[2024-04-16 15:19:25 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 15:19:25 INFO]: Launcher: None [2024-04-16 15:19:25 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/youtube/r2_tuning_youtube_dog.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='dog'), 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='dog')) 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 15:19:25 INFO]: Using random seed: 18976142 [2024-04-16 15:19:25 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 15:19:25 INFO]: Learnable Parameters: [2024-04-16 15:19:25 INFO]: module.coef - torch.Size([1]) [2024-04-16 15:19:25 INFO]: module.adapter.gate - torch.Size([3]) [2024-04-16 15:19:25 INFO]: module.adapter.scale - torch.Size([4]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.v_map.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.q_map.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.pooling.att.weight - torch.Size([1, 256]) [2024-04-16 15:19:25 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) [2024-04-16 15:19:25 INFO]: module.class_head.module.1.bias - torch.Size([256]) [2024-04-16 15:19:25 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) [2024-04-16 15:19:25 INFO]: module.class_head.module.3.bias - torch.Size([1]) [2024-04-16 15:19:25 INFO]: Learnable Parameters: 1.761M (100.0%) [2024-04-16 15:19:25 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples [2024-04-16 15:19:25 INFO]: Distributed: False, AMP: fp16, Debug: False [2024-04-16 15:19:25 INFO]: Launch engine, host: coco@holygpu8a27301.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_youtube_dog [2024-04-16 15:19:25 INFO]: Stage: 1, epochs: 200, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) [2024-04-16 15:19:27 INFO]: Epoch [1][10/10] lr: 9e-05, eta: 0:07:20, time: 0.107, data_time: 0.114, memory: 2339, loss_cls: 0.6867, loss_sal: 0.3455, loss_video_cal: 0.1584, loss_layer_cal: 0.1595, loss: 1.3502, scale: 65536.0000 [2024-04-16 15:19:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_1.pth... [2024-04-16 15:19:27 INFO]: Validating... [2024-04-16 15:19:28 INFO]: Epoch (val) [1][17] loss_cls: 0.7318, loss_sal: 0.3598, loss_video_cal: 0.0000, loss_layer_cal: 0.1552, loss: 1.2468, mAP: 0.4813, best_mAP: 0.4813 [2024-04-16 15:19:29 INFO]: Epoch [2][10/10] lr: 0.00019, eta: 0:06:25, time: 0.037, data_time: 0.067, memory: 2339, loss_cls: 0.6777, loss_sal: 0.3374, loss_video_cal: 0.1572, loss_layer_cal: 0.1478, loss: 1.3200, scale: 65536.0000 [2024-04-16 15:19:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_2.pth... [2024-04-16 15:19:29 INFO]: Validating... [2024-04-16 15:19:29 INFO]: Epoch (val) [2][17] loss_cls: 0.7064, loss_sal: 0.3589, loss_video_cal: 0.0000, loss_layer_cal: 0.1125, loss: 1.1778, mAP: 0.4911, best_mAP: 0.4911 [2024-04-16 15:19:30 INFO]: Epoch [3][10/10] lr: 0.00029, eta: 0:05:46, time: 0.034, data_time: 0.057, memory: 2339, loss_cls: 0.6583, loss_sal: 0.3464, loss_video_cal: 0.1625, loss_layer_cal: 0.1413, loss: 1.3085, scale: 65536.0000 [2024-04-16 15:19:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_3.pth... [2024-04-16 15:19:30 INFO]: Validating... [2024-04-16 15:19:31 INFO]: Epoch (val) [3][17] loss_cls: 0.6656, loss_sal: 0.3581, loss_video_cal: 0.0000, loss_layer_cal: 0.0855, loss: 1.1091, mAP: 0.5331, best_mAP: 0.5331 [2024-04-16 15:19:32 INFO]: Epoch [4][10/10] lr: 0.00039, eta: 0:05:37, time: 0.033, data_time: 0.075, memory: 2339, loss_cls: 0.6129, loss_sal: 0.3425, loss_video_cal: 0.1581, loss_layer_cal: 0.1271, loss: 1.2406, scale: 65536.0000 [2024-04-16 15:19:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_4.pth... [2024-04-16 15:19:32 INFO]: Validating... [2024-04-16 15:19:32 INFO]: Epoch (val) [4][17] loss_cls: 0.6659, loss_sal: 0.3567, loss_video_cal: 0.0000, loss_layer_cal: 0.0750, loss: 1.0976, mAP: 0.5002, best_mAP: 0.5331 [2024-04-16 15:19:33 INFO]: Epoch [5][10/10] lr: 0.00049, eta: 0:05:21, time: 0.035, data_time: 0.054, memory: 2339, loss_cls: 0.5860, loss_sal: 0.3382, loss_video_cal: 0.1450, loss_layer_cal: 0.1148, loss: 1.1840, scale: 65536.0000 [2024-04-16 15:19:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_5.pth... [2024-04-16 15:19:33 INFO]: Validating... [2024-04-16 15:19:34 INFO]: Epoch (val) [5][17] loss_cls: 0.6199, loss_sal: 0.3567, loss_video_cal: 0.0000, loss_layer_cal: 0.0699, loss: 1.0465, mAP: 0.4812, best_mAP: 0.5331 [2024-04-16 15:19:35 INFO]: Epoch [6][10/10] lr: 0.0005, eta: 0:05:13, time: 0.035, data_time: 0.055, memory: 2339, loss_cls: 0.5794, loss_sal: 0.3428, loss_video_cal: 0.1505, loss_layer_cal: 0.1058, loss: 1.1785, scale: 65536.0000 [2024-04-16 15:19:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_6.pth... [2024-04-16 15:19:35 INFO]: Validating... [2024-04-16 15:19:35 INFO]: Epoch (val) [6][17] loss_cls: 0.6553, loss_sal: 0.3564, loss_video_cal: 0.0000, loss_layer_cal: 0.0650, loss: 1.0767, mAP: 0.4788, best_mAP: 0.5331 [2024-04-16 15:19:36 INFO]: Epoch [7][10/10] lr: 0.0005, eta: 0:05:11, time: 0.033, data_time: 0.075, memory: 2339, loss_cls: 0.5394, loss_sal: 0.3371, loss_video_cal: 0.1435, loss_layer_cal: 0.0995, loss: 1.1195, scale: 65536.0000 [2024-04-16 15:19:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_7.pth... [2024-04-16 15:19:36 INFO]: Validating... [2024-04-16 15:19:37 INFO]: Epoch (val) [7][17] loss_cls: 0.6698, loss_sal: 0.3558, loss_video_cal: 0.0000, loss_layer_cal: 0.0602, loss: 1.0858, mAP: 0.4609, best_mAP: 0.5331 [2024-04-16 15:19:38 INFO]: Epoch [8][10/10] lr: 0.0005, eta: 0:05:06, time: 0.034, data_time: 0.064, memory: 2339, loss_cls: 0.5983, loss_sal: 0.3388, loss_video_cal: 0.1359, loss_layer_cal: 0.0861, loss: 1.1591, scale: 65536.0000 [2024-04-16 15:19:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_8.pth... [2024-04-16 15:19:38 INFO]: Validating... [2024-04-16 15:19:38 INFO]: Epoch (val) [8][17] loss_cls: 0.6552, loss_sal: 0.3556, loss_video_cal: 0.0000, loss_layer_cal: 0.0552, loss: 1.0660, mAP: 0.4778, best_mAP: 0.5331 [2024-04-16 15:19:39 INFO]: Epoch [9][10/10] lr: 0.0005, eta: 0:04:59, time: 0.036, data_time: 0.051, memory: 2339, loss_cls: 0.5853, loss_sal: 0.3342, loss_video_cal: 0.1391, loss_layer_cal: 0.0936, loss: 1.1522, scale: 65536.0000 [2024-04-16 15:19:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_9.pth... [2024-04-16 15:19:39 INFO]: Validating... [2024-04-16 15:19:40 INFO]: Epoch (val) [9][17] loss_cls: 0.6589, loss_sal: 0.3559, loss_video_cal: 0.0000, loss_layer_cal: 0.0500, loss: 1.0648, mAP: 0.4618, best_mAP: 0.5331 [2024-04-16 15:19:41 INFO]: Epoch [10][10/10] lr: 0.0005, eta: 0:04:57, time: 0.034, data_time: 0.066, memory: 2348, loss_cls: 0.5724, loss_sal: 0.3402, loss_video_cal: 0.1223, loss_layer_cal: 0.0802, loss: 1.1152, scale: 65536.0000 [2024-04-16 15:19:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_10.pth... [2024-04-16 15:19:41 INFO]: Validating... [2024-04-16 15:19:41 INFO]: Epoch (val) [10][17] loss_cls: 0.6819, loss_sal: 0.3562, loss_video_cal: 0.0000, loss_layer_cal: 0.0448, loss: 1.0829, mAP: 0.4728, best_mAP: 0.5331 [2024-04-16 15:19:42 INFO]: Epoch [11][10/10] lr: 0.0005, eta: 0:04:51, time: 0.032, data_time: 0.054, memory: 2348, loss_cls: 0.5804, loss_sal: 0.3395, loss_video_cal: 0.1237, loss_layer_cal: 0.0811, loss: 1.1247, scale: 65536.0000 [2024-04-16 15:19:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_11.pth... [2024-04-16 15:19:42 INFO]: Validating... [2024-04-16 15:19:42 INFO]: Epoch (val) [11][17] loss_cls: 0.6609, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0401, loss: 1.0570, mAP: 0.4630, best_mAP: 0.5331 [2024-04-16 15:19:43 INFO]: Epoch [12][10/10] lr: 0.0005, eta: 0:04:48, time: 0.034, data_time: 0.057, memory: 2348, loss_cls: 0.5656, loss_sal: 0.3373, loss_video_cal: 0.1218, loss_layer_cal: 0.0820, loss: 1.1066, scale: 65536.0000 [2024-04-16 15:19:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_12.pth... [2024-04-16 15:19:43 INFO]: Validating... [2024-04-16 15:19:44 INFO]: Epoch (val) [12][17] loss_cls: 0.6281, loss_sal: 0.3559, loss_video_cal: 0.0000, loss_layer_cal: 0.0337, loss: 1.0177, mAP: 0.4807, best_mAP: 0.5331 [2024-04-16 15:19:45 INFO]: Epoch [13][10/10] lr: 0.0005, eta: 0:04:44, time: 0.034, data_time: 0.053, memory: 2348, loss_cls: 0.5545, loss_sal: 0.3372, loss_video_cal: 0.1251, loss_layer_cal: 0.0669, loss: 1.0837, scale: 65536.0000 [2024-04-16 15:19:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_13.pth... [2024-04-16 15:19:45 INFO]: Validating... [2024-04-16 15:19:45 INFO]: Epoch (val) [13][17] loss_cls: 0.6424, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0275, loss: 1.0259, mAP: 0.4767, best_mAP: 0.5331 [2024-04-16 15:19:46 INFO]: Epoch [14][10/10] lr: 0.0005, eta: 0:04:42, time: 0.035, data_time: 0.064, memory: 2348, loss_cls: 0.5309, loss_sal: 0.3364, loss_video_cal: 0.1211, loss_layer_cal: 0.0735, loss: 1.0619, scale: 65536.0000 [2024-04-16 15:19:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_14.pth... [2024-04-16 15:19:46 INFO]: Validating... [2024-04-16 15:19:47 INFO]: Epoch (val) [14][17] loss_cls: 0.6667, loss_sal: 0.3559, loss_video_cal: 0.0000, loss_layer_cal: 0.0218, loss: 1.0444, mAP: 0.4840, best_mAP: 0.5331 [2024-04-16 15:19:48 INFO]: Epoch [15][10/10] lr: 0.0005, eta: 0:04:40, time: 0.034, data_time: 0.067, memory: 2348, loss_cls: 0.5290, loss_sal: 0.3371, loss_video_cal: 0.1027, loss_layer_cal: 0.0573, loss: 1.0262, scale: 65536.0000 [2024-04-16 15:19:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_15.pth... [2024-04-16 15:19:48 INFO]: Validating... [2024-04-16 15:19:48 INFO]: Epoch (val) [15][17] loss_cls: 0.6274, loss_sal: 0.3557, loss_video_cal: 0.0000, loss_layer_cal: 0.0178, loss: 1.0009, mAP: 0.4622, best_mAP: 0.5331 [2024-04-16 15:19:49 INFO]: Epoch [16][10/10] lr: 0.0005, eta: 0:04:39, time: 0.035, data_time: 0.070, memory: 2348, loss_cls: 0.5259, loss_sal: 0.3362, loss_video_cal: 0.1038, loss_layer_cal: 0.0538, loss: 1.0197, scale: 65536.0000 [2024-04-16 15:19:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_16.pth... [2024-04-16 15:19:49 INFO]: Validating... [2024-04-16 15:19:50 INFO]: Epoch (val) [16][17] loss_cls: 0.6456, loss_sal: 0.3556, loss_video_cal: 0.0000, loss_layer_cal: 0.0145, loss: 1.0157, mAP: 0.4739, best_mAP: 0.5331 [2024-04-16 15:19:51 INFO]: Epoch [17][10/10] lr: 0.0005, eta: 0:04:37, time: 0.032, data_time: 0.069, memory: 2348, loss_cls: 0.5459, loss_sal: 0.3351, loss_video_cal: 0.1124, loss_layer_cal: 0.0500, loss: 1.0433, scale: 65536.0000 [2024-04-16 15:19:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_17.pth... [2024-04-16 15:19:51 INFO]: Validating... [2024-04-16 15:19:51 INFO]: Epoch (val) [17][17] loss_cls: 0.6586, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0117, loss: 1.0263, mAP: 0.4884, best_mAP: 0.5331 [2024-04-16 15:19:52 INFO]: Epoch [18][10/10] lr: 0.0005, eta: 0:04:36, time: 0.033, data_time: 0.074, memory: 2348, loss_cls: 0.5377, loss_sal: 0.3384, loss_video_cal: 0.1067, loss_layer_cal: 0.0499, loss: 1.0326, scale: 65536.0000 [2024-04-16 15:19:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_18.pth... [2024-04-16 15:19:52 INFO]: Validating... [2024-04-16 15:19:53 INFO]: Epoch (val) [18][17] loss_cls: 0.6296, loss_sal: 0.3558, loss_video_cal: 0.0000, loss_layer_cal: 0.0101, loss: 0.9955, mAP: 0.4566, best_mAP: 0.5331 [2024-04-16 15:19:54 INFO]: Epoch [19][10/10] lr: 0.0005, eta: 0:04:33, time: 0.035, data_time: 0.051, memory: 2348, loss_cls: 0.5503, loss_sal: 0.3367, loss_video_cal: 0.0985, loss_layer_cal: 0.0415, loss: 1.0270, scale: 65536.0000 [2024-04-16 15:19:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_19.pth... [2024-04-16 15:19:54 INFO]: Validating... [2024-04-16 15:19:54 INFO]: Epoch (val) [19][17] loss_cls: 0.6313, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0083, loss: 0.9956, mAP: 0.5009, best_mAP: 0.5331 [2024-04-16 15:19:55 INFO]: Epoch [20][10/10] lr: 0.0005, eta: 0:04:32, time: 0.033, data_time: 0.075, memory: 2348, loss_cls: 0.5337, loss_sal: 0.3403, loss_video_cal: 0.0978, loss_layer_cal: 0.0401, loss: 1.0120, scale: 65536.0000 [2024-04-16 15:19:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_20.pth... [2024-04-16 15:19:55 INFO]: Validating... [2024-04-16 15:19:56 INFO]: Epoch (val) [20][17] loss_cls: 0.6375, loss_sal: 0.3558, loss_video_cal: 0.0000, loss_layer_cal: 0.0069, loss: 1.0001, mAP: 0.5172, best_mAP: 0.5331 [2024-04-16 15:19:57 INFO]: Epoch [21][10/10] lr: 0.0005, eta: 0:04:31, time: 0.035, data_time: 0.070, memory: 2348, loss_cls: 0.5306, loss_sal: 0.3372, loss_video_cal: 0.0962, loss_layer_cal: 0.0388, loss: 1.0028, scale: 65536.0000 [2024-04-16 15:19:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_21.pth... [2024-04-16 15:19:57 INFO]: Validating... [2024-04-16 15:19:57 INFO]: Epoch (val) [21][17] loss_cls: 0.7189, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0054, loss: 1.0804, mAP: 0.5229, best_mAP: 0.5331 [2024-04-16 15:19:58 INFO]: Epoch [22][10/10] lr: 0.0005, eta: 0:04:30, time: 0.034, data_time: 0.075, memory: 2348, loss_cls: 0.5234, loss_sal: 0.3335, loss_video_cal: 0.0852, loss_layer_cal: 0.0292, loss: 0.9713, scale: 65536.0000 [2024-04-16 15:19:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_22.pth... [2024-04-16 15:19:59 INFO]: Validating... [2024-04-16 15:19:59 INFO]: Epoch (val) [22][17] loss_cls: 0.6219, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0050, loss: 0.9829, mAP: 0.5278, best_mAP: 0.5331 [2024-04-16 15:20:00 INFO]: Epoch [23][10/10] lr: 0.0005, eta: 0:04:28, time: 0.035, data_time: 