_sal: 0.2830, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0161, mAP: 0.7008, best_mAP: 0.7808 [2024-04-16 13:14:26 INFO]: Epoch [117][14/14] lr: 0.0005, eta: 0:02:50, time: 0.037, data_time: 0.054, memory: 2550, loss_cls: 0.4852, loss_sal: 0.3199, loss_video_cal: 0.0493, loss_layer_cal: 0.0094, loss: 0.8637, scale: 8192.0000 [2024-04-16 13:14:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_117.pth... [2024-04-16 13:14:26 INFO]: Validating... [2024-04-16 13:14:27 INFO]: Epoch (val) [117][43] loss_cls: 0.7389, loss_sal: 0.2842, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0247, mAP: 0.7236, best_mAP: 0.7808 [2024-04-16 13:14:28 INFO]: Epoch [118][14/14] lr: 0.0005, eta: 0:02:48, time: 0.035, data_time: 0.047, memory: 2550, loss_cls: 0.5192, loss_sal: 0.3113, loss_video_cal: 0.0383, loss_layer_cal: 0.0067, loss: 0.8756, scale: 8192.0000 [2024-04-16 13:14:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_118.pth... [2024-04-16 13:14:28 INFO]: Validating... [2024-04-16 13:14:29 INFO]: Epoch (val) [118][43] loss_cls: 0.6858, loss_sal: 0.2846, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9720, mAP: 0.7660, best_mAP: 0.7808 [2024-04-16 13:14:30 INFO]: Epoch [119][14/14] lr: 0.0005, eta: 0:02:46, time: 0.035, data_time: 0.052, memory: 2550, loss_cls: 0.4758, loss_sal: 0.3096, loss_video_cal: 0.0397, loss_layer_cal: 0.0084, loss: 0.8336, scale: 8192.0000 [2024-04-16 13:14:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_119.pth... [2024-04-16 13:14:30 INFO]: Validating... [2024-04-16 13:14:31 INFO]: Epoch (val) [119][43] loss_cls: 0.6743, loss_sal: 0.2891, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9648, mAP: 0.7313, best_mAP: 0.7808 [2024-04-16 13:14:32 INFO]: Epoch [120][14/14] lr: 0.0005, eta: 0:02:44, time: 0.033, data_time: 0.054, memory: 2550, loss_cls: 0.4576, loss_sal: 0.3073, loss_video_cal: 0.0516, loss_layer_cal: 0.0079, loss: 0.8244, scale: 8192.0000 [2024-04-16 13:14:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_120.pth... [2024-04-16 13:14:32 INFO]: Validating... [2024-04-16 13:14:33 INFO]: Epoch (val) [120][43] loss_cls: 0.6878, loss_sal: 0.2950, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9845, mAP: 0.7651, best_mAP: 0.7808 [2024-04-16 13:14:34 INFO]: Epoch [121][14/14] lr: 0.0005, eta: 0:02:42, time: 0.035, data_time: 0.053, memory: 2550, loss_cls: 0.4661, loss_sal: 0.3287, loss_video_cal: 0.0494, loss_layer_cal: 0.0097, loss: 0.8539, scale: 8192.0000 [2024-04-16 13:14:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_121.pth... [2024-04-16 13:14:34 INFO]: Validating... [2024-04-16 13:14:35 INFO]: Epoch (val) [121][43] loss_cls: 0.6720, loss_sal: 0.2828, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.9567, mAP: 0.7856, best_mAP: 0.7856 [2024-04-16 13:14:36 INFO]: Epoch [122][14/14] lr: 0.0005, eta: 0:02:40, time: 0.034, data_time: 0.060, memory: 2550, loss_cls: 0.4603, loss_sal: 0.3075, loss_video_cal: 0.0398, loss_layer_cal: 0.0077, loss: 0.8152, scale: 8192.0000 [2024-04-16 13:14:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_122.pth... [2024-04-16 13:14:36 INFO]: Validating... [2024-04-16 13:14:37 INFO]: Epoch (val) [122][43] loss_cls: 0.6170, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9059, mAP: 0.7723, best_mAP: 0.7856 [2024-04-16 13:14:38 INFO]: Epoch [123][14/14] lr: 0.0005, eta: 0:02:38, time: 0.034, data_time: 0.052, memory: 2550, loss_cls: 0.4797, loss_sal: 0.3099, loss_video_cal: 0.0320, loss_layer_cal: 0.0077, loss: 0.8293, scale: 8192.0000 [2024-04-16 13:14:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_123.pth... [2024-04-16 13:14:38 INFO]: Validating... [2024-04-16 13:14:39 INFO]: Epoch (val) [123][43] loss_cls: 0.7008, loss_sal: 0.3116, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0135, mAP: 0.7631, best_mAP: 0.7856 [2024-04-16 13:14:40 INFO]: Epoch [124][14/14] lr: 0.0005, eta: 0:02:36, time: 0.034, data_time: 0.054, memory: 2550, loss_cls: 0.5133, loss_sal: 0.3249, loss_video_cal: 0.0503, loss_layer_cal: 0.0092, loss: 0.8977, scale: 8192.0000 [2024-04-16 13:14:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_124.pth... [2024-04-16 13:14:40 INFO]: Validating... [2024-04-16 13:14:41 INFO]: Epoch (val) [124][43] loss_cls: 0.6371, loss_sal: 0.2979, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9360, mAP: 0.7390, best_mAP: 0.7856 [2024-04-16 13:14:43 INFO]: Epoch [125][14/14] lr: 0.0005, eta: 0:02:34, time: 0.036, data_time: 0.061, memory: 2550, loss_cls: 0.4739, loss_sal: 0.3197, loss_video_cal: 0.0531, loss_layer_cal: 0.0099, loss: 0.8565, scale: 8192.0000 [2024-04-16 13:14:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_125.pth... [2024-04-16 13:14:43 INFO]: Validating... [2024-04-16 13:14:43 INFO]: Epoch (val) [125][43] loss_cls: 0.6776, loss_sal: 0.3038, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9823, mAP: 0.7478, best_mAP: 0.7856 [2024-04-16 13:14:45 INFO]: Epoch [126][14/14] lr: 0.0005, eta: 0:02:31, time: 0.035, data_time: 0.049, memory: 2550, loss_cls: 0.4871, loss_sal: 0.3012, loss_video_cal: 0.0436, loss_layer_cal: 0.0088, loss: 0.8407, scale: 8192.0000 [2024-04-16 13:14:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_126.pth... [2024-04-16 13:14:45 INFO]: Validating... [2024-04-16 13:14:45 INFO]: Epoch (val) [126][43] loss_cls: 0.7763, loss_sal: 0.2877, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0646, mAP: 0.7035, best_mAP: 0.7856 [2024-04-16 13:14:47 INFO]: Epoch [127][14/14] lr: 0.0005, eta: 0:02:29, time: 0.034, data_time: 0.050, memory: 2550, loss_cls: 0.4926, loss_sal: 0.3281, loss_video_cal: 0.0416, loss_layer_cal: 0.0100, loss: 