diff --git "a/checkpoints/r2_tuning_tacos.log" "b/checkpoints/r2_tuning_tacos.log" new file mode 100644--- /dev/null +++ "b/checkpoints/r2_tuning_tacos.log" @@ -0,0 +1,1349 @@ +[2024-04-14 10:15:21 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, + +[2024-04-14 10:15:21 INFO]: Launcher: None +[2024-04-14 10:15:21 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/tacos/r2_tuning_tacos.py +model = dict( + type='R2Tuning', + arch='ViT-B/32', + init=False, + dims=256, + strides=(1, 2, 4, 8), + max_video_len=1024, + max_num_moment=50, + adapter_cfg=dict( + type='R2Block', + k=4, + dropout=0.5, + use_tef=True, + 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=dict( + type='ConvHead', + kernal_size=3), + loss_cfg=dict( + type='BundleLoss', + sample_radius=1.5, + loss_cls=dict( + type='FocalLoss', + loss_weight=1.0), + loss_reg=dict( + type='L1Loss', + loss_weight=0.2), + loss_sal=dict( + type='SampledNCELoss', + loss_weight=0.05), + loss_video_cal=dict( + type='InfoNCELoss', + loss_weight=0.1), + loss_layer_cal=dict( + type='InfoNCELoss', + loss_weight=0.1))) +dataset_type = 'Grounding' +data_root = 'data/tacos/' +data = dict( + train=dict( + type='Grounding', + label_path='data/tacos/train.jsonl', + video_path='data/tacos/frames_224_0.5fps', + cache_path='data/tacos/clip_b32_vid_k4', + query_path='data/tacos/clip_b32_txt_k4', + use_cache=True, + min_video_len=5, + fps=0.5, + loader=dict( + batch_size=32, + num_workers=4, + pin_memory=True, + shuffle=True)), + val=dict( + type='Grounding', + label_path='data/tacos/test.jsonl', + video_path='data/tacos/frames_224_0.5fps', + cache_path='data/tacos/clip_b32_vid_k4', + query_path='data/tacos/clip_b32_txt_k4', + use_cache=True, + fps=0.5, + loader=dict( + batch_size=1, + num_workers=4, + pin_memory=True, + shuffle=False))) +stages = dict( + epochs=100, + optimizer=dict( + type='AdamW', + lr=0.00025, + weight_decay=0.0001), + lr_schedule=dict( + type='epoch', + policy='step', + step=[50]), + warmup=dict( + type='iter', + policy='linear', + steps=500, + ratio=0.001), + grad_clip=dict( + max_norm=35, + norm_type=2), + validation=dict( + interval=1, + nms_cfg=dict(type='linear'))) +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'])] +[2024-04-14 10:15:21 INFO]: Using random seed: 46710927 +[2024-04-14 10:15:21 INFO]: Model architecture: +R2Tuning( + (adapter): R2Block( + (video_map): Sequential( + (0): LayerNorm((770,), eps=1e-05, elementwise_affine=True) + (1): Dropout(p=0.5, inplace=False) + (2): Linear(in_features=770, 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) + (1): Sequential( + (0): Permute() + (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) + (2): Permute() + (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True) + (4): ReLU(inplace=True) + ) + (2): Sequential( + (0): Permute() + (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) + (2): Permute() + (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True) + (4): ReLU(inplace=True) + (5): Permute() + (6): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) + (7): Permute() + (8): LayerNorm((256,), eps=1e-05, elementwise_affine=True) + (9): ReLU(inplace=True) + ) + (3): Sequential( + (0): Permute() + (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) + (2): Permute() + (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True) + (4): ReLU(inplace=True) + (5): Permute() + (6): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) + (7): Permute() + (8): LayerNorm((256,), eps=1e-05, elementwise_affine=True) + (9): ReLU(inplace=True) + (10): Permute() + (11): Conv1d(256, 256, kernel_size=(2,), stride=(2,)) + (12): Permute() + (13): LayerNorm((256,), eps=1e-05, elementwise_affine=True) + (14): 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() + ) + ) + (coord_head): ConvHead( + (module): Sequential( + (0): Permute() + (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) + (2): ReLU(inplace=True) + (3): Conv1d(256, 2, kernel_size=(3,), stride=(1,), padding=(1,)) + (4): Permute() + ) + ) + (generator): PointGenerator( + (buffer_points): BufferList() + ) + (loss): BundleLoss( + (_loss_cls): FocalLoss(alpha=-1, gamma=2.0, reduction='mean', loss_weight=1.0) + (_loss_reg): L1Loss(reduction='mean', loss_weight=0.2) + (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row', 'col'), loss_weight=0.05) + (_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) + ) +) +[2024-04-14 10:15:21 INFO]: Learnable Parameters: +[2024-04-14 10:15:21 INFO]: module.coef - torch.Size([4]) +[2024-04-14 10:15:21 INFO]: module.adapter.gate - torch.Size([3]) +[2024-04-14 10:15:21 INFO]: module.adapter.scale - torch.Size([4]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.0.weight - torch.Size([770]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.0.bias - torch.Size([770]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 770]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.v_map.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.q_map.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.1.1.weight - torch.Size([256, 256, 2]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.1.1.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.1.3.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.1.3.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.1.weight - torch.Size([256, 256, 2]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.1.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.3.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.3.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.6.weight - torch.Size([256, 256, 2]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.6.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.8.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.2.8.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.1.weight - torch.Size([256, 256, 2]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.1.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.3.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.3.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.6.weight - torch.Size([256, 256, 2]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.6.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.8.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.8.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.11.weight - torch.Size([256, 256, 2]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.11.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.13.weight - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pyramid.blocks.3.13.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.pooling.att.weight - torch.Size([1, 256]) +[2024-04-14 10:15:21 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) +[2024-04-14 10:15:21 INFO]: module.class_head.module.1.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) +[2024-04-14 10:15:21 INFO]: module.class_head.module.3.bias - torch.Size([1]) +[2024-04-14 10:15:21 INFO]: module.coord_head.module.1.weight - torch.Size([256, 256, 3]) +[2024-04-14 10:15:21 INFO]: module.coord_head.module.1.bias - torch.Size([256]) +[2024-04-14 10:15:21 INFO]: module.coord_head.module.3.weight - torch.Size([2, 256, 3]) +[2024-04-14 10:15:21 INFO]: module.coord_head.module.3.bias - torch.Size([2]) +[2024-04-14 10:15:21 INFO]: Learnable Parameters: 2.705M (100.0%) +[2024-04-14 10:15:21 INFO]: Auto Scale Batch Size: 1 GPU(s) * 32 Samples +[2024-04-14 10:15:21 INFO]: Distributed: False, AMP: fp16, Debug: False +[2024-04-14 10:15:21 INFO]: Launch engine, host: coco@holygpu8a29203.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_tacos +[2024-04-14 10:15:21 INFO]: Stage: 1, epochs: 100, optimizer: AdamW(lr: 0.00025, weight_decay: 0.0001) +[2024-04-14 10:17:38 INFO]: Epoch [1][50/306] lr: 2e-05, eta: 23:09:49, time: 1.318, data_time: 1.412, memory: 68377, loss_reg: 0.1535, loss_cls: 0.1432, loss_sal: 0.4056, loss_video_cal: 0.3771, loss_layer_cal: 0.1540, loss: 1.2335, scale: 65536.0000 +[2024-04-14 10:19:40 INFO]: Epoch [1][100/306] lr: 5e-05, eta: 21:52:11, time: 1.218, data_time: 1.215, memory: 68377, loss_reg: 0.1451, loss_cls: 0.0205, loss_sal: 0.4017, loss_video_cal: 0.3762, loss_layer_cal: 0.1228, loss: 1.0663, scale: 65536.0000 +[2024-04-14 10:21:48 INFO]: Epoch [1][150/306] lr: 7e-05, eta: 21:47:16, time: 1.278, data_time: 1.287, memory: 68377, loss_reg: 0.1428, loss_cls: 0.0143, loss_sal: 0.3985, loss_video_cal: 0.3726, loss_layer_cal: 0.0963, loss: 1.0244, scale: 65536.0000 +[2024-04-14 10:23:58 INFO]: Epoch [1][200/306] lr: 0.0001, eta: 21:48:34, time: 1.305, data_time: 1.298, memory: 70002, loss_reg: 0.1490, loss_cls: 0.0136, loss_sal: 0.3964, loss_video_cal: 0.3704, loss_layer_cal: 0.0770, loss: 1.0064, scale: 65536.0000 +[2024-04-14 10:25:58 INFO]: Epoch [1][250/306] lr: 0.00012, eta: 21:27:47, time: 1.196, data_time: 1.202, memory: 70002, loss_reg: 0.1487, loss_cls: 0.0143, loss_sal: 0.3930, loss_video_cal: 0.3666, loss_layer_cal: 0.0551, loss: 0.9776, scale: 65536.0000 +[2024-04-14 10:27:59 INFO]: Epoch [1][300/306] lr: 0.00015, eta: 21:14:46, time: 1.216, data_time: 1.201, memory: 70002, loss_reg: 0.1560, loss_cls: 0.0140, loss_sal: 0.3928, loss_video_cal: 0.3640, loss_layer_cal: 0.0329, loss: 0.9597, scale: 65536.0000 +[2024-04-14 10:28:10 INFO]: Epoch [1][306/306] lr: 0.00015, eta: 21:08:26, time: 0.917, data_time: 0.994, memory: 70002, loss_reg: 0.1081, loss_cls: 0.0165, loss_sal: 0.3868, loss_video_cal: 0.3663, loss_layer_cal: 0.0223, loss: 0.8999, scale: 65536.0000 +[2024-04-14 10:28:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_1.pth... +[2024-04-14 10:28:11 INFO]: Validating... +[2024-04-14 10:31:46 INFO]: Epoch (val) [1][4001] loss_reg: 0.1664, loss_cls: 0.0155, loss_sal: 0.2538, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 0.4373, MR-full-R1@0.3: 7.0000, MR-full-R1@0.5: 3.6500, MR-full-R1@0.7: 1.3000, MR-full-R5@0.3: 28.7900, MR-full-R5@0.5: 13.4500, MR-full-R5@0.7: 4.4200, MR-full-mAP: 2.9300, MR-full-mAP@0.5: 7.6400, MR-full-mAP@0.75: 1.8500, MR-full-mIoU: 5.4500, MR-long-mAP: 7.0800, MR-long-mIoU: 8.9700, MR-middle-mAP: 1.8200, MR-middle-mIoU: 6.1400, MR-short-mAP: 0.6100, MR-short-mIoU: 1.9200, best_MR-full-mAP: 2.9300, best_MR-full-mIoU: 5.4500, best_MR-full-R1@0.3: 7.0000, best_MR-full-R1@0.5: 3.6500, best_MR-full-R1@0.7: 1.3000 +[2024-04-14 10:34:01 INFO]: Epoch [2][50/306] lr: 0.00018, eta: 1 day, 2:24:16, time: 1.295, data_time: 2.747, memory: 70002, loss_reg: 0.1458, loss_cls: 0.0139, loss_sal: 0.3911, loss_video_cal: 0.3627, loss_layer_cal: 0.0149, loss: 0.9284, scale: 65536.0000 +[2024-04-14 10:36:08 INFO]: Epoch [2][100/306] lr: 0.0002, eta: 1 day, 1:44:23, time: 1.272, data_time: 1.270, memory: 70002, loss_reg: 0.1417, loss_cls: 0.0140, loss_sal: 0.3908, loss_video_cal: 0.3606, loss_layer_cal: 0.0085, loss: 0.9158, scale: 65536.0000 +[2024-04-14 10:38:08 INFO]: Epoch [2][150/306] lr: 0.00023, eta: 1 day, 1:04:52, time: 1.203, data_time: 1.195, memory: 70002, loss_reg: 0.1399, loss_cls: 0.0143, loss_sal: 0.3897, loss_video_cal: 0.3587, loss_layer_cal: 0.0058, loss: 0.9083, scale: 65536.0000 +[2024-04-14 10:40:13 INFO]: Epoch [2][200/306] lr: 0.00025, eta: 1 day, 0:38:28, time: 1.264, data_time: 1.250, memory: 70002, loss_reg: 0.1568, loss_cls: 0.0134, loss_sal: 0.3889, loss_video_cal: 0.3571, loss_layer_cal: 0.0043, loss: 0.9205, scale: 65536.0000 +[2024-04-14 10:42:23 INFO]: Epoch [2][250/306] lr: 0.00025, eta: 1 day, 0:19:44, time: 1.289, data_time: 1.297, memory: 70002, loss_reg: 0.1421, loss_cls: 0.0134, loss_sal: 0.3876, loss_video_cal: 0.3552, loss_layer_cal: 0.0033, loss: 0.9015, scale: 65536.0000 +[2024-04-14 10:44:29 INFO]: Epoch [2][300/306] lr: 0.00025, eta: 1 day, 0:01:18, time: 1.248, data_time: 1.279, memory: 70002, loss_reg: 0.1372, loss_cls: 0.0131, loss_sal: 0.3868, loss_video_cal: 0.3524, loss_layer_cal: 0.0029, loss: 0.8924, scale: 65536.0000 +[2024-04-14 10:44:42 INFO]: Epoch [2][306/306] lr: 0.00025, eta: 23:57:39, time: 1.166, data_time: 1.033, memory: 70002, loss_reg: 0.1689, loss_cls: 0.0131, loss_sal: 0.3814, loss_video_cal: 0.3493, loss_layer_cal: 0.0030, loss: 0.9157, scale: 65536.0000 +[2024-04-14 10:44:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_2.pth... +[2024-04-14 10:44:43 INFO]: Validating... +[2024-04-14 10:48:21 INFO]: Epoch (val) [2][4001] loss_reg: 0.1622, loss_cls: 0.0156, loss_sal: 0.2475, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.4254, MR-full-R1@0.3: 6.5500, MR-full-R1@0.5: 3.6500, MR-full-R1@0.7: 1.1500, MR-full-R5@0.3: 33.2900, MR-full-R5@0.5: 14.5500, MR-full-R5@0.7: 4.6000, MR-full-mAP: 2.9200, MR-full-mAP@0.5: 8.3700, MR-full-mAP@0.75: 1.6000, MR-full-mIoU: 5.6200, MR-long-mAP: 7.5400, MR-long-mIoU: 9.4800, MR-middle-mAP: 1.1900, MR-middle-mIoU: 6.1900, MR-short-mAP: 0.8400, MR-short-mIoU: 1.9200, best_MR-full-mAP: 2.9300, best_MR-full-mIoU: 5.6200, best_MR-full-R1@0.3: 7.0000, best_MR-full-R1@0.5: 3.6500, best_MR-full-R1@0.7: 1.3000 +[2024-04-14 10:50:43 INFO]: Epoch [3][50/306] lr: 0.00025, eta: 1 day, 2:38:53, time: 1.349, data_time: 2.833, memory: 70002, loss_reg: 0.1428, loss_cls: 0.0125, loss_sal: 0.3834, loss_video_cal: 0.3505, loss_layer_cal: 0.0027, loss: 0.8919, scale: 65536.0000 +[2024-04-14 10:52:51 INFO]: Epoch [3][100/306] lr: 0.00025, eta: 1 day, 2:13:28, time: 1.276, data_time: 1.278, memory: 70002, loss_reg: 0.1497, loss_cls: 0.0131, loss_sal: 0.3822, loss_video_cal: 0.3475, loss_layer_cal: 0.0025, loss: 0.8951, scale: 65536.0000 +[2024-04-14 10:54:49 INFO]: Epoch [3][150/306] lr: 0.00025, eta: 1 day, 1:45:17, time: 1.187, data_time: 1.189, memory: 70002, loss_reg: 0.1404, loss_cls: 0.0135, loss_sal: 0.3777, loss_video_cal: 0.3443, loss_layer_cal: 0.0023, loss: 0.8782, scale: 65536.0000 +[2024-04-14 10:56:53 INFO]: Epoch [3][200/306] lr: 0.00025, eta: 1 day, 1:23:02, time: 1.232, data_time: 1.232, memory: 70002, loss_reg: 0.1314, loss_cls: 0.0128, loss_sal: 0.3731, loss_video_cal: 0.3406, loss_layer_cal: 0.0024, loss: 0.8602, scale: 65536.0000 +[2024-04-14 10:59:05 INFO]: Epoch [3][250/306] lr: 0.00025, eta: 1 day, 1:08:18, time: 1.296, data_time: 1.348, memory: 70002, loss_reg: 0.1388, loss_cls: 0.0123, loss_sal: 0.3682, loss_video_cal: 0.3350, loss_layer_cal: 0.0025, loss: 0.8568, scale: 65536.0000 +[2024-04-14 11:01:13 INFO]: Epoch [3][300/306] lr: 0.00025, eta: 1 day, 0:52:45, time: 1.265, data_time: 1.298, memory: 70002, loss_reg: 0.1333, loss_cls: 0.0126, loss_sal: 0.3623, loss_video_cal: 0.3305, loss_layer_cal: 0.0026, loss: 0.8412, scale: 65536.0000 +[2024-04-14 11:01:28 INFO]: Epoch [3][306/306] lr: 0.00025, eta: 1 day, 0:50:46, time: 1.180, data_time: 1.318, memory: 70002, loss_reg: 0.1554, loss_cls: 0.0126, loss_sal: 0.3638, loss_video_cal: 0.3327, loss_layer_cal: 0.0025, loss: 0.8670, scale: 65536.0000 +[2024-04-14 11:01:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_3.pth... +[2024-04-14 11:01:28 INFO]: Validating... +[2024-04-14 11:05:02 INFO]: Epoch (val) [3][4001] loss_reg: 0.1599, loss_cls: 0.0159, loss_sal: 0.2434, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.4193, MR-full-R1@0.3: 6.4700, MR-full-R1@0.5: 3.5700, MR-full-R1@0.7: 1.0500, MR-full-R5@0.3: 40.9900, MR-full-R5@0.5: 18.5200, MR-full-R5@0.7: 5.8000, MR-full-mAP: 3.7900, MR-full-mAP@0.5: 10.2100, MR-full-mAP@0.75: 2.1200, MR-full-mIoU: 5.5400, MR-long-mAP: 8.0800, MR-long-mIoU: 9.3400, MR-middle-mAP: 2.8100, MR-middle-mIoU: 6.1100, MR-short-mAP: 1.2500, MR-short-mIoU: 1.9000, best_MR-full-mAP: 3.7900, best_MR-full-mIoU: 5.6200, best_MR-full-R1@0.3: 7.0000, best_MR-full-R1@0.5: 3.6500, best_MR-full-R1@0.7: 1.3000 +[2024-04-14 11:07:08 INFO]: Epoch [4][50/306] lr: 0.00025, eta: 1 day, 2:24:35, time: 1.189, data_time: 2.674, memory: 70002, loss_reg: 0.1420, loss_cls: 0.0124, loss_sal: 0.3617, loss_video_cal: 0.3276, loss_layer_cal: 0.0024, loss: 0.8462, scale: 65536.0000 +[2024-04-14 11:09:15 INFO]: Epoch [4][100/306] lr: 0.00025, eta: 1 day, 2:06:14, time: 1.247, data_time: 1.315, memory: 70002, loss_reg: 0.1380, loss_cls: 0.0116, loss_sal: 0.3592, loss_video_cal: 0.3279, loss_layer_cal: 0.0023, loss: 0.8390, scale: 65536.0000 +[2024-04-14 11:11:25 INFO]: Epoch [4][150/306] lr: 0.00025, eta: 1 day, 1:50:04, time: 1.291, data_time: 1.299, memory: 70002, loss_reg: 0.1332, loss_cls: 0.0119, loss_sal: 0.3557, loss_video_cal: 0.3229, loss_layer_cal: 0.0023, loss: 0.8260, scale: 65536.0000 +[2024-04-14 11:13:30 INFO]: Epoch [4][200/306] lr: 0.00025, eta: 1 day, 1:33:15, time: 1.237, data_time: 1.266, memory: 70002, loss_reg: 0.1348, loss_cls: 0.0122, loss_sal: 0.3551, loss_video_cal: 0.3179, loss_layer_cal: 0.0023, loss: 0.8223, scale: 65536.0000 +[2024-04-14 11:15:33 INFO]: Epoch [4][250/306] lr: 0.00025, eta: 1 day, 1:16:41, time: 1.217, data_time: 1.238, memory: 70002, loss_reg: 0.1291, loss_cls: 0.0118, loss_sal: 0.3542, loss_video_cal: 0.3148, loss_layer_cal: 0.0023, loss: 0.8122, scale: 65536.0000 +[2024-04-14 11:17:42 INFO]: Epoch [4][300/306] lr: 0.00025, eta: 1 day, 1:03:50, time: 1.268, data_time: 1.312, memory: 70002, loss_reg: 0.1307, loss_cls: 0.0115, loss_sal: 0.3475, loss_video_cal: 0.3135, loss_layer_cal: 0.0021, loss: 0.8054, scale: 65536.0000 +[2024-04-14 11:17:57 INFO]: Epoch [4][306/306] lr: 0.00025, eta: 1 day, 1:02:20, time: 1.286, data_time: 1.289, memory: 70002, loss_reg: 0.1537, loss_cls: 0.0111, loss_sal: 0.3435, loss_video_cal: 0.3071, loss_layer_cal: 0.0020, loss: 0.8175, scale: 65536.0000 +[2024-04-14 11:17:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_4.pth... +[2024-04-14 11:17:59 INFO]: Validating... +[2024-04-14 11:21:33 INFO]: Epoch (val) [4][4001] loss_reg: 0.1785, loss_cls: 0.0167, loss_sal: 0.2393, loss_video_cal: 0.0000, loss_layer_cal: 0.0001, loss: 0.4347, MR-full-R1@0.3: 10.5500, MR-full-R1@0.5: 4.0700, MR-full-R1@0.7: 1.1500, MR-full-R5@0.3: 44.1400, MR-full-R5@0.5: 19.6200, MR-full-R5@0.7: 5.8700, MR-full-mAP: 3.9500, MR-full-mAP@0.5: 11.0900, MR-full-mAP@0.75: 2.4100, MR-full-mIoU: 8.2100, MR-long-mAP: 6.7800, MR-long-mIoU: 12.3600, MR-middle-mAP: 3.8900, MR-middle-mIoU: 9.3300, MR-short-mAP: 1.7100, MR-short-mIoU: 3.7300, best_MR-full-mAP: 3.9500, best_MR-full-mIoU: 8.2100, best_MR-full-R1@0.3: 10.5500, best_MR-full-R1@0.5: 4.0700, best_MR-full-R1@0.7: 1.3000 +[2024-04-14 11:23:47 INFO]: Epoch [5][50/306] lr: 0.00025, eta: 1 day, 2:15:08, time: 1.250, data_time: 2.797, memory: 70002, loss_reg: 0.1341, loss_cls: 0.0114, loss_sal: 0.3411, loss_video_cal: 0.3097, loss_layer_cal: 0.0023, loss: 0.7986, scale: 65536.0000 +[2024-04-14 11:26:01 INFO]: Epoch [5][100/306] lr: 0.00025, eta: 1 day, 2:02:17, time: 1.318, data_time: 1.353, memory: 70002, loss_reg: 0.1278, loss_cls: 0.0111, loss_sal: 0.3383, loss_video_cal: 0.3095, loss_layer_cal: 0.0023, loss: 0.7889, scale: 65536.0000 +[2024-04-14 11:28:05 INFO]: Epoch [5][150/306] lr: 0.00025, eta: 1 day, 1:46:51, time: 1.223, data_time: 1.259, memory: 70002, loss_reg: 0.1340, loss_cls: 0.0111, loss_sal: 0.3405, loss_video_cal: 0.3070, loss_layer_cal: 0.0024, loss: 0.7949, scale: 65536.0000 +[2024-04-14 11:30:04 INFO]: Epoch [5][200/306] lr: 0.00025, eta: 1 day, 1:30:33, time: 1.176, data_time: 1.200, memory: 70002, loss_reg: 0.1331, loss_cls: 0.0111, loss_sal: 0.3337, loss_video_cal: 0.3054, loss_layer_cal: 0.0021, loss: 0.7855, scale: 65536.0000 +[2024-04-14 11:32:07 INFO]: Epoch [5][250/306] lr: 0.00025, eta: 1 day, 1:16:36, time: 1.208, data_time: 1.251, memory: 70002, loss_reg: 0.1226, loss_cls: 0.0109, loss_sal: 0.3316, loss_video_cal: 0.3058, loss_layer_cal: 0.0022, loss: 0.7731, scale: 65536.0000 +[2024-04-14 11:34:12 INFO]: Epoch [5][300/306] lr: 0.00025, eta: 1 day, 1:04:15, time: 1.238, data_time: 1.273, memory: 70002, loss_reg: 0.1301, loss_cls: 0.0105, loss_sal: 0.3254, loss_video_cal: 0.3019, loss_layer_cal: 0.0023, loss: 0.7701, scale: 65536.0000 +[2024-04-14 11:34:25 INFO]: Epoch [5][306/306] lr: 0.00025, eta: 1 day, 1:01:57, time: 0.999, data_time: 1.067, memory: 70002, loss_reg: 0.1038, loss_cls: 0.0116, loss_sal: 0.3350, loss_video_cal: 0.3051, loss_layer_cal: 0.0021, loss: 0.7576, scale: 65536.0000 +[2024-04-14 11:34:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_5.pth... +[2024-04-14 11:34:26 INFO]: Validating... +[2024-04-14 11:37:59 INFO]: Epoch (val) [5][4001] loss_reg: 0.1551, loss_cls: 0.0144, loss_sal: 0.2349, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.4046, MR-full-R1@0.3: 20.1700, MR-full-R1@0.5: 12.7700, MR-full-R1@0.7: 5.2700, MR-full-R5@0.3: 51.6400, MR-full-R5@0.5: 30.1200, MR-full-R5@0.7: 11.5000, MR-full-mAP: 8.7500, MR-full-mAP@0.5: 20.4200, MR-full-mAP@0.75: 6.2400, MR-full-mIoU: 14.7300, MR-long-mAP: 9.5100, MR-long-mIoU: 11.4200, MR-middle-mAP: 10.7100, MR-middle-mIoU: 20.4500, MR-short-mAP: 6.2400, MR-short-mIoU: 11.8900, best_MR-full-mAP: 8.7500, best_MR-full-mIoU: 14.7300, best_MR-full-R1@0.3: 20.1700, best_MR-full-R1@0.5: 12.7700, best_MR-full-R1@0.7: 5.2700 +[2024-04-14 11:40:14 INFO]: Epoch [6][50/306] lr: 0.00025, eta: 1 day, 1:58:45, time: 1.274, data_time: 2.768, memory: 70002, loss_reg: 0.1278, loss_cls: 0.0101, loss_sal: 0.3309, loss_video_cal: 0.3030, loss_layer_cal: 0.0021, loss: 0.7740, scale: 65536.0000 +[2024-04-14 11:42:13 INFO]: Epoch [6][100/306] lr: 0.00025, eta: 1 day, 1:43:32, time: 1.176, data_time: 1.201, memory: 70002, loss_reg: 0.1211, loss_cls: 0.0105, loss_sal: 0.3210, loss_video_cal: 0.2953, loss_layer_cal: 0.0023, loss: 0.7502, scale: 65536.0000 +[2024-04-14 11:44:25 INFO]: Epoch [6][150/306] lr: 0.00025, eta: 1 day, 1:32:59, time: 1.311, data_time: 1.336, memory: 70002, loss_reg: 0.1232, loss_cls: 0.0102, loss_sal: 0.3252, loss_video_cal: 0.2976, loss_layer_cal: 0.0021, loss: 0.7584, scale: 65536.0000 +[2024-04-14 11:46:30 INFO]: Epoch [6][200/306] lr: 0.00025, eta: 1 day, 1:20:50, time: 1.221, data_time: 1.277, memory: 70002, loss_reg: 0.1165, loss_cls: 0.0105, loss_sal: 0.3208, loss_video_cal: 0.2965, loss_layer_cal: 0.0020, loss: 0.7463, scale: 65536.0000 +[2024-04-14 11:48:34 INFO]: Epoch [6][250/306] lr: 0.00025, eta: 1 day, 1:08:58, time: 1.227, data_time: 1.249, memory: 70002, loss_reg: 0.1213, loss_cls: 0.0102, loss_sal: 0.3216, loss_video_cal: 0.2952, loss_layer_cal: 0.0018, loss: 0.7501, scale: 65536.0000 +[2024-04-14 11:50:43 INFO]: Epoch [6][300/306] lr: 0.00025, eta: 1 day, 0:59:12, time: 1.290, data_time: 1.307, memory: 70002, loss_reg: 0.1276, loss_cls: 0.0103, loss_sal: 0.3194, loss_video_cal: 0.2959, loss_layer_cal: 0.0020, loss: 0.7552, scale: 65536.0000 +[2024-04-14 11:50:57 INFO]: Epoch [6][306/306] lr: 0.00025, eta: 1 day, 0:57:34, time: 1.149, data_time: 1.127, memory: 70002, loss_reg: 0.1264, loss_cls: 0.0098, loss_sal: 0.3251, loss_video_cal: 0.2858, loss_layer_cal: 0.0019, loss: 0.7491, scale: 65536.0000 +[2024-04-14 11:50:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_6.pth... +[2024-04-14 11:50:58 INFO]: Validating... +[2024-04-14 11:54:30 INFO]: Epoch (val) [6][4001] loss_reg: 0.1610, loss_cls: 0.0128, loss_sal: 0.2253, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.3993, MR-full-R1@0.3: 25.6700, MR-full-R1@0.5: 16.0000, MR-full-R1@0.7: 8.9200, MR-full-R5@0.3: 57.9100, MR-full-R5@0.5: 37.0900, MR-full-R5@0.7: 16.4700, MR-full-mAP: 11.5100, MR-full-mAP@0.5: 24.8000, MR-full-mAP@0.75: 9.9500, MR-full-mIoU: 18.1400, MR-long-mAP: 9.4100, MR-long-mIoU: 15.1300, MR-middle-mAP: 14.9500, MR-middle-mIoU: 22.5100, MR-short-mAP: 9.8900, MR-short-mIoU: 16.3600, best_MR-full-mAP: 11.5100, best_MR-full-mIoU: 18.1400, best_MR-full-R1@0.3: 25.6700, best_MR-full-R1@0.5: 16.0000, best_MR-full-R1@0.7: 8.9200 +[2024-04-14 11:56:34 INFO]: Epoch [7][50/306] lr: 0.00025, eta: 1 day, 1:40:46, time: 1.158, data_time: 2.653, memory: 70002, loss_reg: 0.1210, loss_cls: 0.0102, loss_sal: 0.3176, loss_video_cal: 0.2925, loss_layer_cal: 0.0021, loss: 0.7433, scale: 65536.0000 +[2024-04-14 11:58:45 INFO]: Epoch [7][100/306] lr: 0.00025, eta: 1 day, 1:30:54, time: 1.297, data_time: 1.340, memory: 70002, loss_reg: 0.1143, loss_cls: 0.0096, loss_sal: 0.3193, loss_video_cal: 0.2918, loss_layer_cal: 0.0021, loss: 0.7371, scale: 65536.0000 +[2024-04-14 12:00:50 INFO]: Epoch [7][150/306] lr: 0.00025, eta: 1 day, 1:19:38, time: 1.232, data_time: 1.257, memory: 70002, loss_reg: 0.1211, loss_cls: 0.0099, loss_sal: 0.3153, loss_video_cal: 0.2907, loss_layer_cal: 0.0019, loss: 0.7389, scale: 65536.0000 +[2024-04-14 12:02:57 INFO]: Epoch [7][200/306] lr: 0.00025, eta: 1 day, 1:09:33, time: 1.249, data_time: 1.303, memory: 70002, loss_reg: 0.1211, loss_cls: 0.0098, loss_sal: 0.3137, loss_video_cal: 0.2889, loss_layer_cal: 0.0019, loss: 0.7354, scale: 112721.9219 +[2024-04-14 12:05:03 INFO]: Epoch [7][250/306] lr: 0.00025, eta: 1 day, 0:59:27, time: 1.255, data_time: 1.260, memory: 70002, loss_reg: 0.1263, loss_cls: 0.0100, loss_sal: 0.3161, loss_video_cal: 0.2885, loss_layer_cal: 0.0021, loss: 0.7430, scale: 131072.0000 +[2024-04-14 12:07:06 INFO]: Epoch [7][300/306] lr: 0.00025, eta: 1 day, 0:48:59, time: 1.205, data_time: 1.244, memory: 70002, loss_reg: 0.1075, loss_cls: 0.0096, loss_sal: 0.3067, loss_video_cal: 0.2861, loss_layer_cal: 0.0022, loss: 0.7121, scale: 131072.0000 +[2024-04-14 12:07:19 INFO]: Epoch [7][306/306] lr: 0.00025, eta: 1 day, 0:47:19, time: 1.151, data_time: 0.974, memory: 70002, loss_reg: 0.1005, loss_cls: 0.0093, loss_sal: 0.3047, loss_video_cal: 0.2850, loss_layer_cal: 0.0020, loss: 0.7016, scale: 131072.0000 +[2024-04-14 12:07:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_7.pth... +[2024-04-14 12:07:20 INFO]: Validating... +[2024-04-14 12:10:52 INFO]: Epoch (val) [7][4001] loss_reg: 0.1493, loss_cls: 0.0132, loss_sal: 0.2305, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.3932, MR-full-R1@0.3: 31.2700, MR-full-R1@0.5: 20.2200, MR-full-R1@0.7: 9.5700, MR-full-R5@0.3: 61.8300, MR-full-R5@0.5: 43.2100, MR-full-R5@0.7: 20.7900, MR-full-mAP: 13.7100, MR-full-mAP@0.5: 29.9300, MR-full-mAP@0.75: 11.2300, MR-full-mIoU: 21.1700, MR-long-mAP: 14.3400, MR-long-mIoU: 19.1900, MR-middle-mAP: 14.3800, MR-middle-mIoU: 25.2300, MR-short-mAP: 12.5400, MR-short-mIoU: 18.8600, best_MR-full-mAP: 13.7100, best_MR-full-mIoU: 21.1700, best_MR-full-R1@0.3: 31.2700, best_MR-full-R1@0.5: 20.2200, best_MR-full-R1@0.7: 9.5700 +[2024-04-14 12:13:04 INFO]: Epoch [8][50/306] lr: 0.00025, eta: 1 day, 1:25:24, time: 1.222, data_time: 2.748, memory: 70002, loss_reg: 0.1128, loss_cls: 0.0096, loss_sal: 0.3040, loss_video_cal: 0.2860, loss_layer_cal: 0.0020, loss: 0.7143, scale: 131072.0000 +[2024-04-14 12:15:08 INFO]: Epoch [8][100/306] lr: 0.00025, eta: 1 day, 1:15:06, time: 1.229, data_time: 1.270, memory: 70002, loss_reg: 0.1199, loss_cls: 0.0098, loss_sal: 0.3114, loss_video_cal: 0.2882, loss_layer_cal: 0.0020, loss: 0.7313, scale: 131072.0000 +[2024-04-14 12:17:18 INFO]: Epoch [8][150/306] lr: 0.00025, eta: 1 day, 1:05:57, time: 1.286, data_time: 1.292, memory: 70002, loss_reg: 0.1181, loss_cls: 0.0093, loss_sal: 0.3099, loss_video_cal: 0.2856, loss_layer_cal: 0.0019, loss: 0.7248, scale: 131072.0000 +[2024-04-14 12:19:18 INFO]: Epoch [8][200/306] lr: 0.00025, eta: 1 day, 0:55:31, time: 1.192, data_time: 1.227, memory: 70002, loss_reg: 0.1097, loss_cls: 0.0098, loss_sal: 0.3121, loss_video_cal: 0.2836, loss_layer_cal: 0.0020, loss: 0.7173, scale: 74711.0391 +[2024-04-14 12:21:24 INFO]: Epoch [8][250/306] lr: 0.00025, eta: 1 day, 0:46:17, time: 1.240, data_time: 1.265, memory: 70002, loss_reg: 0.1039, loss_cls: 0.0091, loss_sal: 0.3074, loss_video_cal: 0.2830, loss_layer_cal: 0.0022, loss: 0.7057, scale: 65536.0000 +[2024-04-14 12:23:32 INFO]: Epoch [8][300/306] lr: 0.00025, eta: 1 day, 0:37:56, time: 1.279, data_time: 1.287, memory: 70002, loss_reg: 0.1145, loss_cls: 0.0094, loss_sal: 0.3070, loss_video_cal: 0.2816, loss_layer_cal: 0.0022, loss: 0.7148, scale: 65536.0000 +[2024-04-14 12:23:45 INFO]: Epoch [8][306/306] lr: 0.00025, eta: 1 day, 0:36:28, time: 1.039, data_time: 1.099, memory: 70002, loss_reg: 0.1034, loss_cls: 0.0104, loss_sal: 0.3029, loss_video_cal: 0.2764, loss_layer_cal: 0.0024, loss: 0.6954, scale: 65536.0000 +[2024-04-14 12:23:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_8.pth... +[2024-04-14 12:23:46 INFO]: Validating... +[2024-04-14 12:27:18 INFO]: Epoch (val) [8][4001] loss_reg: 0.1494, loss_cls: 0.0128, loss_sal: 0.2198, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3822, MR-full-R1@0.3: 30.1400, MR-full-R1@0.5: 20.7700, MR-full-R1@0.7: 10.6200, MR-full-R5@0.3: 63.2600, MR-full-R5@0.5: 43.0400, MR-full-R5@0.7: 21.1700, MR-full-mAP: 14.2900, MR-full-mAP@0.5: 30.5300, MR-full-mAP@0.75: 11.6700, MR-full-mIoU: 21.3500, MR-long-mAP: 14.3800, MR-long-mIoU: 19.3200, MR-middle-mAP: 15.9600, MR-middle-mIoU: 25.9100, MR-short-mAP: 12.6100, MR-short-mIoU: 18.5900, best_MR-full-mAP: 14.2900, best_MR-full-mIoU: 21.3500, best_MR-full-R1@0.3: 31.2700, best_MR-full-R1@0.5: 20.7700, best_MR-full-R1@0.7: 10.6200 +[2024-04-14 12:29:35 INFO]: Epoch [9][50/306] lr: 0.00025, eta: 1 day, 1:09:59, time: 1.284, data_time: 2.798, memory: 70002, loss_reg: 0.1081, loss_cls: 0.0094, loss_sal: 0.3072, loss_video_cal: 0.2831, loss_layer_cal: 0.0022, loss: 0.7099, scale: 65536.0000 +[2024-04-14 12:31:36 INFO]: Epoch [9][100/306] lr: 0.00025, eta: 1 day, 0:59:52, time: 1.183, data_time: 1.230, memory: 70002, loss_reg: 0.1132, loss_cls: 0.0096, loss_sal: 0.3055, loss_video_cal: 0.2803, loss_layer_cal: 0.0020, loss: 0.7107, scale: 65536.0000 +[2024-04-14 12:33:47 INFO]: Epoch [9][150/306] lr: 0.00025, eta: 1 day, 0:51:55, time: 1.298, data_time: 1.323, memory: 70002, loss_reg: 0.1104, loss_cls: 0.0089, loss_sal: 0.3053, loss_video_cal: 0.2789, loss_layer_cal: 0.0023, loss: 0.7057, scale: 65536.0000 +[2024-04-14 12:35:48 INFO]: Epoch [9][200/306] lr: 0.00025, eta: 1 day, 0:42:31, time: 1.206, data_time: 1.224, memory: 70002, loss_reg: 0.1111, loss_cls: 0.0093, loss_sal: 0.3030, loss_video_cal: 0.2741, loss_layer_cal: 0.0023, loss: 0.6998, scale: 65536.0000 +[2024-04-14 12:37:52 INFO]: Epoch [9][250/306] lr: 0.00025, eta: 1 day, 0:33:50, time: 1.225, data_time: 1.257, memory: 70002, loss_reg: 0.1122, loss_cls: 0.0088, loss_sal: 0.2984, loss_video_cal: 0.2781, loss_layer_cal: 0.0025, loss: 0.7000, scale: 65536.0000 +[2024-04-14 12:40:01 INFO]: Epoch [9][300/306] lr: 0.00025, eta: 1 day, 0:26:04, time: 1.272, data_time: 1.290, memory: 70002, loss_reg: 0.1068, loss_cls: 0.0092, loss_sal: 0.2983, loss_video_cal: 0.2748, loss_layer_cal: 0.0021, loss: 0.6913, scale: 65536.0000 +[2024-04-14 12:40:13 INFO]: Epoch [9][306/306] lr: 0.00025, eta: 1 day, 0:24:40, time: 1.078, data_time: 1.016, memory: 70002, loss_reg: 0.0892, loss_cls: 0.0095, loss_sal: 0.3011, loss_video_cal: 0.2746, loss_layer_cal: 0.0020, loss: 0.6764, scale: 65536.0000 +[2024-04-14 12:40:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_9.pth... +[2024-04-14 12:40:14 INFO]: Validating... +[2024-04-14 12:43:46 INFO]: Epoch (val) [9][4001] loss_reg: 0.1475, loss_cls: 0.0131, loss_sal: 0.2239, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3847, MR-full-R1@0.3: 34.9200, MR-full-R1@0.5: 25.7200, MR-full-R1@0.7: 14.1000, MR-full-R5@0.3: 65.0800, MR-full-R5@0.5: 46.9900, MR-full-R5@0.7: 23.6700, MR-full-mAP: 16.4100, MR-full-mAP@0.5: 