0.054, memory: 2348, loss_cls: 0.5325, loss_sal: 0.3338, loss_video_cal: 0.0954, loss_layer_cal: 0.0335, loss: 0.9953, scale: 65536.0000 [2024-04-16 15:20:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_23.pth... [2024-04-16 15:20:00 INFO]: Validating... [2024-04-16 15:20:00 INFO]: Epoch (val) [23][17] loss_cls: 0.6807, loss_sal: 0.3559, loss_video_cal: 0.0000, loss_layer_cal: 0.0043, loss: 1.0409, mAP: 0.4973, best_mAP: 0.5331 [2024-04-16 15:20:01 INFO]: Epoch [24][10/10] lr: 0.0005, eta: 0:04:26, time: 0.034, data_time: 0.059, memory: 2348, loss_cls: 0.5375, loss_sal: 0.3304, loss_video_cal: 0.0877, loss_layer_cal: 0.0258, loss: 0.9815, scale: 65536.0000 [2024-04-16 15:20:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_24.pth... [2024-04-16 15:20:01 INFO]: Validating... [2024-04-16 15:20:02 INFO]: Epoch (val) [24][17] loss_cls: 0.6323, loss_sal: 0.3552, loss_video_cal: 0.0000, loss_layer_cal: 0.0037, loss: 0.9912, mAP: 0.4988, best_mAP: 0.5331 [2024-04-16 15:20:03 INFO]: Epoch [25][10/10] lr: 0.0005, eta: 0:04:24, time: 0.033, data_time: 0.075, memory: 2348, loss_cls: 0.5450, loss_sal: 0.3369, loss_video_cal: 0.0772, loss_layer_cal: 0.0226, loss: 0.9817, scale: 65536.0000 [2024-04-16 15:20:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_25.pth... [2024-04-16 15:20:03 INFO]: Validating... [2024-04-16 15:20:03 INFO]: Epoch (val) [25][17] loss_cls: 0.6254, loss_sal: 0.3548, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 0.9833, mAP: 0.5069, best_mAP: 0.5331 [2024-04-16 15:20:04 INFO]: Epoch [26][10/10] lr: 0.0005, eta: 0:04:22, time: 0.034, data_time: 0.055, memory: 2348, loss_cls: 0.5393, loss_sal: 0.3350, loss_video_cal: 0.0820, loss_layer_cal: 0.0218, loss: 0.9781, scale: 65536.0000 [2024-04-16 15:20:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_26.pth... [2024-04-16 15:20:04 INFO]: Validating... [2024-04-16 15:20:05 INFO]: Epoch (val) [26][17] loss_cls: 0.6347, loss_sal: 0.3549, loss_video_cal: 0.0000, loss_layer_cal: 0.0026, loss: 0.9922, mAP: 0.5525, best_mAP: 0.5525 [2024-04-16 15:20:06 INFO]: Epoch [27][10/10] lr: 0.0005, eta: 0:04:20, time: 0.036, data_time: 0.054, memory: 2348, loss_cls: 0.5399, loss_sal: 0.3344, loss_video_cal: 0.0815, loss_layer_cal: 0.0245, loss: 0.9803, scale: 65536.0000 [2024-04-16 15:20:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_27.pth... [2024-04-16 15:20:06 INFO]: Validating... [2024-04-16 15:20:06 INFO]: Epoch (val) [27][17] loss_cls: 0.6462, loss_sal: 0.3550, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0033, mAP: 0.5126, best_mAP: 0.5525 [2024-04-16 15:20:07 INFO]: Epoch [28][10/10] lr: 0.0005, eta: 0:04:19, time: 0.037, data_time: 0.069, memory: 2348, loss_cls: 0.5134, loss_sal: 0.3370, loss_video_cal: 0.0781, loss_layer_cal: 0.0198, loss: 0.9484, scale: 65536.0000 [2024-04-16 15:20:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_28.pth... [2024-04-16 15:20:07 INFO]: Validating... [2024-04-16 15:20:08 INFO]: Epoch (val) [28][17] loss_cls: 0.6492, loss_sal: 0.3546, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0056, mAP: 0.5632, best_mAP: 0.5632 [2024-04-16 15:20:09 INFO]: Epoch [29][10/10] lr: 0.0005, eta: 0:04:17, time: 0.034, data_time: 0.062, memory: 2348, loss_cls: 0.5307, loss_sal: 0.3325, loss_video_cal: 0.0861, loss_layer_cal: 0.0200, loss: 0.9693, scale: 65536.0000 [2024-04-16 15:20:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_29.pth... [2024-04-16 15:20:09 INFO]: Validating... [2024-04-16 15:20:09 INFO]: Epoch (val) [29][17] loss_cls: 0.6294, loss_sal: 0.3546, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.9856, mAP: 0.5241, best_mAP: 0.5632 [2024-04-16 15:20:10 INFO]: Epoch [30][10/10] lr: 0.0005, eta: 0:04:15, time: 0.035, data_time: 0.066, memory: 2348, loss_cls: 0.5034, loss_sal: 0.3361, loss_video_cal: 0.0704, loss_layer_cal: 0.0186, loss: 0.9285, scale: 65536.0000 [2024-04-16 15:20:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_30.pth... [2024-04-16 15:20:10 INFO]: Validating... [2024-04-16 15:20:11 INFO]: Epoch (val) [30][17] loss_cls: 0.6589, loss_sal: 0.3543, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0147, mAP: 0.5470, best_mAP: 0.5632 [2024-04-16 15:20:11 INFO]: Epoch [31][10/10] lr: 0.0005, eta: 0:04:13, time: 0.033, data_time: 0.052, memory: 2348, loss_cls: 0.5183, loss_sal: 0.3346, loss_video_cal: 0.0609, loss_layer_cal: 0.0169, loss: 0.9308, scale: 65536.0000 [2024-04-16 15:20:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_31.pth... [2024-04-16 15:20:12 INFO]: Validating... [2024-04-16 15:20:12 INFO]: Epoch (val) [31][17] loss_cls: 0.6212, loss_sal: 0.3537, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9759, mAP: 0.5373, best_mAP: 0.5632 [2024-04-16 15:20:13 INFO]: Epoch [32][10/10] lr: 0.0005, eta: 0:04:11, time: 0.033, data_time: 0.064, memory: 2348, loss_cls: 0.5168, loss_sal: 0.3354, loss_video_cal: 0.0688, loss_layer_cal: 0.0161, loss: 0.9371, scale: 65536.0000 [2024-04-16 15:20:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_32.pth... [2024-04-16 15:20:13 INFO]: Validating... [2024-04-16 15:20:13 INFO]: Epoch (val) [32][17] loss_cls: 0.6193, loss_sal: 0.3530, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9732, mAP: 0.5457, best_mAP: 0.5632 [2024-04-16 15:20:15 INFO]: Epoch [33][10/10] lr: 0.0005, eta: 0:04:10, time: 0.033, data_time: 0.075, memory: 2348, loss_cls: 0.5209, loss_sal: 0.3334, loss_video_cal: 0.0621, loss_layer_cal: 0.0155, loss: 0.9319, scale: 65536.0000 [2024-04-16 15:20:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_33.pth... [2024-04-16 15:20:15 INFO]: Validating... [2024-04-16 15:20:15 INFO]: Epoch (val) [33][17] loss_cls: 0.6546, loss_sal: 0.3534, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0087, mAP: 0.5455, best_mAP: 0.5632 [2024-04-16 15:20:16 INFO]: Epoch [34][10/10] lr: 0.0005, eta: 0:04:09, time: 0.035, data_time: 0.068, memory: 2348, loss_cls: 0.5130, loss_sal: 0.3321, loss_video_cal: 0.0620, loss_layer_cal: 0.0168, loss: 0.9239, scale: 65536.0000 [2024-04-16 15:20:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_34.pth... [2024-04-16 15:20:16 INFO]: Validating... [2024-04-16 15:20:17 INFO]: Epoch (val) [34][17] loss_cls: 0.6429, loss_sal: 0.3526, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9962, mAP: 0.5614, best_mAP: 0.5632 [2024-04-16 15:20:17 INFO]: Epoch [35][10/10] lr: 0.0005, eta: 0:04:06, time: 0.036, data_time: 0.045, memory: 2348, loss_cls: 0.5220, loss_sal: 0.3280, loss_video_cal: 0.0615, loss_layer_cal: 0.0162, loss: 0.9277, scale: 65536.0000 [2024-04-16 15:20:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_35.pth... [2024-04-16 15:20:17 INFO]: Validating... [2024-04-16 15:20:18 INFO]: Epoch (val) [35][17] loss_cls: 0.7087, loss_sal: 0.3536, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0629, mAP: 0.5027, best_mAP: 0.5632 [2024-04-16 15:20:19 INFO]: Epoch [36][10/10] lr: 0.0005, eta: 0:04:05, time: 0.034, data_time: 0.056, memory: 2348, loss_cls: 0.5142, loss_sal: 0.3316, loss_video_cal: 0.0547, loss_layer_cal: 0.0166, loss: 0.9171, scale: 65536.0000 [2024-04-16 15:20:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_36.pth... [2024-04-16 15:20:19 INFO]: Validating... [2024-04-16 15:20:19 INFO]: Epoch (val) [36][17] loss_cls: 0.6679, loss_sal: 0.3517, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0203, mAP: 0.5405, best_mAP: 0.5632 [2024-04-16 15:20:20 INFO]: Epoch [37][10/10] lr: 0.0005, eta: 0:04:03, time: 0.034, data_time: 0.063, memory: 2348, loss_cls: 0.5306, loss_sal: 0.3292, loss_video_cal: 0.0642, loss_layer_cal: 0.0158, loss: 0.9397, scale: 65536.0000 [2024-04-16 15:20:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_37.pth... [2024-04-16 15:20:20 INFO]: Validating... [2024-04-16 15:20:21 INFO]: Epoch (val) [37][17] loss_cls: 0.6748, loss_sal: 0.3511, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0268, mAP: 0.5222, best_mAP: 0.5632 [2024-04-16 15:20:22 INFO]: Epoch [38][10/10] lr: 0.0005, eta: 0:04:02, time: 0.034, data_time: 0.075, memory: 2348, loss_cls: 0.5225, loss_sal: 0.3388, loss_video_cal: 0.0549, loss_layer_cal: 0.0152, loss: 0.9313, scale: 65536.0000 [2024-04-16 15:20:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_38.pth... [2024-04-16 15:20:22 INFO]: Validating... [2024-04-16 15:20:22 INFO]: Epoch (val) [38][17] loss_cls: 0.7045, loss_sal: 0.3518, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0573, mAP: 0.5059, best_mAP: 0.5632 [2024-04-16 15:20:23 INFO]: Epoch [39][10/10] lr: 0.0005, eta: 0:04:00, time: 0.035, data_time: 0.057, memory: 2348, loss_cls: 0.4991, loss_sal: 0.3281, loss_video_cal: 0.0482, loss_layer_cal: 0.0144, loss: 0.8898, scale: 65536.0000 [2024-04-16 15:20:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_39.pth... [2024-04-16 15:20:23 INFO]: Validating... [2024-04-16 15:20:24 INFO]: Epoch (val) [39][17] loss_cls: 0.6759, loss_sal: 0.3541, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0311, mAP: 0.4693, best_mAP: 0.5632 [2024-04-16 15:20:25 INFO]: Epoch [40][10/10] lr: 0.0005, eta: 0:03:59, time: 0.036, data_time: 0.064, memory: 2348, loss_cls: 0.5197, loss_sal: 0.3323, loss_video_cal: 0.0591, loss_layer_cal: 0.0162, loss: 0.9274, scale: 65536.0000 [2024-04-16 15:20:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_40.pth... [2024-04-16 15:20:25 INFO]: Validating... [2024-04-16 15:20:25 INFO]: Epoch (val) [40][17] loss_cls: 0.7274, loss_sal: 0.3533, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0813, mAP: 0.4953, best_mAP: 0.5632 [2024-04-16 15:20:26 INFO]: Epoch [41][10/10] lr: 0.0005, eta: 0:03:57, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.5077, loss_sal: 0.3255, loss_video_cal: 0.0519, loss_layer_cal: 0.0153, loss: 0.9004, scale: 65536.0000 [2024-04-16 15:20:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_41.pth... [2024-04-16 15:20:26 INFO]: Validating... [2024-04-16 15:20:27 INFO]: Epoch (val) [41][17] loss_cls: 0.6593, loss_sal: 0.3512, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0111, mAP: 0.5126, best_mAP: 0.5632 [2024-04-16 15:20:28 INFO]: Epoch [42][10/10] lr: 0.0005, eta: 0:03:55, time: 0.033, data_time: 0.057, memory: 2348, loss_cls: 0.5213, loss_sal: 0.3254, loss_video_cal: 0.0561, loss_layer_cal: 0.0164, loss: 0.9193, scale: 65536.0000 [2024-04-16 15:20:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_42.pth... [2024-04-16 15:20:28 INFO]: Validating... [2024-04-16 15:20:28 INFO]: Epoch (val) [42][17] loss_cls: 0.7288, loss_sal: 0.3494, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0787, mAP: 0.5043, best_mAP: 0.5632 [2024-04-16 15:20:29 INFO]: Epoch [43][10/10] lr: 0.0005, eta: 0:03:53, time: 0.033, data_time: 0.059, memory: 2348, loss_cls: 0.5330, loss_sal: 0.3349, loss_video_cal: 0.0416, loss_layer_cal: 0.0133, loss: 0.9227, scale: 65536.0000 [2024-04-16 15:20:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_43.pth... [2024-04-16 15:20:29 INFO]: Validating... [2024-04-16 15:20:30 INFO]: Epoch (val) [43][17] loss_cls: 0.6591, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0022, mAP: 0.5363, best_mAP: 0.5632 [2024-04-16 15:20:31 INFO]: Epoch [44][10/10] lr: 0.0005, eta: 0:03:52, time: 0.035, data_time: 0.065, memory: 2348, loss_cls: 0.5000, loss_sal: 0.3352, loss_video_cal: 0.0509, loss_layer_cal: 0.0146, loss: 0.9007, scale: 65536.0000 [2024-04-16 15:20:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_44.pth... [2024-04-16 15:20:31 INFO]: Validating... [2024-04-16 15:20:31 INFO]: Epoch (val) [44][17] loss_cls: 0.6253, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9681, mAP: 0.5487, best_mAP: 0.5632 [2024-04-16 15:20:32 INFO]: Epoch [45][10/10] lr: 0.0005, eta: 0:03:50, time: 0.035, data_time: 0.055, memory: 2348, loss_cls: 0.5070, loss_sal: 0.3239, loss_video_cal: 0.0471, loss_layer_cal: 0.0128, loss: 0.8908, scale: 65536.0000 [2024-04-16 15:20:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_45.pth... [2024-04-16 15:20:32 INFO]: Validating... [2024-04-16 15:20:32 INFO]: Epoch (val) [45][17] loss_cls: 0.6803, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0231, mAP: 0.5285, best_mAP: 0.5632 [2024-04-16 15:20:34 INFO]: Epoch [46][10/10] lr: 0.0005, eta: 0:03:49, time: 0.033, data_time: 0.073, memory: 2348, loss_cls: 0.4589, loss_sal: 0.3328, loss_video_cal: 0.0409, loss_layer_cal: 0.0144, loss: 0.8470, scale: 65536.0000 [2024-04-16 15:20:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_46.pth... [2024-04-16 15:20:34 INFO]: Validating... [2024-04-16 15:20:34 INFO]: Epoch (val) [46][17] loss_cls: 0.6722, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0151, mAP: 0.5662, best_mAP: 0.5662 [2024-04-16 15:20:35 INFO]: Epoch [47][10/10] lr: 0.0005, eta: 0:03:47, time: 0.036, data_time: 0.051, memory: 2348, loss_cls: 0.4879, loss_sal: 0.3287, loss_video_cal: 0.0440, loss_layer_cal: 0.0127, loss: 0.8732, scale: 65536.0000 [2024-04-16 15:20:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_47.pth... [2024-04-16 15:20:35 INFO]: Validating... [2024-04-16 15:20:35 INFO]: Epoch (val) [47][17] loss_cls: 0.6510, loss_sal: 0.3405, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9921, mAP: 0.5066, best_mAP: 0.5662 [2024-04-16 15:20:36 INFO]: Epoch [48][10/10] lr: 0.0005, eta: 0:03:45, time: 0.035, data_time: 0.057, memory: 2348, loss_cls: 0.5108, loss_sal: 0.3155, loss_video_cal: 0.0522, loss_layer_cal: 0.0128, loss: 0.8913, scale: 49152.0000 [2024-04-16 15:20:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_48.pth... [2024-04-16 15:20:36 INFO]: Validating... [2024-04-16 15:20:37 INFO]: Epoch (val) [48][17] loss_cls: 