0.8723, scale: 8192.0000 [2024-04-16 13:14:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_127.pth... [2024-04-16 13:14:47 INFO]: Validating... [2024-04-16 13:14:47 INFO]: Epoch (val) [127][43] loss_cls: 0.7191, loss_sal: 0.2724, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9925, mAP: 0.7559, best_mAP: 0.7856 [2024-04-16 13:14:49 INFO]: Epoch [128][14/14] lr: 0.0005, eta: 0:02:27, time: 0.037, data_time: 0.059, memory: 2550, loss_cls: 0.4917, loss_sal: 0.3180, loss_video_cal: 0.0539, loss_layer_cal: 0.0105, loss: 0.8741, scale: 8192.0000 [2024-04-16 13:14:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_128.pth... [2024-04-16 13:14:49 INFO]: Validating... [2024-04-16 13:14:50 INFO]: Epoch (val) [128][43] loss_cls: 0.6370, loss_sal: 0.2920, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9298, mAP: 0.7728, best_mAP: 0.7856 [2024-04-16 13:14:51 INFO]: Epoch [129][14/14] lr: 0.0005, eta: 0:02:25, time: 0.035, data_time: 0.053, memory: 2550, loss_cls: 0.4624, loss_sal: 0.3207, loss_video_cal: 0.0405, loss_layer_cal: 0.0071, loss: 0.8307, scale: 8192.0000 [2024-04-16 13:14:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_129.pth... [2024-04-16 13:14:51 INFO]: Validating... [2024-04-16 13:14:52 INFO]: Epoch (val) [129][43] loss_cls: 0.7271, loss_sal: 0.2936, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0218, mAP: 0.7446, best_mAP: 0.7856 [2024-04-16 13:14:53 INFO]: Epoch [130][14/14] lr: 0.0005, eta: 0:02:23, time: 0.036, data_time: 0.057, memory: 2550, loss_cls: 0.4759, loss_sal: 0.3215, loss_video_cal: 0.0436, loss_layer_cal: 0.0085, loss: 0.8496, scale: 8192.0000 [2024-04-16 13:14:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_130.pth... [2024-04-16 13:14:53 INFO]: Validating... [2024-04-16 13:14:54 INFO]: Epoch (val) [130][43] loss_cls: 0.6461, loss_sal: 0.2860, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9331, mAP: 0.8120, best_mAP: 0.8120 [2024-04-16 13:14:55 INFO]: Epoch [131][14/14] lr: 0.0005, eta: 0:02:21, time: 0.035, data_time: 0.068, memory: 2550, loss_cls: 0.5009, loss_sal: 0.3151, loss_video_cal: 0.0336, loss_layer_cal: 0.0081, loss: 0.8577, scale: 8192.0000 [2024-04-16 13:14:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_131.pth... [2024-04-16 13:14:55 INFO]: Validating... [2024-04-16 13:14:56 INFO]: Epoch (val) [131][43] loss_cls: 0.6202, loss_sal: 0.2848, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9060, mAP: 0.8007, best_mAP: 0.8120 [2024-04-16 13:14:57 INFO]: Epoch [132][14/14] lr: 0.0005, eta: 0:02:19, time: 0.034, data_time: 0.059, memory: 2550, loss_cls: 0.4419, loss_sal: 0.3113, loss_video_cal: 0.0438, loss_layer_cal: 0.0087, loss: 0.8058, scale: 8192.0000 [2024-04-16 13:14:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_132.pth... [2024-04-16 13:14:57 INFO]: Validating... [2024-04-16 13:14:58 INFO]: Epoch (val) [132][43] loss_cls: 0.6810, loss_sal: 0.2876, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9696, mAP: 0.7701, best_mAP: 0.8120 [2024-04-16 13:14:59 INFO]: Epoch [133][14/14] lr: 0.0005, eta: 0:02:17, time: 0.035, data_time: 0.055, memory: 2550, loss_cls: 0.4502, loss_sal: 0.3070, loss_video_cal: 0.0485, loss_layer_cal: 0.0123, loss: 0.8180, scale: 8192.0000 [2024-04-16 13:14:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_133.pth... [2024-04-16 13:14:59 INFO]: Validating... [2024-04-16 13:15:00 INFO]: Epoch (val) [133][43] loss_cls: 0.7021, loss_sal: 0.2938, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9970, mAP: 0.7873, best_mAP: 0.8120 [2024-04-16 13:15:01 INFO]: Epoch [134][14/14] lr: 0.0005, eta: 0:02:15, time: 0.034, data_time: 0.051, memory: 2550, loss_cls: 0.4625, loss_sal: 0.3190, loss_video_cal: 0.0403, loss_layer_cal: 0.0103, loss: 0.8321, scale: 8192.0000 [2024-04-16 13:15:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_134.pth... [2024-04-16 13:15:01 INFO]: Validating... [2024-04-16 13:15:02 INFO]: Epoch (val) [134][43] loss_cls: 0.6733, loss_sal: 0.2863, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9609, mAP: 0.8012, best_mAP: 0.8120 [2024-04-16 13:15:03 INFO]: Epoch [135][14/14] lr: 0.0005, eta: 0:02:13, time: 0.036, data_time: 0.053, memory: 2550, loss_cls: 0.4384, loss_sal: 0.3128, loss_video_cal: 0.0417, loss_layer_cal: 0.0107, loss: 0.8037, scale: 8192.0000 [2024-04-16 13:15:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_135.pth... [2024-04-16 13:15:03 INFO]: Validating... [2024-04-16 13:15:04 INFO]: Epoch (val) [135][43] loss_cls: 0.7291, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0194, mAP: 0.7874, best_mAP: 0.8120 [2024-04-16 13:15:05 INFO]: Epoch [136][14/14] lr: 0.0005, eta: 0:02:11, time: 0.034, data_time: 0.051, memory: 2550, loss_cls: 0.4243, loss_sal: 0.3160, loss_video_cal: 0.0371, loss_layer_cal: 0.0093, loss: 0.7868, scale: 8192.0000 [2024-04-16 13:15:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_136.pth... [2024-04-16 13:15:05 INFO]: Validating... [2024-04-16 13:15:06 INFO]: Epoch (val) [136][43] loss_cls: 0.6323, loss_sal: 0.2881, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9214, mAP: 0.7801, best_mAP: 0.8120 [2024-04-16 13:15:07 INFO]: Epoch [137][14/14] lr: 0.0005, eta: 0:02:09, time: 0.035, data_time: 0.061, memory: 2550, loss_cls: 0.4435, loss_sal: 0.3043, loss_video_cal: 0.0319, loss_layer_cal: 0.0117, loss: 0.7915, scale: 8192.0000 [2024-04-16 13:15:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_137.pth... [2024-04-16 13:15:07 INFO]: Validating... [2024-04-16 13:15:08 INFO]: Epoch (val) [137][43] loss_cls: 0.7072, loss_sal: 0.2983, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0067, mAP: 0.7582, best_mAP: 0.8120 [2024-04-16 13:15:09 INFO]: Epoch [138][14/14] lr: 0.0005, eta: 0:02:07, time: 0.036, data_time: 0.056, memory: 2550, loss_cls: 0.4097, loss_sal: 0.3095, loss_video_cal: 0.0446, loss_layer_cal: 0.0099, loss: 0.7737, scale: 8192.0000 [2024-04-16 13:15:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_138.pth... [2024-04-16 13:15:10 INFO]: Validating... [2024-04-16 13:15:10 INFO]: Epoch (val) [138][43] loss_cls: 0.6977, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9862, mAP: 0.7843, best_mAP: 0.8120 [2024-04-16 13:15:12 INFO]: Epoch [139][14/14] lr: 0.0005, eta: 0:02:05, time: 0.034, data_time: 0.067, memory: 2550, loss_cls: 0.4407, loss_sal: 0.3069, loss_video_cal: 0.0314, loss_layer_cal: 0.0085, loss: 0.7874, scale: 8192.0000 [2024-04-16 13:15:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_139.pth... [2024-04-16 13:15:12 INFO]: Validating... [2024-04-16 13:15:13 INFO]: Epoch (val) [139][43] loss_cls: 0.6633, loss_sal: 0.3053, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9695, mAP: 0.7863, best_mAP: 0.8120 [2024-04-16 13:15:14 INFO]: Epoch [140][14/14] lr: 0.0005, eta: 0:02:03, time: 0.035, data_time: 0.056, memory: 2550, loss_cls: 0.4069, loss_sal: 0.3165, loss_video_cal: 0.0519, loss_layer_cal: 0.0101, loss: 0.7853, scale: 8192.0000 [2024-04-16 13:15:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_140.pth... [2024-04-16 13:15:14 INFO]: Validating... [2024-04-16 13:15:15 INFO]: Epoch (val) [140][43] loss_cls: 0.6197, loss_sal: 0.2971, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9175, mAP: 0.7867, best_mAP: 0.8120 [2024-04-16 13:15:16 INFO]: Epoch [141][14/14] lr: 0.0005, eta: 0:02:01, time: 0.036, data_time: 0.057, memory: 2550, loss_cls: 0.4465, loss_sal: 0.3107, loss_video_cal: 0.0337, loss_layer_cal: 0.0067, loss: 0.7975, scale: 8192.0000 [2024-04-16 13:15:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_141.pth... [2024-04-16 13:15:16 INFO]: Validating... [2024-04-16 13:15:17 INFO]: Epoch (val) [141][43] loss_cls: 0.6189, loss_sal: 0.3078, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9275, mAP: 0.8183, best_mAP: 0.8183 [2024-04-16 13:15:18 INFO]: Epoch [142][14/14] lr: 0.0005, eta: 0:01:59, time: 0.037, data_time: 0.055, memory: 2550, loss_cls: 0.4659, loss_sal: 0.3323, loss_video_cal: 0.0413, loss_layer_cal: 0.0081, loss: 0.8477, scale: 8192.0000 [2024-04-16 13:15:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_142.pth... [2024-04-16 13:15:18 INFO]: Validating... [2024-04-16 13:15:19 INFO]: Epoch (val) [142][43] loss_cls: 0.5876, loss_sal: 0.2951, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.8835, mAP: 0.8013, best_mAP: 0.8183 [2024-04-16 13:15:20 INFO]: Epoch [143][14/14] lr: 0.0005, eta: 0:01:57, time: 0.035, data_time: 0.062, memory: 2550, loss_cls: 0.4078, loss_sal: 0.3120, loss_video_cal: 0.0481, loss_layer_cal: 0.0108, loss: 0.7786, scale: 8192.0000 [2024-04-16 13:15:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_143.pth... [2024-04-16 13:15:20 INFO]: Validating... [2024-04-16 13:15:21 INFO]: Epoch (val) [143][43] loss_cls: 0.6003, loss_sal: 0.3132, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9144, mAP: 0.7634, best_mAP: 0.8183 [2024-04-16 13:15:22 INFO]: Epoch [144][14/14] lr: 0.0005, eta: 0:01:55, time: 0.034, data_time: 0.051, memory: 2550, loss_cls: 0.4122, loss_sal: 0.3275, loss_video_cal: 0.0386, loss_layer_cal: 0.0120, loss: 0.7903, scale: 8192.0000 [2024-04-16 13:15:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_144.pth... [2024-04-16 13:15:22 INFO]: Validating... [2024-04-16 13:15:23 INFO]: Epoch (val) [144][43] loss_cls: 0.6532, loss_sal: 0.2895, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9436, mAP: 0.7459, best_mAP: 0.8183 [2024-04-16 13:15:24 INFO]: Epoch [145][14/14] lr: 0.0005, eta: 0:01:53, time: 0.035, data_time: 0.052, memory: 2550, loss_cls: 0.4597, loss_sal: 0.3158, loss_video_cal: 0.0384, loss_layer_cal: 0.0095, loss: 0.8234, scale: 8192.0000 [2024-04-16 13:15:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_145.pth... [2024-04-16 13:15:24 INFO]: Validating... [2024-04-16 13:15:25 INFO]: Epoch (val) [145][43] loss_cls: 0.6329, loss_sal: 0.2972, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9309, mAP: 0.7683, best_mAP: 0.8183 [2024-04-16 13:15:26 INFO]: Epoch [146][14/14] lr: 0.0005, eta: 0:01:51, time: 0.035, data_time: 0.048, memory: 2550, loss_cls: 0.4140, loss_sal: 0.3052, loss_video_cal: 0.0469, loss_layer_cal: 0.0092, loss: 0.7754, scale: 8192.0000 [2024-04-16 13:15:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_146.pth... [2024-04-16 13:15:26 INFO]: Validating... [2024-04-16 13:15:27 INFO]: Epoch (val) [146][43] loss_cls: 0.6252, loss_sal: 0.3134, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9394, mAP: 0.7648, best_mAP: 0.8183 [2024-04-16 13:15:28 INFO]: Epoch [147][14/14] lr: 0.0005, eta: 0:01:49, time: 0.037, data_time: 0.055, memory: 2550, loss_cls: 0.4401, loss_sal: 0.3034, loss_video_cal: 0.0485, loss_layer_cal: 0.0084, loss: 0.8003, scale: 8192.0000 [2024-04-16 13:15:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_147.pth... [2024-04-16 13:15:28 INFO]: Validating... [2024-04-16 13:15:29 INFO]: Epoch (val) [147][43] loss_cls: 0.5717, loss_sal: 0.3001, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.8730, mAP: 0.7723, best_mAP: 0.8183 [2024-04-16 13:15:30 INFO]: Epoch [148][14/14] lr: 0.0005, eta: 0:01:46, time: 0.035, data_time: 0.057, memory: 2550, loss_cls: 0.6066, loss_sal: 0.3208, loss_video_cal: 0.0536, loss_layer_cal: 0.0131, loss: 0.9940, scale: 8192.0000 [2024-04-16 13:15:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_148.pth... [2024-04-16 