34.1800, MR-full-mAP@0.75: 13.4300, MR-full-mIoU: 24.6000, MR-long-mAP: 14.4800, MR-long-mIoU: 21.2700, MR-middle-mAP: 19.1000, MR-middle-mIoU: 28.9800, MR-short-mAP: 15.3800, MR-short-mIoU: 23.0700, best_MR-full-mAP: 16.4100, best_MR-full-mIoU: 24.6000, best_MR-full-R1@0.3: 34.9200, best_MR-full-R1@0.5: 25.7200, best_MR-full-R1@0.7: 14.1000 +[2024-04-14 12:46:06 INFO]: Epoch [10][50/306] lr: 0.00025, eta: 1 day, 0:54:17, time: 1.305, data_time: 2.848, memory: 70002, loss_reg: 0.1021, loss_cls: 0.0088, loss_sal: 0.3018, loss_video_cal: 0.2752, loss_layer_cal: 0.0023, loss: 0.6902, scale: 65536.0000 +[2024-04-14 12:48:11 INFO]: Epoch [10][100/306] lr: 0.00025, eta: 1 day, 0:45:46, time: 1.248, data_time: 1.258, memory: 70002, loss_reg: 0.0987, loss_cls: 0.0090, loss_sal: 0.3004, loss_video_cal: 0.2753, loss_layer_cal: 0.0021, loss: 0.6855, scale: 65536.0000 +[2024-04-14 12:50:23 INFO]: Epoch [10][150/306] lr: 0.00025, eta: 1 day, 0:38:27, time: 1.295, data_time: 1.334, memory: 70002, loss_reg: 0.1112, loss_cls: 0.0088, loss_sal: 0.2997, loss_video_cal: 0.2735, loss_layer_cal: 0.0022, loss: 0.6953, scale: 65536.0000 +[2024-04-14 12:52:32 INFO]: Epoch [10][200/306] lr: 0.00025, eta: 1 day, 0:30:55, time: 1.274, data_time: 1.305, memory: 70002, loss_reg: 0.1148, loss_cls: 0.0089, loss_sal: 0.2995, loss_video_cal: 0.2731, loss_layer_cal: 0.0021, loss: 0.6984, scale: 65536.0000 +[2024-04-14 12:54:32 INFO]: Epoch [10][250/306] lr: 0.00025, eta: 1 day, 0:22:13, time: 1.197, data_time: 1.205, memory: 70002, loss_reg: 0.0998, loss_cls: 0.0092, loss_sal: 0.2977, loss_video_cal: 0.2744, loss_layer_cal: 0.0018, loss: 0.6829, scale: 65536.0000 +[2024-04-14 12:56:29 INFO]: Epoch [10][300/306] lr: 0.00025, eta: 1 day, 0:13:15, time: 1.151, data_time: 1.188, memory: 70002, loss_reg: 0.1125, loss_cls: 0.0089, loss_sal: 0.2919, loss_video_cal: 0.2713, loss_layer_cal: 0.0020, loss: 0.6867, scale: 65536.0000 +[2024-04-14 12:56:41 INFO]: Epoch [10][306/306] lr: 0.00025, eta: 1 day, 0:11:59, time: 1.054, data_time: 1.062, memory: 70002, loss_reg: 0.0996, loss_cls: 0.0090, loss_sal: 0.2965, loss_video_cal: 0.2699, loss_layer_cal: 0.0019, loss: 0.6769, scale: 65536.0000 +[2024-04-14 12:56:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_10.pth... +[2024-04-14 12:56:42 INFO]: Validating... +[2024-04-14 13:00:14 INFO]: Epoch (val) [10][4001] loss_reg: 0.1448, loss_cls: 0.0122, loss_sal: 0.2189, loss_video_cal: 0.0000, loss_layer_cal: 0.0002, loss: 0.3761, MR-full-R1@0.3: 37.8200, MR-full-R1@0.5: 27.4400, MR-full-R1@0.7: 14.2500, MR-full-R5@0.3: 69.1600, MR-full-R5@0.5: 47.8100, MR-full-R5@0.7: 24.6900, MR-full-mAP: 17.4400, MR-full-mAP@0.5: 36.0300, MR-full-mAP@0.75: 14.5400, MR-full-mIoU: 26.3300, MR-long-mAP: 16.7600, MR-long-mIoU: 23.3900, MR-middle-mAP: 19.2200, MR-middle-mIoU: 30.1200, MR-short-mAP: 16.2700, MR-short-mIoU: 25.0700, best_MR-full-mAP: 17.4400, best_MR-full-mIoU: 26.3300, best_MR-full-R1@0.3: 37.8200, best_MR-full-R1@0.5: 27.4400, best_MR-full-R1@0.7: 14.2500 +[2024-04-14 13:02:26 INFO]: Epoch [11][50/306] lr: 0.00025, eta: 1 day, 0:36:52, time: 1.239, data_time: 2.761, memory: 70002, loss_reg: 0.1125, loss_cls: 0.0088, loss_sal: 0.2967, loss_video_cal: 0.2750, loss_layer_cal: 0.0021, loss: 0.6951, scale: 65536.0000 +[2024-04-14 13:04:34 INFO]: Epoch [11][100/306] lr: 0.00025, eta: 1 day, 0:29:23, time: 1.265, data_time: 1.295, memory: 70002, loss_reg: 0.0962, loss_cls: 0.0085, loss_sal: 0.2944, loss_video_cal: 0.2677, loss_layer_cal: 0.0023, loss: 0.6691, scale: 65536.0000 +[2024-04-14 13:06:37 INFO]: Epoch [11][150/306] lr: 0.00025, eta: 1 day, 0:21:17, time: 1.213, data_time: 1.237, memory: 70002, loss_reg: 0.1044, loss_cls: 0.0089, loss_sal: 0.2934, loss_video_cal: 0.2679, loss_layer_cal: 0.0023, loss: 0.6768, scale: 65536.0000 +[2024-04-14 13:08:50 INFO]: Epoch [11][200/306] lr: 0.00025, eta: 1 day, 0:14:51, time: 1.315, data_time: 1.349, memory: 70002, loss_reg: 0.0948, loss_cls: 0.0087, loss_sal: 0.2963, loss_video_cal: 0.2685, loss_layer_cal: 0.0022, loss: 0.6706, scale: 65536.0000 +[2024-04-14 13:10:53 INFO]: Epoch [11][250/306] lr: 0.00025, eta: 1 day, 0:07:11, time: 1.228, data_time: 1.236, memory: 70002, loss_reg: 0.1066, loss_cls: 0.0087, loss_sal: 0.2958, loss_video_cal: 0.2717, loss_layer_cal: 0.0021, loss: 0.6849, scale: 65536.0000 +[2024-04-14 13:13:03 INFO]: Epoch [11][300/306] lr: 0.00025, eta: 1 day, 0:00:32, time: 1.275, data_time: 1.317, memory: 70002, loss_reg: 0.1013, loss_cls: 0.0086, loss_sal: 0.2936, loss_video_cal: 0.2661, loss_layer_cal: 0.0022, loss: 0.6717, scale: 65536.0000 +[2024-04-14 13:13:18 INFO]: Epoch [11][306/306] lr: 0.00025, eta: 23:59:38, time: 1.238, data_time: 1.212, memory: 70002, loss_reg: 0.1110, loss_cls: 0.0086, loss_sal: 0.2843, loss_video_cal: 0.2740, loss_layer_cal: 0.0023, loss: 0.6803, scale: 65536.0000 +[2024-04-14 13:13:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_11.pth... +[2024-04-14 13:13:19 INFO]: Validating... +[2024-04-14 13:16:51 INFO]: Epoch (val) [11][4001] loss_reg: 0.1602, loss_cls: 0.0137, loss_sal: 0.2251, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3992, MR-full-R1@0.3: 37.0400, MR-full-R1@0.5: 27.9700, MR-full-R1@0.7: 17.0200, MR-full-R5@0.3: 65.4600, MR-full-R5@0.5: 47.5900, MR-full-R5@0.7: 27.1700, MR-full-mAP: 18.5400, MR-full-mAP@0.5: 36.3200, MR-full-mAP@0.75: 16.4800, MR-full-mIoU: 26.7700, MR-long-mAP: 17.4700, MR-long-mIoU: 24.6900, MR-middle-mAP: 19.8400, MR-middle-mIoU: 30.1700, MR-short-mAP: 18.1700, MR-short-mIoU: 25.1600, best_MR-full-mAP: 18.5400, best_MR-full-mIoU: 26.7700, best_MR-full-R1@0.3: 37.8200, best_MR-full-R1@0.5: 27.9700, best_MR-full-R1@0.7: 17.0200 +[2024-04-14 13:18:59 INFO]: Epoch [12][50/306] lr: 0.00025, eta: 1 day, 0:21:14, time: 1.202, data_time: 2.707, memory: 70002, loss_reg: 0.1021, loss_cls: 0.0085, loss_sal: 0.2928, loss_video_cal: 0.2687, loss_layer_cal: 0.0022, loss: 0.6743, scale: 65536.0000 +[2024-04-14 13:21:02 INFO]: Epoch [12][100/306] lr: 0.00025, eta: 1 day, 0:13:33, time: 1.212, data_time: 1.246, memory: 70002, loss_reg: 0.0965, loss_cls: 0.0085, loss_sal: 0.2888, loss_video_cal: 0.2660, loss_layer_cal: 0.0023, loss: 0.6621, scale: 65536.0000 +[2024-04-14 13:23:00 INFO]: Epoch [12][150/306] lr: 0.00025, eta: 1 day, 0:05:28, time: 1.166, data_time: 1.207, memory: 70002, loss_reg: 0.0979, loss_cls: 0.0086, loss_sal: 0.2856, loss_video_cal: 0.2646, loss_layer_cal: 0.0024, loss: 0.6591, scale: 65536.0000 +[2024-04-14 13:25:09 INFO]: Epoch [12][200/306] lr: 0.00025, eta: 23:58:51, time: 1.279, data_time: 1.298, memory: 70002, loss_reg: 0.1010, loss_cls: 0.0086, loss_sal: 0.2890, loss_video_cal: 0.2611, loss_layer_cal: 0.0024, loss: 0.6620, scale: 65536.0000 +[2024-04-14 13:27:20 INFO]: Epoch [12][250/306] lr: 0.00025, eta: 23:52:35, time: 1.297, data_time: 1.315, memory: 70002, loss_reg: 0.0971, loss_cls: 0.0084, loss_sal: 0.2940, loss_video_cal: 0.2643, loss_layer_cal: 0.0023, loss: 0.6661, scale: 65536.0000 +[2024-04-14 13:29:31 INFO]: Epoch [12][300/306] lr: 0.00025, eta: 23:46:25, time: 1.300, data_time: 1.313, memory: 70002, loss_reg: 0.1068, loss_cls: 0.0083, loss_sal: 0.2934, loss_video_cal: 0.2592, loss_layer_cal: 0.0023, loss: 0.6701, scale: 65536.0000 +[2024-04-14 13:29:45 INFO]: Epoch [12][306/306] lr: 0.00025, eta: 23:45:28, time: 1.160, data_time: 1.148, memory: 70002, loss_reg: 0.1003, loss_cls: 0.0085, loss_sal: 0.2809, loss_video_cal: 0.2631, loss_layer_cal: 0.0025, loss: 0.6554, scale: 65536.0000 +[2024-04-14 13:29:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_12.pth... +[2024-04-14 13:29:46 INFO]: Validating... +[2024-04-14 13:33:18 INFO]: Epoch (val) [12][4001] loss_reg: 0.1513, loss_cls: 0.0124, loss_sal: 0.2181, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3822, MR-full-R1@0.3: 39.6900, MR-full-R1@0.5: 27.9900, MR-full-R1@0.7: 15.1500, MR-full-R5@0.3: 66.5100, MR-full-R5@0.5: 48.4600, MR-full-R5@0.7: 25.7900, MR-full-mAP: 18.0600, MR-full-mAP@0.5: 36.8300, MR-full-mAP@0.75: 15.7400, MR-full-mIoU: 27.3900, MR-long-mAP: 16.1300, MR-long-mIoU: 25.1100, MR-middle-mAP: 19.5200, MR-middle-mIoU: 31.0900, MR-short-mAP: 18.2300, MR-short-mIoU: 25.6500, best_MR-full-mAP: 18.5400, best_MR-full-mIoU: 27.3900, best_MR-full-R1@0.3: 39.6900, best_MR-full-R1@0.5: 27.9900, best_MR-full-R1@0.7: 17.0200 +[2024-04-14 13:35:25 INFO]: Epoch [13][50/306] lr: 0.00025, eta: 1 day, 0:04:38, time: 1.174, data_time: 2.701, memory: 70002, loss_reg: 0.1018, loss_cls: 0.0087, loss_sal: 0.2933, loss_video_cal: 0.2661, loss_layer_cal: 0.0022, loss: 0.6719, scale: 65536.0000 +[2024-04-14 13:37:32 INFO]: Epoch [13][100/306] lr: 0.00025, eta: 23:57:58, time: 1.270, data_time: 1.283, memory: 70002, loss_reg: 0.0978, loss_cls: 0.0082, loss_sal: 0.2861, loss_video_cal: 0.2592, loss_layer_cal: 0.0023, loss: 0.6535, scale: 65536.0000 +[2024-04-14 13:39:36 INFO]: Epoch [13][150/306] lr: 0.00025, eta: 23:50:56, time: 1.225, data_time: 1.246, memory: 70002, loss_reg: 0.0914, loss_cls: 0.0084, loss_sal: 0.2855, loss_video_cal: 0.2639, loss_layer_cal: 0.0024, loss: 0.6517, scale: 65536.0000 +[2024-04-14 13:41:36 INFO]: Epoch [13][200/306] lr: 0.00025, eta: 23:43:36, time: 1.185, data_time: 1.209, memory: 70002, loss_reg: 0.0992, loss_cls: 0.0082, loss_sal: 0.2899, loss_video_cal: 0.2605, loss_layer_cal: 0.0022, loss: 0.6600, scale: 65536.0000 +[2024-04-14 13:43:42 INFO]: Epoch [13][250/306] lr: 0.00025, eta: 23:37:12, time: 1.245, data_time: 1.292, memory: 70002, loss_reg: 0.0944, loss_cls: 0.0084, loss_sal: 0.2836, loss_video_cal: 0.2627, loss_layer_cal: 0.0023, loss: 0.6514, scale: 65536.0000 +[2024-04-14 13:45:49 INFO]: Epoch [13][300/306] lr: 0.00025, eta: 23:30:54, time: 1.262, data_time: 1.273, memory: 70002, loss_reg: 0.0993, loss_cls: 0.0084, loss_sal: 0.2883, loss_video_cal: 0.2585, loss_layer_cal: 0.0023, loss: 0.6568, scale: 65536.0000 +[2024-04-14 13:46:05 INFO]: Epoch [13][306/306] lr: 0.00025, eta: 23:30:12, time: 1.343, data_time: 1.271, memory: 70002, loss_reg: 0.1234, loss_cls: 0.0072, loss_sal: 0.2914, loss_video_cal: 0.2477, loss_layer_cal: 0.0028, loss: 0.6725, scale: 65536.0000 +[2024-04-14 13:46:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_13.pth... +[2024-04-14 13:46:06 INFO]: Validating... +[2024-04-14 13:49:37 INFO]: Epoch (val) [13][4001] loss_reg: 0.1689, loss_cls: 0.0133, loss_sal: 0.2169, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3995, MR-full-R1@0.3: 38.9700, MR-full-R1@0.5: 27.9200, MR-full-R1@0.7: 17.0200, MR-full-R5@0.3: 67.7100, MR-full-R5@0.5: 49.8400, MR-full-R5@0.7: 28.5400, MR-full-mAP: 18.7600, MR-full-mAP@0.5: 36.7700, MR-full-mAP@0.75: 16.3400, MR-full-mIoU: 27.7400, MR-long-mAP: 19.8100, MR-long-mIoU: 28.5300, MR-middle-mAP: 16.9400, MR-middle-mIoU: 27.8100, MR-short-mAP: 19.6700, MR-short-mIoU: 27.0200, best_MR-full-mAP: 18.7600, best_MR-full-mIoU: 27.7400, best_MR-full-R1@0.3: 39.6900, best_MR-full-R1@0.5: 27.9900, best_MR-full-R1@0.7: 17.0200 +[2024-04-14 13:52:01 INFO]: Epoch [14][50/306] lr: 0.00025, eta: 23:49:17, time: 1.344, data_time: 2.891, memory: 70002, loss_reg: 0.0990, loss_cls: 0.0078, loss_sal: 0.2851, loss_video_cal: 0.2597, loss_layer_cal: 0.0025, loss: 0.6541, scale: 65536.0000 +[2024-04-14 13:54:00 INFO]: Epoch [14][100/306] lr: 0.00025, eta: 23:41:58, time: 1.161, data_time: 1.211, memory: 70002, loss_reg: 0.0931, loss_cls: 0.0082, loss_sal: 0.2879, loss_video_cal: 0.2593, loss_layer_cal: 0.0025, loss: 0.6510, scale: 65536.0000 +[2024-04-14 13:56:10 INFO]: Epoch [14][150/306] lr: 0.00025, eta: 23:36:01, time: 1.300, data_time: 1.305, memory: 70002, loss_reg: 0.1012, loss_cls: 0.0082, loss_sal: 0.2855, loss_video_cal: 0.2570, loss_layer_cal: 0.0026, loss: 0.6545, scale: 65536.0000 +[2024-04-14 13:58:16 INFO]: Epoch [14][200/306] lr: 0.00025, eta: 23:29:41, time: 1.237, data_time: 1.278, memory: 70002, loss_reg: 0.0978, loss_cls: 0.0083, loss_sal: 0.2810, loss_video_cal: 0.2552, loss_layer_cal: 0.0027, loss: 0.6449, scale: 65536.0000 +[2024-04-14 14:00:26 INFO]: Epoch [14][250/306] lr: 0.00025, eta: 23:23:55, time: 1.279, data_time: 1.328, memory: 70002, loss_reg: 0.0914, loss_cls: 0.0080, loss_sal: 0.2854, loss_video_cal: 0.2555, loss_layer_cal: 0.0023, loss: 0.6425, scale: 65536.0000 +[2024-04-14 14:02:35 INFO]: Epoch [14][300/306] lr: 0.00025, eta: 23:18:07, time: 1.284, data_time: 1.296, memory: 70002, loss_reg: 0.1001, loss_cls: 0.0082, loss_sal: 0.2858, loss_video_cal: 0.2589, loss_layer_cal: 0.0024, loss: 0.6554, scale: 65536.0000 +[2024-04-14 14:02:49 INFO]: Epoch [14][306/306] lr: 0.00025, eta: 23:17:16, time: 1.111, data_time: 1.219, memory: 70002, loss_reg: 0.0857, loss_cls: 0.0082, loss_sal: 0.2685, loss_video_cal: 0.2496, loss_layer_cal: 0.0021, loss: 0.6141, scale: 65536.0000 +[2024-04-14 14:02:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_14.pth... +[2024-04-14 14:02:50 INFO]: Validating... +[2024-04-14 14:06:21 INFO]: Epoch (val) [14][4001] loss_reg: 0.1561, loss_cls: 0.0123, loss_sal: 0.2163, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3851, MR-full-R1@0.3: 40.6400, MR-full-R1@0.5: 30.6400, MR-full-R1@0.7: 18.0200, MR-full-R5@0.3: 69.3800, MR-full-R5@0.5: 50.5900, MR-full-R5@0.7: 28.7400, MR-full-mAP: 19.6400, MR-full-mAP@0.5: 39.1200, MR-full-mAP@0.75: 17.5200, MR-full-mIoU: 28.4600, MR-long-mAP: 15.6300, MR-long-mIoU: 26.0200, MR-middle-mAP: 18.7200, MR-middle-mIoU: 28.4000, MR-short-mAP: 23.7900, MR-short-mIoU: 30.5200, best_MR-full-mAP: 19.6400, best_MR-full-mIoU: 28.4600, best_MR-full-R1@0.3: 40.6400, best_MR-full-R1@0.5: 30.6400, best_MR-full-R1@0.7: 18.0200 +[2024-04-14 14:08:34 INFO]: Epoch [15][50/306] lr: 0.00025, eta: 23:33:19, time: 1.243, data_time: 2.760, memory: 70002, loss_reg: 0.0946, loss_cls: 0.0081, loss_sal: 0.2762, loss_video_cal: 0.2533, loss_layer_cal: 0.0026, loss: 0.6348, scale: 111411.2031 +[2024-04-14 14:10:40 INFO]: Epoch [15][100/306] lr: 0.00025, eta: 23:27:06, time: 1.243, data_time: 1.280, memory: 70002, loss_reg: 0.0900, loss_cls: 0.0080, loss_sal: 0.2812, loss_video_cal: 0.2546, loss_layer_cal: 0.0024, loss: 0.6362, scale: 131072.0000 +[2024-04-14 14:12:43 INFO]: Epoch [15][150/306] lr: 0.00025, eta: 23:20:42, time: 1.219, data_time: 1.246, memory: 70002, loss_reg: 0.0928, loss_cls: 0.0079, loss_sal: 0.2798, loss_video_cal: 0.2546, loss_layer_cal: 0.0026, loss: 0.6378, scale: 131072.0000 +[2024-04-14 14:14:53 INFO]: Epoch [15][200/306] lr: 0.00025, eta: 23:15:02, time: 1.274, data_time: 1.322, memory: 70002, loss_reg: 0.1031, loss_cls: 0.0083, loss_sal: 0.2847, loss_video_cal: 0.2551, loss_layer_cal: 0.0026, loss: 0.6538, scale: 131072.0000 +[2024-04-14 14:17:01 INFO]: Epoch [15][250/306] lr: 0.00025, eta: 23:09:17, time: 1.267, data_time: 1.294, memory: 70002, loss_reg: 0.0934, loss_cls: 0.0078, loss_sal: 0.2855, loss_video_cal: 0.2515, loss_layer_cal: 0.0027, loss: 0.6409, scale: 131072.0000 +[2024-04-14 14:19:11 INFO]: Epoch [15][300/306] lr: 0.00025, eta: 23:03:49, time: 1.290, data_time: 1.317, memory: 70002, loss_reg: 0.0932, loss_cls: 0.0077, loss_sal: 0.2804, loss_video_cal: 0.2518, loss_layer_cal: 0.0026, loss: 0.6358, scale: 131072.0000 +[2024-04-14 14:19:26 INFO]: Epoch [15][306/306] lr: 0.00025, eta: 23:03:02, time: 1.194, data_time: 1.177, memory: 70002, loss_reg: 0.0902, loss_cls: 0.0075, loss_sal: 0.2888, loss_video_cal: 0.2483, loss_layer_cal: 0.0024, loss: 0.6373, scale: 131072.0000 +[2024-04-14 14:19:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_15.pth... +[2024-04-14 14:19:27 INFO]: Validating... +[2024-04-14 14:22:59 INFO]: Epoch (val) [15][4001] loss_reg: 0.1376, loss_cls: 0.0125, loss_sal: 