0.7061, loss_sal: 0.3476, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0542, mAP: 0.5071, best_mAP: 0.5662 [2024-04-16 15:20:38 INFO]: Epoch [49][10/10] lr: 0.0005, eta: 0:03:43, time: 0.032, data_time: 0.057, memory: 2348, loss_cls: 0.5370, loss_sal: 0.3272, loss_video_cal: 0.0399, loss_layer_cal: 0.0121, loss: 0.9162, scale: 32768.0000 [2024-04-16 15:20:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_49.pth... [2024-04-16 15:20:38 INFO]: Validating... [2024-04-16 15:20:38 INFO]: Epoch (val) [49][17] loss_cls: 0.6833, loss_sal: 0.3466, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0303, mAP: 0.5035, best_mAP: 0.5662 [2024-04-16 15:20:39 INFO]: Epoch [50][10/10] lr: 0.0005, eta: 0:03:42, time: 0.033, data_time: 0.051, memory: 2348, loss_cls: 0.4876, loss_sal: 0.3238, loss_video_cal: 0.0477, loss_layer_cal: 0.0148, loss: 0.8739, scale: 32768.0000 [2024-04-16 15:20:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_50.pth... [2024-04-16 15:20:39 INFO]: Validating... [2024-04-16 15:20:40 INFO]: Epoch (val) [50][17] loss_cls: 0.6307, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9728, mAP: 0.5281, best_mAP: 0.5662 [2024-04-16 15:20:41 INFO]: Epoch [51][10/10] lr: 0.0005, eta: 0:03:40, time: 0.035, data_time: 0.069, memory: 2348, loss_cls: 0.5131, loss_sal: 0.3213, loss_video_cal: 0.0487, loss_layer_cal: 0.0157, loss: 0.8987, scale: 32768.0000 [2024-04-16 15:20:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_51.pth... [2024-04-16 15:20:41 INFO]: Validating... [2024-04-16 15:20:41 INFO]: Epoch (val) [51][17] loss_cls: 0.6005, loss_sal: 0.3342, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.9352, mAP: 0.5698, best_mAP: 0.5698 [2024-04-16 15:20:42 INFO]: Epoch [52][10/10] lr: 0.0005, eta: 0:03:39, time: 0.036, data_time: 0.052, memory: 2348, loss_cls: 0.5262, loss_sal: 0.3236, loss_video_cal: 0.0407, loss_layer_cal: 0.0146, loss: 0.9052, scale: 32768.0000 [2024-04-16 15:20:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_52.pth... [2024-04-16 15:20:42 INFO]: Validating... [2024-04-16 15:20:42 INFO]: Epoch (val) [52][17] loss_cls: 0.8660, loss_sal: 0.3438, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2105, mAP: 0.5228, best_mAP: 0.5698 [2024-04-16 15:20:44 INFO]: Epoch [53][10/10] lr: 0.0005, eta: 0:03:37, time: 0.037, data_time: 0.071, memory: 2348, loss_cls: 0.5342, loss_sal: 0.3296, loss_video_cal: 0.0376, loss_layer_cal: 0.0123, loss: 0.9137, scale: 32768.0000 [2024-04-16 15:20:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_53.pth... [2024-04-16 15:20:44 INFO]: Validating... [2024-04-16 15:20:44 INFO]: Epoch (val) [53][17] loss_cls: 0.6175, loss_sal: 0.3296, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9481, mAP: 0.5704, best_mAP: 0.5704 [2024-04-16 15:20:45 INFO]: Epoch [54][10/10] lr: 0.0005, eta: 0:03:36, time: 0.034, data_time: 0.076, memory: 2348, loss_cls: 0.4847, loss_sal: 0.3176, loss_video_cal: 0.0395, loss_layer_cal: 0.0138, loss: 0.8556, scale: 32768.0000 [2024-04-16 15:20:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_54.pth... [2024-04-16 15:20:45 INFO]: Validating... [2024-04-16 15:20:46 INFO]: Epoch (val) [54][17] loss_cls: 0.7463, loss_sal: 0.3437, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0909, mAP: 0.5265, best_mAP: 0.5704 [2024-04-16 15:20:47 INFO]: Epoch [55][10/10] lr: 0.0005, eta: 0:03:34, time: 0.034, data_time: 0.057, memory: 2348, loss_cls: 0.4784, loss_sal: 0.3227, loss_video_cal: 0.0477, loss_layer_cal: 0.0164, loss: 0.8652, scale: 32768.0000 [2024-04-16 15:20:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_55.pth... [2024-04-16 15:20:47 INFO]: Validating... [2024-04-16 15:20:47 INFO]: Epoch (val) [55][17] loss_cls: 0.6675, loss_sal: 0.3388, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0072, mAP: 0.5408, best_mAP: 0.5704 [2024-04-16 15:20:48 INFO]: Epoch [56][10/10] lr: 0.0005, eta: 0:03:33, time: 0.034, data_time: 0.067, memory: 2348, loss_cls: 0.4860, loss_sal: 0.3360, loss_video_cal: 0.0416, loss_layer_cal: 0.0153, loss: 0.8788, scale: 32768.0000 [2024-04-16 15:20:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_56.pth... [2024-04-16 15:20:48 INFO]: Validating... [2024-04-16 15:20:49 INFO]: Epoch (val) [56][17] loss_cls: 0.6509, loss_sal: 0.3352, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9867, mAP: 0.4984, best_mAP: 0.5704 [2024-04-16 15:20:49 INFO]: Epoch [57][10/10] lr: 0.0005, eta: 0:03:31, time: 0.036, data_time: 0.050, memory: 2348, loss_cls: 0.4512, loss_sal: 0.3213, loss_video_cal: 0.0363, loss_layer_cal: 0.0119, loss: 0.8207, scale: 32768.0000 [2024-04-16 15:20:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_57.pth... [2024-04-16 15:20:49 INFO]: Validating... [2024-04-16 15:20:50 INFO]: Epoch (val) [57][17] loss_cls: 0.7999, loss_sal: 0.3431, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1435, mAP: 0.5215, best_mAP: 0.5704 [2024-04-16 15:20:51 INFO]: Epoch [58][10/10] lr: 0.0005, eta: 0:03:30, time: 0.035, data_time: 0.063, memory: 2348, loss_cls: 0.4491, loss_sal: 0.3164, loss_video_cal: 0.0340, loss_layer_cal: 0.0160, loss: 0.8155, scale: 32768.0000 [2024-04-16 15:20:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_58.pth... [2024-04-16 15:20:51 INFO]: Validating... [2024-04-16 15:20:51 INFO]: Epoch (val) [58][17] loss_cls: 0.7215, loss_sal: 0.3368, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0591, mAP: 0.5829, best_mAP: 0.5829 [2024-04-16 15:20:52 INFO]: Epoch [59][10/10] lr: 0.0005, eta: 0:03:28, time: 0.035, data_time: 0.061, memory: 2348, loss_cls: 0.4505, loss_sal: 0.3238, loss_video_cal: 0.0479, loss_layer_cal: 0.0147, loss: 0.8369, scale: 32768.0000 [2024-04-16 15:20:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_59.pth... [2024-04-16 15:20:52 INFO]: Validating... [2024-04-16 15:20:53 INFO]: Epoch (val) [59][17] loss_cls: 0.6689, loss_sal: 0.3347, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0043, mAP: 0.5437, best_mAP: 0.5829 [2024-04-16 15:20:54 INFO]: Epoch [60][10/10] lr: 0.0005, eta: 0:03:27, time: 0.036, data_time: 0.058, memory: 2348, loss_cls: 0.4416, loss_sal: 0.3236, loss_video_cal: 0.0351, loss_layer_cal: 0.0116, loss: 0.8120, scale: 32768.0000 [2024-04-16 15:20:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_60.pth... [2024-04-16 15:20:54 INFO]: Validating... [2024-04-16 15:20:54 INFO]: Epoch (val) [60][17] loss_cls: 0.6856, loss_sal: 0.3400, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0266, mAP: 0.4973, best_mAP: 0.5829 [2024-04-16 15:20:55 INFO]: Epoch [61][10/10] lr: 0.0005, eta: 0:03:25, time: 0.035, data_time: 0.058, memory: 2348, loss_cls: 0.4375, loss_sal: 0.3280, loss_video_cal: 0.0451, loss_layer_cal: 0.0151, loss: 0.8257, scale: 32768.0000 [2024-04-16 15:20:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_61.pth... [2024-04-16 15:20:55 INFO]: Validating... [2024-04-16 15:20:56 INFO]: Epoch (val) [61][17] loss_cls: 0.7148, loss_sal: 0.3518, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0676, mAP: 0.4854, best_mAP: 0.5829 [2024-04-16 15:20:57 INFO]: Epoch [62][10/10] lr: 0.0005, eta: 0:03:23, time: 0.036, data_time: 0.053, memory: 2348, loss_cls: 0.3990, loss_sal: 0.3194, loss_video_cal: 0.0344, loss_layer_cal: 0.0120, loss: 0.7647, scale: 32768.0000 [2024-04-16 15:20:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_62.pth... [2024-04-16 15:20:57 INFO]: Validating... [2024-04-16 15:20:57 INFO]: Epoch (val) [62][17] loss_cls: 0.6920, loss_sal: 0.3551, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0479, mAP: 0.5168, best_mAP: 0.5829 [2024-04-16 15:20:58 INFO]: Epoch [63][10/10] lr: 0.0005, eta: 0:03:22, time: 0.034, data_time: 0.063, memory: 2348, loss_cls: 0.4089, loss_sal: 0.3240, loss_video_cal: 0.0489, loss_layer_cal: 0.0133, loss: 0.7952, scale: 32768.0000 [2024-04-16 15:20:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_63.pth... [2024-04-16 15:20:58 INFO]: Validating... [2024-04-16 15:20:59 INFO]: Epoch (val) [63][17] loss_cls: 0.6237, loss_sal: 0.3557, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9801, mAP: 0.5480, best_mAP: 0.5829 [2024-04-16 15:20:59 INFO]: Epoch [64][10/10] lr: 0.0005, eta: 0:03:20, time: 0.035, data_time: 0.050, memory: 2348, loss_cls: 0.4208, loss_sal: 0.3184, loss_video_cal: 0.0473, loss_layer_cal: 0.0159, loss: 0.8024, scale: 32768.0000 [2024-04-16 15:20:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_64.pth... [2024-04-16 15:20:59 INFO]: Validating... [2024-04-16 15:21:00 INFO]: Epoch (val) [64][17] loss_cls: 0.8068, loss_sal: 0.3555, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1628, mAP: 0.5773, best_mAP: 0.5829 [2024-04-16 15:21:01 INFO]: Epoch [65][10/10] lr: 0.0005, eta: 0:03:18, time: 0.034, data_time: 0.054, memory: 2348, loss_cls: 0.4333, loss_sal: 0.3085, loss_video_cal: 0.0446, loss_layer_cal: 0.0130, loss: 0.7994, scale: 32768.0000 [2024-04-16 15:21:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_65.pth... [2024-04-16 15:21:01 INFO]: Validating... [2024-04-16 15:21:01 INFO]: Epoch (val) [65][17] loss_cls: 0.7550, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0978, mAP: 0.6470, best_mAP: 0.6470 [2024-04-16 15:21:02 INFO]: Epoch [66][10/10] lr: 0.0005, eta: 0:03:17, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.4145, loss_sal: 0.3166, loss_video_cal: 0.0335, loss_layer_cal: 0.0118, loss: 0.7764, scale: 32768.0000 [2024-04-16 15:21:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_66.pth... [2024-04-16 15:21:02 INFO]: Validating... [2024-04-16 15:21:03 INFO]: Epoch (val) [66][17] loss_cls: 0.7423, loss_sal: 0.3550, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0978, mAP: 0.4798, best_mAP: 0.6470 [2024-04-16 15:21:04 INFO]: Epoch [67][10/10] lr: 0.0005, eta: 0:03:16, time: 0.035, data_time: 0.069, memory: 2348, loss_cls: 0.4637, loss_sal: 0.3134, loss_video_cal: 0.0313, loss_layer_cal: 0.0124, loss: 0.8208, scale: 32768.0000 [2024-04-16 15:21:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_67.pth... [2024-04-16 15:21:04 INFO]: Validating... [2024-04-16 15:21:04 INFO]: Epoch (val) [67][17] loss_cls: 0.8439, loss_sal: 0.3571, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2017, mAP: 0.4801, best_mAP: 0.6470 [2024-04-16 15:21:05 INFO]: Epoch [68][10/10] lr: 0.0005, eta: 0:03:14, time: 0.034, data_time: 0.058, memory: 2348, loss_cls: 0.4061, loss_sal: 0.3068, loss_video_cal: 0.0379, loss_layer_cal: 0.0140, loss: 0.7649, scale: 32768.0000 [2024-04-16 15:21:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_68.pth... [2024-04-16 15:21:05 INFO]: Validating... [2024-04-16 15:21:06 INFO]: Epoch (val) [68][17] loss_cls: 0.6783, loss_sal: 0.3631, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0421, mAP: 0.5090, best_mAP: 0.6470 [2024-04-16 15:21:07 INFO]: Epoch [69][10/10] lr: 0.0005, eta: 0:03:13, time: 0.036, data_time: 0.063, memory: 2348, loss_cls: 0.4056, loss_sal: 0.3224, loss_video_cal: 0.0485, loss_layer_cal: 0.0150, loss: 0.7915, scale: 19660.8008 [2024-04-16 15:21:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_69.pth... [2024-04-16 15:21:07 INFO]: Validating... [2024-04-16 15:21:07 INFO]: Epoch (val) [69][17] loss_cls: 0.6152, loss_sal: 0.3605, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9763, mAP: 0.5171, best_mAP: 0.6470 [2024-04-16 15:21:08 INFO]: Epoch [70][10/10] lr: 0.0005, eta: 0:03:11, time: 0.036, data_time: 0.055, memory: 2348, loss_cls: 0.4003, loss_sal: 0.3158, loss_video_cal: 0.0341, loss_layer_cal: 0.0106, loss: 0.7608, scale: 16384.0000 [2024-04-16 15:21:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_70.pth... [2024-04-16 15:21:08 INFO]: Validating... [2024-04-16 15:21:09 INFO]: Epoch (val) [70][17] loss_cls: 0.6709, loss_sal: 0.3634, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0348, mAP: 0.5252, best_mAP: 0.6470 [2024-04-16 15:21:10 INFO]: Epoch [71][10/10] lr: 0.0005, eta: 0:03:09, time: 0.035, data_time: 0.056, memory: 2348, loss_cls: 0.5729, loss_sal: 0.3674, loss_video_cal: 0.0475, loss_layer_cal: 0.0137, loss: 1.0015, scale: 12288.0000 [2024-04-16 15:21:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_71.pth... [2024-04-16 15:21:10 INFO]: Validating... [2024-04-16 15:21:10 INFO]: Epoch (val) [71][17] loss_cls: 0.7088, loss_sal: 0.3629, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0722, mAP: 0.4900, best_mAP: 0.6470 [2024-04-16 15:21:11 INFO]: Epoch [72][10/10] lr: 0.0005, eta: 0:03:08, time: 0.035, data_time: 0.051, memory: 2348, loss_cls: 0.5070, loss_sal: 0.3188, loss_video_cal: 0.0428, loss_layer_cal: 0.0153, loss: 0.8839, scale: 8192.0000 [2024-04-16 15:21:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_72.pth... [2024-04-16 15:21:11 INFO]: Validating... [2024-04-16 15:21:11 INFO]: Epoch (val) [72][17] loss_cls: 0.6484, loss_sal: 0.3585, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0078, mAP: 0.5063, best_mAP: 0.6470 [2024-04-16 15:21:12 INFO]: Epoch [73][10/10] lr: 0.0005, eta: 0:03:06, time: 0.034, data_time: 0.057, memory: 2348, loss_cls: 0.4976, loss_sal: 0.3228, loss_video_cal: 0.0517, loss_layer_cal: 0.0164, loss: 0.8886, scale: 8192.0000 [2024-04-16 15:21:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_73.pth... [2024-04-16 15:21:12 INFO]: Validating... [2024-04-16 15:21:13 INFO]: Epoch (val) [73][17] loss_cls: 0.7237, loss_sal: 0.3572, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0822, mAP: 0.5183, best_mAP: 0.6470 [2024-04-16 15:21:14 INFO]: Epoch [74][10/10] lr: 0.0005, eta: 0:03:05, time: 0.036, data_time: 0.064, memory: 2348, loss_cls: 0.4863, loss_sal: 0.3226, loss_video_cal: 