13:15:30 INFO]: Validating... [2024-04-16 13:15:31 INFO]: Epoch (val) [148][43] loss_cls: 0.7497, loss_sal: 0.2848, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.0363, mAP: 0.7282, best_mAP: 0.8183 [2024-04-16 13:15:32 INFO]: Epoch [149][14/14] lr: 0.0005, eta: 0:01:44, time: 0.034, data_time: 0.049, memory: 2550, loss_cls: 0.4911, loss_sal: 0.3105, loss_video_cal: 0.0494, loss_layer_cal: 0.0144, loss: 0.8654, scale: 8192.0000 [2024-04-16 13:15:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_149.pth... [2024-04-16 13:15:32 INFO]: Validating... [2024-04-16 13:15:33 INFO]: Epoch (val) [149][43] loss_cls: 0.7234, loss_sal: 0.2955, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0208, mAP: 0.7723, best_mAP: 0.8183 [2024-04-16 13:15:35 INFO]: Epoch [150][14/14] lr: 0.0005, eta: 0:01:42, time: 0.034, data_time: 0.067, memory: 2550, loss_cls: 0.5234, loss_sal: 0.3268, loss_video_cal: 0.0606, loss_layer_cal: 0.0119, loss: 0.9227, scale: 8192.0000 [2024-04-16 13:15:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_150.pth... [2024-04-16 13:15:35 INFO]: Validating... [2024-04-16 13:15:35 INFO]: Epoch (val) [150][43] loss_cls: 0.6148, loss_sal: 0.2960, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9122, mAP: 0.7719, best_mAP: 0.8183 [2024-04-16 13:15:37 INFO]: Epoch [151][14/14] lr: 0.0005, eta: 0:01:40, time: 0.036, data_time: 0.055, memory: 2550, loss_cls: 0.4630, loss_sal: 0.2883, loss_video_cal: 0.0513, loss_layer_cal: 0.0120, loss: 0.8146, scale: 8192.0000 [2024-04-16 13:15:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_151.pth... [2024-04-16 13:15:37 INFO]: Validating... [2024-04-16 13:15:37 INFO]: Epoch (val) [151][43] loss_cls: 0.6670, loss_sal: 0.3435, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0117, mAP: 0.7661, best_mAP: 0.8183 [2024-04-16 13:15:39 INFO]: Epoch [152][14/14] lr: 0.0005, eta: 0:01:38, time: 0.034, data_time: 0.049, memory: 2550, loss_cls: 0.4527, loss_sal: 0.3326, loss_video_cal: 0.0500, loss_layer_cal: 0.0111, loss: 0.8464, scale: 8192.0000 [2024-04-16 13:15:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_152.pth... [2024-04-16 13:15:39 INFO]: Validating... [2024-04-16 13:15:39 INFO]: Epoch (val) [152][43] loss_cls: 0.5762, loss_sal: 0.3197, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8970, mAP: 0.7765, best_mAP: 0.8183 [2024-04-16 13:15:41 INFO]: Epoch [153][14/14] lr: 0.0005, eta: 0:01:36, time: 0.035, data_time: 0.055, memory: 2550, loss_cls: 0.4716, loss_sal: 0.3143, loss_video_cal: 0.0493, loss_layer_cal: 0.0119, loss: 0.8470, scale: 8192.0000 [2024-04-16 13:15:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_153.pth... [2024-04-16 13:15:41 INFO]: Validating... [2024-04-16 13:15:42 INFO]: Epoch (val) [153][43] loss_cls: 0.6312, loss_sal: 0.2934, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9257, mAP: 0.7715, best_mAP: 0.8183 [2024-04-16 13:15:43 INFO]: Epoch [154][14/14] lr: 0.0005, eta: 0:01:34, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.4323, loss_sal: 0.2985, loss_video_cal: 0.0565, loss_layer_cal: 0.0104, loss: 0.7977, scale: 8192.0000 [2024-04-16 13:15:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_154.pth... [2024-04-16 13:15:43 INFO]: Validating... [2024-04-16 13:15:44 INFO]: Epoch (val) [154][43] loss_cls: 0.6416, loss_sal: 0.2971, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9398, mAP: 0.7696, best_mAP: 0.8183 [2024-04-16 13:15:45 INFO]: Epoch [155][14/14] lr: 0.0005, eta: 0:01:32, time: 0.037, data_time: 0.056, memory: 2550, loss_cls: 0.4314, loss_sal: 0.3163, loss_video_cal: 0.0412, loss_layer_cal: 0.0093, loss: 0.7981, scale: 8192.0000 [2024-04-16 13:15:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_155.pth... [2024-04-16 13:15:45 INFO]: Validating... [2024-04-16 13:15:46 INFO]: Epoch (val) [155][43] loss_cls: 0.6300, loss_sal: 0.2996, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9308, mAP: 0.7619, best_mAP: 0.8183 [2024-04-16 13:15:47 INFO]: Epoch [156][14/14] lr: 0.0005, eta: 0:01:30, time: 0.035, data_time: 0.050, memory: 2550, loss_cls: 0.4729, loss_sal: 0.3263, loss_video_cal: 0.0430, loss_layer_cal: 0.0083, loss: 0.8505, scale: 8192.0000 [2024-04-16 13:15:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_156.pth... [2024-04-16 13:15:47 INFO]: Validating... [2024-04-16 13:15:48 INFO]: Epoch (val) [156][43] loss_cls: 0.7197, loss_sal: 0.3127, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0335, mAP: 0.7732, best_mAP: 0.8183 [2024-04-16 13:15:49 INFO]: Epoch [157][14/14] lr: 0.0005, eta: 0:01:28, time: 0.036, data_time: 0.050, memory: 2550, loss_cls: 0.4596, loss_sal: 0.3072, loss_video_cal: 0.0428, loss_layer_cal: 0.0074, loss: 0.8170, scale: 8192.0000 [2024-04-16 13:15:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_157.pth... [2024-04-16 13:15:49 INFO]: Validating... [2024-04-16 13:15:50 INFO]: Epoch (val) [157][43] loss_cls: 0.5910, loss_sal: 0.2968, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.8889, mAP: 0.7612, best_mAP: 0.8183 [2024-04-16 13:15:51 INFO]: Epoch [158][14/14] lr: 0.0005, eta: 0:01:26, time: 0.035, data_time: 0.049, memory: 2550, loss_cls: 0.4435, loss_sal: 0.3116, loss_video_cal: 0.0441, loss_layer_cal: 0.0086, loss: 0.8078, scale: 8192.0000 [2024-04-16 13:15:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_158.pth... [2024-04-16 13:15:51 INFO]: Validating... [2024-04-16 13:15:52 INFO]: Epoch (val) [158][43] loss_cls: 0.6920, loss_sal: 0.2922, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9855, mAP: 0.7500, best_mAP: 0.8183 [2024-04-16 13:15:53 INFO]: Epoch [159][14/14] lr: 0.0005, eta: 0:01:24, time: 