0.2245, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3750, MR-full-R1@0.3: 41.6600, MR-full-R1@0.5: 31.7200, MR-full-R1@0.7: 17.8700, MR-full-R5@0.3: 69.1600, MR-full-R5@0.5: 51.5400, MR-full-R5@0.7: 28.5700, MR-full-mAP: 20.1500, MR-full-mAP@0.5: 40.2100, MR-full-mAP@0.75: 18.3500, MR-full-mIoU: 29.3200, MR-long-mAP: 17.1000, MR-long-mIoU: 26.6000, MR-middle-mAP: 19.8900, MR-middle-mIoU: 31.0800, MR-short-mAP: 22.9000, MR-short-mIoU: 29.8300, best_MR-full-mAP: 20.1500, best_MR-full-mIoU: 29.3200, best_MR-full-R1@0.3: 41.6600, best_MR-full-R1@0.5: 31.7200, best_MR-full-R1@0.7: 18.0200 +[2024-04-14 14:25:11 INFO]: Epoch [16][50/306] lr: 0.00025, eta: 23:17:43, time: 1.237, data_time: 2.763, memory: 70002, loss_reg: 0.0901, loss_cls: 0.0078, loss_sal: 0.2772, loss_video_cal: 0.2496, loss_layer_cal: 0.0025, loss: 0.6272, scale: 131072.0000 +[2024-04-14 14:27:18 INFO]: Epoch [16][100/306] lr: 0.00025, eta: 23:11:48, time: 1.246, data_time: 1.285, memory: 70002, loss_reg: 0.0883, loss_cls: 0.0079, loss_sal: 0.2762, loss_video_cal: 0.2535, loss_layer_cal: 0.0024, loss: 0.6283, scale: 131072.0000 +[2024-04-14 14:29:18 INFO]: Epoch [16][150/306] lr: 0.00025, eta: 23:05:23, time: 1.184, data_time: 1.218, memory: 70002, loss_reg: 0.0938, loss_cls: 0.0080, loss_sal: 0.2783, loss_video_cal: 0.2521, loss_layer_cal: 0.0026, loss: 0.6349, scale: 131072.0000 +[2024-04-14 14:31:27 INFO]: Epoch [16][200/306] lr: 0.00025, eta: 22:59:54, time: 1.288, data_time: 1.300, memory: 70002, loss_reg: 0.0925, loss_cls: 0.0078, loss_sal: 0.2774, loss_video_cal: 0.2528, loss_layer_cal: 0.0025, loss: 0.6330, scale: 131072.0000 +[2024-04-14 14:33:38 INFO]: Epoch [16][250/306] lr: 0.00025, eta: 22:54:34, time: 1.289, data_time: 1.319, memory: 70002, loss_reg: 0.0979, loss_cls: 0.0077, loss_sal: 0.2810, loss_video_cal: 0.2516, loss_layer_cal: 0.0023, loss: 0.6406, scale: 131072.0000 +[2024-04-14 14:35:41 INFO]: Epoch [16][300/306] lr: 0.00025, eta: 22:48:40, time: 1.222, data_time: 1.242, memory: 70002, loss_reg: 0.0938, loss_cls: 0.0078, loss_sal: 0.2772, loss_video_cal: 0.2484, loss_layer_cal: 0.0026, loss: 0.6298, scale: 131072.0000 +[2024-04-14 14:35:55 INFO]: Epoch [16][306/306] lr: 0.00025, eta: 22:47:54, time: 1.182, data_time: 1.173, memory: 70002, loss_reg: 0.0942, loss_cls: 0.0081, loss_sal: 0.2666, loss_video_cal: 0.2464, loss_layer_cal: 0.0028, loss: 0.6181, scale: 131072.0000 +[2024-04-14 14:35:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_16.pth... +[2024-04-14 14:35:56 INFO]: Validating... +[2024-04-14 14:39:28 INFO]: Epoch (val) [16][4001] loss_reg: 0.1382, loss_cls: 0.0111, loss_sal: 0.2129, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3625, MR-full-R1@0.3: 40.3900, MR-full-R1@0.5: 30.0700, MR-full-R1@0.7: 17.8500, MR-full-R5@0.3: 71.9100, MR-full-R5@0.5: 51.2900, MR-full-R5@0.7: 28.8700, MR-full-mAP: 20.2800, MR-full-mAP@0.5: 39.2100, MR-full-mAP@0.75: 18.4600, MR-full-mIoU: 28.7900, MR-long-mAP: 17.7000, MR-long-mIoU: 26.1300, MR-middle-mAP: 20.7500, MR-middle-mIoU: 30.9700, MR-short-mAP: 21.9200, MR-short-mIoU: 28.8500, best_MR-full-mAP: 20.2800, best_MR-full-mIoU: 29.3200, best_MR-full-R1@0.3: 41.6600, best_MR-full-R1@0.5: 31.7200, best_MR-full-R1@0.7: 18.0200 +[2024-04-14 14:41:39 INFO]: Epoch [17][50/306] lr: 0.00025, eta: 23:01:12, time: 1.227, data_time: 2.744, memory: 70002, loss_reg: 0.0923, loss_cls: 0.0079, loss_sal: 0.2783, loss_video_cal: 0.2470, loss_layer_cal: 0.0027, loss: 0.6281, scale: 131072.0000 +[2024-04-14 14:43:37 INFO]: Epoch [17][100/306] lr: 0.00025, eta: 22:54:46, time: 1.157, data_time: 1.196, memory: 70002, loss_reg: 0.0904, loss_cls: 0.0080, loss_sal: 0.2813, loss_video_cal: 0.2515, loss_layer_cal: 0.0028, loss: 0.6340, scale: 131072.0000 +[2024-04-14 14:45:47 INFO]: Epoch [17][150/306] lr: 0.00025, eta: 22:49:26, time: 1.292, data_time: 1.304, memory: 70002, loss_reg: 0.0855, loss_cls: 0.0078, loss_sal: 0.2768, loss_video_cal: 0.2452, loss_layer_cal: 0.0026, loss: 0.6180, scale: 131072.0000 +[2024-04-14 14:47:55 INFO]: Epoch [17][200/306] lr: 0.00025, eta: 22:44:03, time: 1.259, data_time: 1.306, memory: 70002, loss_reg: 0.0836, loss_cls: 0.0075, loss_sal: 0.2729, loss_video_cal: 0.2479, loss_layer_cal: 0.0027, loss: 0.6146, scale: 131072.0000 +[2024-04-14 14:50:03 INFO]: Epoch [17][250/306] lr: 0.00025, eta: 22:38:43, time: 1.269, data_time: 1.295, memory: 70002, loss_reg: 0.0981, loss_cls: 0.0076, loss_sal: 0.2767, loss_video_cal: 0.2460, loss_layer_cal: 0.0029, loss: 0.6312, scale: 131072.0000 +[2024-04-14 14:52:13 INFO]: Epoch [17][300/306] lr: 0.00025, eta: 22:33:36, time: 1.296, data_time: 1.307, memory: 70002, loss_reg: 0.0922, loss_cls: 0.0073, loss_sal: 0.2751, loss_video_cal: 0.2430, loss_layer_cal: 0.0027, loss: 0.6202, scale: 131072.0000 +[2024-04-14 14:52:28 INFO]: Epoch [17][306/306] lr: 0.00025, eta: 22:32:57, time: 1.296, data_time: 1.221, memory: 70002, loss_reg: 0.0901, loss_cls: 0.0082, loss_sal: 0.2853, loss_video_cal: 0.2508, loss_layer_cal: 0.0024, loss: 0.6370, scale: 131072.0000 +[2024-04-14 14:52:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_17.pth... +[2024-04-14 14:52:30 INFO]: Validating... +[2024-04-14 14:56:00 INFO]: Epoch (val) [17][4001] loss_reg: 0.1377, loss_cls: 0.0107, loss_sal: 0.2102, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3590, MR-full-R1@0.3: 44.9400, MR-full-R1@0.5: 35.0200, MR-full-R1@0.7: 20.2200, MR-full-R5@0.3: 73.0800, MR-full-R5@0.5: 54.4900, MR-full-R5@0.7: 30.9900, MR-full-mAP: 22.2400, MR-full-mAP@0.5: 43.3500, MR-full-mAP@0.75: 20.1200, MR-full-mIoU: 31.9500, MR-long-mAP: 18.6200, MR-long-mIoU: 28.4900, MR-middle-mAP: 21.7200, MR-middle-mIoU: 33.5900, MR-short-mAP: 25.7000, MR-short-mIoU: 33.1800, best_MR-full-mAP: 22.2400, best_MR-full-mIoU: 31.9500, best_MR-full-R1@0.3: 44.9400, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 20.2200 +[2024-04-14 14:58:18 INFO]: Epoch [18][50/306] lr: 0.00025, eta: 22:45:34, time: 1.294, data_time: 2.803, memory: 70002, loss_reg: 0.0881, loss_cls: 0.0076, loss_sal: 0.2743, loss_video_cal: 0.2479, loss_layer_cal: 0.0026, loss: 0.6205, scale: 131072.0000 +[2024-04-14 15:00:20 INFO]: Epoch [18][100/306] lr: 0.00025, eta: 22:39:42, time: 1.200, data_time: 1.233, memory: 70002, loss_reg: 0.0914, loss_cls: 0.0081, loss_sal: 0.2727, loss_video_cal: 0.2486, loss_layer_cal: 0.0027, loss: 0.6235, scale: 131072.0000 +[2024-04-14 15:02:29 INFO]: Epoch [18][150/306] lr: 0.00025, eta: 22:34:28, time: 1.281, data_time: 1.299, memory: 70002, loss_reg: 0.0917, loss_cls: 0.0074, loss_sal: 0.2757, loss_video_cal: 0.2464, loss_layer_cal: 0.0026, loss: 0.6238, scale: 131072.0000 +[2024-04-14 15:04:38 INFO]: Epoch [18][200/306] lr: 0.00025, eta: 22:29:22, time: 1.276, data_time: 1.319, memory: 70002, loss_reg: 0.0963, loss_cls: 0.0075, loss_sal: 0.2737, loss_video_cal: 0.2468, loss_layer_cal: 0.0028, loss: 0.6272, scale: 131072.0000 +[2024-04-14 15:06:43 INFO]: Epoch [18][250/306] lr: 0.00025, eta: 22:23:56, time: 1.238, data_time: 1.260, memory: 70002, loss_reg: 0.0914, loss_cls: 0.0075, loss_sal: 0.2737, loss_video_cal: 0.2409, loss_layer_cal: 0.0029, loss: 0.6165, scale: 131072.0000 +[2024-04-14 15:08:51 INFO]: Epoch [18][300/306] lr: 0.00025, eta: 22:18:47, time: 1.271, data_time: 1.283, memory: 70002, loss_reg: 0.0853, loss_cls: 0.0075, loss_sal: 0.2742, loss_video_cal: 0.2413, loss_layer_cal: 0.0029, loss: 0.6111, scale: 131072.0000 +[2024-04-14 15:09:03 INFO]: Epoch [18][306/306] lr: 0.00025, eta: 22:17:54, time: 1.008, data_time: 0.944, memory: 70002, loss_reg: 0.0700, loss_cls: 0.0074, loss_sal: 0.2736, loss_video_cal: 0.2456, loss_layer_cal: 0.0036, loss: 0.6002, scale: 131072.0000 +[2024-04-14 15:09:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_18.pth... +[2024-04-14 15:09:04 INFO]: Validating... +[2024-04-14 15:12:35 INFO]: Epoch (val) [18][4001] loss_reg: 0.1387, loss_cls: 0.0113, loss_sal: 0.2180, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3683, MR-full-R1@0.3: 42.9900, MR-full-R1@0.5: 32.4200, MR-full-R1@0.7: 20.2900, MR-full-R5@0.3: 71.6100, MR-full-R5@0.5: 53.5400, MR-full-R5@0.7: 31.2700, MR-full-mAP: 21.7400, MR-full-mAP@0.5: 41.7100, MR-full-mAP@0.75: 19.7300, MR-full-mIoU: 30.3400, MR-long-mAP: 17.3800, MR-long-mIoU: 27.2200, MR-middle-mAP: 22.7600, MR-middle-mIoU: 33.1700, MR-short-mAP: 24.2900, MR-short-mIoU: 30.1600, best_MR-full-mAP: 22.2400, best_MR-full-mIoU: 31.9500, best_MR-full-R1@0.3: 44.9400, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 20.2900 +[2024-04-14 15:14:50 INFO]: Epoch [19][50/306] lr: 0.00025, eta: 22:29:15, time: 1.248, data_time: 2.786, memory: 70002, loss_reg: 0.0812, loss_cls: 0.0074, loss_sal: 0.2718, loss_video_cal: 0.2455, loss_layer_cal: 0.0026, loss: 0.6085, scale: 131072.0000 +[2024-04-14 15:16:56 INFO]: Epoch [19][100/306] lr: 0.00025, eta: 22:23:57, time: 1.245, data_time: 1.282, memory: 70002, loss_reg: 0.0857, loss_cls: 0.0073, loss_sal: 0.2745, loss_video_cal: 0.2449, loss_layer_cal: 0.0026, loss: 0.6149, scale: 131072.0000 +[2024-04-14 15:18:56 INFO]: Epoch [19][150/306] lr: 0.00025, eta: 22:18:14, time: 1.193, data_time: 1.211, memory: 70002, loss_reg: 0.0809, loss_cls: 0.0076, loss_sal: 0.2709, loss_video_cal: 0.2399, loss_layer_cal: 0.0030, loss: 0.6023, scale: 131072.0000 +[2024-04-14 15:21:14 INFO]: Epoch [19][200/306] lr: 0.00025, eta: 22:13:53, time: 1.345, data_time: 1.414, memory: 70002, loss_reg: 0.0922, loss_cls: 0.0073, loss_sal: 0.2755, loss_video_cal: 0.2414, loss_layer_cal: 0.0030, loss: 0.6193, scale: 131072.0000 +[2024-04-14 15:23:16 INFO]: Epoch [19][250/306] lr: 0.00025, eta: 22:08:25, time: 1.199, data_time: 1.241, memory: 70002, loss_reg: 0.0858, loss_cls: 0.0076, loss_sal: 0.2726, loss_video_cal: 0.2412, loss_layer_cal: 0.0027, loss: 0.6101, scale: 131072.0000 +[2024-04-14 15:25:18 INFO]: Epoch [19][300/306] lr: 0.00025, eta: 22:03:00, time: 1.225, data_time: 1.214, memory: 70002, loss_reg: 0.0953, loss_cls: 0.0074, loss_sal: 0.2695, loss_video_cal: 0.2382, loss_layer_cal: 0.0028, loss: 0.6131, scale: 131072.0000 +[2024-04-14 15:25:34 INFO]: Epoch [19][306/306] lr: 0.00025, eta: 22:02:26, time: 1.302, data_time: 1.308, memory: 70002, loss_reg: 0.0935, loss_cls: 0.0075, loss_sal: 0.2893, loss_video_cal: 0.2423, loss_layer_cal: 0.0022, loss: 0.6349, scale: 131072.0000 +[2024-04-14 15:25:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_19.pth... +[2024-04-14 15:25:35 INFO]: Validating... +[2024-04-14 15:29:07 INFO]: Epoch (val) [19][4001] loss_reg: 0.1343, loss_cls: 0.0119, loss_sal: 0.2151, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3616, MR-full-R1@0.3: 42.5600, MR-full-R1@0.5: 33.2700, MR-full-R1@0.7: 21.1700, MR-full-R5@0.3: 71.3800, MR-full-R5@0.5: 53.0100, MR-full-R5@0.7: 31.2700, MR-full-mAP: 22.0000, MR-full-mAP@0.5: 41.7000, MR-full-mAP@0.75: 19.9200, MR-full-mIoU: 31.0900, MR-long-mAP: 21.4400, MR-long-mIoU: 29.0800, MR-middle-mAP: 20.5300, MR-middle-mIoU: 31.6900, MR-short-mAP: 23.8700, MR-short-mIoU: 32.1600, best_MR-full-mAP: 22.2400, best_MR-full-mIoU: 31.9500, best_MR-full-R1@0.3: 44.9400, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 21.1700 +[2024-04-14 15:31:17 INFO]: Epoch [20][50/306] lr: 0.00025, eta: 22:12:39, time: 1.214, data_time: 2.736, memory: 70002, loss_reg: 0.0857, loss_cls: 0.0075, loss_sal: 0.2781, loss_video_cal: 0.2427, loss_layer_cal: 0.0026, loss: 0.6165, scale: 131072.0000 +[2024-04-14 15:33:16 INFO]: Epoch [20][100/306] lr: 0.00025, eta: 22:07:00, time: 1.162, data_time: 1.218, memory: 70002, loss_reg: 0.0894, loss_cls: 0.0073, loss_sal: 0.2683, loss_video_cal: 0.2410, loss_layer_cal: 0.0029, loss: 0.6090, scale: 131072.0000 +[2024-04-14 15:35:20 INFO]: Epoch [20][150/306] lr: 0.00025, eta: 22:01:43, time: 1.225, data_time: 1.249, memory: 70002, loss_reg: 0.0830, loss_cls: 0.0070, loss_sal: 0.2646, loss_video_cal: 0.2392, loss_layer_cal: 0.0028, loss: 0.5966, scale: 131072.0000 +[2024-04-14 15:37:24 INFO]: Epoch [20][200/306] lr: 0.00025, eta: 21:56:32, time: 1.230, data_time: 1.256, memory: 70002, loss_reg: 0.0861, loss_cls: 0.0073, loss_sal: 0.2700, loss_video_cal: 0.2386, loss_layer_cal: 0.0031, loss: 0.6052, scale: 131072.0000 +[2024-04-14 15:39:29 INFO]: Epoch [20][250/306] lr: 0.00025, eta: 21:51:27, time: 1.235, data_time: 1.263, memory: 70002, loss_reg: 0.0911, loss_cls: 0.0074, loss_sal: 0.2693, loss_video_cal: 0.2374, loss_layer_cal: 0.0028, loss: 0.6080, scale: 131072.0000 +[2024-04-14 15:41:39 INFO]: Epoch [20][300/306] lr: 0.00025, eta: 21:46:46, time: 1.293, data_time: 1.313, memory: 70002, loss_reg: 0.0860, loss_cls: 0.0071, loss_sal: 0.2692, loss_video_cal: 0.2363, loss_layer_cal: 0.0031, loss: 0.6016, scale: 131072.0000 +[2024-04-14 15:41:49 INFO]: Epoch [20][306/306] lr: 0.00025, eta: 21:45:50, time: 0.905, data_time: 0.749, memory: 70002, loss_reg: 0.0841, loss_cls: 0.0085, loss_sal: 0.2788, loss_video_cal: 0.2435, loss_layer_cal: 0.0033, loss: 0.6181, scale: 131072.0000 +[2024-04-14 15:41:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_20.pth... +[2024-04-14 15:41:50 INFO]: Validating... +[2024-04-14 15:45:21 INFO]: Epoch (val) [20][4001] loss_reg: 0.1333, loss_cls: 0.0102, loss_sal: 0.2058, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3496, MR-full-R1@0.3: 46.6100, MR-full-R1@0.5: 34.6900, MR-full-R1@0.7: 21.4400, MR-full-R5@0.3: 74.2600, MR-full-R5@0.5: 55.8600, MR-full-R5@0.7: 32.1200, MR-full-mAP: 23.0400, MR-full-mAP@0.5: 43.8200, MR-full-mAP@0.75: 21.7500, MR-full-mIoU: 32.8900, MR-long-mAP: 17.7200, MR-long-mIoU: 29.6000, MR-middle-mAP: 24.1200, MR-middle-mIoU: 34.7500, MR-short-mAP: 26.3400, MR-short-mIoU: 33.7700, best_MR-full-mAP: 23.0400, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 21.4400 +[2024-04-14 15:47:26 INFO]: Epoch [21][50/306] lr: 0.00025, eta: 21:54:50, time: 1.151, data_time: 2.701, memory: 70002, loss_reg: 0.0794, loss_cls: 0.0074, loss_sal: 0.2696, loss_video_cal: 0.2403, loss_layer_cal: 0.0029, loss: 0.5995, scale: 131072.0000 +[2024-04-14 15:49:40 INFO]: Epoch [21][100/306] lr: 0.00025, eta: 21:50:20, time: 1.324, data_time: 1.351, memory: 70002, loss_reg: 0.0913, loss_cls: 0.0068, loss_sal: 0.2670, loss_video_cal: 0.2357, loss_layer_cal: 0.0029, loss: 0.6036, scale: 131072.0000 +[2024-04-14 15:51:44 INFO]: Epoch [21][150/306] lr: 0.00025, eta: 21:45:16, time: 1.226, data_time: 1.266, memory: 70002, loss_reg: 0.0795, loss_cls: 0.0071, loss_sal: 0.2637, loss_video_cal: 0.2341, loss_layer_cal: 0.0031, loss: 0.5875, scale: 131072.0000 +[2024-04-14 15:53:50 INFO]: Epoch [21][200/306] lr: 0.00025, eta: 21:40:19, time: 1.232, data_time: 1.277, memory: 70002, loss_reg: 0.0831, loss_cls: 0.0072, loss_sal: 0.2669, loss_video_cal: 0.2368, loss_layer_cal: 0.0030, loss: 0.5969, scale: 186122.2344 +[2024-04-14 15:56:03 INFO]: Epoch [21][250/306] lr: 0.00025, eta: 21:35:55, time: 1.317, data_time: 1.354, memory: 70002, loss_reg: 0.0861, loss_cls: 0.0070, loss_sal: 0.2653, loss_video_cal: 0.2389, loss_layer_cal: 0.0029, loss: 0.6002, scale: 262144.0000 +[2024-04-14 15:57:58 INFO]: Epoch [21][300/306] lr: 0.00025, eta: 21:30:23, time: 1.134, data_time: 1.165, memory: 70002, loss_reg: 0.0842, loss_cls: 0.0075, loss_sal: 0.2619, loss_video_cal: 0.2317, loss_layer_cal: 0.0030, loss: 0.5883, scale: 262144.0000 +[2024-04-14 15:58:12 INFO]: Epoch [21][306/306] lr: 0.00025, eta: 21:29:43, time: 1.165, data_time: 1.103, memory: 70002, loss_reg: 0.0746, loss_cls: 0.0071, loss_sal: 0.2742, loss_video_cal: 0.2340, loss_layer_cal: 0.0027, loss: 0.5926, scale: 262144.0000 +[2024-04-14 15:58:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_21.pth... +[2024-04-14 