0.0424, loss_layer_cal: 0.0140, loss: 0.8653, scale: 8192.0000 [2024-04-16 15:21:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_74.pth... [2024-04-16 15:21:14 INFO]: Validating... [2024-04-16 15:21:14 INFO]: Epoch (val) [74][17] loss_cls: 0.7248, loss_sal: 0.3526, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0785, mAP: 0.5205, best_mAP: 0.6470 [2024-04-16 15:21:15 INFO]: Epoch [75][10/10] lr: 0.0005, eta: 0:03:03, time: 0.035, data_time: 0.057, memory: 2348, loss_cls: 0.4665, loss_sal: 0.3165, loss_video_cal: 0.0296, loss_layer_cal: 0.0143, loss: 0.8268, scale: 8192.0000 [2024-04-16 15:21:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_75.pth... [2024-04-16 15:21:15 INFO]: Validating... [2024-04-16 15:21:16 INFO]: Epoch (val) [75][17] loss_cls: 0.7121, loss_sal: 0.3623, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.0756, mAP: 0.4800, best_mAP: 0.6470 [2024-04-16 15:21:17 INFO]: Epoch [76][10/10] lr: 0.0005, eta: 0:03:02, time: 0.032, data_time: 0.055, memory: 2348, loss_cls: 0.4867, loss_sal: 0.3159, loss_video_cal: 0.0423, loss_layer_cal: 0.0142, loss: 0.8590, scale: 8192.0000 [2024-04-16 15:21:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_76.pth... [2024-04-16 15:21:17 INFO]: Validating... [2024-04-16 15:21:17 INFO]: Epoch (val) [76][17] loss_cls: 0.6434, loss_sal: 0.3698, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0141, mAP: 0.5150, best_mAP: 0.6470 [2024-04-16 15:21:18 INFO]: Epoch [77][10/10] lr: 0.0005, eta: 0:03:00, time: 0.034, data_time: 0.067, memory: 2348, loss_cls: 0.4242, loss_sal: 0.3202, loss_video_cal: 0.0340, loss_layer_cal: 0.0119, loss: 0.7902, scale: 8192.0000 [2024-04-16 15:21:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_77.pth... [2024-04-16 15:21:18 INFO]: Validating... [2024-04-16 15:21:19 INFO]: Epoch (val) [77][17] loss_cls: 0.7842, loss_sal: 0.3795, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1646, mAP: 0.5166, best_mAP: 0.6470 [2024-04-16 15:21:20 INFO]: Epoch [78][10/10] lr: 0.0005, eta: 0:02:59, time: 0.034, data_time: 0.074, memory: 2348, loss_cls: 0.3784, loss_sal: 0.3197, loss_video_cal: 0.0442, loss_layer_cal: 0.0125, loss: 0.7549, scale: 8192.0000 [2024-04-16 15:21:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_78.pth... [2024-04-16 15:21:20 INFO]: Validating... [2024-04-16 15:21:20 INFO]: Epoch (val) [78][17] loss_cls: 0.6398, loss_sal: 0.3672, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0079, mAP: 0.6292, best_mAP: 0.6470 [2024-04-16 15:21:21 INFO]: Epoch [79][10/10] lr: 0.0005, eta: 0:02:57, time: 0.033, data_time: 0.054, memory: 2348, loss_cls: 0.3813, loss_sal: 0.3347, loss_video_cal: 0.0570, loss_layer_cal: 0.0148, loss: 0.7878, scale: 8192.0000 [2024-04-16 15:21:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_79.pth... [2024-04-16 15:21:21 INFO]: Validating... [2024-04-16 15:21:21 INFO]: Epoch (val) [79][17] loss_cls: 0.6793, loss_sal: 0.3523, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0326, mAP: 0.6019, best_mAP: 0.6470 [2024-04-16 15:21:23 INFO]: Epoch [80][10/10] lr: 0.0005, eta: 0:02:56, time: 0.033, data_time: 0.074, memory: 2348, loss_cls: 0.4022, loss_sal: 0.3216, loss_video_cal: 0.0461, loss_layer_cal: 0.0125, loss: 0.7824, scale: 8192.0000 [2024-04-16 15:21:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_80.pth... [2024-04-16 15:21:23 INFO]: Validating... [2024-04-16 15:21:23 INFO]: Epoch (val) [80][17] loss_cls: 0.7203, loss_sal: 0.3374, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0590, mAP: 0.6291, best_mAP: 0.6470 [2024-04-16 15:21:24 INFO]: Epoch [81][10/10] lr: 0.0005, eta: 0:02:54, time: 0.034, data_time: 0.060, memory: 2348, loss_cls: 0.3959, loss_sal: 0.3092, loss_video_cal: 0.0468, loss_layer_cal: 0.0119, loss: 0.7639, scale: 8192.0000 [2024-04-16 15:21:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_81.pth... [2024-04-16 15:21:24 INFO]: Validating... [2024-04-16 15:21:24 INFO]: Epoch (val) [81][17] loss_cls: 0.7380, loss_sal: 0.3650, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1044, mAP: 0.6532, best_mAP: 0.6532 [2024-04-16 15:21:25 INFO]: Epoch [82][10/10] lr: 0.0005, eta: 0:02:53, time: 0.035, data_time: 0.056, memory: 2348, loss_cls: 0.4200, loss_sal: 0.3098, loss_video_cal: 0.0401, loss_layer_cal: 0.0141, loss: 0.7839, scale: 8192.0000 [2024-04-16 15:21:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_82.pth... [2024-04-16 15:21:25 INFO]: Validating... [2024-04-16 15:21:26 INFO]: Epoch (val) [82][17] loss_cls: 0.7041, loss_sal: 0.3576, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.0637, mAP: 0.6220, best_mAP: 0.6532 [2024-04-16 15:21:27 INFO]: Epoch [83][10/10] lr: 0.0005, eta: 0:02:51, time: 0.035, data_time: 0.052, memory: 2348, loss_cls: 0.4788, loss_sal: 0.3186, loss_video_cal: 0.0390, loss_layer_cal: 0.0110, loss: 0.8473, scale: 8192.0000 [2024-04-16 15:21:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_83.pth... [2024-04-16 15:21:27 INFO]: Validating... [2024-04-16 15:21:27 INFO]: Epoch (val) [83][17] loss_cls: 0.7080, loss_sal: 0.3338, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.0438, mAP: 0.6424, best_mAP: 0.6532 [2024-04-16 15:21:28 INFO]: Epoch [84][10/10] lr: 0.0005, eta: 0:02:50, time: 0.035, data_time: 0.057, memory: 2348, loss_cls: 0.3778, loss_sal: 0.3037, loss_video_cal: 0.0315, loss_layer_cal: 0.0107, loss: 0.7236, scale: 8192.0000 [2024-04-16 15:21:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_84.pth... [2024-04-16 15:21:28 INFO]: Validating... [2024-04-16 15:21:29 INFO]: Epoch (val) [84][17] loss_cls: 0.6914, loss_sal: 0.4184, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.1115, mAP: 0.6598, best_mAP: 0.6598 [2024-04-16 15:21:30 INFO]: Epoch [85][10/10] lr: 0.0005, eta: 0:02:48, time: 0.035, data_time: 0.060, memory: 2348, loss_cls: 0.4774, loss_sal: 0.3424, loss_video_cal: 0.0354, loss_layer_cal: 0.0135, loss: 0.8687, scale: 8192.0000 [2024-04-16 15:21:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_85.pth... [2024-04-16 15:21:30 INFO]: Validating... [2024-04-16 15:21:30 INFO]: Epoch (val) [85][17] loss_cls: 0.7918, loss_sal: 0.3757, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1688, mAP: 0.6430, best_mAP: 0.6598 [2024-04-16 15:21:31 INFO]: Epoch [86][10/10] lr: 0.0005, eta: 0:02:46, time: 0.033, data_time: 0.053, memory: 2348, loss_cls: 0.4287, loss_sal: 0.3183, loss_video_cal: 0.0326, loss_layer_cal: 0.0130, loss: 0.7926, scale: 8192.0000 [2024-04-16 15:21:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_86.pth... [2024-04-16 15:21:31 INFO]: Validating... [2024-04-16 15:21:31 INFO]: Epoch (val) [86][17] loss_cls: 0.6945, loss_sal: 0.3537, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0495, mAP: 0.6251, best_mAP: 0.6598 [2024-04-16 15:21:32 INFO]: Epoch [87][10/10] lr: 0.0005, eta: 0:02:45, time: 0.032, data_time: 0.058, memory: 2348, loss_cls: 0.3829, loss_sal: 0.3152, loss_video_cal: 0.0398, loss_layer_cal: 0.0112, loss: 0.7491, scale: 8192.0000 [2024-04-16 15:21:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_87.pth... [2024-04-16 15:21:32 INFO]: Validating... [2024-04-16 15:21:33 INFO]: Epoch (val) [87][17] loss_cls: 0.6603, loss_sal: 0.3546, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0163, mAP: 0.6276, best_mAP: 0.6598 [2024-04-16 15:21:34 INFO]: Epoch [88][10/10] lr: 0.0005, eta: 0:02:43, time: 0.033, data_time: 0.058, memory: 2348, loss_cls: 0.3538, loss_sal: 0.3337, loss_video_cal: 0.0458, loss_layer_cal: 0.0106, loss: 0.7440, scale: 8192.0000 [2024-04-16 15:21:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_88.pth... [2024-04-16 15:21:34 INFO]: Validating... [2024-04-16 15:21:34 INFO]: Epoch (val) [88][17] loss_cls: 0.6766, loss_sal: 0.3632, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0412, mAP: 0.6308, best_mAP: 0.6598 [2024-04-16 15:21:35 INFO]: Epoch [89][10/10] lr: 0.0005, eta: 0:02:42, time: 0.034, data_time: 0.073, memory: 2348, loss_cls: 0.3811, loss_sal: 0.3128, loss_video_cal: 0.0432, loss_layer_cal: 0.0105, loss: 0.7477, scale: 8192.0000 [2024-04-16 15:21:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_89.pth... [2024-04-16 15:21:35 INFO]: Validating... [2024-04-16 15:21:36 INFO]: Epoch (val) [89][17] loss_cls: 0.7688, loss_sal: 0.3142, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0844, mAP: 0.6421, best_mAP: 0.6598 [2024-04-16 15:21:37 INFO]: Epoch [90][10/10] lr: 0.0005, eta: 0:02:40, time: 0.036, data_time: 0.054, memory: 2348, loss_cls: 0.3420, loss_sal: 0.3039, loss_video_cal: 0.0406, loss_layer_cal: 0.0109, loss: 0.6973, scale: 8192.0000 [2024-04-16 15:21:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_90.pth... [2024-04-16 15:21:37 INFO]: Validating... [2024-04-16 15:21:37 INFO]: Epoch (val) [90][17] loss_cls: 0.7626, loss_sal: 0.3246, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0882, mAP: 0.6132, best_mAP: 0.6598 [2024-04-16 15:21:38 INFO]: Epoch [91][10/10] lr: 0.0005, eta: 0:02:39, time: 0.034, data_time: 0.053, memory: 2348, loss_cls: 0.4454, loss_sal: 0.3498, loss_video_cal: 0.0391, loss_layer_cal: 0.0101, loss: 0.8444, scale: 8192.0000 [2024-04-16 15:21:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_91.pth... [2024-04-16 15:21:38 INFO]: Validating... [2024-04-16 15:21:39 INFO]: Epoch (val) [91][17] loss_cls: 0.7009, loss_sal: 0.3444, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0464, mAP: 0.6627, best_mAP: 0.6627 [2024-04-16 15:21:39 INFO]: Epoch [92][10/10] lr: 0.0005, eta: 0:02:37, time: 0.035, data_time: 0.060, memory: 2348, loss_cls: 0.4093, loss_sal: 0.3232, loss_video_cal: 0.0403, loss_layer_cal: 0.0122, loss: 0.7850, scale: 8192.0000 [2024-04-16 15:21:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_92.pth... [2024-04-16 15:21:40 INFO]: Validating... [2024-04-16 15:21:40 INFO]: Epoch (val) [92][17] loss_cls: 0.6811, loss_sal: 0.3481, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0302, mAP: 0.6394, best_mAP: 0.6627 [2024-04-16 15:21:41 INFO]: Epoch [93][10/10] lr: 0.0005, eta: 0:02:36, time: 0.034, data_time: 0.056, memory: 2348, loss_cls: 0.4084, loss_sal: 0.3070, loss_video_cal: 0.0439, loss_layer_cal: 0.0085, loss: 0.7677, scale: 8192.0000 [2024-04-16 15:21:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_93.pth... [2024-04-16 15:21:41 INFO]: Validating... [2024-04-16 15:21:41 INFO]: Epoch (val) [93][17] loss_cls: 0.6609, loss_sal: 0.3496, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0116, mAP: 0.6276, best_mAP: 0.6627 [2024-04-16 15:21:42 INFO]: Epoch [94][10/10] lr: 0.0005, eta: 0:02:34, time: 0.033, data_time: 0.057, memory: 2348, loss_cls: 0.3819, loss_sal: 0.3139, loss_video_cal: 0.0337, loss_layer_cal: 0.0115, loss: 0.7410, scale: 8192.0000 [2024-04-16 15:21:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_94.pth... [2024-04-16 15:21:42 INFO]: Validating... [2024-04-16 15:21:43 INFO]: Epoch (val) [94][17] loss_cls: 0.8832, loss_sal: 0.3288, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2131, mAP: 0.6427, best_mAP: 0.6627 [2024-04-16 15:21:44 INFO]: Epoch [95][10/10] lr: 0.0005, eta: 0:02:33, time: 0.035, data_time: 0.074, memory: 2348, loss_cls: 0.3898, loss_sal: 0.3201, loss_video_cal: 0.0467, loss_layer_cal: 0.0110, loss: 0.7676, scale: 8192.0000 [2024-04-16 15:21:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_95.pth... [2024-04-16 15:21:44 INFO]: Validating... [2024-04-16 15:21:44 INFO]: Epoch (val) [95][17] loss_cls: 0.7147, loss_sal: 0.3399, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0556, mAP: 0.5947, best_mAP: 0.6627 [2024-04-16 15:21:45 INFO]: Epoch [96][10/10] lr: 0.0005, eta: 0:02:31, time: 0.034, data_time: 0.058, memory: 2348, loss_cls: 0.3458, loss_sal: 0.3057, loss_video_cal: 0.0421, loss_layer_cal: 0.0123, loss: 0.7060, scale: 8192.0000 [2024-04-16 15:21:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_96.pth... [2024-04-16 15:21:45 INFO]: Validating... [2024-04-16 15:21:46 INFO]: Epoch (val) [96][17] loss_cls: 0.6154, loss_sal: 0.3367, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9529, mAP: 0.6101, best_mAP: 0.6627 [2024-04-16 15:21:47 INFO]: Epoch [97][10/10] lr: 0.0005, eta: 0:02:30, time: 0.035, data_time: 0.059, memory: 2348, loss_cls: 0.3376, loss_sal: 0.3007, loss_video_cal: 0.0304, loss_layer_cal: 0.0100, loss: 0.6787, scale: 8192.0000 [2024-04-16 15:21:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_97.pth... [2024-04-16 15:21:47 INFO]: Validating... [2024-04-16 15:21:47 INFO]: Epoch (val) [97][17] loss_cls: 0.7144, loss_sal: 0.3400, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0550, mAP: 0.6349, best_mAP: 0.6627 [2024-04-16 15:21:48 INFO]: Epoch [98][10/10] lr: 0.0005, eta: 0:02:28, time: 0.035, data_time: 0.044, memory: 2348, loss_cls: 0.3717, loss_sal: 0.3254, loss_video_cal: 0.0326, loss_layer_cal: 0.0088, loss: 0.7385, scale: 8192.0000 [2024-04-16 15:21:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_98.pth... [2024-04-16 15:21:48 INFO]: Validating... [2024-04-16 15:21:49 INFO]: Epoch (val) [98][17] loss_cls: 0.9826, loss_sal: 0.3509, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3342, mAP: 0.4830, best_mAP: 0.6627 [2024-04-16 15:21:49 INFO]: Epoch [99][10/10] lr: 0.0005, eta: 0:02:27, time: 0.035, data_time: 0.052, memory: 2348, loss_cls: 0.3785, loss_sal: 0.3060, loss_video_cal: 0.0271, loss_layer_cal: 0.0122, loss: 0.7238, scale: 8192.0000 [2024-04-16 15:21:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_99.pth... [2024-04-16 15:21:49 INFO]: Validating... [2024-04-16 15:21:50 INFO]: Epoch (val) [99][17] loss_cls: 0.7175, loss_sal: 