0.035, data_time: 0.051, memory: 2550, loss_cls: 0.4116, loss_sal: 0.3233, loss_video_cal: 0.0580, loss_layer_cal: 0.0116, loss: 0.8044, scale: 8192.0000 [2024-04-16 13:15:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_159.pth... [2024-04-16 13:15:53 INFO]: Validating... [2024-04-16 13:15:54 INFO]: Epoch (val) [159][43] loss_cls: 0.6821, loss_sal: 0.2920, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9755, mAP: 0.7548, best_mAP: 0.8183 [2024-04-16 13:15:55 INFO]: Epoch [160][14/14] lr: 0.0005, eta: 0:01:22, time: 0.034, data_time: 0.058, memory: 2550, loss_cls: 0.4449, loss_sal: 0.3181, loss_video_cal: 0.0423, loss_layer_cal: 0.0088, loss: 0.8141, scale: 8192.0000 [2024-04-16 13:15:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_160.pth... [2024-04-16 13:15:55 INFO]: Validating... [2024-04-16 13:15:56 INFO]: Epoch (val) [160][43] loss_cls: 0.6508, loss_sal: 0.2897, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9421, mAP: 0.7838, best_mAP: 0.8183 [2024-04-16 13:15:57 INFO]: Epoch [161][14/14] lr: 0.0005, eta: 0:01:20, time: 0.033, data_time: 0.054, memory: 2550, loss_cls: 0.4298, loss_sal: 0.3238, loss_video_cal: 0.0626, loss_layer_cal: 0.0108, loss: 0.8271, scale: 8192.0000 [2024-04-16 13:15:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_161.pth... [2024-04-16 13:15:57 INFO]: Validating... [2024-04-16 13:15:58 INFO]: Epoch (val) [161][43] loss_cls: 0.6241, loss_sal: 0.2879, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9136, mAP: 0.7891, best_mAP: 0.8183 [2024-04-16 13:15:59 INFO]: Epoch [162][14/14] lr: 0.0005, eta: 0:01:18, time: 0.033, data_time: 0.056, memory: 2550, loss_cls: 0.4460, loss_sal: 0.3189, loss_video_cal: 0.0481, loss_layer_cal: 0.0102, loss: 0.8232, scale: 8192.0000 [2024-04-16 13:15:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_162.pth... [2024-04-16 13:15:59 INFO]: Validating... [2024-04-16 13:16:00 INFO]: Epoch (val) [162][43] loss_cls: 0.6191, loss_sal: 0.2892, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9099, mAP: 0.7789, best_mAP: 0.8183 [2024-04-16 13:16:01 INFO]: Epoch [163][14/14] lr: 0.0005, eta: 0:01:16, time: 0.032, data_time: 0.052, memory: 2550, loss_cls: 0.4327, loss_sal: 0.3221, loss_video_cal: 0.0461, loss_layer_cal: 0.0116, loss: 0.8125, scale: 5641.6602 [2024-04-16 13:16:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_163.pth... [2024-04-16 13:16:01 INFO]: Validating... [2024-04-16 13:16:02 INFO]: Epoch (val) [163][43] loss_cls: 0.6415, loss_sal: 0.2938, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9369, mAP: 0.7441, best_mAP: 0.8183 [2024-04-16 13:16:03 INFO]: Epoch [164][14/14] lr: 0.0005, eta: 0:01:14, time: 0.033, data_time: 0.061, memory: 2550, loss_cls: 0.4259, loss_sal: 0.3166, loss_video_cal: 0.0539, loss_layer_cal: 0.0118, loss: 0.8083, scale: 4096.0000 [2024-04-16 13:16:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_164.pth... [2024-04-16 13:16:03 INFO]: Validating... [2024-04-16 13:16:04 INFO]: Epoch (val) [164][43] loss_cls: 0.6031, loss_sal: 0.2943, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.8987, mAP: 0.7700, best_mAP: 0.8183 [2024-04-16 13:16:05 INFO]: Epoch [165][14/14] lr: 0.0005, eta: 0:01:11, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.4037, loss_sal: 0.3238, loss_video_cal: 0.0519, loss_layer_cal: 0.0113, loss: 0.7907, scale: 4096.0000 [2024-04-16 13:16:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_165.pth... [2024-04-16 13:16:05 INFO]: Validating... [2024-04-16 13:16:06 INFO]: Epoch (val) [165][43] loss_cls: 0.6667, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9894, mAP: 0.7501, best_mAP: 0.8183 [2024-04-16 13:16:07 INFO]: Epoch [166][14/14] lr: 0.0005, eta: 0:01:09, time: 0.034, data_time: 0.067, memory: 2550, loss_cls: 0.4288, loss_sal: 0.3292, loss_video_cal: 0.0436, loss_layer_cal: 0.0104, loss: 0.8120, scale: 4096.0000 [2024-04-16 13:16:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_166.pth... [2024-04-16 13:16:07 INFO]: Validating... [2024-04-16 13:16:08 INFO]: Epoch (val) [166][43] loss_cls: 0.6876, loss_sal: 0.2907, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.9795, mAP: 0.7724, best_mAP: 0.8183 [2024-04-16 13:16:09 INFO]: Epoch [167][14/14] lr: 0.0005, eta: 0:01:07, time: 0.033, data_time: 0.054, memory: 2550, loss_cls: 0.3854, loss_sal: 0.3174, loss_video_cal: 0.0545, loss_layer_cal: 0.0140, loss: 0.7713, scale: 4096.0000 [2024-04-16 13:16:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_167.pth... [2024-04-16 13:16:09 INFO]: Validating... [2024-04-16 13:16:10 INFO]: Epoch (val) [167][43] loss_cls: 0.6424, loss_sal: 0.3020, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9457, mAP: 0.7800, best_mAP: 0.8183 [2024-04-16 13:16:11 INFO]: Epoch [168][14/14] lr: 0.0005, eta: 0:01:05, time: 0.034, data_time: 0.050, memory: 2550, loss_cls: 0.4194, loss_sal: 0.2883, loss_video_cal: 0.0500, loss_layer_cal: 0.0146, loss: 0.7723, scale: 4096.0000 [2024-04-16 13:16:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_168.pth... [2024-04-16 13:16:11 INFO]: Validating... [2024-04-16 13:16:12 INFO]: Epoch (val) [168][43] loss_cls: 0.5952, loss_sal: 0.2978, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8944, mAP: 0.7958, best_mAP: 0.8183 [2024-04-16 13:16:13 INFO]: Epoch [169][14/14] lr: 0.0005, eta: 0:01:03, time: 0.034, data_time: 0.053, memory: 2550, loss_cls: 0.4012, loss_sal: 0.2974, loss_video_cal: 0.0438, loss_layer_cal: 0.0086, loss: 0.7509, scale: 4096.0000 [2024-04-16 13:16:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_169.pth... [2024-04-16 13:16:13 INFO]: Validating... [2024-04-16 13:16:14 INFO]: Epoch (val) [169][43] loss_cls: 0.5967, loss_sal: 0.2966, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.8947, mAP: 0.8015, best_mAP: 0.8183 [2024-04-16 13:16:15 INFO]: Epoch [170][14/14] lr: 0.0005, eta: 0:01:01, time: 0.033, data_time: 0.047, memory: 2550, loss_cls: 0.4116, loss_sal: 0.3027, loss_video_cal: 0.0507, loss_layer_cal: 0.0109, loss: 0.7759, scale: 4096.0000 [2024-04-16 13:16:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_170.pth... [2024-04-16 13:16:15 INFO]: Validating... [2024-04-16 13:16:16 INFO]: Epoch (val) [170][43] loss_cls: 0.6818, loss_sal: 0.2850, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9681, mAP: 0.7519, best_mAP: 0.8183 [2024-04-16 13:16:17 INFO]: Epoch [171][14/14] lr: 0.0005, eta: 0:00:59, time: 0.034, data_time: 0.049, memory: 2550, loss_cls: 0.4434, loss_sal: 0.3114, loss_video_cal: 0.0482, loss_layer_cal: 0.0101, loss: 0.8131, scale: 4096.0000 [2024-04-16 13:16:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_171.pth... [2024-04-16 13:16:17 INFO]: Validating... [2024-04-16 13:16:18 INFO]: Epoch (val) [171][43] loss_cls: 0.5892, loss_sal: 0.2909, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.8814, mAP: 0.7624, best_mAP: 0.8183 [2024-04-16 13:16:19 INFO]: Epoch [172][14/14] lr: 0.0005, eta: 0:00:57, time: 0.033, data_time: 0.060, memory: 2550, loss_cls: 0.4389, loss_sal: 0.3117, loss_video_cal: 0.0534, loss_layer_cal: 0.0098, loss: 0.8138, scale: 4096.0000 [2024-04-16 13:16:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_172.pth... [2024-04-16 13:16:19 INFO]: Validating... [2024-04-16 13:16:20 INFO]: Epoch (val) [172][43] loss_cls: 0.6003, loss_sal: 0.2932, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.8951, mAP: 0.7324, best_mAP: 0.8183 [2024-04-16 13:16:21 INFO]: Epoch [173][14/14] lr: 0.0005, eta: 0:00:55, time: 0.033, data_time: 0.059, memory: 2550, loss_cls: 0.4069, loss_sal: 0.3176, loss_video_cal: 0.0577, loss_layer_cal: 0.0119, loss: 0.7942, scale: 4096.0000 [2024-04-16 13:16:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_173.pth... [2024-04-16 13:16:21 INFO]: Validating... [2024-04-16 13:16:22 INFO]: Epoch (val) [173][43] loss_cls: 0.7081, loss_sal: 0.2788, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9884, mAP: 0.7495, best_mAP: 0.8183 [2024-04-16 13:16:23 INFO]: Epoch [174][14/14] lr: 0.0005, eta: 0:00:53, time: 0.035, data_time: 0.053, memory: 2550, loss_cls: 0.4218, loss_sal: 0.3272, loss_video_cal: 0.0516, loss_layer_cal: 0.0100, loss: 0.8107, scale: 4096.0000 [2024-04-16 13:16:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_174.pth... [2024-04-16 13:16:23 INFO]: Validating... [2024-04-16 13:16:24 INFO]: Epoch (val) [174][43] loss_cls: 0.6332, loss_sal: 0.3037, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9385, mAP: 0.7604, best_mAP: 0.8183 [2024-04-16 13:16:25 INFO]: Epoch [175][14/14] lr: 0.0005, eta: 0:00:51, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.4069, loss_sal: 0.3103, loss_video_cal: 0.0625, loss_layer_cal: 0.0109, loss: 0.7905, scale: 4096.0000 [2024-04-16 13:16:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_175.pth... [2024-04-16 13:16:26 INFO]: Validating... [2024-04-16 13:16:26 INFO]: Epoch (val) [175][43] loss_cls: 0.6180, loss_sal: 0.2912, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.9109, mAP: 0.7710, best_mAP: 0.8183 [2024-04-16 13:16:27 INFO]: Epoch [176][14/14] lr: 0.0005, eta: 0:00:49, time: 0.033, data_time: 0.052, memory: 2550, loss_cls: 0.4086, loss_sal: 0.3064, loss_video_cal: 0.0476, loss_layer_cal: 0.0092, loss: 0.7717, scale: 4096.0000 [2024-04-16 13:16:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_176.pth... [2024-04-16 13:16:28 INFO]: Validating... [2024-04-16 13:16:28 INFO]: Epoch (val) [176][43] loss_cls: 0.6022, loss_sal: 0.2993, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9031, mAP: 0.7579, best_mAP: 0.8183 [2024-04-16 13:16:30 INFO]: Epoch [177][14/14] lr: 0.0005, eta: 0:00:47, time: 0.034, data_time: 0.059, memory: 2550, loss_cls: 0.3900, loss_sal: 0.3254, loss_video_cal: 0.0527, loss_layer_cal: 0.0092, loss: 0.7773, scale: 4096.0000 [2024-04-16 13:16:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_177.pth... [2024-04-16 13:16:30 INFO]: Validating... [2024-04-16 13:16:30 INFO]: Epoch (val) [177][43] loss_cls: 0.5766, loss_sal: 0.3134, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.8915, mAP: 0.7911, best_mAP: 0.8183 [2024-04-16 13:16:32 INFO]: Epoch [178][14/14] lr: 0.0005, eta: 0:00:45, time: 0.036, data_time: 0.063, memory: 2550, loss_cls: 0.3987, loss_sal: 0.3107, loss_video_cal: 0.0481, loss_layer_cal: 0.0120, loss: 0.7694, scale: 4096.0000 [2024-04-16 13:16:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_178.pth... [2024-04-16 13:16:32 INFO]: Validating... [2024-04-16 13:16:33 INFO]: Epoch (val) [178][43] loss_cls: 0.5533, loss_sal: 0.3117, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 0.8667, mAP: 0.7836, best_mAP: 0.8183 [2024-04-16 13:16:34 INFO]: Epoch [179][14/14] lr: 0.0005, eta: 0:00:43, time: 0.036, data_time: 0.057, memory: 2550, loss_cls: 0.4411, loss_sal: 0.3162, loss_video_cal: 0.0430, loss_layer_cal: 0.0098, loss: 0.8102, scale: 4096.0000 [2024-04-16 13:16:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_179.pth... [2024-04-16 13:16:34 INFO]: Validating... [2024-04-16 13:16:35 INFO]: Epoch (val) [179][43] loss_cls: 0.6134, loss_sal: 0.3010, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.9171, mAP: 0.7561, best_mAP: 0.8183 [2024-04-16 13:16:36 INFO]: Epoch [180][14/14] lr: 0.0005, eta: 0:00:41, time: 0.037, data_time: 0.054, memory: 2550, loss_cls: 0.5155, loss_sal: 