15:58:12 INFO]: Validating... +[2024-04-14 16:01:43 INFO]: Epoch (val) [21][4001] loss_reg: 0.1337, loss_cls: 0.0108, loss_sal: 0.2125, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3573, MR-full-R1@0.3: 44.2600, MR-full-R1@0.5: 33.5900, MR-full-R1@0.7: 21.4700, MR-full-R5@0.3: 75.1600, MR-full-R5@0.5: 56.2100, MR-full-R5@0.7: 33.0700, MR-full-mAP: 22.8200, MR-full-mAP@0.5: 43.1500, MR-full-mAP@0.75: 20.2300, MR-full-mIoU: 31.5500, MR-long-mAP: 19.0800, MR-long-mIoU: 28.7700, MR-middle-mAP: 22.7600, MR-middle-mIoU: 33.5100, MR-short-mAP: 25.9300, MR-short-mIoU: 31.9300, best_MR-full-mAP: 23.0400, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 21.4700 +[2024-04-14 16:03:56 INFO]: Epoch [22][50/306] lr: 0.00025, eta: 21:38:29, time: 1.236, data_time: 2.764, memory: 70002, loss_reg: 0.0797, loss_cls: 0.0069, loss_sal: 0.2651, loss_video_cal: 0.2355, loss_layer_cal: 0.0031, loss: 0.5902, scale: 262144.0000 +[2024-04-14 16:06:00 INFO]: Epoch [22][100/306] lr: 0.00025, eta: 21:33:30, time: 1.211, data_time: 1.270, memory: 70002, loss_reg: 0.0762, loss_cls: 0.0073, loss_sal: 0.2644, loss_video_cal: 0.2361, loss_layer_cal: 0.0031, loss: 0.5870, scale: 262144.0000 +[2024-04-14 16:08:08 INFO]: Epoch [22][150/306] lr: 0.00025, eta: 21:28:46, time: 1.249, data_time: 1.303, memory: 70002, loss_reg: 0.0871, loss_cls: 0.0072, loss_sal: 0.2716, loss_video_cal: 0.2343, loss_layer_cal: 0.0031, loss: 0.6032, scale: 262144.0000 +[2024-04-14 16:10:12 INFO]: Epoch [22][200/306] lr: 0.00025, eta: 21:23:51, time: 1.230, data_time: 1.248, memory: 70002, loss_reg: 0.0824, loss_cls: 0.0073, loss_sal: 0.2660, loss_video_cal: 0.2336, loss_layer_cal: 0.0031, loss: 0.5923, scale: 262144.0000 +[2024-04-14 16:12:18 INFO]: Epoch [22][250/306] lr: 0.00025, eta: 21:19:05, time: 1.238, data_time: 1.276, memory: 70002, loss_reg: 0.0906, loss_cls: 0.0071, loss_sal: 0.2666, loss_video_cal: 0.2342, loss_layer_cal: 0.0030, loss: 0.6014, scale: 262144.0000 +[2024-04-14 16:14:33 INFO]: Epoch [22][300/306] lr: 0.00025, eta: 21:14:58, time: 1.361, data_time: 1.357, memory: 70002, loss_reg: 0.0859, loss_cls: 0.0069, loss_sal: 0.2683, loss_video_cal: 0.2333, loss_layer_cal: 0.0030, loss: 0.5974, scale: 262144.0000 +[2024-04-14 16:14:47 INFO]: Epoch [22][306/306] lr: 0.00025, eta: 21:14:20, time: 1.168, data_time: 1.160, memory: 70002, loss_reg: 0.0923, loss_cls: 0.0066, loss_sal: 0.2714, loss_video_cal: 0.2350, loss_layer_cal: 0.0029, loss: 0.6081, scale: 262144.0000 +[2024-04-14 16:14:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_22.pth... +[2024-04-14 16:14:48 INFO]: Validating... +[2024-04-14 16:18:21 INFO]: Epoch (val) [22][4001] loss_reg: 0.1358, loss_cls: 0.0114, loss_sal: 0.2155, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3631, MR-full-R1@0.3: 43.2900, MR-full-R1@0.5: 32.8400, MR-full-R1@0.7: 20.8400, MR-full-R5@0.3: 71.6600, MR-full-R5@0.5: 54.7900, MR-full-R5@0.7: 31.9200, MR-full-mAP: 22.1100, MR-full-mAP@0.5: 42.4100, MR-full-mAP@0.75: 19.7400, MR-full-mIoU: 30.6800, MR-long-mAP: 18.2800, MR-long-mIoU: 27.7000, MR-middle-mAP: 23.5800, MR-middle-mIoU: 34.5800, MR-short-mAP: 23.8200, MR-short-mIoU: 29.3300, best_MR-full-mAP: 23.0400, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 21.4700 +[2024-04-14 16:20:40 INFO]: Epoch [23][50/306] lr: 0.00025, eta: 21:22:56, time: 1.304, data_time: 2.830, memory: 70002, loss_reg: 0.0970, loss_cls: 0.0069, loss_sal: 0.2691, loss_video_cal: 0.2344, loss_layer_cal: 0.0031, loss: 0.6106, scale: 262144.0000 +[2024-04-14 16:22:43 INFO]: Epoch [23][100/306] lr: 0.00025, eta: 21:18:01, time: 1.217, data_time: 1.247, memory: 70002, loss_reg: 0.0836, loss_cls: 0.0068, loss_sal: 0.2612, loss_video_cal: 0.2313, loss_layer_cal: 0.0033, loss: 0.5861, scale: 262144.0000 +[2024-04-14 16:24:44 INFO]: Epoch [23][150/306] lr: 0.00025, eta: 21:12:59, time: 1.183, data_time: 1.226, memory: 70002, loss_reg: 0.0804, loss_cls: 0.0072, loss_sal: 0.2623, loss_video_cal: 0.2308, loss_layer_cal: 0.0035, loss: 0.5842, scale: 262144.0000 +[2024-04-14 16:26:51 INFO]: Epoch [23][200/306] lr: 0.00025, eta: 21:08:21, time: 1.243, data_time: 1.294, memory: 70002, loss_reg: 0.0847, loss_cls: 0.0069, loss_sal: 0.2642, loss_video_cal: 0.2298, loss_layer_cal: 0.0032, loss: 0.5889, scale: 262144.0000 +[2024-04-14 16:29:02 INFO]: Epoch [23][250/306] lr: 0.00025, eta: 21:04:00, time: 1.290, data_time: 1.335, memory: 70002, loss_reg: 0.0858, loss_cls: 0.0072, loss_sal: 0.2667, loss_video_cal: 0.2342, loss_layer_cal: 0.0031, loss: 0.5971, scale: 262144.0000 +[2024-04-14 16:31:04 INFO]: Epoch [23][300/306] lr: 0.00025, eta: 20:59:12, time: 1.220, data_time: 1.228, memory: 70002, loss_reg: 0.0747, loss_cls: 0.0071, loss_sal: 0.2630, loss_video_cal: 0.2332, loss_layer_cal: 0.0030, loss: 0.5809, scale: 262144.0000 +[2024-04-14 16:31:18 INFO]: Epoch [23][306/306] lr: 0.00025, eta: 20:58:34, time: 1.190, data_time: 1.079, memory: 70002, loss_reg: 0.0706, loss_cls: 0.0070, loss_sal: 0.2725, loss_video_cal: 0.2316, loss_layer_cal: 0.0029, loss: 0.5846, scale: 262144.0000 +[2024-04-14 16:31:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_23.pth... +[2024-04-14 16:31:19 INFO]: Validating... +[2024-04-14 16:34:51 INFO]: Epoch (val) [23][4001] loss_reg: 0.1408, loss_cls: 0.0108, loss_sal: 0.2131, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3651, MR-full-R1@0.3: 43.8600, MR-full-R1@0.5: 33.7700, MR-full-R1@0.7: 21.6400, MR-full-R5@0.3: 72.4600, MR-full-R5@0.5: 56.7600, MR-full-R5@0.7: 33.5400, MR-full-mAP: 23.3800, MR-full-mAP@0.5: 43.4700, MR-full-mAP@0.75: 22.1200, MR-full-mIoU: 31.6400, MR-long-mAP: 18.8700, MR-long-mIoU: 28.5200, MR-middle-mAP: 23.5700, MR-middle-mIoU: 31.8600, MR-short-mAP: 26.8600, MR-short-mIoU: 33.9800, best_MR-full-mAP: 23.3800, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.0200, best_MR-full-R1@0.7: 21.6400 +[2024-04-14 16:37:13 INFO]: Epoch [24][50/306] lr: 0.00025, eta: 21:06:39, time: 1.336, data_time: 2.852, memory: 70002, loss_reg: 0.0809, loss_cls: 0.0067, loss_sal: 0.2630, loss_video_cal: 0.2283, loss_layer_cal: 0.0032, loss: 0.5822, scale: 262144.0000 +[2024-04-14 16:39:22 INFO]: Epoch [24][100/306] lr: 0.00025, eta: 21:02:11, time: 1.278, data_time: 1.311, memory: 70002, loss_reg: 0.0775, loss_cls: 0.0072, loss_sal: 0.2657, loss_video_cal: 0.2326, loss_layer_cal: 0.0033, loss: 0.5862, scale: 262144.0000 +[2024-04-14 16:41:23 INFO]: Epoch [24][150/306] lr: 0.00025, eta: 20:57:17, time: 1.186, data_time: 1.226, memory: 70002, loss_reg: 0.0806, loss_cls: 0.0071, loss_sal: 0.2630, loss_video_cal: 0.2270, loss_layer_cal: 0.0031, loss: 0.5807, scale: 262144.0000 +[2024-04-14 16:43:22 INFO]: Epoch [24][200/306] lr: 0.00025, eta: 20:52:20, time: 1.183, data_time: 1.197, memory: 70002, loss_reg: 0.0796, loss_cls: 0.0069, loss_sal: 0.2666, loss_video_cal: 0.2340, loss_layer_cal: 0.0033, loss: 0.5904, scale: 262144.0000 +[2024-04-14 16:45:27 INFO]: Epoch [24][250/306] lr: 0.00025, eta: 20:47:46, time: 1.247, data_time: 1.262, memory: 70002, loss_reg: 0.0757, loss_cls: 0.0069, loss_sal: 0.2608, loss_video_cal: 0.2289, loss_layer_cal: 0.0031, loss: 0.5754, scale: 262144.0000 +[2024-04-14 16:47:34 INFO]: Epoch [24][300/306] lr: 0.00025, eta: 20:43:20, time: 1.267, data_time: 1.277, memory: 70002, loss_reg: 0.0836, loss_cls: 0.0067, loss_sal: 0.2619, loss_video_cal: 0.2277, loss_layer_cal: 0.0031, loss: 0.5830, scale: 262144.0000 +[2024-04-14 16:47:50 INFO]: Epoch [24][306/306] lr: 0.00025, eta: 20:42:48, time: 1.311, data_time: 1.241, memory: 70002, loss_reg: 0.0682, loss_cls: 0.0062, loss_sal: 0.2608, loss_video_cal: 0.2256, loss_layer_cal: 0.0029, loss: 0.5637, scale: 262144.0000 +[2024-04-14 16:47:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_24.pth... +[2024-04-14 16:47:50 INFO]: Validating... +[2024-04-14 16:51:24 INFO]: Epoch (val) [24][4001] loss_reg: 0.1308, loss_cls: 0.0113, loss_sal: 0.2101, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3526, MR-full-R1@0.3: 43.5600, MR-full-R1@0.5: 35.0700, MR-full-R1@0.7: 22.3900, MR-full-R5@0.3: 73.2300, MR-full-R5@0.5: 56.0100, MR-full-R5@0.7: 32.8700, MR-full-mAP: 23.4200, MR-full-mAP@0.5: 43.8100, MR-full-mAP@0.75: 21.3700, MR-full-mIoU: 32.0500, MR-long-mAP: 19.5000, MR-long-mIoU: 28.5100, MR-middle-mAP: 21.5200, MR-middle-mIoU: 32.2000, MR-short-mAP: 28.4600, MR-short-mIoU: 34.7900, best_MR-full-mAP: 23.4200, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.0700, best_MR-full-R1@0.7: 22.3900 +[2024-04-14 16:53:38 INFO]: Epoch [25][50/306] lr: 0.00025, eta: 20:49:59, time: 1.257, data_time: 2.780, memory: 70002, loss_reg: 0.0760, loss_cls: 0.0067, loss_sal: 0.2615, loss_video_cal: 0.2267, loss_layer_cal: 0.0033, loss: 0.5742, scale: 262144.0000 +[2024-04-14 16:55:44 INFO]: Epoch [25][100/306] lr: 0.00025, eta: 20:45:25, time: 1.236, data_time: 1.274, memory: 70002, loss_reg: 0.0761, loss_cls: 0.0069, loss_sal: 0.2600, loss_video_cal: 0.2266, loss_layer_cal: 0.0032, loss: 0.5728, scale: 262144.0000 +[2024-04-14 16:57:52 INFO]: Epoch [25][150/306] lr: 0.00025, eta: 20:41:02, time: 1.264, data_time: 1.302, memory: 70002, loss_reg: 0.0789, loss_cls: 0.0067, loss_sal: 0.2589, loss_video_cal: 0.2252, loss_layer_cal: 0.0035, loss: 0.5731, scale: 262144.0000 +[2024-04-14 17:00:02 INFO]: Epoch [25][200/306] lr: 0.00025, eta: 20:36:47, time: 1.282, data_time: 1.324, memory: 70002, loss_reg: 0.0820, loss_cls: 0.0067, loss_sal: 0.2582, loss_video_cal: 0.2243, loss_layer_cal: 0.0036, loss: 0.5747, scale: 262144.0000 +[2024-04-14 17:02:10 INFO]: Epoch [25][250/306] lr: 0.00025, eta: 20:32:25, time: 1.249, data_time: 1.303, memory: 70002, loss_reg: 0.0831, loss_cls: 0.0069, loss_sal: 0.2627, loss_video_cal: 0.2245, loss_layer_cal: 0.0034, loss: 0.5806, scale: 262144.0000 +[2024-04-14 17:04:14 INFO]: Epoch [25][300/306] lr: 0.00025, eta: 20:27:55, time: 1.241, data_time: 1.247, memory: 70002, loss_reg: 0.0755, loss_cls: 0.0066, loss_sal: 0.2571, loss_video_cal: 0.2280, loss_layer_cal: 0.0033, loss: 0.5704, scale: 262144.0000 +[2024-04-14 17:04:29 INFO]: Epoch [25][306/306] lr: 0.00025, eta: 20:27:22, time: 1.226, data_time: 1.210, memory: 70002, loss_reg: 0.0819, loss_cls: 0.0068, loss_sal: 0.2757, loss_video_cal: 0.2319, loss_layer_cal: 0.0029, loss: 0.5991, scale: 262144.0000 +[2024-04-14 17:04:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_25.pth... +[2024-04-14 17:04:30 INFO]: Validating... +[2024-04-14 17:08:04 INFO]: Epoch (val) [25][4001] loss_reg: 0.1334, loss_cls: 0.0113, loss_sal: 0.2125, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3576, MR-full-R1@0.3: 44.1100, MR-full-R1@0.5: 33.9700, MR-full-R1@0.7: 23.3700, MR-full-R5@0.3: 73.7800, MR-full-R5@0.5: 55.9100, MR-full-R5@0.7: 33.5900, MR-full-mAP: 23.9800, MR-full-mAP@0.5: 43.5500, MR-full-mAP@0.75: 23.7200, MR-full-mIoU: 32.0200, MR-long-mAP: 20.1600, MR-long-mIoU: 29.7600, MR-middle-mAP: 23.8100, MR-middle-mIoU: 32.9100, MR-short-mAP: 27.2500, MR-short-mIoU: 32.9900, best_MR-full-mAP: 23.9800, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.0700, best_MR-full-R1@0.7: 23.3700 +[2024-04-14 17:10:08 INFO]: Epoch [26][50/306] lr: 0.00025, eta: 20:33:33, time: 1.179, data_time: 2.668, memory: 70002, loss_reg: 0.0788, loss_cls: 0.0067, loss_sal: 0.2609, loss_video_cal: 0.2244, loss_layer_cal: 0.0033, loss: 0.5741, scale: 262144.0000 +[2024-04-14 17:12:17 INFO]: Epoch [26][100/306] lr: 0.00025, eta: 20:29:15, time: 1.266, data_time: 1.315, memory: 70002, loss_reg: 0.0795, loss_cls: 0.0066, loss_sal: 0.2646, loss_video_cal: 0.2257, loss_layer_cal: 0.0031, loss: 0.5796, scale: 262144.0000 +[2024-04-14 17:14:22 INFO]: Epoch [26][150/306] lr: 0.00025, eta: 20:24:47, time: 1.232, data_time: 1.263, memory: 70002, loss_reg: 0.0800, loss_cls: 0.0068, loss_sal: 0.2595, loss_video_cal: 0.2237, loss_layer_cal: 0.0035, loss: 0.5735, scale: 262144.0000 +[2024-04-14 17:16:28 INFO]: Epoch [26][200/306] lr: 0.00025, eta: 20:20:26, time: 1.243, data_time: 1.291, memory: 70002, loss_reg: 0.0784, loss_cls: 0.0067, loss_sal: 0.2613, loss_video_cal: 0.2278, loss_layer_cal: 0.0032, loss: 0.5774, scale: 262144.0000 +[2024-04-14 17:18:39 INFO]: Epoch [26][250/306] lr: 0.00025, eta: 20:16:17, time: 1.301, data_time: 1.305, memory: 70002, loss_reg: 0.0765, loss_cls: 0.0068, loss_sal: 0.2576, loss_video_cal: 0.2261, loss_layer_cal: 0.0033, loss: 0.5703, scale: 262144.0000 +[2024-04-14 17:20:45 INFO]: Epoch [26][300/306] lr: 0.00025, eta: 20:11:58, time: 1.270, data_time: 1.258, memory: 70002, loss_reg: 0.0741, loss_cls: 0.0066, loss_sal: 0.2594, loss_video_cal: 0.2259, loss_layer_cal: 0.0033, loss: 0.5694, scale: 262144.0000 +[2024-04-14 17:21:00 INFO]: Epoch [26][306/306] lr: 0.00025, eta: 20:11:25, time: 1.202, data_time: 1.191, memory: 70002, loss_reg: 0.0644, loss_cls: 0.0065, loss_sal: 0.2660, loss_video_cal: 0.2330, loss_layer_cal: 0.0034, loss: 0.5734, scale: 262144.0000 +[2024-04-14 17:21:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_26.pth... +[2024-04-14 17:21:01 INFO]: Validating... +[2024-04-14 17:24:34 INFO]: Epoch (val) [26][4001] loss_reg: 0.1300, loss_cls: 0.0109, loss_sal: 0.2104, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3516, MR-full-R1@0.3: 45.2400, MR-full-R1@0.5: 35.5400, MR-full-R1@0.7: 22.4900, MR-full-R5@0.3: 74.8600, MR-full-R5@0.5: 57.8900, MR-full-R5@0.7: 34.7900, MR-full-mAP: 24.1600, MR-full-mAP@0.5: 44.9000, MR-full-mAP@0.75: 23.0100, MR-full-mIoU: 32.5600, MR-long-mAP: 19.6500, MR-long-mIoU: 29.3500, MR-middle-mAP: 23.8200, MR-middle-mIoU: 33.4100, MR-short-mAP: 28.1800, MR-short-mIoU: 34.3500, best_MR-full-mAP: 24.1600, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.5400, best_MR-full-R1@0.7: 23.3700 +[2024-04-14 17:26:42 INFO]: Epoch [27][50/306] lr: 0.00025, eta: 20:17:17, time: 1.192, data_time: 2.708, memory: 70002, loss_reg: 0.0776, loss_cls: 0.0066, loss_sal: 0.2557, loss_video_cal: 0.2239, loss_layer_cal: 0.0031, loss: 0.5669, scale: 262144.0000 +[2024-04-14 17:28:50 INFO]: Epoch [27][100/306] lr: 0.00025, eta: 20:13:02, time: 1.270, data_time: 1.299, memory: 70002, loss_reg: 0.0763, loss_cls: 0.0066, loss_sal: 0.2571, loss_video_cal: 0.2232, loss_layer_cal: 0.0032, loss: 0.5663, scale: 262144.0000 +[2024-04-14 17:31:03 INFO]: Epoch [27][150/306] lr: 0.00025, eta: 20:09:03, time: 1.322, data_time: 1.341, memory: 70002, loss_reg: 0.0804, loss_cls: 0.0064, loss_sal: 0.2596, loss_video_cal: 0.2248, loss_layer_cal: 0.0035, loss: 0.5746, scale: 262144.0000 +[2024-04-14 17:32:56 INFO]: Epoch [27][200/306] lr: 0.00025, eta: 20:04:07, time: 1.102, data_time: 1.146, memory: 70002, loss_reg: 0.0726, loss_cls: 0.0067, loss_sal: 0.2518, loss_video_cal: 0.2246, loss_layer_cal: 0.0034, loss: 0.5590, scale: 262144.0000 +[2024-04-14 17:34:58 INFO]: Epoch [27][250/306] lr: 0.00025, eta: 19:59:39, time: 1.213, data_time: 1.223, memory: 70002, loss_reg: 0.0737, loss_cls: 0.0066, loss_sal: 0.2631, loss_video_cal: 0.2245, loss_layer_cal: 0.0033, loss: 0.5712, scale: 262144.0000 +[2024-04-14 17:37:00 INFO]: Epoch [27][300/306] lr: 0.00025, eta: 19:55:15, time: 1.222, data_time: 1.231, memory: 70002, loss_reg: 0.0734, loss_cls: 0.0065, loss_sal: 0.2566, loss_video_cal: 0.2217, loss_layer_cal: 0.0032, loss: 0.5615, scale: 262144.0000 +[2024-04-14 17:37:13 INFO]: Epoch [27][306/306] lr: 0.00025, eta: 19:54:38, time: 0.976, data_time: 1.112, memory: 70002, loss_reg: 0.0701, loss_cls: 0.0073, loss_sal: 0.2671, loss_video_cal: 0.2296, loss_layer_cal: 0.0037, loss: 0.5777, scale: 262144.0000 +[2024-04-14 17:37:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_27.pth... +[2024-04-14 