0.3479, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0665, mAP: 0.5460, best_mAP: 0.6627 [2024-04-16 15:21:51 INFO]: Epoch [100][10/10] lr: 0.0005, eta: 0:02:25, time: 0.035, data_time: 0.064, memory: 2348, loss_cls: 0.3580, loss_sal: 0.3175, loss_video_cal: 0.0364, loss_layer_cal: 0.0113, loss: 0.7232, scale: 8192.0000 [2024-04-16 15:21:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_100.pth... [2024-04-16 15:21:51 INFO]: Validating... [2024-04-16 15:21:51 INFO]: Epoch (val) [100][17] loss_cls: 0.8295, loss_sal: 0.3353, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1660, mAP: 0.6233, best_mAP: 0.6627 [2024-04-16 15:21:52 INFO]: Epoch [101][10/10] lr: 0.0005, eta: 0:02:24, time: 0.034, data_time: 0.063, memory: 2348, loss_cls: 0.3551, loss_sal: 0.2909, loss_video_cal: 0.0267, loss_layer_cal: 0.0108, loss: 0.6835, scale: 8192.0000 [2024-04-16 15:21:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_101.pth... [2024-04-16 15:21:52 INFO]: Validating... [2024-04-16 15:21:53 INFO]: Epoch (val) [101][17] loss_cls: 0.7584, loss_sal: 0.3324, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0921, mAP: 0.6054, best_mAP: 0.6627 [2024-04-16 15:21:54 INFO]: Epoch [102][10/10] lr: 0.0005, eta: 0:02:23, time: 0.033, data_time: 0.074, memory: 2348, loss_cls: 0.3558, loss_sal: 0.3203, loss_video_cal: 0.0324, loss_layer_cal: 0.0121, loss: 0.7206, scale: 8192.0000 [2024-04-16 15:21:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_102.pth... [2024-04-16 15:21:54 INFO]: Validating... [2024-04-16 15:21:54 INFO]: Epoch (val) [102][17] loss_cls: 0.7057, loss_sal: 0.3261, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0332, mAP: 0.6411, best_mAP: 0.6627 [2024-04-16 15:21:55 INFO]: Epoch [103][10/10] lr: 0.0005, eta: 0:02:21, time: 0.032, data_time: 0.048, memory: 2348, loss_cls: 0.4026, loss_sal: 0.3234, loss_video_cal: 0.0325, loss_layer_cal: 0.0108, loss: 0.7693, scale: 8192.0000 [2024-04-16 15:21:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_103.pth... [2024-04-16 15:21:55 INFO]: Validating... [2024-04-16 15:21:56 INFO]: Epoch (val) [103][17] loss_cls: 0.8477, loss_sal: 0.3528, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.2020, mAP: 0.4797, best_mAP: 0.6627 [2024-04-16 15:21:57 INFO]: Epoch [104][10/10] lr: 0.0005, eta: 0:02:19, time: 0.032, data_time: 0.054, memory: 2348, loss_cls: 0.4363, loss_sal: 0.3158, loss_video_cal: 0.0315, loss_layer_cal: 0.0123, loss: 0.7958, scale: 8192.0000 [2024-04-16 15:21:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_104.pth... [2024-04-16 15:21:57 INFO]: Validating... [2024-04-16 15:21:57 INFO]: Epoch (val) [104][17] loss_cls: 0.7294, loss_sal: 0.3554, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0863, mAP: 0.4952, best_mAP: 0.6627 [2024-04-16 15:21:58 INFO]: Epoch [105][10/10] lr: 0.0005, eta: 0:02:18, time: 0.035, data_time: 0.067, memory: 2348, loss_cls: 0.3668, loss_sal: 0.3118, loss_video_cal: 0.0403, loss_layer_cal: 0.0177, loss: 0.7366, scale: 8192.0000 [2024-04-16 15:21:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_105.pth... [2024-04-16 15:21:58 INFO]: Validating... [2024-04-16 15:21:59 INFO]: Epoch (val) [105][17] loss_cls: 0.7688, loss_sal: 0.3610, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1312, mAP: 0.4775, best_mAP: 0.6627 [2024-04-16 15:22:00 INFO]: Epoch [106][10/10] lr: 0.0005, eta: 0:02:17, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.4185, loss_sal: 0.3082, loss_video_cal: 0.0315, loss_layer_cal: 0.0144, loss: 0.7727, scale: 8192.0000 [2024-04-16 15:22:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_106.pth... [2024-04-16 15:22:00 INFO]: Validating... [2024-04-16 15:22:00 INFO]: Epoch (val) [106][17] loss_cls: 0.6590, loss_sal: 0.3606, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0213, mAP: 0.5765, best_mAP: 0.6627 [2024-04-16 15:22:01 INFO]: Epoch [107][10/10] lr: 0.0005, eta: 0:02:15, time: 0.033, data_time: 0.057, memory: 2348, loss_cls: 0.4031, loss_sal: 0.3080, loss_video_cal: 0.0404, loss_layer_cal: 0.0122, loss: 0.7637, scale: 8192.0000 [2024-04-16 15:22:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_107.pth... [2024-04-16 15:22:01 INFO]: Validating... [2024-04-16 15:22:02 INFO]: Epoch (val) [107][17] loss_cls: 0.7754, loss_sal: 0.3627, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1396, mAP: 0.5404, best_mAP: 0.6627 [2024-04-16 15:22:02 INFO]: Epoch [108][10/10] lr: 0.0005, eta: 0:02:14, time: 0.034, data_time: 0.060, memory: 2348, loss_cls: 0.3969, loss_sal: 0.3110, loss_video_cal: 0.0343, loss_layer_cal: 0.0122, loss: 0.7544, scale: 8192.0000 [2024-04-16 15:22:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_108.pth... [2024-04-16 15:22:03 INFO]: Validating... [2024-04-16 15:22:03 INFO]: Epoch (val) [108][17] loss_cls: 0.7635, loss_sal: 0.3357, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1005, mAP: 0.5943, best_mAP: 0.6627 [2024-04-16 15:22:04 INFO]: Epoch [109][10/10] lr: 0.0005, eta: 0:02:12, time: 0.035, data_time: 0.050, memory: 2348, loss_cls: 0.4062, loss_sal: 0.3447, loss_video_cal: 0.0324, loss_layer_cal: 0.0125, loss: 0.7959, scale: 8192.0000 [2024-04-16 15:22:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_109.pth... [2024-04-16 15:22:04 INFO]: Validating... [2024-04-16 15:22:04 INFO]: Epoch (val) [109][17] loss_cls: 0.6786, loss_sal: 0.3461, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0262, mAP: 0.6358, best_mAP: 0.6627 [2024-04-16 15:22:05 INFO]: Epoch [110][10/10] lr: 0.0005, eta: 0:02:11, time: 0.031, data_time: 0.066, memory: 2348, loss_cls: 0.3555, loss_sal: 0.3111, loss_video_cal: 0.0277, loss_layer_cal: 0.0144, loss: 0.7087, scale: 8192.0000 [2024-04-16 15:22:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_110.pth... [2024-04-16 15:22:05 INFO]: Validating... [2024-04-16 15:22:06 INFO]: Epoch (val) [110][17] loss_cls: 0.5982, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 0.9414, mAP: 0.6435, best_mAP: 0.6627 [2024-04-16 15:22:07 INFO]: Epoch [111][10/10] lr: 0.0005, eta: 0:02:09, time: 0.032, data_time: 0.065, memory: 2348, loss_cls: 0.3733, loss_sal: 0.3093, loss_video_cal: 0.0271, loss_layer_cal: 0.0140, loss: 0.7238, scale: 8192.0000 [2024-04-16 15:22:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_111.pth... [2024-04-16 15:22:07 INFO]: Validating... [2024-04-16 15:22:07 INFO]: Epoch (val) [111][17] loss_cls: 0.9186, loss_sal: 0.3640, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.2841, mAP: 0.5519, best_mAP: 0.6627 [2024-04-16 15:22:08 INFO]: Epoch [112][10/10] lr: 0.0005, eta: 0:02:08, time: 0.034, data_time: 0.054, memory: 2348, loss_cls: 0.3928, loss_sal: 0.2918, loss_video_cal: 0.0389, loss_layer_cal: 0.0149, loss: 0.7385, scale: 8192.0000 [2024-04-16 15:22:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_112.pth... [2024-04-16 15:22:08 INFO]: Validating... [2024-04-16 15:22:09 INFO]: Epoch (val) [112][17] loss_cls: 0.6456, loss_sal: 0.3275, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 0.9744, mAP: 0.6537, best_mAP: 0.6627 [2024-04-16 15:22:10 INFO]: Epoch [113][10/10] lr: 0.0005, eta: 0:02:06, time: 0.034, data_time: 0.060, memory: 2348, loss_cls: 0.3617, loss_sal: 0.3260, loss_video_cal: 0.0326, loss_layer_cal: 0.0138, loss: 0.7341, scale: 8192.0000 [2024-04-16 15:22:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_113.pth... [2024-04-16 15:22:10 INFO]: Validating... [2024-04-16 15:22:10 INFO]: Epoch (val) [113][17] loss_cls: 0.6452, loss_sal: 0.3454, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 0.9920, mAP: 0.6531, best_mAP: 0.6627 [2024-04-16 15:22:11 INFO]: Epoch [114][10/10] lr: 0.0005, eta: 0:02:05, time: 0.034, data_time: 0.055, memory: 2348, loss_cls: 0.4003, loss_sal: 0.3064, loss_video_cal: 0.0360, loss_layer_cal: 0.0113, loss: 0.7540, scale: 8192.0000 [2024-04-16 15:22:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_114.pth... [2024-04-16 15:22:11 INFO]: Validating... [2024-04-16 15:22:11 INFO]: Epoch (val) [114][17] loss_cls: 0.7115, loss_sal: 0.3501, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0632, mAP: 0.6402, best_mAP: 0.6627 [2024-04-16 15:22:12 INFO]: Epoch [115][10/10] lr: 0.0005, eta: 0:02:03, time: 0.034, data_time: 0.061, memory: 2348, loss_cls: 0.4098, loss_sal: 0.3178, loss_video_cal: 0.0337, loss_layer_cal: 0.0106, loss: 0.7718, scale: 8192.0000 [2024-04-16 15:22:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_115.pth... [2024-04-16 15:22:12 INFO]: Validating... [2024-04-16 15:22:13 INFO]: Epoch (val) [115][17] loss_cls: 0.6861, loss_sal: 0.3324, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0201, mAP: 0.7169, best_mAP: 0.7169 [2024-04-16 15:22:14 INFO]: Epoch [116][10/10] lr: 0.0005, eta: 0:02:02, time: 0.032, data_time: 0.066, memory: 2348, loss_cls: 0.3809, loss_sal: 0.3092, loss_video_cal: 0.0319, loss_layer_cal: 0.0159, loss: 0.7379, scale: 8192.0000 [2024-04-16 15:22:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_116.pth... [2024-04-16 15:22:14 INFO]: Validating... [2024-04-16 15:22:14 INFO]: Epoch (val) [116][17] loss_cls: 0.7993, loss_sal: 0.3316, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1321, mAP: 0.6733, best_mAP: 0.7169 [2024-04-16 15:22:15 INFO]: Epoch [117][10/10] lr: 0.0005, eta: 0:02:00, time: 0.033, data_time: 0.068, memory: 2348, loss_cls: 0.3723, loss_sal: 0.3192, loss_video_cal: 0.0404, loss_layer_cal: 0.0131, loss: 0.7449, scale: 8192.0000 [2024-04-16 15:22:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_117.pth... [2024-04-16 15:22:15 INFO]: Validating... [2024-04-16 15:22:16 INFO]: Epoch (val) [117][17] loss_cls: 0.5695, loss_sal: 0.3251, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.8955, mAP: 0.7029, best_mAP: 0.7169 [2024-04-16 15:22:17 INFO]: Epoch [118][10/10] lr: 0.0005, eta: 0:01:59, time: 0.034, data_time: 0.054, memory: 2348, loss_cls: 0.3688, loss_sal: 0.3017, loss_video_cal: 0.0367, loss_layer_cal: 0.0116, loss: 0.7187, scale: 8192.0000 [2024-04-16 15:22:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_118.pth... [2024-04-16 15:22:17 INFO]: Validating... [2024-04-16 15:22:17 INFO]: Epoch (val) [118][17] loss_cls: 0.7387, loss_sal: 0.3257, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0652, mAP: 0.6709, best_mAP: 0.7169 [2024-04-16 15:22:18 INFO]: Epoch [119][10/10] lr: 0.0005, eta: 0:01:57, time: 0.032, data_time: 0.047, memory: 2348, loss_cls: 0.3765, loss_sal: 0.3105, loss_video_cal: 0.0269, loss_layer_cal: 0.0113, loss: 0.7251, scale: 8192.0000 [2024-04-16 15:22:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_119.pth... [2024-04-16 15:22:18 INFO]: Validating... [2024-04-16 15:22:18 INFO]: Epoch (val) [119][17] loss_cls: 0.6797, loss_sal: 0.3211, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0016, mAP: 0.6524, best_mAP: 0.7169 [2024-04-16 15:22:19 INFO]: Epoch [120][10/10] lr: 0.0005, eta: 0:01:56, time: 0.035, data_time: 0.060, memory: 2348, loss_cls: 0.3505, loss_sal: 0.2981, loss_video_cal: 0.0373, loss_layer_cal: 0.0129, loss: 0.6988, scale: 8192.0000 [2024-04-16 15:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_120.pth... [2024-04-16 15:22:20 INFO]: Validating... [2024-04-16 15:22:20 INFO]: Epoch (val) [120][17] loss_cls: 0.7304, loss_sal: 0.3195, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0506, mAP: 0.6530, best_mAP: 0.7169 [2024-04-16 15:22:21 INFO]: Epoch [121][10/10] lr: 0.0005, eta: 0:01:54, time: 0.032, data_time: 0.076, memory: 2348, loss_cls: 0.3561, loss_sal: 0.2944, loss_video_cal: 0.0433, loss_layer_cal: 0.0131, loss: 0.7070, scale: 8192.0000 [2024-04-16 15:22:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_121.pth... [2024-04-16 15:22:21 INFO]: Validating... [2024-04-16 15:22:22 INFO]: Epoch (val) [121][17] loss_cls: 0.6774, loss_sal: 0.3729, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0510, mAP: 0.6622, best_mAP: 0.7169 [2024-04-16 15:22:22 INFO]: Epoch [122][10/10] lr: 0.0005, eta: 0:01:53, time: 0.035, data_time: 0.065, memory: 2348, loss_cls: 0.3136, loss_sal: 0.3092, loss_video_cal: 0.0328, loss_layer_cal: 0.0139, loss: 0.6695, scale: 8192.0000 [2024-04-16 15:22:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_122.pth... [2024-04-16 15:22:23 INFO]: Validating... [2024-04-16 15:22:23 INFO]: Epoch (val) [122][17] loss_cls: 0.6349, loss_sal: 0.3365, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9722, mAP: 0.7110, best_mAP: 0.7169 [2024-04-16 15:22:24 INFO]: Epoch [123][10/10] lr: 0.0005, eta: 0:01:52, time: 0.034, data_time: 0.061, memory: 2348, loss_cls: 0.2989, loss_sal: 0.2874, loss_video_cal: 0.0443, loss_layer_cal: 0.0129, loss: 0.6435, scale: 8192.0000 [2024-04-16 15:22:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_123.pth... [2024-04-16 15:22:24 INFO]: Validating... [2024-04-16 15:22:24 INFO]: Epoch (val) [123][17] loss_cls: 0.6460, loss_sal: 0.3449, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9916, mAP: 0.6990, best_mAP: 0.7169 [2024-04-16 15:22:25 INFO]: Epoch [124][10/10] lr: 0.0005, eta: 0:01:50, time: 0.037, data_time: 0.059, memory: 2348, loss_cls: 0.3091, loss_sal: 0.2987, loss_video_cal: 0.0350, loss_layer_cal: 0.0128, loss: 0.6556, scale: 8192.0000 [2024-04-16 15:22:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_124.pth... [2024-04-16 15:22:25 INFO]: Validating... [2024-04-16 15:22:26 INFO]: Epoch (val) [124][17] loss_cls: 0.7049, loss_sal: 0.3368, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0424, mAP: 0.7426, best_mAP: 0.7426 [2024-04-16 15:22:27 INFO]: Epoch [125][10/10] lr: 0.0005, eta: 0:01:49, time: 0.036, data_time: 