0.3186, loss_video_cal: 0.0483, loss_layer_cal: 0.0146, loss: 0.8970, scale: 4096.0000 [2024-04-16 13:16:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_180.pth... [2024-04-16 13:16:36 INFO]: Validating... [2024-04-16 13:16:37 INFO]: Epoch (val) [180][43] loss_cls: 0.6182, loss_sal: 0.2994, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.9210, mAP: 0.7717, best_mAP: 0.8183 [2024-04-16 13:16:38 INFO]: Epoch [181][14/14] lr: 0.0005, eta: 0:00:39, time: 0.043, data_time: 0.048, memory: 2550, loss_cls: 0.4237, loss_sal: 0.3075, loss_video_cal: 0.0625, loss_layer_cal: 0.0180, loss: 0.8116, scale: 4096.0000 [2024-04-16 13:16:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_181.pth... [2024-04-16 13:16:38 INFO]: Validating... [2024-04-16 13:16:39 INFO]: Epoch (val) [181][43] loss_cls: 0.6058, loss_sal: 0.2969, loss_video_cal: 0.0000, loss_layer_cal: 0.0032, loss: 0.9060, mAP: 0.7965, best_mAP: 0.8183 [2024-04-16 13:16:40 INFO]: Epoch [182][14/14] lr: 0.0005, eta: 0:00:37, time: 0.035, data_time: 0.057, memory: 2550, loss_cls: 0.4267, loss_sal: 0.3055, loss_video_cal: 0.0508, loss_layer_cal: 0.0147, loss: 0.7977, scale: 4096.0000 [2024-04-16 13:16:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_182.pth... [2024-04-16 13:16:40 INFO]: Validating... [2024-04-16 13:16:41 INFO]: Epoch (val) [182][43] loss_cls: 0.6321, loss_sal: 0.3009, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 0.9353, mAP: 0.7879, best_mAP: 0.8183 [2024-04-16 13:16:42 INFO]: Epoch [183][14/14] lr: 0.0005, eta: 0:00:34, time: 0.036, data_time: 0.056, memory: 2550, loss_cls: 0.4358, loss_sal: 0.3122, loss_video_cal: 0.0534, loss_layer_cal: 0.0124, loss: 0.8137, scale: 4096.0000 [2024-04-16 13:16:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_183.pth... [2024-04-16 13:16:42 INFO]: Validating... [2024-04-16 13:16:43 INFO]: Epoch (val) [183][43] loss_cls: 0.5515, loss_sal: 0.3272, loss_video_cal: 0.0000, loss_layer_cal: 0.0023, loss: 0.8811, mAP: 0.8042, best_mAP: 0.8183 [2024-04-16 13:16:44 INFO]: Epoch [184][14/14] lr: 0.0005, eta: 0:00:32, time: 0.037, data_time: 0.061, memory: 2550, loss_cls: 0.4016, loss_sal: 0.3072, loss_video_cal: 0.0511, loss_layer_cal: 0.0145, loss: 0.7744, scale: 4096.0000 [2024-04-16 13:16:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_184.pth... [2024-04-16 13:16:44 INFO]: Validating... [2024-04-16 13:16:45 INFO]: Epoch (val) [184][43] loss_cls: 0.6309, loss_sal: 0.3027, loss_video_cal: 0.0000, loss_layer_cal: 0.0034, loss: 0.9370, mAP: 0.7882, best_mAP: 0.8183 [2024-04-16 13:16:46 INFO]: Epoch [185][14/14] lr: 0.0005, eta: 0:00:30, time: 0.035, data_time: 0.049, memory: 2550, loss_cls: 0.4038, loss_sal: 0.3219, loss_video_cal: 0.0523, loss_layer_cal: 0.0187, loss: 0.7967, scale: 4096.0000 [2024-04-16 13:16:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_185.pth... [2024-04-16 13:16:46 INFO]: Validating... [2024-04-16 13:16:47 INFO]: Epoch (val) [185][43] loss_cls: 0.6695, loss_sal: 0.3097, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 0.9831, mAP: 0.8005, best_mAP: 0.8183 [2024-04-16 13:16:48 INFO]: Epoch [186][14/14] lr: 0.0005, eta: 0:00:28, time: 0.035, data_time: 0.064, memory: 2550, loss_cls: 0.4449, loss_sal: 0.3151, loss_video_cal: 0.0494, loss_layer_cal: 0.0156, loss: 0.8251, scale: 4096.0000 [2024-04-16 13:16:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_186.pth... [2024-04-16 13:16:49 INFO]: Validating... [2024-04-16 13:16:49 INFO]: Epoch (val) [186][43] loss_cls: 0.6154, loss_sal: 0.3155, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.9342, mAP: 0.8062, best_mAP: 0.8183 [2024-04-16 13:16:51 INFO]: Epoch [187][14/14] lr: 0.0005, eta: 0:00:26, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.4266, loss_sal: 0.3065, loss_video_cal: 0.0477, loss_layer_cal: 0.0153, loss: 0.7961, scale: 4096.0000 [2024-04-16 13:16:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_187.pth... [2024-04-16 13:16:51 INFO]: Validating... [2024-04-16 13:16:51 INFO]: Epoch (val) [187][43] loss_cls: 0.6266, loss_sal: 0.3029, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 0.9331, mAP: 0.7605, best_mAP: 0.8183 [2024-04-16 13:16:53 INFO]: Epoch [188][14/14] lr: 0.0005, eta: 0:00:24, time: 0.035, data_time: 0.054, memory: 2550, loss_cls: 0.4006, loss_sal: 0.3163, loss_video_cal: 0.0638, loss_layer_cal: 0.0138, loss: 0.7945, scale: 4096.0000 [2024-04-16 13:16:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_188.pth... [2024-04-16 13:16:53 INFO]: Validating... [2024-04-16 13:16:53 INFO]: Epoch (val) [188][43] loss_cls: 0.6445, loss_sal: 0.3147, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 0.9625, mAP: 0.7834, best_mAP: 0.8183 [2024-04-16 13:16:55 INFO]: Epoch [189][14/14] lr: 0.0005, eta: 0:00:22, time: 0.035, data_time: 0.058, memory: 2550, loss_cls: 0.3887, loss_sal: 0.2962, loss_video_cal: 0.0533, loss_layer_cal: 0.0133, loss: 0.7515, scale: 4096.0000 [2024-04-16 13:16:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_189.pth... [2024-04-16 13:16:55 INFO]: Validating... [2024-04-16 13:16:55 INFO]: Epoch (val) [189][43] loss_cls: 0.6186, loss_sal: 0.3120, loss_video_cal: 0.0000, loss_layer_cal: 0.0031, loss: 0.9337, mAP: 0.7890, best_mAP: 0.8183 [2024-04-16 13:16:57 INFO]: Epoch [190][14/14] lr: 0.0005, eta: 0:00:20, time: 0.036, data_time: 0.052, memory: 2550, loss_cls: 0.4470, loss_sal: 0.3257, loss_video_cal: 0.0520, loss_layer_cal: 0.0144, loss: 0.8392, scale: 4096.0000 [2024-04-16 13:16:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_190.pth... [2024-04-16 13:16:57 INFO]: Validating... [2024-04-16 13:16:58 INFO]: Epoch (val) [190][43] loss_cls: 0.5965, loss_sal: 