17:37:13 INFO]: Validating... +[2024-04-14 17:40:46 INFO]: Epoch (val) [27][4001] loss_reg: 0.1283, loss_cls: 0.0105, loss_sal: 0.2099, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3491, MR-full-R1@0.3: 44.8400, MR-full-R1@0.5: 35.6400, MR-full-R1@0.7: 22.3400, MR-full-R5@0.3: 75.3300, MR-full-R5@0.5: 59.9900, MR-full-R5@0.7: 35.6700, MR-full-mAP: 24.5300, MR-full-mAP@0.5: 46.0300, MR-full-mAP@0.75: 22.7300, MR-full-mIoU: 32.6700, MR-long-mAP: 21.4800, MR-long-mIoU: 30.8000, MR-middle-mAP: 22.8900, MR-middle-mIoU: 32.4800, MR-short-mAP: 28.6000, MR-short-mIoU: 34.3800, best_MR-full-mAP: 24.5300, best_MR-full-mIoU: 32.8900, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 35.6400, best_MR-full-R1@0.7: 23.3700 +[2024-04-14 17:42:50 INFO]: Epoch [28][50/306] lr: 0.00025, eta: 19:59:52, time: 1.171, data_time: 2.661, memory: 70002, loss_reg: 0.0717, loss_cls: 0.0069, loss_sal: 0.2553, loss_video_cal: 0.2194, loss_layer_cal: 0.0036, loss: 0.5570, scale: 330301.4375 +[2024-04-14 17:44:58 INFO]: Epoch [28][100/306] lr: 0.00025, eta: 19:55:40, time: 1.263, data_time: 1.287, memory: 70002, loss_reg: 0.0791, loss_cls: 0.0064, loss_sal: 0.2557, loss_video_cal: 0.2203, loss_layer_cal: 0.0036, loss: 0.5652, scale: 524288.0000 +[2024-04-14 17:46:59 INFO]: Epoch [28][150/306] lr: 0.00025, eta: 19:51:14, time: 1.198, data_time: 1.235, memory: 70002, loss_reg: 0.0789, loss_cls: 0.0065, loss_sal: 0.2599, loss_video_cal: 0.2192, loss_layer_cal: 0.0035, loss: 0.5682, scale: 524288.0000 +[2024-04-14 17:49:07 INFO]: Epoch [28][200/306] lr: 0.00025, eta: 19:47:05, time: 1.265, data_time: 1.283, memory: 70002, loss_reg: 0.0718, loss_cls: 0.0064, loss_sal: 0.2566, loss_video_cal: 0.2200, loss_layer_cal: 0.0036, loss: 0.5583, scale: 393216.0000 +[2024-04-14 17:51:09 INFO]: Epoch [28][250/306] lr: 0.00025, eta: 19:42:45, time: 1.219, data_time: 1.234, memory: 70002, loss_reg: 0.0724, loss_cls: 0.0066, loss_sal: 0.2525, loss_video_cal: 0.2193, loss_layer_cal: 0.0033, loss: 0.5542, scale: 262144.0000 +[2024-04-14 17:53:18 INFO]: Epoch [28][300/306] lr: 0.00025, eta: 19:38:42, time: 1.278, data_time: 1.292, memory: 70002, loss_reg: 0.0755, loss_cls: 0.0064, loss_sal: 0.2570, loss_video_cal: 0.2250, loss_layer_cal: 0.0035, loss: 0.5673, scale: 262144.0000 +[2024-04-14 17:53:30 INFO]: Epoch [28][306/306] lr: 0.00025, eta: 19:38:03, time: 1.035, data_time: 0.953, memory: 70002, loss_reg: 0.0770, loss_cls: 0.0069, loss_sal: 0.2751, loss_video_cal: 0.2438, loss_layer_cal: 0.0031, loss: 0.6059, scale: 262144.0000 +[2024-04-14 17:53:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_28.pth... +[2024-04-14 17:53:31 INFO]: Validating... +[2024-04-14 17:57:05 INFO]: Epoch (val) [28][4001] loss_reg: 0.1315, loss_cls: 0.0105, loss_sal: 0.2084, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3507, MR-full-R1@0.3: 45.8400, MR-full-R1@0.5: 36.5700, MR-full-R1@0.7: 23.0400, MR-full-R5@0.3: 73.9600, MR-full-R5@0.5: 57.3400, MR-full-R5@0.7: 34.5200, MR-full-mAP: 24.5100, MR-full-mAP@0.5: 45.5200, MR-full-mAP@0.75: 22.9400, MR-full-mIoU: 33.5000, MR-long-mAP: 18.6600, MR-long-mIoU: 28.5300, MR-middle-mAP: 25.6400, MR-middle-mIoU: 35.7700, MR-short-mAP: 28.2000, MR-short-mIoU: 35.3500, best_MR-full-mAP: 24.5300, best_MR-full-mIoU: 33.5000, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 36.5700, best_MR-full-R1@0.7: 23.3700 +[2024-04-14 17:59:17 INFO]: Epoch [29][50/306] lr: 0.00025, eta: 19:43:19, time: 1.236, data_time: 2.761, memory: 70002, loss_reg: 0.0709, loss_cls: 0.0065, loss_sal: 0.2534, loss_video_cal: 0.2195, loss_layer_cal: 0.0032, loss: 0.5534, scale: 262144.0000 +[2024-04-14 18:01:23 INFO]: Epoch [29][100/306] lr: 0.00025, eta: 19:39:09, time: 1.235, data_time: 1.292, memory: 70002, loss_reg: 0.0769, loss_cls: 0.0066, loss_sal: 0.2570, loss_video_cal: 0.2190, loss_layer_cal: 0.0033, loss: 0.5627, scale: 262144.0000 +[2024-04-14 18:03:29 INFO]: Epoch [29][150/306] lr: 0.00025, eta: 19:34:58, time: 1.243, data_time: 1.270, memory: 70002, loss_reg: 0.0720, loss_cls: 0.0064, loss_sal: 0.2542, loss_video_cal: 0.2216, loss_layer_cal: 0.0035, loss: 0.5578, scale: 262144.0000 +[2024-04-14 18:05:32 INFO]: Epoch [29][200/306] lr: 0.00025, eta: 19:30:43, time: 1.203, data_time: 1.269, memory: 70002, loss_reg: 0.0760, loss_cls: 0.0063, loss_sal: 0.2564, loss_video_cal: 0.2188, loss_layer_cal: 0.0035, loss: 0.5610, scale: 262144.0000 +[2024-04-14 18:07:35 INFO]: Epoch [29][250/306] lr: 0.00025, eta: 19:26:28, time: 1.225, data_time: 1.226, memory: 70002, loss_reg: 0.0761, loss_cls: 0.0067, loss_sal: 0.2592, loss_video_cal: 0.2198, loss_layer_cal: 0.0037, loss: 0.5654, scale: 262144.0000 +[2024-04-14 18:09:39 INFO]: Epoch [29][300/306] lr: 0.00025, eta: 19:22:18, time: 1.236, data_time: 1.247, memory: 70002, loss_reg: 0.0732, loss_cls: 0.0064, loss_sal: 0.2539, loss_video_cal: 0.2220, loss_layer_cal: 0.0035, loss: 0.5590, scale: 262144.0000 +[2024-04-14 18:09:52 INFO]: Epoch [29][306/306] lr: 0.00025, eta: 19:21:43, time: 1.146, data_time: 1.009, memory: 70002, loss_reg: 0.0697, loss_cls: 0.0063, loss_sal: 0.2659, loss_video_cal: 0.2110, loss_layer_cal: 0.0037, loss: 0.5567, scale: 262144.0000 +[2024-04-14 18:09:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_29.pth... +[2024-04-14 18:09:53 INFO]: Validating... +[2024-04-14 18:13:28 INFO]: Epoch (val) [29][4001] loss_reg: 0.1353, loss_cls: 0.0101, loss_sal: 0.2053, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3510, MR-full-R1@0.3: 45.4100, MR-full-R1@0.5: 36.6900, MR-full-R1@0.7: 23.8900, MR-full-R5@0.3: 74.9800, MR-full-R5@0.5: 58.8600, MR-full-R5@0.7: 34.8400, MR-full-mAP: 24.6200, MR-full-mAP@0.5: 45.8900, MR-full-mAP@0.75: 22.7500, MR-full-mIoU: 33.6200, MR-long-mAP: 19.4000, MR-long-mIoU: 29.2300, MR-middle-mAP: 24.1000, MR-middle-mIoU: 34.2400, MR-short-mAP: 29.3800, MR-short-mIoU: 36.6200, best_MR-full-mAP: 24.6200, best_MR-full-mIoU: 33.6200, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 36.6900, best_MR-full-R1@0.7: 23.8900 +[2024-04-14 18:15:33 INFO]: Epoch [30][50/306] lr: 0.00025, eta: 19:26:20, time: 1.159, data_time: 2.687, memory: 70002, loss_reg: 0.0716, loss_cls: 0.0062, loss_sal: 0.2450, loss_video_cal: 0.2213, loss_layer_cal: 0.0034, loss: 0.5476, scale: 262144.0000 +[2024-04-14 18:17:46 INFO]: Epoch [30][100/306] lr: 0.00025, eta: 19:22:30, time: 1.306, data_time: 1.353, memory: 70002, loss_reg: 0.0715, loss_cls: 0.0062, loss_sal: 0.2556, loss_video_cal: 0.2172, loss_layer_cal: 0.0036, loss: 0.5541, scale: 262144.0000 +[2024-04-14 18:19:50 INFO]: Epoch [30][150/306] lr: 0.00025, eta: 19:18:20, time: 1.232, data_time: 1.246, memory: 70002, loss_reg: 0.0747, loss_cls: 0.0063, loss_sal: 0.2578, loss_video_cal: 0.2206, loss_layer_cal: 0.0034, loss: 0.5629, scale: 262144.0000 +[2024-04-14 18:21:54 INFO]: Epoch [30][200/306] lr: 0.00025, eta: 19:14:13, time: 1.228, data_time: 1.267, memory: 70002, loss_reg: 0.0661, loss_cls: 0.0063, loss_sal: 0.2500, loss_video_cal: 0.2146, loss_layer_cal: 0.0035, loss: 0.5404, scale: 262144.0000 +[2024-04-14 18:24:00 INFO]: Epoch [30][250/306] lr: 0.00025, eta: 19:10:09, time: 1.254, data_time: 1.257, memory: 70002, loss_reg: 0.0758, loss_cls: 0.0065, loss_sal: 0.2528, loss_video_cal: 0.2189, loss_layer_cal: 0.0038, loss: 0.5579, scale: 262144.0000 +[2024-04-14 18:26:07 INFO]: Epoch [30][300/306] lr: 0.00025, eta: 19:06:09, time: 1.261, data_time: 1.278, memory: 70002, loss_reg: 0.0805, loss_cls: 0.0062, loss_sal: 0.2538, loss_video_cal: 0.2148, loss_layer_cal: 0.0036, loss: 0.5588, scale: 262144.0000 +[2024-04-14 18:26:22 INFO]: Epoch [30][306/306] lr: 0.00025, eta: 19:05:41, time: 1.345, data_time: 1.239, memory: 70002, loss_reg: 0.0674, loss_cls: 0.0061, loss_sal: 0.2494, loss_video_cal: 0.2191, loss_layer_cal: 0.0034, loss: 0.5453, scale: 262144.0000 +[2024-04-14 18:26:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_30.pth... +[2024-04-14 18:26:23 INFO]: Validating... +[2024-04-14 18:29:59 INFO]: Epoch (val) [30][4001] loss_reg: 0.1309, loss_cls: 0.0108, loss_sal: 0.2087, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3508, MR-full-R1@0.3: 45.3900, MR-full-R1@0.5: 36.3900, MR-full-R1@0.7: 22.7900, MR-full-R5@0.3: 74.4100, MR-full-R5@0.5: 58.0100, MR-full-R5@0.7: 33.5400, MR-full-mAP: 24.5100, MR-full-mAP@0.5: 45.5500, MR-full-mAP@0.75: 22.7800, MR-full-mIoU: 33.1300, MR-long-mAP: 19.7700, MR-long-mIoU: 28.8400, MR-middle-mAP: 24.4000, MR-middle-mIoU: 34.8500, MR-short-mAP: 28.4900, MR-short-mIoU: 34.9500, best_MR-full-mAP: 24.6200, best_MR-full-mIoU: 33.6200, best_MR-full-R1@0.3: 46.6100, best_MR-full-R1@0.5: 36.6900, best_MR-full-R1@0.7: 23.8900 +[2024-04-14 18:32:10 INFO]: Epoch [31][50/306] lr: 0.00025, eta: 19:10:13, time: 1.232, data_time: 2.737, memory: 70002, loss_reg: 0.0742, loss_cls: 0.0065, loss_sal: 0.2496, loss_video_cal: 0.2152, loss_layer_cal: 0.0037, loss: 0.5492, scale: 262144.0000 +[2024-04-14 18:34:17 INFO]: Epoch [31][100/306] lr: 0.00025, eta: 19:06:14, time: 1.261, data_time: 1.293, memory: 70002, loss_reg: 0.0682, loss_cls: 0.0062, loss_sal: 0.2541, loss_video_cal: 0.2157, loss_layer_cal: 0.0038, loss: 0.5479, scale: 262144.0000 +[2024-04-14 18:36:33 INFO]: Epoch [31][150/306] lr: 0.00025, eta: 19:02:34, time: 1.342, data_time: 1.364, memory: 70002, loss_reg: 0.0754, loss_cls: 0.0061, loss_sal: 0.2551, loss_video_cal: 0.2163, loss_layer_cal: 0.0039, loss: 0.5569, scale: 262144.0000 +[2024-04-14 18:38:41 INFO]: Epoch [31][200/306] lr: 0.00025, eta: 18:58:39, time: 1.276, data_time: 1.302, memory: 70002, loss_reg: 0.0731, loss_cls: 0.0061, loss_sal: 0.2517, loss_video_cal: 0.2194, loss_layer_cal: 0.0035, loss: 0.5538, scale: 262144.0000 +[2024-04-14 18:40:55 INFO]: Epoch [31][250/306] lr: 0.00025, eta: 18:54:56, time: 1.325, data_time: 1.342, memory: 70002, loss_reg: 0.0706, loss_cls: 0.0061, loss_sal: 0.2489, loss_video_cal: 0.2129, loss_layer_cal: 0.0036, loss: 0.5421, scale: 262144.0000 +[2024-04-14 18:42:51 INFO]: Epoch [31][300/306] lr: 0.00025, eta: 18:50:37, time: 1.168, data_time: 1.161, memory: 70002, loss_reg: 0.0690, loss_cls: 0.0064, loss_sal: 0.2553, loss_video_cal: 0.2183, loss_layer_cal: 0.0036, loss: 0.5526, scale: 262144.0000 +[2024-04-14 18:43:02 INFO]: Epoch [31][306/306] lr: 0.00025, eta: 18:49:58, time: 0.874, data_time: 0.874, memory: 70002, loss_reg: 0.0720, loss_cls: 0.0077, loss_sal: 0.2527, loss_video_cal: 0.2174, loss_layer_cal: 0.0040, loss: 0.5537, scale: 262144.0000 +[2024-04-14 18:43:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_31.pth... +[2024-04-14 18:43:03 INFO]: Validating... +[2024-04-14 18:46:37 INFO]: Epoch (val) [31][4001] loss_reg: 0.1272, loss_cls: 0.0101, loss_sal: 0.2058, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3435, MR-full-R1@0.3: 46.8100, MR-full-R1@0.5: 37.3200, MR-full-R1@0.7: 24.8900, MR-full-R5@0.3: 75.9800, MR-full-R5@0.5: 59.8400, MR-full-R5@0.7: 36.6200, MR-full-mAP: 25.3400, MR-full-mAP@0.5: 46.8900, MR-full-mAP@0.75: 23.8500, MR-full-mIoU: 33.8900, MR-long-mAP: 20.9000, MR-long-mIoU: 28.6200, MR-middle-mAP: 24.9500, MR-middle-mIoU: 35.8700, MR-short-mAP: 29.3500, MR-short-mIoU: 36.2800, best_MR-full-mAP: 25.3400, best_MR-full-mIoU: 33.8900, best_MR-full-R1@0.3: 46.8100, best_MR-full-R1@0.5: 37.3200, best_MR-full-R1@0.7: 24.8900 +[2024-04-14 18:48:55 INFO]: Epoch [32][50/306] lr: 0.00025, eta: 18:54:24, time: 1.300, data_time: 2.815, memory: 70002, loss_reg: 0.0685, loss_cls: 0.0061, loss_sal: 0.2503, loss_video_cal: 0.2146, loss_layer_cal: 0.0037, loss: 0.5433, scale: 262144.0000 +[2024-04-14 18:51:07 INFO]: Epoch [32][100/306] lr: 0.00025, eta: 18:50:37, time: 1.307, data_time: 1.326, memory: 70002, loss_reg: 0.0751, loss_cls: 0.0059, loss_sal: 0.2555, loss_video_cal: 0.2156, loss_layer_cal: 0.0036, loss: 0.5557, scale: 262144.0000 +[2024-04-14 18:53:20 INFO]: Epoch [32][150/306] lr: 0.00025, eta: 18:46:53, time: 1.327, data_time: 1.330, memory: 70002, loss_reg: 0.0671, loss_cls: 0.0061, loss_sal: 0.2542, loss_video_cal: 0.2148, loss_layer_cal: 0.0037, loss: 0.5459, scale: 262144.0000 +[2024-04-14 18:55:15 INFO]: Epoch [32][200/306] lr: 0.00025, eta: 18:42:33, time: 1.137, data_time: 1.176, memory: 70002, loss_reg: 0.0693, loss_cls: 0.0065, loss_sal: 0.2505, loss_video_cal: 0.2174, loss_layer_cal: 0.0035, loss: 0.5473, scale: 262144.0000 +[2024-04-14 18:57:25 INFO]: Epoch [32][250/306] lr: 0.00025, eta: 18:38:44, time: 1.294, data_time: 1.287, memory: 70002, loss_reg: 0.0741, loss_cls: 0.0060, loss_sal: 0.2502, loss_video_cal: 0.2167, loss_layer_cal: 0.0037, loss: 0.5507, scale: 262144.0000 +[2024-04-14 18:59:26 INFO]: Epoch [32][300/306] lr: 0.00025, eta: 18:34:40, time: 1.204, data_time: 1.231, memory: 70002, loss_reg: 0.0711, loss_cls: 0.0063, loss_sal: 0.2519, loss_video_cal: 0.2148, loss_layer_cal: 0.0036, loss: 0.5477, scale: 262144.0000 +[2024-04-14 18:59:39 INFO]: Epoch [32][306/306] lr: 0.00025, eta: 18:34:07, time: 1.112, data_time: 0.999, memory: 70002, loss_reg: 0.0678, loss_cls: 0.0062, loss_sal: 0.2726, loss_video_cal: 0.2301, loss_layer_cal: 0.0037, loss: 0.5804, scale: 262144.0000 +[2024-04-14 18:59:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_32.pth... +[2024-04-14 18:59:40 INFO]: Validating... +[2024-04-14 19:03:14 INFO]: Epoch (val) [32][4001] loss_reg: 0.1333, loss_cls: 0.0110, loss_sal: 0.2093, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3539, MR-full-R1@0.3: 46.2600, MR-full-R1@0.5: 36.3900, MR-full-R1@0.7: 23.0700, MR-full-R5@0.3: 75.3600, MR-full-R5@0.5: 58.8900, MR-full-R5@0.7: 35.7900, MR-full-mAP: 24.9600, MR-full-mAP@0.5: 45.8700, MR-full-mAP@0.75: 22.3800, MR-full-mIoU: 33.5000, MR-long-mAP: 18.8200, MR-long-mIoU: 29.4700, MR-middle-mAP: 24.9200, MR-middle-mIoU: 34.8000, MR-short-mAP: 30.0000, MR-short-mIoU: 35.5200, best_MR-full-mAP: 25.3400, best_MR-full-mIoU: 33.8900, best_MR-full-R1@0.3: 46.8100, best_MR-full-R1@0.5: 37.3200, best_MR-full-R1@0.7: 24.8900 +[2024-04-14 19:05:26 INFO]: Epoch [33][50/306] lr: 0.00025, eta: 18:38:00, time: 1.231, data_time: 2.757, memory: 70002, loss_reg: 0.0666, loss_cls: 0.0060, loss_sal: 0.2492, loss_video_cal: 0.2165, loss_layer_cal: 0.0034, loss: 0.5418, scale: 262144.0000 +[2024-04-14 19:07:21 INFO]: Epoch [33][100/306] lr: 0.00025, eta: 18:33:40, time: 1.144, data_time: 1.153, memory: 70002, loss_reg: 0.0707, loss_cls: 0.0061, loss_sal: 0.2497, loss_video_cal: 0.2152, loss_layer_cal: 0.0040, loss: 0.5457, scale: 262144.0000 +[2024-04-14 19:09:31 INFO]: Epoch [33][150/306] lr: 0.00025, eta: 18:29:53, time: 1.266, data_time: 1.322, memory: 70002, loss_reg: 0.0713, loss_cls: 0.0061, loss_sal: 0.2505, loss_video_cal: 0.2131, loss_layer_cal: 0.0036, loss: 0.5446, scale: 262144.0000 +[2024-04-14 19:11:34 INFO]: Epoch [33][200/306] lr: 0.00025, eta: 18:25:53, time: 1.222, data_time: 1.236, memory: 70002, loss_reg: 0.0696, loss_cls: 0.0063, loss_sal: 0.2527, loss_video_cal: 0.2149, loss_layer_cal: 0.0035, loss: 0.5470, scale: 262144.0000 +[2024-04-14 19:13:38 INFO]: Epoch [33][250/306] lr: 0.00025, eta: 18:21:56, time: 1.234, data_time: 1.252, memory: 70002, loss_reg: 0.0738, loss_cls: 0.0064, loss_sal: 0.2513, loss_video_cal: 0.2128, loss_layer_cal: 0.0038, loss: 0.5479, scale: 262144.0000 +[2024-04-14 19:15:45 INFO]: Epoch [33][300/306] lr: 0.00025, eta: 18:18:07, time: 1.261, data_time: 1.276, memory: 70002, loss_reg: 0.0722, loss_cls: 0.0059, loss_sal: 0.2490, loss_video_cal: 0.2136, loss_layer_cal: 0.0037, loss: 0.5444, scale: 262144.0000 +[2024-04-14 19:15:57 INFO]: Epoch [33][306/306] lr: 0.00025, eta: 18:17:33, time: 1.104, data_time: 0.966, memory: 70002, loss_reg: 0.0599, loss_cls: 