0.056, memory: 2348, loss_cls: 0.3035, loss_sal: 0.2858, loss_video_cal: 0.0308, loss_layer_cal: 0.0118, loss: 0.6319, scale: 8192.0000 [2024-04-16 15:22:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_125.pth... [2024-04-16 15:22:27 INFO]: Validating... [2024-04-16 15:22:27 INFO]: Epoch (val) [125][17] loss_cls: 0.7494, loss_sal: 0.3411, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0911, mAP: 0.6573, best_mAP: 0.7426 [2024-04-16 15:22:28 INFO]: Epoch [126][10/10] lr: 0.0005, eta: 0:01:47, time: 0.033, data_time: 0.068, memory: 2348, loss_cls: 0.3139, loss_sal: 0.3128, loss_video_cal: 0.0330, loss_layer_cal: 0.0118, loss: 0.6716, scale: 8192.0000 [2024-04-16 15:22:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_126.pth... [2024-04-16 15:22:28 INFO]: Validating... [2024-04-16 15:22:29 INFO]: Epoch (val) [126][17] loss_cls: 0.8908, loss_sal: 0.3498, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2412, mAP: 0.6532, best_mAP: 0.7426 [2024-04-16 15:22:30 INFO]: Epoch [127][10/10] lr: 0.0005, eta: 0:01:46, time: 0.035, data_time: 0.060, memory: 2348, loss_cls: 0.3024, loss_sal: 0.3119, loss_video_cal: 0.0230, loss_layer_cal: 0.0118, loss: 0.6491, scale: 8192.0000 [2024-04-16 15:22:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_127.pth... [2024-04-16 15:22:30 INFO]: Validating... [2024-04-16 15:22:30 INFO]: Epoch (val) [127][17] loss_cls: 0.7803, loss_sal: 0.3632, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.1440, mAP: 0.6698, best_mAP: 0.7426 [2024-04-16 15:22:31 INFO]: Epoch [128][10/10] lr: 0.0005, eta: 0:01:44, time: 0.035, data_time: 0.061, memory: 2348, loss_cls: 0.2704, loss_sal: 0.2992, loss_video_cal: 0.0317, loss_layer_cal: 0.0117, loss: 0.6131, scale: 8192.0000 [2024-04-16 15:22:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_128.pth... [2024-04-16 15:22:31 INFO]: Validating... [2024-04-16 15:22:32 INFO]: Epoch (val) [128][17] loss_cls: 0.9924, loss_sal: 0.3371, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3301, mAP: 0.6245, best_mAP: 0.7426 [2024-04-16 15:22:33 INFO]: Epoch [129][10/10] lr: 0.0005, eta: 0:01:43, time: 0.032, data_time: 0.075, memory: 2348, loss_cls: 0.4103, loss_sal: 0.3085, loss_video_cal: 0.0367, loss_layer_cal: 0.0111, loss: 0.7666, scale: 8192.0000 [2024-04-16 15:22:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_129.pth... [2024-04-16 15:22:33 INFO]: Validating... [2024-04-16 15:22:33 INFO]: Epoch (val) [129][17] loss_cls: 0.6661, loss_sal: 0.3589, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0259, mAP: 0.6481, best_mAP: 0.7426 [2024-04-16 15:22:34 INFO]: Epoch [130][10/10] lr: 0.0005, eta: 0:01:41, time: 0.034, data_time: 0.057, memory: 2348, loss_cls: 0.3536, loss_sal: 0.2976, loss_video_cal: 0.0352, loss_layer_cal: 0.0127, loss: 0.6991, scale: 8192.0000 [2024-04-16 15:22:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_130.pth... [2024-04-16 15:22:34 INFO]: Validating... [2024-04-16 15:22:35 INFO]: Epoch (val) [130][17] loss_cls: 0.7452, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0884, mAP: 0.6224, best_mAP: 0.7426 [2024-04-16 15:22:36 INFO]: Epoch [131][10/10] lr: 0.0005, eta: 0:01:40, time: 0.034, data_time: 0.066, memory: 2348, loss_cls: 0.3436, loss_sal: 0.3103, loss_video_cal: 0.0315, loss_layer_cal: 0.0096, loss: 0.6951, scale: 8192.0000 [2024-04-16 15:22:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_131.pth... [2024-04-16 15:22:36 INFO]: Validating... [2024-04-16 15:22:36 INFO]: Epoch (val) [131][17] loss_cls: 0.6185, loss_sal: 0.3358, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9554, mAP: 0.6261, best_mAP: 0.7426 [2024-04-16 15:22:37 INFO]: Epoch [132][10/10] lr: 0.0005, eta: 0:01:39, time: 0.035, data_time: 0.070, memory: 2348, loss_cls: 0.3786, loss_sal: 0.3243, loss_video_cal: 0.0290, loss_layer_cal: 0.0123, loss: 0.7442, scale: 8192.0000 [2024-04-16 15:22:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_132.pth... [2024-04-16 15:22:37 INFO]: Validating... [2024-04-16 15:22:38 INFO]: Epoch (val) [132][17] loss_cls: 0.7304, loss_sal: 0.3439, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0752, mAP: 0.6351, best_mAP: 0.7426 [2024-04-16 15:22:39 INFO]: Epoch [133][10/10] lr: 0.0005, eta: 0:01:37, time: 0.035, data_time: 0.056, memory: 2348, loss_cls: 0.3182, loss_sal: 0.3079, loss_video_cal: 0.0374, loss_layer_cal: 0.0137, loss: 0.6772, scale: 8192.0000 [2024-04-16 15:22:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_133.pth... [2024-04-16 15:22:39 INFO]: Validating... [2024-04-16 15:22:39 INFO]: Epoch (val) [133][17] loss_cls: 0.6874, loss_sal: 0.3357, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0238, mAP: 0.6637, best_mAP: 0.7426 [2024-04-16 15:22:40 INFO]: Epoch [134][10/10] lr: 0.0005, eta: 0:01:35, time: 0.034, data_time: 0.050, memory: 2348, loss_cls: 0.3128, loss_sal: 0.2905, loss_video_cal: 0.0366, loss_layer_cal: 0.0146, loss: 0.6545, scale: 8192.0000 [2024-04-16 15:22:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_134.pth... [2024-04-16 15:22:40 INFO]: Validating... [2024-04-16 15:22:40 INFO]: Epoch (val) [134][17] loss_cls: 0.7001, loss_sal: 0.3252, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0259, mAP: 0.6648, best_mAP: 0.7426 [2024-04-16 15:22:41 INFO]: Epoch [135][10/10] lr: 0.0005, eta: 0:01:34, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.2929, loss_sal: 0.3132, loss_video_cal: 0.0253, loss_layer_cal: 0.0111, loss: 0.6425, scale: 8192.0000 [2024-04-16 15:22:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_135.pth... [2024-04-16 15:22:41 INFO]: Validating... [2024-04-16 15:22:42 INFO]: Epoch (val) [135][17] loss_cls: 0.6712, loss_sal: 0.3239, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.9956, mAP: 0.6521, best_mAP: 0.7426 [2024-04-16 15:22:43 INFO]: Epoch [136][10/10] lr: 0.0005, eta: 0:01:33, time: 0.035, data_time: 0.056, memory: 2348, loss_cls: 0.2791, loss_sal: 0.3078, loss_video_cal: 0.0333, loss_layer_cal: 0.0109, loss: 0.6311, scale: 8192.0000 [2024-04-16 15:22:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_136.pth... [2024-04-16 15:22:43 INFO]: Validating... [2024-04-16 15:22:43 INFO]: Epoch (val) [136][17] loss_cls: 0.7075, loss_sal: 0.3270, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0350, mAP: 0.6474, best_mAP: 0.7426 [2024-04-16 15:22:44 INFO]: Epoch [137][10/10] lr: 0.0005, eta: 0:01:31, time: 0.033, data_time: 0.059, memory: 2348, loss_cls: 0.2898, loss_sal: 0.3081, loss_video_cal: 0.0356, loss_layer_cal: 0.0125, loss: 0.6460, scale: 8192.0000 [2024-04-16 15:22:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_137.pth... [2024-04-16 15:22:44 INFO]: Validating... [2024-04-16 15:22:45 INFO]: Epoch (val) [137][17] loss_cls: 0.6772, loss_sal: 0.3255, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0033, mAP: 0.6448, best_mAP: 0.7426 [2024-04-16 15:22:46 INFO]: Epoch [138][10/10] lr: 0.0005, eta: 0:01:30, time: 0.035, data_time: 0.067, memory: 2348, loss_cls: 0.2864, loss_sal: 0.2995, loss_video_cal: 0.0281, loss_layer_cal: 0.0082, loss: 0.6223, scale: 8192.0000 [2024-04-16 15:22:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_138.pth... [2024-04-16 15:22:46 INFO]: Validating... [2024-04-16 15:22:46 INFO]: Epoch (val) [138][17] loss_cls: 0.6329, loss_sal: 0.3183, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9518, mAP: 0.6653, best_mAP: 0.7426 [2024-04-16 15:22:47 INFO]: Epoch [139][10/10] lr: 0.0005, eta: 0:01:28, time: 0.036, data_time: 0.057, memory: 2348, loss_cls: 0.3141, loss_sal: 0.2978, loss_video_cal: 0.0373, loss_layer_cal: 0.0102, loss: 0.6594, scale: 8192.0000 [2024-04-16 15:22:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_139.pth... [2024-04-16 15:22:47 INFO]: Validating... [2024-04-16 15:22:48 INFO]: Epoch (val) [139][17] loss_cls: 0.7117, loss_sal: 0.3237, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0360, mAP: 0.6127, best_mAP: 0.7426 [2024-04-16 15:22:49 INFO]: Epoch [140][10/10] lr: 0.0005, eta: 0:01:27, time: 0.036, data_time: 0.068, memory: 2348, loss_cls: 0.2927, loss_sal: 0.3095, loss_video_cal: 0.0318, loss_layer_cal: 0.0105, loss: 0.6445, scale: 8192.0000 [2024-04-16 15:22:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_140.pth... [2024-04-16 15:22:49 INFO]: Validating... [2024-04-16 15:22:49 INFO]: Epoch (val) [140][17] loss_cls: 0.7240, loss_sal: 0.3304, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0549, mAP: 0.6352, best_mAP: 0.7426 [2024-04-16 15:22:50 INFO]: Epoch [141][10/10] lr: 0.0005, eta: 0:01:25, time: 0.034, data_time: 0.055, memory: 2348, loss_cls: 0.3002, loss_sal: 0.2997, loss_video_cal: 0.0358, loss_layer_cal: 0.0121, loss: 0.6478, scale: 8192.0000 [2024-04-16 15:22:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_141.pth... [2024-04-16 15:22:50 INFO]: Validating... [2024-04-16 15:22:51 INFO]: Epoch (val) [141][17] loss_cls: 0.6948, loss_sal: 0.3307, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.0260, mAP: 0.6436, best_mAP: 0.7426 [2024-04-16 15:22:52 INFO]: Epoch [142][10/10] lr: 0.0005, eta: 0:01:24, time: 0.034, data_time: 0.053, memory: 2348, loss_cls: 0.2910, loss_sal: 0.2976, loss_video_cal: 0.0262, loss_layer_cal: 0.0122, loss: 0.6270, scale: 8192.0000 [2024-04-16 15:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_142.pth... [2024-04-16 15:22:52 INFO]: Validating... [2024-04-16 15:22:52 INFO]: Epoch (val) [142][17] loss_cls: 0.8255, loss_sal: 0.3387, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1646, mAP: 0.6229, best_mAP: 0.7426 [2024-04-16 15:22:53 INFO]: Epoch [143][10/10] lr: 0.0005, eta: 0:01:22, time: 0.035, data_time: 0.066, memory: 2348, loss_cls: 0.2948, loss_sal: 0.2973, loss_video_cal: 0.0379, loss_layer_cal: 0.0092, loss: 0.6392, scale: 8192.0000 [2024-04-16 15:22:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_143.pth... [2024-04-16 15:22:53 INFO]: Validating... [2024-04-16 15:22:54 INFO]: Epoch (val) [143][17] loss_cls: 0.8131, loss_sal: 0.3445, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.1579, mAP: 0.6224, best_mAP: 0.7426 [2024-04-16 15:22:55 INFO]: Epoch [144][10/10] lr: 0.0005, eta: 0:01:21, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.3162, loss_sal: 0.2873, loss_video_cal: 0.0332, loss_layer_cal: 0.0091, loss: 0.6458, scale: 8192.0000 [2024-04-16 15:22:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_144.pth... [2024-04-16 15:22:55 INFO]: Validating... [2024-04-16 15:22:55 INFO]: Epoch (val) [144][17] loss_cls: 0.7447, loss_sal: 0.3376, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.0828, mAP: 0.6511, best_mAP: 0.7426 [2024-04-16 15:22:56 INFO]: Epoch [145][10/10] lr: 0.0005, eta: 0:01:20, time: 0.033, data_time: 0.058, memory: 2348, loss_cls: 0.3282, loss_sal: 0.2953, loss_video_cal: 0.0349, loss_layer_cal: 0.0107, loss: 0.6691, scale: 8192.0000 [2024-04-16 15:22:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_145.pth... [2024-04-16 15:22:56 INFO]: Validating... [2024-04-16 15:22:56 INFO]: Epoch (val) [145][17] loss_cls: 0.9423, loss_sal: 0.3428, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2858, mAP: 0.6162, best_mAP: 0.7426 [2024-04-16 15:22:57 INFO]: Epoch [146][10/10] lr: 0.0005, eta: 0:01:18, time: 0.034, data_time: 0.065, memory: 2348, loss_cls: 0.3320, loss_sal: 0.2909, loss_video_cal: 0.0388, loss_layer_cal: 0.0096, loss: 0.6713, scale: 8192.0000 [2024-04-16 15:22:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_146.pth... [2024-04-16 15:22:58 INFO]: Validating... [2024-04-16 15:22:58 INFO]: Epoch (val) [146][17] loss_cls: 0.6499, loss_sal: 0.3408, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9915, mAP: 0.5778, best_mAP: 0.7426 [2024-04-16 15:22:59 INFO]: Epoch [147][10/10] lr: 0.0005, eta: 0:01:17, time: 0.032, data_time: 0.073, memory: 2348, loss_cls: 0.3969, loss_sal: 0.3186, loss_video_cal: 0.0316, loss_layer_cal: 0.0114, loss: 0.7586, scale: 8192.0000 [2024-04-16 15:22:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_147.pth... [2024-04-16 15:22:59 INFO]: Validating... [2024-04-16 15:22:59 INFO]: Epoch (val) [147][17] loss_cls: 0.6245, loss_sal: 0.3308, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.9562, mAP: 0.6365, best_mAP: 0.7426 [2024-04-16 15:23:00 INFO]: Epoch [148][10/10] lr: 0.0005, eta: 0:01:15, time: 0.035, data_time: 0.061, memory: 2348, loss_cls: 0.3465, loss_sal: 0.3070, loss_video_cal: 0.0334, loss_layer_cal: 0.0109, loss: 0.6978, scale: 8192.0000 [2024-04-16 15:23:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_148.pth... [2024-04-16 15:23:01 INFO]: Validating... [2024-04-16 15:23:01 INFO]: Epoch (val) [148][17] loss_cls: 0.6410, loss_sal: 0.3253, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9670, mAP: 0.6593, best_mAP: 0.7426 [2024-04-16 15:23:02 INFO]: Epoch [149][10/10] lr: 0.0005, eta: 0:01:14, time: 0.031, data_time: 0.064, memory: 2348, loss_cls: 0.3314, loss_sal: 0.3160, loss_video_cal: 0.0334, loss_layer_cal: 0.0131, loss: 0.6938, scale: 8192.0000 [2024-04-16 15:23:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_149.pth... [2024-04-16 15:23:02 INFO]: Validating... [2024-04-16 15:23:02 INFO]: Epoch (val) [149][17] loss_cls: 0.7865, loss_sal: 0.3262, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1135, mAP: 0.6271, best_mAP: 0.7426 [2024-04-16 15:23:03 INFO]: Epoch [150][10/10] lr: 0.0005, eta: 0:01:12, time: 0.033, data_time: 0.059, memory: 2348, loss_cls: 0.3129, loss_sal: 0.3053, loss_video_cal: 0.0370, loss_layer_cal: 0.0146, loss: 0.6698, scale: 8192.0000 [2024-04-16 15:23:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_150.pth... [2024-04-16 