0.3019, loss_video_cal: 0.0000, loss_layer_cal: 0.0029, loss: 0.9012, mAP: 0.8041, best_mAP: 0.8183 [2024-04-16 13:16:59 INFO]: Epoch [191][14/14] lr: 0.0005, eta: 0:00:18, time: 0.035, data_time: 0.056, memory: 2550, loss_cls: 0.4107, loss_sal: 0.2997, loss_video_cal: 0.0479, loss_layer_cal: 0.0124, loss: 0.7708, scale: 4096.0000 [2024-04-16 13:16:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_191.pth... [2024-04-16 13:16:59 INFO]: Validating... [2024-04-16 13:17:00 INFO]: Epoch (val) [191][43] loss_cls: 0.6046, loss_sal: 0.3110, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 0.9183, mAP: 0.8060, best_mAP: 0.8183 [2024-04-16 13:17:01 INFO]: Epoch [192][14/14] lr: 0.0005, eta: 0:00:16, time: 0.034, data_time: 0.051, memory: 2550, loss_cls: 0.3982, loss_sal: 0.3107, loss_video_cal: 0.0454, loss_layer_cal: 0.0115, loss: 0.7659, scale: 4096.0000 [2024-04-16 13:17:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_192.pth... [2024-04-16 13:17:01 INFO]: Validating... [2024-04-16 13:17:02 INFO]: Epoch (val) [192][43] loss_cls: 0.6304, loss_sal: 0.3145, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 0.9477, mAP: 0.7949, best_mAP: 0.8183 [2024-04-16 13:17:03 INFO]: Epoch [193][14/14] lr: 0.0005, eta: 0:00:14, time: 0.034, data_time: 0.051, memory: 2550, loss_cls: 0.4372, loss_sal: 0.3170, loss_video_cal: 0.0407, loss_layer_cal: 0.0123, loss: 0.8071, scale: 4096.0000 [2024-04-16 13:17:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_193.pth... [2024-04-16 13:17:03 INFO]: Validating... [2024-04-16 13:17:04 INFO]: Epoch (val) [193][43] loss_cls: 0.5558, loss_sal: 0.2959, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.8543, mAP: 0.8005, best_mAP: 0.8183 [2024-04-16 13:17:05 INFO]: Epoch [194][14/14] lr: 0.0005, eta: 0:00:12, time: 0.035, data_time: 0.064, memory: 2550, loss_cls: 0.4146, loss_sal: 0.2906, loss_video_cal: 0.0469, loss_layer_cal: 0.0117, loss: 0.7638, scale: 4096.0000 [2024-04-16 13:17:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_194.pth... [2024-04-16 13:17:05 INFO]: Validating... [2024-04-16 13:17:06 INFO]: Epoch (val) [194][43] loss_cls: 0.6473, loss_sal: 0.2875, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.9368, mAP: 0.8047, best_mAP: 0.8183 [2024-04-16 13:17:07 INFO]: Epoch [195][14/14] lr: 0.0005, eta: 0:00:10, time: 0.035, data_time: 0.055, memory: 2550, loss_cls: 0.3985, loss_sal: 0.3190, loss_video_cal: 0.0524, loss_layer_cal: 0.0107, loss: 0.7806, scale: 4096.0000 [2024-04-16 13:17:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_195.pth... [2024-04-16 13:17:07 INFO]: Validating... [2024-04-16 13:17:08 INFO]: Epoch (val) [195][43] loss_cls: 0.5456, loss_sal: 0.2993, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 0.8468, mAP: 0.8122, best_mAP: 0.8183 [2024-04-16 13:17:09 INFO]: Epoch [196][14/14] lr: 0.0005, eta: 0:00:08, time: 0.035, data_time: 0.055, memory: 2550, loss_cls: 0.4153, loss_sal: 0.3185, loss_video_cal: 0.0503, loss_layer_cal: 0.0117, loss: 0.7957, scale: 4096.0000 [2024-04-16 13:17:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_196.pth... [2024-04-16 13:17:09 INFO]: Validating... [2024-04-16 13:17:10 INFO]: Epoch (val) [196][43] loss_cls: 0.5099, loss_sal: 0.2976, loss_video_cal: 0.0000, loss_layer_cal: 0.0022, loss: 0.8097, mAP: 0.8153, best_mAP: 0.8183 [2024-04-16 13:17:11 INFO]: Epoch [197][14/14] lr: 0.0005, eta: 0:00:06, time: 0.036, data_time: 0.051, memory: 2550, loss_cls: 0.3908, loss_sal: 0.3024, loss_video_cal: 0.0490, loss_layer_cal: 0.0119, loss: 0.7541, scale: 4096.0000 [2024-04-16 13:17:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_197.pth... [2024-04-16 13:17:11 INFO]: Validating... [2024-04-16 13:17:12 INFO]: Epoch (val) [197][43] loss_cls: 0.5338, loss_sal: 0.3107, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 0.8465, mAP: 0.8276, best_mAP: 0.8276 [2024-04-16 13:17:13 INFO]: Epoch [198][14/14] lr: 0.0005, eta: 0:00:04, time: 0.036, data_time: 0.068, memory: 2550, loss_cls: 0.3769, loss_sal: 0.3153, loss_video_cal: 0.0505, loss_layer_cal: 0.0121, loss: 0.7548, scale: 4096.0000 [2024-04-16 13:17:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_198.pth... [2024-04-16 13:17:14 INFO]: Validating... [2024-04-16 13:17:14 INFO]: Epoch (val) [198][43] loss_cls: 0.5726, loss_sal: 0.3299, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9041, mAP: 0.8115, best_mAP: 0.8276 [2024-04-16 13:17:16 INFO]: Epoch [199][14/14] lr: 0.0005, eta: 0:00:02, time: 0.035, data_time: 0.056, memory: 2550, loss_cls: 0.3870, loss_sal: 0.3099, loss_video_cal: 0.0464, loss_layer_cal: 0.0109, loss: 0.7541, scale: 4096.0000 [2024-04-16 13:17:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_199.pth... [2024-04-16 13:17:16 INFO]: Validating... [2024-04-16 13:17:16 INFO]: Epoch (val) [199][43] loss_cls: 0.5160, loss_sal: 0.3288, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8462, mAP: 0.8258, best_mAP: 0.8276 [2024-04-16 13:17:18 INFO]: Epoch [200][14/14] lr: 0.0005, eta: 0:00:00, time: 0.037, data_time: 0.051, memory: 2550, loss_cls: 0.4485, loss_sal: 0.3231, loss_video_cal: 0.0506, loss_layer_cal: 0.0097, loss: 0.8320, scale: 4096.0000 [2024-04-16 13:17:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_sur/epoch_200.pth... [2024-04-16 13:17:18 INFO]: Validating... [2024-04-16 13:17:18 INFO]: Epoch (val) [200][43] loss_cls: 0.5202, loss_sal: 0.3027, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.8242, mAP: 0.8101, best_mAP: 0.8276 [2024-04-16 13:17:18 INFO]: Overall training speed: 2800 iterations in 0:01:38 (0.0351 s/it) [2024-04-16 13:17:18 INFO]: Done running in 0:06:52 (0:03:31 on hooks)