0.0062, loss_sal: 0.2476, loss_video_cal: 0.2286, loss_layer_cal: 0.0040, loss: 0.5463, scale: 262144.0000 +[2024-04-14 19:15:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_33.pth... +[2024-04-14 19:15:58 INFO]: Validating... +[2024-04-14 19:19:33 INFO]: Epoch (val) [33][4001] loss_reg: 0.1268, loss_cls: 0.0105, loss_sal: 0.2091, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3468, MR-full-R1@0.3: 48.8900, MR-full-R1@0.5: 37.6900, MR-full-R1@0.7: 24.8700, MR-full-R5@0.3: 76.1300, MR-full-R5@0.5: 60.1300, MR-full-R5@0.7: 36.5200, MR-full-mAP: 25.7900, MR-full-mAP@0.5: 47.1600, MR-full-mAP@0.75: 24.5400, MR-full-mIoU: 35.2300, MR-long-mAP: 20.2700, MR-long-mIoU: 30.3300, MR-middle-mAP: 25.8500, MR-middle-mIoU: 37.4300, MR-short-mAP: 30.2200, MR-short-mIoU: 37.1000, best_MR-full-mAP: 25.7900, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 37.6900, best_MR-full-R1@0.7: 24.8900 +[2024-04-14 19:21:42 INFO]: Epoch [34][50/306] lr: 0.00025, eta: 18:21:05, time: 1.207, data_time: 2.734, memory: 70002, loss_reg: 0.0628, loss_cls: 0.0059, loss_sal: 0.2469, loss_video_cal: 0.2104, loss_layer_cal: 0.0037, loss: 0.5298, scale: 262144.0000 +[2024-04-14 19:23:45 INFO]: Epoch [34][100/306] lr: 0.00025, eta: 18:17:05, time: 1.209, data_time: 1.238, memory: 70002, loss_reg: 0.0684, loss_cls: 0.0060, loss_sal: 0.2500, loss_video_cal: 0.2150, loss_layer_cal: 0.0038, loss: 0.5432, scale: 262144.0000 +[2024-04-14 19:26:03 INFO]: Epoch [34][150/306] lr: 0.00025, eta: 18:13:38, time: 1.352, data_time: 1.410, memory: 70002, loss_reg: 0.0766, loss_cls: 0.0060, loss_sal: 0.2486, loss_video_cal: 0.2115, loss_layer_cal: 0.0036, loss: 0.5462, scale: 262144.0000 +[2024-04-14 19:28:10 INFO]: Epoch [34][200/306] lr: 0.00025, eta: 18:09:49, time: 1.251, data_time: 1.286, memory: 70002, loss_reg: 0.0680, loss_cls: 0.0061, loss_sal: 0.2519, loss_video_cal: 0.2164, loss_layer_cal: 0.0037, loss: 0.5462, scale: 262144.0000 +[2024-04-14 19:30:23 INFO]: Epoch [34][250/306] lr: 0.00025, eta: 18:06:14, time: 1.325, data_time: 1.346, memory: 70002, loss_reg: 0.0724, loss_cls: 0.0059, loss_sal: 0.2486, loss_video_cal: 0.2145, loss_layer_cal: 0.0036, loss: 0.5451, scale: 262144.0000 +[2024-04-14 19:32:33 INFO]: Epoch [34][300/306] lr: 0.00025, eta: 18:02:32, time: 1.299, data_time: 1.293, memory: 70002, loss_reg: 0.0688, loss_cls: 0.0059, loss_sal: 0.2492, loss_video_cal: 0.2070, loss_layer_cal: 0.0038, loss: 0.5348, scale: 262144.0000 +[2024-04-14 19:32:47 INFO]: Epoch [34][306/306] lr: 0.00025, eta: 18:02:02, time: 1.160, data_time: 1.127, memory: 70002, loss_reg: 0.0559, loss_cls: 0.0062, loss_sal: 0.2484, loss_video_cal: 0.2154, loss_layer_cal: 0.0046, loss: 0.5304, scale: 262144.0000 +[2024-04-14 19:32:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_34.pth... +[2024-04-14 19:32:48 INFO]: Validating... +[2024-04-14 19:36:22 INFO]: Epoch (val) [34][4001] loss_reg: 0.1318, loss_cls: 0.0111, loss_sal: 0.2057, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3490, MR-full-R1@0.3: 48.4900, MR-full-R1@0.5: 37.0400, MR-full-R1@0.7: 23.5900, MR-full-R5@0.3: 75.9600, MR-full-R5@0.5: 58.9900, MR-full-R5@0.7: 36.4700, MR-full-mAP: 25.3500, MR-full-mAP@0.5: 46.4600, MR-full-mAP@0.75: 23.7400, MR-full-mIoU: 34.7400, MR-long-mAP: 21.0700, MR-long-mIoU: 31.2400, MR-middle-mAP: 25.4400, MR-middle-mIoU: 36.5100, MR-short-mAP: 28.7600, MR-short-mIoU: 35.8900, best_MR-full-mAP: 25.7900, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 37.6900, best_MR-full-R1@0.7: 24.8900 +[2024-04-14 19:38:39 INFO]: Epoch [35][50/306] lr: 0.00025, eta: 18:05:30, time: 1.281, data_time: 2.793, memory: 70002, loss_reg: 0.0666, loss_cls: 0.0057, loss_sal: 0.2461, loss_video_cal: 0.2102, loss_layer_cal: 0.0039, loss: 0.5324, scale: 351272.9688 +[2024-04-14 19:40:41 INFO]: Epoch [35][100/306] lr: 0.00025, eta: 18:01:33, time: 1.209, data_time: 1.237, memory: 70002, loss_reg: 0.0641, loss_cls: 0.0058, loss_sal: 0.2436, loss_video_cal: 0.2090, loss_layer_cal: 0.0038, loss: 0.5263, scale: 524288.0000 +[2024-04-14 19:42:41 INFO]: Epoch [35][150/306] lr: 0.00025, eta: 17:57:33, time: 1.186, data_time: 1.219, memory: 70002, loss_reg: 0.0675, loss_cls: 0.0060, loss_sal: 0.2459, loss_video_cal: 0.2096, loss_layer_cal: 0.0038, loss: 0.5327, scale: 524288.0000 +[2024-04-14 19:44:48 INFO]: Epoch [35][200/306] lr: 0.00025, eta: 17:53:46, time: 1.243, data_time: 1.286, memory: 70002, loss_reg: 0.0680, loss_cls: 0.0061, loss_sal: 0.2458, loss_video_cal: 0.2120, loss_layer_cal: 0.0037, loss: 0.5356, scale: 524288.0000 +[2024-04-14 19:46:53 INFO]: Epoch [35][250/306] lr: 0.00025, eta: 17:49:59, time: 1.253, data_time: 1.257, memory: 70002, loss_reg: 0.0734, loss_cls: 0.0061, loss_sal: 0.2466, loss_video_cal: 0.2102, loss_layer_cal: 0.0038, loss: 0.5400, scale: 456130.5625 +[2024-04-14 19:48:55 INFO]: Epoch [35][300/306] lr: 0.00025, eta: 17:46:06, time: 1.204, data_time: 1.247, memory: 70002, loss_reg: 0.0667, loss_cls: 0.0062, loss_sal: 0.2528, loss_video_cal: 0.2129, loss_layer_cal: 0.0036, loss: 0.5422, scale: 262144.0000 +[2024-04-14 19:49:10 INFO]: Epoch [35][306/306] lr: 0.00025, eta: 17:45:37, time: 1.274, data_time: 1.088, memory: 70002, loss_reg: 0.0652, loss_cls: 0.0056, loss_sal: 0.2346, loss_video_cal: 0.2087, loss_layer_cal: 0.0040, loss: 0.5181, scale: 262144.0000 +[2024-04-14 19:49:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_35.pth... +[2024-04-14 19:49:11 INFO]: Validating... +[2024-04-14 19:52:46 INFO]: Epoch (val) [35][4001] loss_reg: 0.1292, loss_cls: 0.0106, loss_sal: 0.2104, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3505, MR-full-R1@0.3: 45.8600, MR-full-R1@0.5: 37.1700, MR-full-R1@0.7: 23.8200, MR-full-R5@0.3: 75.9300, MR-full-R5@0.5: 60.0300, MR-full-R5@0.7: 36.3700, MR-full-mAP: 24.9700, MR-full-mAP@0.5: 46.8600, MR-full-mAP@0.75: 23.5300, MR-full-mIoU: 33.6300, MR-long-mAP: 18.5800, MR-long-mIoU: 28.6500, MR-middle-mAP: 26.6400, MR-middle-mIoU: 36.7500, MR-short-mAP: 28.5700, MR-short-mIoU: 34.6700, best_MR-full-mAP: 25.7900, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 37.6900, best_MR-full-R1@0.7: 24.8900 +[2024-04-14 19:54:55 INFO]: Epoch [36][50/306] lr: 0.00025, eta: 17:48:37, time: 1.214, data_time: 2.714, memory: 70002, loss_reg: 0.0648, loss_cls: 0.0059, loss_sal: 0.2461, loss_video_cal: 0.2119, loss_layer_cal: 0.0036, loss: 0.5324, scale: 262144.0000 +[2024-04-14 19:57:07 INFO]: Epoch [36][100/306] lr: 0.00025, eta: 17:45:02, time: 1.317, data_time: 1.327, memory: 70002, loss_reg: 0.0691, loss_cls: 0.0057, loss_sal: 0.2516, loss_video_cal: 0.2081, loss_layer_cal: 0.0039, loss: 0.5384, scale: 262144.0000 +[2024-04-14 19:59:16 INFO]: Epoch [36][150/306] lr: 0.00025, eta: 17:41:21, time: 1.271, data_time: 1.310, memory: 70002, loss_reg: 0.0686, loss_cls: 0.0060, loss_sal: 0.2511, loss_video_cal: 0.2072, loss_layer_cal: 0.0039, loss: 0.5368, scale: 262144.0000 +[2024-04-14 20:01:18 INFO]: Epoch [36][200/306] lr: 0.00025, eta: 17:37:29, time: 1.197, data_time: 1.238, memory: 70002, loss_reg: 0.0645, loss_cls: 0.0060, loss_sal: 0.2428, loss_video_cal: 0.2082, loss_layer_cal: 0.0040, loss: 0.5254, scale: 262144.0000 +[2024-04-14 20:03:25 INFO]: Epoch [36][250/306] lr: 0.00025, eta: 17:33:47, time: 1.274, data_time: 1.268, memory: 70002, loss_reg: 0.0654, loss_cls: 0.0059, loss_sal: 0.2455, loss_video_cal: 0.2097, loss_layer_cal: 0.0040, loss: 0.5305, scale: 262144.0000 +[2024-04-14 20:05:35 INFO]: Epoch [36][300/306] lr: 0.00025, eta: 17:30:09, time: 1.292, data_time: 1.296, memory: 70002, loss_reg: 0.0700, loss_cls: 0.0057, loss_sal: 0.2479, loss_video_cal: 0.2053, loss_layer_cal: 0.0039, loss: 0.5328, scale: 262144.0000 +[2024-04-14 20:05:47 INFO]: Epoch [36][306/306] lr: 0.00025, eta: 17:29:37, time: 1.010, data_time: 1.010, memory: 70002, loss_reg: 0.0711, loss_cls: 0.0065, loss_sal: 0.2554, loss_video_cal: 0.2180, loss_layer_cal: 0.0038, loss: 0.5548, scale: 262144.0000 +[2024-04-14 20:05:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_36.pth... +[2024-04-14 20:05:48 INFO]: Validating... +[2024-04-14 20:09:23 INFO]: Epoch (val) [36][4001] loss_reg: 0.1330, loss_cls: 0.0110, loss_sal: 0.2072, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3515, MR-full-R1@0.3: 47.6100, MR-full-R1@0.5: 37.3200, MR-full-R1@0.7: 25.1900, MR-full-R5@0.3: 75.5600, MR-full-R5@0.5: 58.1900, MR-full-R5@0.7: 36.3900, MR-full-mAP: 25.0100, MR-full-mAP@0.5: 46.2500, MR-full-mAP@0.75: 22.5400, MR-full-mIoU: 34.5400, MR-long-mAP: 21.2400, MR-long-mIoU: 31.3000, MR-middle-mAP: 24.7900, MR-middle-mIoU: 36.1000, MR-short-mAP: 28.3000, MR-short-mIoU: 35.6900, best_MR-full-mAP: 25.7900, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 37.6900, best_MR-full-R1@0.7: 25.1900 +[2024-04-14 20:11:36 INFO]: Epoch [37][50/306] lr: 0.00025, eta: 17:32:29, time: 1.231, data_time: 2.767, memory: 70002, loss_reg: 0.0655, loss_cls: 0.0057, loss_sal: 0.2458, loss_video_cal: 0.2107, loss_layer_cal: 0.0039, loss: 0.5315, scale: 262144.0000 +[2024-04-14 20:13:43 INFO]: Epoch [37][100/306] lr: 0.00025, eta: 17:28:47, time: 1.264, data_time: 1.283, memory: 70002, loss_reg: 0.0686, loss_cls: 0.0059, loss_sal: 0.2441, loss_video_cal: 0.2047, loss_layer_cal: 0.0038, loss: 0.5270, scale: 262144.0000 +[2024-04-14 20:15:56 INFO]: Epoch [37][150/306] lr: 0.00025, eta: 17:25:16, time: 1.306, data_time: 1.352, memory: 70002, loss_reg: 0.0744, loss_cls: 0.0057, loss_sal: 0.2488, loss_video_cal: 0.2086, loss_layer_cal: 0.0037, loss: 0.5412, scale: 262144.0000 +[2024-04-14 20:18:04 INFO]: Epoch [37][200/306] lr: 0.00025, eta: 17:21:37, time: 1.262, data_time: 1.297, memory: 70002, loss_reg: 0.0826, loss_cls: 0.0061, loss_sal: 0.2531, loss_video_cal: 0.2111, loss_layer_cal: 0.0037, loss: 0.5565, scale: 262144.0000 +[2024-04-14 20:20:05 INFO]: Epoch [37][250/306] lr: 0.00025, eta: 17:17:47, time: 1.210, data_time: 1.213, memory: 70002, loss_reg: 0.0679, loss_cls: 0.0060, loss_sal: 0.2484, loss_video_cal: 0.2112, loss_layer_cal: 0.0036, loss: 0.5370, scale: 262144.0000 +[2024-04-14 20:22:05 INFO]: Epoch [37][300/306] lr: 0.00025, eta: 17:13:56, time: 1.197, data_time: 1.209, memory: 70002, loss_reg: 0.0670, loss_cls: 0.0060, loss_sal: 0.2424, loss_video_cal: 0.2056, loss_layer_cal: 0.0039, loss: 0.5248, scale: 262144.0000 +[2024-04-14 20:22:19 INFO]: Epoch [37][306/306] lr: 0.00025, eta: 17:13:27, time: 1.057, data_time: 1.220, memory: 70002, loss_reg: 0.0577, loss_cls: 0.0064, loss_sal: 0.2523, loss_video_cal: 0.2087, loss_layer_cal: 0.0036, loss: 0.5286, scale: 262144.0000 +[2024-04-14 20:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_37.pth... +[2024-04-14 20:22:19 INFO]: Validating... +[2024-04-14 20:25:53 INFO]: Epoch (val) [37][4001] loss_reg: 0.1327, loss_cls: 0.0106, loss_sal: 0.2030, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3466, MR-full-R1@0.3: 46.0100, MR-full-R1@0.5: 35.1200, MR-full-R1@0.7: 22.6700, MR-full-R5@0.3: 74.9300, MR-full-R5@0.5: 56.9400, MR-full-R5@0.7: 35.5200, MR-full-mAP: 23.7200, MR-full-mAP@0.5: 44.7700, MR-full-mAP@0.75: 21.1400, MR-full-mIoU: 33.1000, MR-long-mAP: 19.5300, MR-long-mIoU: 28.9900, MR-middle-mAP: 22.3100, MR-middle-mIoU: 33.9200, MR-short-mAP: 28.5200, MR-short-mIoU: 35.6700, best_MR-full-mAP: 25.7900, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 37.6900, best_MR-full-R1@0.7: 25.1900 +[2024-04-14 20:28:04 INFO]: Epoch [38][50/306] lr: 0.00025, eta: 17:15:58, time: 1.226, data_time: 2.727, memory: 70002, loss_reg: 0.0669, loss_cls: 0.0055, loss_sal: 0.2447, loss_video_cal: 0.2068, loss_layer_cal: 0.0038, loss: 0.5277, scale: 262144.0000 +[2024-04-14 20:30:13 INFO]: Epoch [38][100/306] lr: 0.00025, eta: 17:12:21, time: 1.265, data_time: 1.305, memory: 70002, loss_reg: 0.0629, loss_cls: 0.0059, loss_sal: 0.2480, loss_video_cal: 0.2051, loss_layer_cal: 0.0037, loss: 0.5256, scale: 262144.0000 +[2024-04-14 20:32:17 INFO]: Epoch [38][150/306] lr: 0.00025, eta: 17:08:38, time: 1.216, data_time: 1.275, memory: 70002, loss_reg: 0.0686, loss_cls: 0.0057, loss_sal: 0.2452, loss_video_cal: 0.2085, loss_layer_cal: 0.0038, loss: 0.5317, scale: 262144.0000 +[2024-04-14 20:34:22 INFO]: Epoch [38][200/306] lr: 0.00025, eta: 17:04:57, time: 1.245, data_time: 1.261, memory: 70002, loss_reg: 0.0685, loss_cls: 0.0059, loss_sal: 0.2406, loss_video_cal: 0.2067, loss_layer_cal: 0.0037, loss: 0.5253, scale: 262144.0000 +[2024-04-14 20:36:26 INFO]: Epoch [38][250/306] lr: 0.00025, eta: 17:01:14, time: 1.234, data_time: 1.240, memory: 70002, loss_reg: 0.0733, loss_cls: 0.0060, loss_sal: 0.2510, loss_video_cal: 0.2086, loss_layer_cal: 0.0037, loss: 0.5426, scale: 262144.0000 +[2024-04-14 20:38:21 INFO]: Epoch [38][300/306] lr: 0.00025, eta: 16:57:18, time: 1.156, data_time: 1.149, memory: 70002, loss_reg: 0.0676, loss_cls: 0.0057, loss_sal: 0.2433, loss_video_cal: 0.2113, loss_layer_cal: 0.0037, loss: 0.5317, scale: 262144.0000 +[2024-04-14 20:38:37 INFO]: Epoch [38][306/306] lr: 0.00025, eta: 16:56:52, time: 1.300, data_time: 1.239, memory: 70002, loss_reg: 0.0714, loss_cls: 0.0054, loss_sal: 0.2335, loss_video_cal: 0.2091, loss_layer_cal: 0.0040, loss: 0.5233, scale: 262144.0000 +[2024-04-14 20:38:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_38.pth... +[2024-04-14 20:38:38 INFO]: Validating... +[2024-04-14 20:42:12 INFO]: Epoch (val) [38][4001] loss_reg: 0.1309, loss_cls: 0.0105, loss_sal: 0.2075, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3493, MR-full-R1@0.3: 45.9900, MR-full-R1@0.5: 35.5200, MR-full-R1@0.7: 24.2900, MR-full-R5@0.3: 75.3100, MR-full-R5@0.5: 59.6600, MR-full-R5@0.7: 36.9200, MR-full-mAP: 24.9000, MR-full-mAP@0.5: 45.6200, MR-full-mAP@0.75: 23.7300, MR-full-mIoU: 33.5000, MR-long-mAP: 19.5300, MR-long-mIoU: 29.5600, MR-middle-mAP: 23.4600, MR-middle-mIoU: 32.9400, MR-short-mAP: 30.6800, MR-short-mIoU: 37.2500, best_MR-full-mAP: 25.7900, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 37.6900, best_MR-full-R1@0.7: 25.1900 +[2024-04-14 20:44:25 INFO]: Epoch [39][50/306] lr: 0.00025, eta: 16:59:16, time: 1.231, data_time: 2.782, memory: 70002, loss_reg: 0.0677, loss_cls: 0.0059, loss_sal: 0.2481, loss_video_cal: 0.2114, loss_layer_cal: 0.0037, loss: 0.5367, scale: 262144.0000 +[2024-04-14 20:46:33 INFO]: Epoch [39][100/306] lr: 0.00025, eta: 16:55:39, time: 1.269, data_time: 1.272, memory: 70002, loss_reg: 0.0660, loss_cls: 0.0057, loss_sal: 0.2420, loss_video_cal: 0.2050, loss_layer_cal: 0.0040, loss: 0.5227, scale: 262144.0000 +[2024-04-14 20:48:35 INFO]: Epoch [39][150/306] lr: 0.00025, eta: 16:51:56, time: 1.214, data_time: 1.242, memory: 70002, loss_reg: 0.0625, loss_cls: 0.0056, loss_sal: 0.2413, loss_video_cal: 0.2094, loss_layer_cal: 0.0039, loss: 0.5229, scale: 262144.0000 +[2024-04-14 20:50:44 INFO]: Epoch [39][200/306] lr: 0.00025, eta: 16:48:22, time: 1.258, data_time: 1.303, memory: 70002, loss_reg: 0.0663, loss_cls: 0.0059, loss_sal: 0.2463, loss_video_cal: 0.2025, loss_layer_cal: 0.0040, loss: 0.5250, scale: 262144.0000 +[2024-04-14 20:52:51 INFO]: Epoch [39][250/306] lr: 0.00025, eta: 16:44:48, time: 1.270, data_time: 1.286, memory: 70002, loss_reg: 0.0630, loss_cls: 0.0059, loss_sal: 0.2436, loss_video_cal: 0.2055, loss_layer_cal: 0.0040, loss: 0.5219, scale: 262144.0000 +[2024-04-14 20:54:59 INFO]: Epoch [39][300/306] lr: 0.00025, eta: 16:41:15, time: 1.268, data_time: 1.284, memory: 70002, loss_reg: 0.0671, loss_cls: 0.0054, loss_sal: 0.2449, loss_video_cal: 0.2070, loss_layer_cal: 0.0041, loss: 0.5284, scale: 262144.0000 +[2024-04-14 20:55:13 INFO]: Epoch [39][306/306] lr: 0.00025, eta: 16:40:48, time: 1.139, data_time: 