15:23:03 INFO]: Validating... [2024-04-16 15:23:04 INFO]: Epoch (val) [150][17] loss_cls: 0.7537, loss_sal: 0.3149, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0700, mAP: 0.6646, best_mAP: 0.7426 [2024-04-16 15:23:05 INFO]: Epoch [151][10/10] lr: 0.0005, eta: 0:01:11, time: 0.035, data_time: 0.063, memory: 2348, loss_cls: 0.3215, loss_sal: 0.3071, loss_video_cal: 0.0378, loss_layer_cal: 0.0129, loss: 0.6794, scale: 8192.0000 [2024-04-16 15:23:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_151.pth... [2024-04-16 15:23:05 INFO]: Validating... [2024-04-16 15:23:05 INFO]: Epoch (val) [151][17] loss_cls: 0.8004, loss_sal: 0.3105, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1123, mAP: 0.6656, best_mAP: 0.7426 [2024-04-16 15:23:06 INFO]: Epoch [152][10/10] lr: 0.0005, eta: 0:01:09, time: 0.036, data_time: 0.053, memory: 2348, loss_cls: 0.3361, loss_sal: 0.3023, loss_video_cal: 0.0432, loss_layer_cal: 0.0122, loss: 0.6938, scale: 8192.0000 [2024-04-16 15:23:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_152.pth... [2024-04-16 15:23:06 INFO]: Validating... [2024-04-16 15:23:07 INFO]: Epoch (val) [152][17] loss_cls: 0.6721, loss_sal: 0.3129, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.9862, mAP: 0.6618, best_mAP: 0.7426 [2024-04-16 15:23:08 INFO]: Epoch [153][10/10] lr: 0.0005, eta: 0:01:08, time: 0.035, data_time: 0.069, memory: 2348, loss_cls: 0.3797, loss_sal: 0.3057, loss_video_cal: 0.0361, loss_layer_cal: 0.0111, loss: 0.7327, scale: 8192.0000 [2024-04-16 15:23:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_153.pth... [2024-04-16 15:23:08 INFO]: Validating... [2024-04-16 15:23:08 INFO]: Epoch (val) [153][17] loss_cls: 0.5857, loss_sal: 0.3206, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9071, mAP: 0.6830, best_mAP: 0.7426 [2024-04-16 15:23:09 INFO]: Epoch [154][10/10] lr: 0.0005, eta: 0:01:06, time: 0.033, data_time: 0.062, memory: 2348, loss_cls: 0.3371, loss_sal: 0.2911, loss_video_cal: 0.0369, loss_layer_cal: 0.0099, loss: 0.6750, scale: 8192.0000 [2024-04-16 15:23:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_154.pth... [2024-04-16 15:23:09 INFO]: Validating... [2024-04-16 15:23:10 INFO]: Epoch (val) [154][17] loss_cls: 0.6076, loss_sal: 0.3219, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 0.9301, mAP: 0.6615, best_mAP: 0.7426 [2024-04-16 15:23:10 INFO]: Epoch [155][10/10] lr: 0.0005, eta: 0:01:05, time: 0.035, data_time: 0.055, memory: 2348, loss_cls: 0.3582, loss_sal: 0.3021, loss_video_cal: 0.0352, loss_layer_cal: 0.0107, loss: 0.7061, scale: 8192.0000 [2024-04-16 15:23:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_155.pth... [2024-04-16 15:23:11 INFO]: Validating... [2024-04-16 15:23:11 INFO]: Epoch (val) [155][17] loss_cls: 0.7526, loss_sal: 0.3026, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0560, mAP: 0.7043, best_mAP: 0.7426 [2024-04-16 15:23:12 INFO]: Epoch [156][10/10] lr: 0.0005, eta: 0:01:03, time: 0.035, data_time: 0.054, memory: 2348, loss_cls: 0.3516, loss_sal: 0.3055, loss_video_cal: 0.0328, loss_layer_cal: 0.0119, loss: 0.7018, scale: 8192.0000 [2024-04-16 15:23:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_156.pth... [2024-04-16 15:23:12 INFO]: Validating... [2024-04-16 15:23:12 INFO]: Epoch (val) [156][17] loss_cls: 0.8399, loss_sal: 0.3168, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1576, mAP: 0.6560, best_mAP: 0.7426 [2024-04-16 15:23:13 INFO]: Epoch [157][10/10] lr: 0.0005, eta: 0:01:02, time: 0.033, data_time: 0.056, memory: 2348, loss_cls: 0.3316, loss_sal: 0.3122, loss_video_cal: 0.0418, loss_layer_cal: 0.0097, loss: 0.6953, scale: 8192.0000 [2024-04-16 15:23:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_157.pth... [2024-04-16 15:23:13 INFO]: Validating... [2024-04-16 15:23:14 INFO]: Epoch (val) [157][17] loss_cls: 0.8660, loss_sal: 0.3453, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2123, mAP: 0.6387, best_mAP: 0.7426 [2024-04-16 15:23:15 INFO]: Epoch [158][10/10] lr: 0.0005, eta: 0:01:01, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.3120, loss_sal: 0.3162, loss_video_cal: 0.0369, loss_layer_cal: 0.0128, loss: 0.6779, scale: 8192.0000 [2024-04-16 15:23:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_158.pth... [2024-04-16 15:23:15 INFO]: Validating... [2024-04-16 15:23:15 INFO]: Epoch (val) [158][17] loss_cls: 0.9664, loss_sal: 0.3363, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3035, mAP: 0.6312, best_mAP: 0.7426 [2024-04-16 15:23:16 INFO]: Epoch [159][10/10] lr: 0.0005, eta: 0:00:59, time: 0.034, data_time: 0.073, memory: 2348, loss_cls: 0.3051, loss_sal: 0.2941, loss_video_cal: 0.0368, loss_layer_cal: 0.0138, loss: 0.6497, scale: 8192.0000 [2024-04-16 15:23:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_159.pth... [2024-04-16 15:23:16 INFO]: Validating... [2024-04-16 15:23:17 INFO]: Epoch (val) [159][17] loss_cls: 0.9883, loss_sal: 0.3236, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3129, mAP: 0.6582, best_mAP: 0.7426 [2024-04-16 15:23:18 INFO]: Epoch [160][10/10] lr: 0.0005, eta: 0:00:58, time: 0.036, data_time: 0.057, memory: 2348, loss_cls: 0.3227, loss_sal: 0.3039, loss_video_cal: 0.0337, loss_layer_cal: 0.0121, loss: 0.6724, scale: 8192.0000 [2024-04-16 15:23:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_160.pth... [2024-04-16 15:23:18 INFO]: Validating... [2024-04-16 15:23:18 INFO]: Epoch (val) [160][17] loss_cls: 0.8995, loss_sal: 0.3307, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2310, mAP: 0.6223, best_mAP: 0.7426 [2024-04-16 15:23:19 INFO]: Epoch [161][10/10] lr: 0.0005, eta: 0:00:56, time: 0.035, data_time: 0.051, memory: 2348, loss_cls: 0.3404, loss_sal: 0.3003, loss_video_cal: 0.0324, loss_layer_cal: 0.0102, loss: 0.6834, scale: 8192.0000 [2024-04-16 15:23:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_161.pth... [2024-04-16 15:23:19 INFO]: Validating... [2024-04-16 15:23:20 INFO]: Epoch (val) [161][17] loss_cls: 0.9690, loss_sal: 0.3306, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3005, mAP: 0.5709, best_mAP: 0.7426 [2024-04-16 15:23:21 INFO]: Epoch [162][10/10] lr: 0.0005, eta: 0:00:55, time: 0.036, data_time: 0.071, memory: 2348, loss_cls: 0.2956, loss_sal: 0.3100, loss_video_cal: 0.0354, loss_layer_cal: 0.0115, loss: 0.6526, scale: 8192.0000 [2024-04-16 15:23:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_162.pth... [2024-04-16 15:23:21 INFO]: Validating... [2024-04-16 15:23:21 INFO]: Epoch (val) [162][17] loss_cls: 0.9067, loss_sal: 0.3192, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2268, mAP: 0.6146, best_mAP: 0.7426 [2024-04-16 15:23:22 INFO]: Epoch [163][10/10] lr: 0.0005, eta: 0:00:53, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.3055, loss_sal: 0.2965, loss_video_cal: 0.0358, loss_layer_cal: 0.0132, loss: 0.6509, scale: 8192.0000 [2024-04-16 15:23:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_163.pth... [2024-04-16 15:23:22 INFO]: Validating... [2024-04-16 15:23:23 INFO]: Epoch (val) [163][17] loss_cls: 1.0234, loss_sal: 0.3229, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3472, mAP: 0.6159, best_mAP: 0.7426 [2024-04-16 15:23:24 INFO]: Epoch [164][10/10] lr: 0.0005, eta: 0:00:52, time: 0.035, data_time: 0.061, memory: 2348, loss_cls: 0.3246, loss_sal: 0.3026, loss_video_cal: 0.0362, loss_layer_cal: 0.0106, loss: 0.6739, scale: 8192.0000 [2024-04-16 15:23:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_164.pth... [2024-04-16 15:23:24 INFO]: Validating... [2024-04-16 15:23:24 INFO]: Epoch (val) [164][17] loss_cls: 0.8002, loss_sal: 0.3543, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1555, mAP: 0.4888, best_mAP: 0.7426 [2024-04-16 15:23:25 INFO]: Epoch [165][10/10] lr: 0.0005, eta: 0:00:50, time: 0.035, data_time: 0.063, memory: 2348, loss_cls: 0.3532, loss_sal: 0.3147, loss_video_cal: 0.0279, loss_layer_cal: 0.0114, loss: 0.7073, scale: 8192.0000 [2024-04-16 15:23:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_165.pth... [2024-04-16 15:23:25 INFO]: Validating... [2024-04-16 15:23:26 INFO]: Epoch (val) [165][17] loss_cls: 0.8766, loss_sal: 0.3671, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2450, mAP: 0.5391, best_mAP: 0.7426 [2024-04-16 15:23:27 INFO]: Epoch [166][10/10] lr: 0.0005, eta: 0:00:49, time: 0.036, data_time: 0.053, memory: 2348, loss_cls: 0.2984, loss_sal: 0.3080, loss_video_cal: 0.0306, loss_layer_cal: 0.0140, loss: 0.6511, scale: 8192.0000 [2024-04-16 15:23:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_166.pth... [2024-04-16 15:23:27 INFO]: Validating... [2024-04-16 15:23:27 INFO]: Epoch (val) [166][17] loss_cls: 0.7709, loss_sal: 0.3433, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.1156, mAP: 0.6306, best_mAP: 0.7426 [2024-04-16 15:23:28 INFO]: Epoch [167][10/10] lr: 0.0005, eta: 0:00:48, time: 0.035, data_time: 0.066, memory: 2348, loss_cls: 0.3241, loss_sal: 0.3030, loss_video_cal: 0.0311, loss_layer_cal: 0.0113, loss: 0.6695, scale: 8192.0000 [2024-04-16 15:23:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_167.pth... [2024-04-16 15:23:28 INFO]: Validating... [2024-04-16 15:23:29 INFO]: Epoch (val) [167][17] loss_cls: 0.7044, loss_sal: 0.3235, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.0294, mAP: 0.6613, best_mAP: 0.7426 [2024-04-16 15:23:30 INFO]: Epoch [168][10/10] lr: 0.0005, eta: 0:00:46, time: 0.034, data_time: 0.057, memory: 2348, loss_cls: 0.3592, loss_sal: 0.3109, loss_video_cal: 0.0379, loss_layer_cal: 0.0102, loss: 0.7182, scale: 8192.0000 [2024-04-16 15:23:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_168.pth... [2024-04-16 15:23:30 INFO]: Validating... [2024-04-16 15:23:30 INFO]: Epoch (val) [168][17] loss_cls: 0.7525, loss_sal: 0.3346, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0888, mAP: 0.6707, best_mAP: 0.7426 [2024-04-16 15:23:31 INFO]: Epoch [169][10/10] lr: 0.0005, eta: 0:00:45, time: 0.036, data_time: 0.061, memory: 2348, loss_cls: 0.3124, loss_sal: 0.2842, loss_video_cal: 0.0297, loss_layer_cal: 0.0122, loss: 0.6385, scale: 8192.0000 [2024-04-16 15:23:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_169.pth... [2024-04-16 15:23:31 INFO]: Validating... [2024-04-16 15:23:31 INFO]: Epoch (val) [169][17] loss_cls: 0.8164, loss_sal: 0.3342, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1519, mAP: 0.6618, best_mAP: 0.7426 [2024-04-16 15:23:32 INFO]: Epoch [170][10/10] lr: 0.0005, eta: 0:00:43, time: 0.035, data_time: 0.062, memory: 2348, loss_cls: 0.3014, loss_sal: 0.3031, loss_video_cal: 0.0368, loss_layer_cal: 0.0141, loss: 0.6554, scale: 8192.0000 [2024-04-16 15:23:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_170.pth... [2024-04-16 15:23:33 INFO]: Validating... [2024-04-16 15:23:33 INFO]: Epoch (val) [170][17] loss_cls: 0.9262, loss_sal: 0.3437, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2710, mAP: 0.6375, best_mAP: 0.7426 [2024-04-16 15:23:34 INFO]: Epoch [171][10/10] lr: 0.0005, eta: 0:00:42, time: 0.034, data_time: 0.064, memory: 2348, loss_cls: 0.3225, loss_sal: 0.2960, loss_video_cal: 0.0437, loss_layer_cal: 0.0122, loss: 0.6744, scale: 8192.0000 [2024-04-16 15:23:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_171.pth... [2024-04-16 15:23:34 INFO]: Validating... [2024-04-16 15:23:34 INFO]: Epoch (val) [171][17] loss_cls: 0.7985, loss_sal: 0.3352, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1345, mAP: 0.6802, best_mAP: 0.7426 [2024-04-16 15:23:35 INFO]: Epoch [172][10/10] lr: 0.0005, eta: 0:00:40, time: 0.035, data_time: 0.067, memory: 2348, loss_cls: 0.3056, loss_sal: 0.3038, loss_video_cal: 0.0303, loss_layer_cal: 0.0114, loss: 0.6512, scale: 8192.0000 [2024-04-16 15:23:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_172.pth... [2024-04-16 15:23:35 INFO]: Validating... [2024-04-16 15:23:36 INFO]: Epoch (val) [172][17] loss_cls: 0.7217, loss_sal: 0.3377, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0601, mAP: 0.7112, best_mAP: 0.7426 [2024-04-16 15:23:37 INFO]: Epoch [173][10/10] lr: 0.0005, eta: 0:00:39, time: 0.034, data_time: 0.056, memory: 2348, loss_cls: 0.2904, loss_sal: 0.3090, loss_video_cal: 0.0409, loss_layer_cal: 0.0111, loss: 0.6514, scale: 8192.0000 [2024-04-16 15:23:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_173.pth... [2024-04-16 15:23:37 INFO]: Validating... [2024-04-16 15:23:37 INFO]: Epoch (val) [173][17] loss_cls: 0.6243, loss_sal: 0.3297, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9548, mAP: 0.6769, best_mAP: 0.7426 [2024-04-16 15:23:38 INFO]: Epoch [174][10/10] lr: 0.0005, eta: 0:00:37, time: 0.033, data_time: 0.049, memory: 2348, loss_cls: 0.3009, loss_sal: 0.2980, loss_video_cal: 0.0256, loss_layer_cal: 0.0103, loss: 0.6349, scale: 8192.0000 [2024-04-16 15:23:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_174.pth... [2024-04-16 15:23:38 INFO]: Validating... [2024-04-16 15:23:39 INFO]: Epoch (val) [174][17] loss_cls: 0.6292, loss_sal: 0.3054, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9354, mAP: 0.6892, best_mAP: 0.7426 [2024-04-16 15:23:39 INFO]: Epoch [175][10/10] lr: 0.0005, eta: 0:00:36, time: 0.035, data_time: 0.051, memory: 2348, loss_cls: 0.2890, loss_sal: 0.3088, loss_video_cal: 0.0436, loss_layer_cal: 0.0153, loss: 0.6567, scale: 8192.0000 [2024-04-16 15:23:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_175.pth... [2024-04-16 15:23:40 INFO]: Validating... [2024-04-16 15:23:40 INFO]: Epoch (val) [175][17] loss_cls: 0.6385, loss_sal: 0.3211, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.9604, mAP: 0.6828, best_mAP: 0.7426 [2024-04-16 15:23:41 INFO]: Epoch [176][10/10] lr: 0.0005, eta: 0:00:34, time: 0.034, data_time: 0.060, memory: 2348, loss_cls: 0.3267, loss_sal: 0.2889, loss_video_cal: 0.0239, loss_layer_cal: 0.0112, loss: 0.6507, scale: 8192.0000 [2024-04-16 15:23:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_176.pth... [2024-04-16 15:23:41 INFO]: Validating... [2024-04-16 15:23:41 INFO]: Epoch (val) [176][17] loss_cls: 0.5912, loss_sal: 0.3216, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9135, mAP: 0.6621, best_mAP: 0.7426 [2024-04-16 15:23:42 INFO]: Epoch [177][10/10] lr: 0.0005, eta: 0:00:33, time: 0.035, data_time: 0.058, memory: 2348, loss_cls: 0.2956, loss_sal: 0.2902, loss_video_cal: 0.0367, loss_layer_cal: 0.0125, loss: 0.6350, scale: 8192.0000 [2024-04-16 15:23:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_177.pth... [2024-04-16 15:23:42 INFO]: Validating... [2024-04-16 15:23:43 INFO]: Epoch (val) [177][17] loss_cls: 0.6806, loss_sal: 0.3275, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0087, mAP: 0.6375, best_mAP: 0.7426 [2024-04-16 15:23:44 INFO]: Epoch [178][10/10] lr: 0.0005, eta: 0:00:31, time: 0.034, data_time: 0.059, memory: 2348, loss_cls: 0.2870, loss_sal: 0.2871, loss_video_cal: 0.0292, loss_layer_cal: 0.0108, loss: 0.6141, scale: 8192.0000 [2024-04-16 15:23:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_178.pth... [2024-04-16 15:23:44 INFO]: Validating... [2024-04-16 15:23:44 INFO]: Epoch (val) [178][17] loss_cls: 0.7870, loss_sal: 0.3352, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1229, mAP: 0.6518, best_mAP: 0.7426 [2024-04-16 15:23:45 INFO]: Epoch [179][10/10] lr: 0.0005, eta: 0:00:30, time: 0.034, data_time: 0.075, memory: 2348, loss_cls: 0.2916, loss_sal: 0.3002, loss_video_cal: 0.0322, loss_layer_cal: 0.0126, loss: 0.6366, scale: 8192.0000 [2024-04-16 15:23:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_179.pth... [2024-04-16 15:23:45 INFO]: Validating... [2024-04-16 15:23:46 INFO]: Epoch (val) [179][17] loss_cls: 0.7307, loss_sal: 0.3336, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0650, mAP: 0.6693, best_mAP: 0.7426 [2024-04-16 15:23:47 INFO]: Epoch [180][10/10] lr: 0.0005, eta: 0:00:29, time: 0.034, data_time: 0.068, memory: 2348, loss_cls: 0.3029, loss_sal: 0.3014, loss_video_cal: 0.0290, loss_layer_cal: 0.0116, loss: 0.6450, scale: 8192.0000 [2024-04-16 15:23:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_180.pth... [2024-04-16 15:23:47 INFO]: Validating... [2024-04-16 15:23:47 INFO]: Epoch (val) [180][17] loss_cls: 0.7095, loss_sal: 0.3379, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0481, mAP: 0.6866, best_mAP: 0.7426 [2024-04-16 15:23:48 INFO]: Epoch [181][10/10] lr: 0.0005, eta: 0:00:27, time: 0.034, data_time: 0.051, memory: 2348, loss_cls: 0.2860, loss_sal: 0.2997, loss_video_cal: 0.0279, loss_layer_cal: 0.0105, loss: 0.6241, scale: 8192.0000 [2024-04-16 15:23:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_181.pth... [2024-04-16 15:23:48 INFO]: Validating... [2024-04-16 15:23:49 INFO]: Epoch (val) [181][17] loss_cls: 0.8094, loss_sal: 0.3542, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1643, mAP: 0.6311, best_mAP: 0.7426 [2024-04-16 15:23:50 INFO]: Epoch [182][10/10] lr: 0.0005, eta: 0:00:26, time: 0.033, data_time: 0.058, memory: 2348, loss_cls: 0.3086, loss_sal: 0.3090, loss_video_cal: 0.0318, loss_layer_cal: 0.0091, loss: 0.6586, scale: 8192.0000 [2024-04-16 15:23:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_182.pth... [2024-04-16 15:23:50 INFO]: Validating... [2024-04-16 15:23:50 INFO]: Epoch (val) [182][17] loss_cls: 0.7736, loss_sal: 0.3472, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1215, mAP: 0.6347, best_mAP: 0.7426 [2024-04-16 15:23:51 INFO]: Epoch [183][10/10] lr: 0.0005, eta: 0:00:24, time: 0.034, data_time: 0.075, memory: 2348, loss_cls: 0.2989, loss_sal: 0.3074, loss_video_cal: 0.0378, loss_layer_cal: 0.0130, loss: 0.6571, scale: 8192.0000 [2024-04-16 15:23:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_183.pth... [2024-04-16 15:23:51 INFO]: Validating... [2024-04-16 15:23:52 INFO]: Epoch (val) [183][17] loss_cls: 0.6944, loss_sal: 0.3281, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.0233, mAP: 0.6627, best_mAP: 0.7426 [2024-04-16 15:23:52 INFO]: Epoch [184][10/10] lr: 0.0005, eta: 0:00:23, time: 0.034, data_time: 0.049, memory: 2348, loss_cls: 0.3051, loss_sal: 0.3081, loss_video_cal: 0.0332, loss_layer_cal: 0.0139, loss: 0.6603, scale: 8192.0000 [2024-04-16 15:23:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_184.pth... [2024-04-16 15:23:53 INFO]: Validating... [2024-04-16 15:23:53 INFO]: Epoch (val) [184][17] loss_cls: 0.6580, loss_sal: 0.3123, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.9710, mAP: 0.6338, best_mAP: 0.7426 [2024-04-16 15:23:54 INFO]: Epoch [185][10/10] lr: 0.0005, eta: 0:00:21, time: 0.035, data_time: 0.065, memory: 2348, loss_cls: 0.2715, loss_sal: 0.2984, loss_video_cal: 0.0274, loss_layer_cal: 0.0112, loss: 0.6086, scale: 8192.0000 [2024-04-16 15:23:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_185.pth... [2024-04-16 15:23:54 INFO]: Validating... [2024-04-16 15:23:54 INFO]: Epoch (val) [185][17] loss_cls: 0.7237, loss_sal: 0.3402, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0645, mAP: 0.6438, best_mAP: 0.7426 [2024-04-16 15:23:55 INFO]: Epoch [186][10/10] lr: 0.0005, eta: 0:00:20, time: 0.034, data_time: 0.064, memory: 2348, loss_cls: 0.2819, loss_sal: 0.3079, loss_video_cal: 0.0304, loss_layer_cal: 0.0127, loss: 0.6329, scale: 8192.0000 [2024-04-16 15:23:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_186.pth... [2024-04-16 15:23:56 INFO]: Validating... [2024-04-16 15:23:56 INFO]: Epoch (val) [186][17] loss_cls: 0.7413, loss_sal: 0.3527, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0946, mAP: 0.6402, best_mAP: 0.7426 [2024-04-16 15:23:57 INFO]: Epoch [187][10/10] lr: 0.0005, eta: 0:00:18, time: 0.036, data_time: 0.053, memory: 2348, loss_cls: 0.2594, loss_sal: 0.2983, loss_video_cal: 0.0426, loss_layer_cal: 0.0105, loss: 0.6108, scale: 8192.0000 [2024-04-16 15:23:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_187.pth... [2024-04-16 15:23:57 INFO]: Validating... [2024-04-16 15:23:57 INFO]: Epoch (val) [187][17] loss_cls: 0.6912, loss_sal: 0.3452, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0370, mAP: 0.6686, best_mAP: 0.7426 [2024-04-16 15:23:58 INFO]: Epoch [188][10/10] lr: 0.0005, eta: 0:00:17, time: 0.035, data_time: 0.056, memory: 2348, loss_cls: 0.2965, loss_sal: 0.3047, loss_video_cal: 0.0384, loss_layer_cal: 0.0119, loss: 0.6514, scale: 8192.0000 [2024-04-16 15:23:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_188.pth... [2024-04-16 15:23:58 INFO]: Validating... [2024-04-16 15:23:59 INFO]: Epoch (val) [188][17] loss_cls: 0.7037, loss_sal: 0.3418, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0460, mAP: 0.7055, best_mAP: 0.7426 [2024-04-16 15:24:00 INFO]: Epoch [189][10/10] lr: 0.0005, eta: 0:00:15, time: 0.032, data_time: 0.073, memory: 2348, loss_cls: 0.2889, loss_sal: 0.3060, loss_video_cal: 0.0249, loss_layer_cal: 0.0108, loss: 0.6306, scale: 8192.0000 [2024-04-16 15:24:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_189.pth... [2024-04-16 15:24:00 INFO]: Validating... [2024-04-16 15:24:00 INFO]: Epoch (val) [189][17] loss_cls: 0.8193, loss_sal: 0.3280, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1480, mAP: 0.6459, best_mAP: 0.7426 [2024-04-16 15:24:01 INFO]: Epoch [190][10/10] lr: 0.0005, eta: 0:00:14, time: 0.035, data_time: 0.055, memory: 2348, loss_cls: 0.3523, loss_sal: 0.3186, loss_video_cal: 0.0308, loss_layer_cal: 0.0104, loss: 0.7122, scale: 8192.0000 [2024-04-16 15:24:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_190.pth... [2024-04-16 15:24:01 INFO]: Validating... [2024-04-16 15:24:02 INFO]: Epoch (val) [190][17] loss_cls: 0.7690, loss_sal: 0.3579, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1279, mAP: 0.6475, best_mAP: 0.7426 [2024-04-16 15:24:03 INFO]: Epoch [191][10/10] lr: 0.0005, eta: 0:00:13, time: 0.036, data_time: 0.050, memory: 2348, loss_cls: 0.3105, loss_sal: 0.3091, loss_video_cal: 0.0336, loss_layer_cal: 0.0119, loss: 0.6652, scale: 8192.0000 [2024-04-16 15:24:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_191.pth... [2024-04-16 15:24:03 INFO]: Validating... [2024-04-16 15:24:03 INFO]: Epoch (val) [191][17] loss_cls: 0.7337, loss_sal: 0.3383, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0731, mAP: 0.6530, best_mAP: 0.7426 [2024-04-16 15:24:04 INFO]: Epoch [192][10/10] lr: 0.0005, eta: 0:00:11, time: 0.035, data_time: 0.062, memory: 2348, loss_cls: 0.3460, loss_sal: 0.3266, loss_video_cal: 0.0326, loss_layer_cal: 0.0123, loss: 0.7175, scale: 8192.0000 [2024-04-16 15:24:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_192.pth... [2024-04-16 15:24:04 INFO]: Validating... [2024-04-16 15:24:04 INFO]: Epoch (val) [192][17] loss_cls: 0.8130, loss_sal: 0.3468, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1608, mAP: 0.6419, best_mAP: 0.7426 [2024-04-16 15:24:06 INFO]: Epoch [193][10/10] lr: 0.0005, eta: 0:00:10, time: 0.033, data_time: 0.074, memory: 2348, loss_cls: 0.3108, loss_sal: 0.2919, loss_video_cal: 0.0358, loss_layer_cal: 0.0106, loss: 0.6491, scale: 8192.0000 [2024-04-16 15:24:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_193.pth... [2024-04-16 15:24:06 INFO]: Validating... [2024-04-16 15:24:06 INFO]: Epoch (val) [193][17] loss_cls: 0.6935, loss_sal: 0.3375, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0320, mAP: 0.6469, best_mAP: 0.7426 [2024-04-16 15:24:07 INFO]: Epoch [194][10/10] lr: 0.0005, eta: 0:00:08, time: 0.035, data_time: 0.057, memory: 2348, loss_cls: 0.2864, loss_sal: 0.3008, loss_video_cal: 0.0382, loss_layer_cal: 0.0101, loss: 0.6355, scale: 8192.0000 [2024-04-16 15:24:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_194.pth... [2024-04-16 15:24:07 INFO]: Validating... [2024-04-16 15:24:07 INFO]: Epoch (val) [194][17] loss_cls: 0.7274, loss_sal: 0.3529, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0812, mAP: 0.6469, best_mAP: 0.7426 [2024-04-16 15:24:08 INFO]: Epoch [195][10/10] lr: 0.0005, eta: 0:00:07, time: 0.035, data_time: 0.057, memory: 2348, loss_cls: 0.2908, loss_sal: 0.3116, loss_video_cal: 0.0359, loss_layer_cal: 0.0115, loss: 0.6498, scale: 8192.0000 [2024-04-16 15:24:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_195.pth... [2024-04-16 15:24:08 INFO]: Validating... [2024-04-16 15:24:09 INFO]: Epoch (val) [195][17] loss_cls: 0.6894, loss_sal: 0.3450, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0354, mAP: 0.6502, best_mAP: 0.7426 [2024-04-16 15:24:10 INFO]: Epoch [196][10/10] lr: 0.0005, eta: 0:00:05, time: 0.036, data_time: 0.068, memory: 2348, loss_cls: 0.2641, loss_sal: 0.3032, loss_video_cal: 0.0238, loss_layer_cal: 0.0097, loss: 0.6008, scale: 8192.0000 [2024-04-16 15:24:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_196.pth... [2024-04-16 15:24:10 INFO]: Validating... [2024-04-16 15:24:10 INFO]: Epoch (val) [196][17] loss_cls: 0.6528, loss_sal: 0.3238, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.9776, mAP: 0.6515, best_mAP: 0.7426 [2024-04-16 15:24:11 INFO]: Epoch [197][10/10] lr: 0.0005, eta: 0:00:04, time: 0.035, data_time: 0.060, memory: 2348, loss_cls: 0.2818, loss_sal: 0.3058, loss_video_cal: 0.0236, loss_layer_cal: 0.0088, loss: 0.6199, scale: 8192.0000 [2024-04-16 15:24:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_197.pth... [2024-04-16 15:24:11 INFO]: Validating... [2024-04-16 15:24:12 INFO]: Epoch (val) [197][17] loss_cls: 0.7241, loss_sal: 0.3255, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.0506, mAP: 0.6455, best_mAP: 0.7426 [2024-04-16 15:24:13 INFO]: Epoch [198][10/10] lr: 0.0005, eta: 0:00:02, time: 0.036, data_time: 0.053, memory: 2348, loss_cls: 0.2860, loss_sal: 0.2954, loss_video_cal: 0.0328, loss_layer_cal: 0.0116, loss: 0.6258, scale: 8192.0000 [2024-04-16 15:24:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_198.pth... [2024-04-16 15:24:13 INFO]: Validating... [2024-04-16 15:24:13 INFO]: Epoch (val) [198][17] loss_cls: 0.7011, loss_sal: 0.3434, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0454, mAP: 0.6330, best_mAP: 0.7426 [2024-04-16 15:24:14 INFO]: Epoch [199][10/10] lr: 0.0005, eta: 0:00:01, time: 0.035, data_time: 0.065, memory: 2348, loss_cls: 0.2475, loss_sal: 0.3084, loss_video_cal: 0.0280, loss_layer_cal: 0.0138, loss: 0.5977, scale: 8192.0000 [2024-04-16 15:24:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_199.pth... [2024-04-16 15:24:14 INFO]: Validating... [2024-04-16 15:24:15 INFO]: Epoch (val) [199][17] loss_cls: 0.7461, loss_sal: 0.3521, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.0990, mAP: 0.6386, best_mAP: 0.7426 [2024-04-16 15:24:16 INFO]: Epoch [200][10/10] lr: 0.0005, eta: 0:00:00, time: 0.035, data_time: 0.068, memory: 2348, loss_cls: 0.2664, loss_sal: 0.2932, loss_video_cal: 0.0377, loss_layer_cal: 0.0133, loss: 0.6106, scale: 8192.0000 [2024-04-16 15:24:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_dog/epoch_200.pth... [2024-04-16 15:24:16 INFO]: Validating... [2024-04-16 15:24:16 INFO]: Epoch (val) [200][17] loss_cls: 0.7743, loss_sal: 0.3522, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1273, mAP: 0.6441, best_mAP: 0.7426 [2024-04-16 15:24:16 INFO]: Overall training speed: 2000 iterations in 0:01:09 (0.0347 s/it) [2024-04-16 15:24:16 INFO]: Done running in 0:04:51 (0:02:55 on hooks)