1.270, memory: 70002, loss_reg: 0.0601, loss_cls: 0.0054, loss_sal: 0.2467, loss_video_cal: 0.2013, loss_layer_cal: 0.0039, loss: 0.5175, scale: 262144.0000 +[2024-04-14 20:55:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_39.pth... +[2024-04-14 20:55:14 INFO]: Validating... +[2024-04-14 20:58:49 INFO]: Epoch (val) [39][4001] loss_reg: 0.1278, loss_cls: 0.0110, loss_sal: 0.2090, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3481, MR-full-R1@0.3: 48.3900, MR-full-R1@0.5: 38.1400, MR-full-R1@0.7: 24.5400, MR-full-R5@0.3: 76.3100, MR-full-R5@0.5: 61.7600, MR-full-R5@0.7: 38.8700, MR-full-mAP: 26.2100, MR-full-mAP@0.5: 48.2500, MR-full-mAP@0.75: 25.4900, MR-full-mIoU: 34.9000, MR-long-mAP: 20.1500, MR-long-mIoU: 29.2900, MR-middle-mAP: 26.8300, MR-middle-mIoU: 36.7100, MR-short-mAP: 30.5600, MR-short-mIoU: 37.7100, best_MR-full-mAP: 26.2100, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 38.1400, best_MR-full-R1@0.7: 25.1900 +[2024-04-14 21:00:59 INFO]: Epoch [40][50/306] lr: 0.00025, eta: 16:42:55, time: 1.198, data_time: 2.752, memory: 70002, loss_reg: 0.0641, loss_cls: 0.0055, loss_sal: 0.2419, loss_video_cal: 0.2018, loss_layer_cal: 0.0038, loss: 0.5172, scale: 262144.0000 +[2024-04-14 21:03:08 INFO]: Epoch [40][100/306] lr: 0.00025, eta: 16:39:22, time: 1.268, data_time: 1.299, memory: 70002, loss_reg: 0.0598, loss_cls: 0.0054, loss_sal: 0.2396, loss_video_cal: 0.2054, loss_layer_cal: 0.0038, loss: 0.5141, scale: 262144.0000 +[2024-04-14 21:05:12 INFO]: Epoch [40][150/306] lr: 0.00025, eta: 16:35:43, time: 1.225, data_time: 1.254, memory: 70002, loss_reg: 0.0658, loss_cls: 0.0058, loss_sal: 0.2413, loss_video_cal: 0.2036, loss_layer_cal: 0.0041, loss: 0.5206, scale: 262144.0000 +[2024-04-14 21:07:15 INFO]: Epoch [40][200/306] lr: 0.00025, eta: 16:32:03, time: 1.199, data_time: 1.263, memory: 70002, loss_reg: 0.0717, loss_cls: 0.0056, loss_sal: 0.2487, loss_video_cal: 0.2077, loss_layer_cal: 0.0039, loss: 0.5375, scale: 262144.0000 +[2024-04-14 21:09:21 INFO]: Epoch [40][250/306] lr: 0.00025, eta: 16:28:30, time: 1.262, data_time: 1.264, memory: 70002, loss_reg: 0.0632, loss_cls: 0.0057, loss_sal: 0.2421, loss_video_cal: 0.2099, loss_layer_cal: 0.0038, loss: 0.5248, scale: 262144.0000 +[2024-04-14 21:11:27 INFO]: Epoch [40][300/306] lr: 0.00025, eta: 16:24:55, time: 1.254, data_time: 1.255, memory: 70002, loss_reg: 0.0599, loss_cls: 0.0055, loss_sal: 0.2450, loss_video_cal: 0.2061, loss_layer_cal: 0.0039, loss: 0.5204, scale: 262144.0000 +[2024-04-14 21:11:41 INFO]: Epoch [40][306/306] lr: 0.00025, eta: 16:24:29, time: 1.184, data_time: 1.266, memory: 70002, loss_reg: 0.0629, loss_cls: 0.0054, loss_sal: 0.2646, loss_video_cal: 0.2169, loss_layer_cal: 0.0038, loss: 0.5536, scale: 262144.0000 +[2024-04-14 21:11:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_40.pth... +[2024-04-14 21:11:42 INFO]: Validating... +[2024-04-14 21:15:16 INFO]: Epoch (val) [40][4001] loss_reg: 0.1332, loss_cls: 0.0114, loss_sal: 0.2082, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3532, MR-full-R1@0.3: 47.2400, MR-full-R1@0.5: 37.8900, MR-full-R1@0.7: 25.3200, MR-full-R5@0.3: 75.7300, MR-full-R5@0.5: 61.1800, MR-full-R5@0.7: 38.7400, MR-full-mAP: 26.0800, MR-full-mAP@0.5: 47.9300, MR-full-mAP@0.75: 24.6900, MR-full-mIoU: 34.6700, MR-long-mAP: 21.6300, MR-long-mIoU: 30.3000, MR-middle-mAP: 26.1100, MR-middle-mIoU: 36.2900, MR-short-mAP: 29.6700, MR-short-mIoU: 36.6500, best_MR-full-mAP: 26.2100, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 38.1400, best_MR-full-R1@0.7: 25.3200 +[2024-04-14 21:17:23 INFO]: Epoch [41][50/306] lr: 0.00025, eta: 16:26:18, time: 1.187, data_time: 2.705, memory: 70002, loss_reg: 0.0596, loss_cls: 0.0057, loss_sal: 0.2377, loss_video_cal: 0.2045, loss_layer_cal: 0.0041, loss: 0.5116, scale: 262144.0000 +[2024-04-14 21:19:26 INFO]: Epoch [41][100/306] lr: 0.00025, eta: 16:22:39, time: 1.207, data_time: 1.254, memory: 70002, loss_reg: 0.0644, loss_cls: 0.0053, loss_sal: 0.2427, loss_video_cal: 0.2047, loss_layer_cal: 0.0040, loss: 0.5211, scale: 262144.0000 +[2024-04-14 21:21:39 INFO]: Epoch [41][150/306] lr: 0.00025, eta: 16:19:15, time: 1.306, data_time: 1.346, memory: 70002, loss_reg: 0.0667, loss_cls: 0.0055, loss_sal: 0.2447, loss_video_cal: 0.2038, loss_layer_cal: 0.0039, loss: 0.5246, scale: 262144.0000 +[2024-04-14 21:23:49 INFO]: Epoch [41][200/306] lr: 0.00025, eta: 16:15:49, time: 1.274, data_time: 1.341, memory: 70002, loss_reg: 0.0664, loss_cls: 0.0055, loss_sal: 0.2405, loss_video_cal: 0.2010, loss_layer_cal: 0.0040, loss: 0.5174, scale: 262144.0000 +[2024-04-14 21:25:55 INFO]: Epoch [41][250/306] lr: 0.00025, eta: 16:12:16, time: 1.264, data_time: 1.244, memory: 70002, loss_reg: 0.0621, loss_cls: 0.0056, loss_sal: 0.2440, loss_video_cal: 0.2060, loss_layer_cal: 0.0041, loss: 0.5218, scale: 262144.0000 +[2024-04-14 21:27:59 INFO]: Epoch [41][300/306] lr: 0.00025, eta: 16:08:42, time: 1.235, data_time: 1.254, memory: 70002, loss_reg: 0.0635, loss_cls: 0.0056, loss_sal: 0.2413, loss_video_cal: 0.2054, loss_layer_cal: 0.0040, loss: 0.5198, scale: 262144.0000 +[2024-04-14 21:28:11 INFO]: Epoch [41][306/306] lr: 0.00025, eta: 16:08:12, time: 1.079, data_time: 0.901, memory: 70002, loss_reg: 0.0592, loss_cls: 0.0055, loss_sal: 0.2394, loss_video_cal: 0.2066, loss_layer_cal: 0.0040, loss: 0.5146, scale: 262144.0000 +[2024-04-14 21:28:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_41.pth... +[2024-04-14 21:28:12 INFO]: Validating... +[2024-04-14 21:31:48 INFO]: Epoch (val) [41][4001] loss_reg: 0.1284, loss_cls: 0.0114, loss_sal: 0.2082, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3484, MR-full-R1@0.3: 47.5600, MR-full-R1@0.5: 38.5700, MR-full-R1@0.7: 25.5700, MR-full-R5@0.3: 75.5100, MR-full-R5@0.5: 60.2300, MR-full-R5@0.7: 37.8900, MR-full-mAP: 25.7700, MR-full-mAP@0.5: 47.8900, MR-full-mAP@0.75: 24.1400, MR-full-mIoU: 34.7300, MR-long-mAP: 20.7900, MR-long-mIoU: 29.5800, MR-middle-mAP: 25.5500, MR-middle-mIoU: 36.2400, MR-short-mAP: 30.0500, MR-short-mIoU: 37.4700, best_MR-full-mAP: 26.2100, best_MR-full-mIoU: 35.2300, best_MR-full-R1@0.3: 48.8900, best_MR-full-R1@0.5: 38.5700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 21:33:55 INFO]: Epoch [42][50/306] lr: 0.00025, eta: 16:09:53, time: 1.182, data_time: 2.715, memory: 70002, loss_reg: 0.0585, loss_cls: 0.0057, loss_sal: 0.2353, loss_video_cal: 0.2043, loss_layer_cal: 0.0040, loss: 0.5078, scale: 262144.0000 +[2024-04-14 21:36:03 INFO]: Epoch [42][100/306] lr: 0.00025, eta: 16:06:23, time: 1.256, data_time: 1.289, memory: 70002, loss_reg: 0.0651, loss_cls: 0.0056, loss_sal: 0.2396, loss_video_cal: 0.2028, loss_layer_cal: 0.0040, loss: 0.5171, scale: 288358.4062 +[2024-04-14 21:38:11 INFO]: Epoch [42][150/306] lr: 0.00025, eta: 16:02:55, time: 1.262, data_time: 1.304, memory: 70002, loss_reg: 0.0709, loss_cls: 0.0055, loss_sal: 0.2422, loss_video_cal: 0.2031, loss_layer_cal: 0.0040, loss: 0.5257, scale: 524288.0000 +[2024-04-14 21:40:19 INFO]: Epoch [42][200/306] lr: 0.00025, eta: 15:59:26, time: 1.255, data_time: 1.303, memory: 70002, loss_reg: 0.0628, loss_cls: 0.0054, loss_sal: 0.2439, loss_video_cal: 0.2040, loss_layer_cal: 0.0039, loss: 0.5199, scale: 524288.0000 +[2024-04-14 21:42:26 INFO]: Epoch [42][250/306] lr: 0.00025, eta: 15:55:58, time: 1.275, data_time: 1.275, memory: 70002, loss_reg: 0.0619, loss_cls: 0.0055, loss_sal: 0.2402, loss_video_cal: 0.2060, loss_layer_cal: 0.0038, loss: 0.5174, scale: 524288.0000 +[2024-04-14 21:44:33 INFO]: Epoch [42][300/306] lr: 0.00025, eta: 15:52:29, time: 1.264, data_time: 1.264, memory: 70002, loss_reg: 0.0641, loss_cls: 0.0055, loss_sal: 0.2404, loss_video_cal: 0.2036, loss_layer_cal: 0.0039, loss: 0.5176, scale: 524288.0000 +[2024-04-14 21:44:47 INFO]: Epoch [42][306/306] lr: 0.00025, eta: 15:52:03, time: 1.162, data_time: 1.193, memory: 70002, loss_reg: 0.0654, loss_cls: 0.0051, loss_sal: 0.2573, loss_video_cal: 0.2076, loss_layer_cal: 0.0036, loss: 0.5390, scale: 524288.0000 +[2024-04-14 21:44:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_42.pth... +[2024-04-14 21:44:48 INFO]: Validating... +[2024-04-14 21:48:22 INFO]: Epoch (val) [42][4001] loss_reg: 0.1358, loss_cls: 0.0107, loss_sal: 0.2021, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3489, MR-full-R1@0.3: 49.0600, MR-full-R1@0.5: 39.1700, MR-full-R1@0.7: 25.4400, MR-full-R5@0.3: 78.6600, MR-full-R5@0.5: 62.2600, MR-full-R5@0.7: 39.5900, MR-full-mAP: 26.7500, MR-full-mAP@0.5: 48.7500, MR-full-mAP@0.75: 24.9600, MR-full-mIoU: 35.8800, MR-long-mAP: 19.9900, MR-long-mIoU: 30.2100, MR-middle-mAP: 27.0800, MR-middle-mIoU: 37.2100, MR-short-mAP: 31.9300, MR-short-mIoU: 39.2300, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 35.8800, best_MR-full-R1@0.3: 49.0600, best_MR-full-R1@0.5: 39.1700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 21:50:34 INFO]: Epoch [43][50/306] lr: 0.00025, eta: 15:53:37, time: 1.246, data_time: 2.727, memory: 70002, loss_reg: 0.0594, loss_cls: 0.0053, loss_sal: 0.2413, loss_video_cal: 0.1996, loss_layer_cal: 0.0039, loss: 0.5095, scale: 524288.0000 +[2024-04-14 21:52:31 INFO]: Epoch [43][100/306] lr: 0.00025, eta: 15:49:55, time: 1.156, data_time: 1.189, memory: 70002, loss_reg: 0.0586, loss_cls: 0.0056, loss_sal: 0.2405, loss_video_cal: 0.2047, loss_layer_cal: 0.0041, loss: 0.5135, scale: 524288.0000 +[2024-04-14 21:54:48 INFO]: Epoch [43][150/306] lr: 0.00025, eta: 15:46:40, time: 1.338, data_time: 1.394, memory: 70002, loss_reg: 0.0683, loss_cls: 0.0055, loss_sal: 0.2433, loss_video_cal: 0.2013, loss_layer_cal: 0.0040, loss: 0.5224, scale: 524288.0000 +[2024-04-14 21:56:57 INFO]: Epoch [43][200/306] lr: 0.00025, eta: 15:43:16, time: 1.271, data_time: 1.315, memory: 70002, loss_reg: 0.0636, loss_cls: 0.0055, loss_sal: 0.2410, loss_video_cal: 0.2024, loss_layer_cal: 0.0040, loss: 0.5165, scale: 524288.0000 +[2024-04-14 21:59:13 INFO]: Epoch [43][250/306] lr: 0.00025, eta: 15:40:00, time: 1.361, data_time: 1.353, memory: 70002, loss_reg: 0.0609, loss_cls: 0.0053, loss_sal: 0.2427, loss_video_cal: 0.2032, loss_layer_cal: 0.0036, loss: 0.5156, scale: 524288.0000 +[2024-04-14 22:01:16 INFO]: Epoch [43][300/306] lr: 0.00025, eta: 15:36:29, time: 1.234, data_time: 1.233, memory: 70002, loss_reg: 0.0671, loss_cls: 0.0057, loss_sal: 0.2396, loss_video_cal: 0.2046, loss_layer_cal: 0.0042, loss: 0.5211, scale: 524288.0000 +[2024-04-14 22:01:33 INFO]: Epoch [43][306/306] lr: 0.00025, eta: 15:36:06, time: 1.381, data_time: 1.408, memory: 70002, loss_reg: 0.0597, loss_cls: 0.0048, loss_sal: 0.2506, loss_video_cal: 0.2084, loss_layer_cal: 0.0039, loss: 0.5273, scale: 524288.0000 +[2024-04-14 22:01:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_43.pth... +[2024-04-14 22:01:34 INFO]: Validating... +[2024-04-14 22:05:08 INFO]: Epoch (val) [43][4001] loss_reg: 0.1292, loss_cls: 0.0111, loss_sal: 0.2067, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3475, MR-full-R1@0.3: 48.8400, MR-full-R1@0.5: 38.8400, MR-full-R1@0.7: 24.5900, MR-full-R5@0.3: 76.8100, MR-full-R5@0.5: 61.1600, MR-full-R5@0.7: 38.5700, MR-full-mAP: 26.0000, MR-full-mAP@0.5: 48.4200, MR-full-mAP@0.75: 24.6900, MR-full-mIoU: 35.2800, MR-long-mAP: 20.5200, MR-long-mIoU: 30.0100, MR-middle-mAP: 26.5000, MR-middle-mIoU: 37.4700, MR-short-mAP: 30.0000, MR-short-mIoU: 37.4600, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 35.8800, best_MR-full-R1@0.3: 49.0600, best_MR-full-R1@0.5: 39.1700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 22:07:18 INFO]: Epoch [44][50/306] lr: 0.00025, eta: 15:37:28, time: 1.216, data_time: 2.729, memory: 70002, loss_reg: 0.0575, loss_cls: 0.0054, loss_sal: 0.2379, loss_video_cal: 0.2025, loss_layer_cal: 0.0041, loss: 0.5075, scale: 524288.0000 +[2024-04-14 22:09:16 INFO]: Epoch [44][100/306] lr: 0.00025, eta: 15:33:49, time: 1.170, data_time: 1.196, memory: 70002, loss_reg: 0.0561, loss_cls: 0.0052, loss_sal: 0.2367, loss_video_cal: 0.2013, loss_layer_cal: 0.0042, loss: 0.5035, scale: 524288.0000 +[2024-04-14 22:11:25 INFO]: Epoch [44][150/306] lr: 0.00025, eta: 15:30:25, time: 1.274, data_time: 1.295, memory: 70002, loss_reg: 0.0655, loss_cls: 0.0055, loss_sal: 0.2424, loss_video_cal: 0.1995, loss_layer_cal: 0.0039, loss: 0.5170, scale: 524288.0000 +[2024-04-14 22:13:26 INFO]: Epoch [44][200/306] lr: 0.00025, eta: 15:26:51, time: 1.196, data_time: 1.226, memory: 70002, loss_reg: 0.0580, loss_cls: 0.0055, loss_sal: 0.2373, loss_video_cal: 0.2048, loss_layer_cal: 0.0041, loss: 0.5097, scale: 524288.0000 +[2024-04-14 22:15:33 INFO]: Epoch [44][250/306] lr: 0.00025, eta: 15:23:26, time: 1.265, data_time: 1.269, memory: 70002, loss_reg: 0.0614, loss_cls: 0.0055, loss_sal: 0.2410, loss_video_cal: 0.2027, loss_layer_cal: 0.0038, loss: 0.5143, scale: 367001.5938 +[2024-04-14 22:17:38 INFO]: Epoch [44][300/306] lr: 0.00025, eta: 15:19:59, time: 1.252, data_time: 1.262, memory: 70002, loss_reg: 0.0685, loss_cls: 0.0053, loss_sal: 0.2391, loss_video_cal: 0.1986, loss_layer_cal: 0.0042, loss: 0.5156, scale: 262144.0000 +[2024-04-14 22:17:53 INFO]: Epoch [44][306/306] lr: 0.00025, eta: 15:19:35, time: 1.293, data_time: 1.226, memory: 70002, loss_reg: 0.0644, loss_cls: 0.0063, loss_sal: 0.2456, loss_video_cal: 0.2096, loss_layer_cal: 0.0043, loss: 0.5302, scale: 262144.0000 +[2024-04-14 22:17:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_44.pth... +[2024-04-14 22:17:55 INFO]: Validating... +[2024-04-14 22:21:30 INFO]: Epoch (val) [44][4001] loss_reg: 0.1297, loss_cls: 0.0111, loss_sal: 0.2093, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3505, MR-full-R1@0.3: 48.1900, MR-full-R1@0.5: 38.0400, MR-full-R1@0.7: 24.8700, MR-full-R5@0.3: 76.6100, MR-full-R5@0.5: 59.8100, MR-full-R5@0.7: 37.9700, MR-full-mAP: 25.9300, MR-full-mAP@0.5: 47.3800, MR-full-mAP@0.75: 25.1100, MR-full-mIoU: 35.1500, MR-long-mAP: 20.2400, MR-long-mIoU: 30.1300, MR-middle-mAP: 25.6000, MR-middle-mIoU: 36.3300, MR-short-mAP: 30.8800, MR-short-mIoU: 38.1100, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 35.8800, best_MR-full-R1@0.3: 49.0600, best_MR-full-R1@0.5: 39.1700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 22:23:42 INFO]: Epoch [45][50/306] lr: 0.00025, eta: 15:20:51, time: 1.241, data_time: 2.748, memory: 70002, loss_reg: 0.0607, loss_cls: 0.0052, loss_sal: 0.2354, loss_video_cal: 0.2015, loss_layer_cal: 0.0041, loss: 0.5070, scale: 262144.0000 +[2024-04-14 22:25:38 INFO]: Epoch [45][100/306] lr: 0.00025, eta: 15:17:12, time: 1.147, data_time: 1.175, memory: 70002, loss_reg: 0.0634, loss_cls: 0.0055, loss_sal: 0.2364, loss_video_cal: 0.1992, loss_layer_cal: 0.0041, loss: 0.5086, scale: 262144.0000 +[2024-04-14 22:27:42 INFO]: Epoch [45][150/306] lr: 0.00025, eta: 15:13:43, time: 1.215, data_time: 1.260, memory: 70002, loss_reg: 0.0627, loss_cls: 0.0057, loss_sal: 0.2382, loss_video_cal: 0.2008, loss_layer_cal: 0.0041, loss: 0.5115, scale: 262144.0000 +[2024-04-14 22:29:52 INFO]: Epoch [45][200/306] lr: 0.00025, eta: 15:10:23, time: 1.286, data_time: 1.321, memory: 70002, loss_reg: 0.0586, loss_cls: 0.0054, loss_sal: 0.2335, loss_video_cal: 0.1977, loss_layer_cal: 0.0043, loss: 0.4995, scale: 262144.0000 +[2024-04-14 22:32:01 INFO]: Epoch [45][250/306] lr: 0.00025, eta: 15:07:02, time: 1.288, data_time: 1.296, memory: 70002, loss_reg: 0.0637, loss_cls: 0.0053, loss_sal: 0.2414, loss_video_cal: 0.2026, loss_layer_cal: 0.0042, loss: 0.5173, scale: 262144.0000 +[2024-04-14 22:34:11 INFO]: Epoch [45][300/306] lr: 0.00025, eta: 15:03:43, time: 1.298, data_time: 1.307, memory: 70002, loss_reg: 0.0578, loss_cls: 0.0050, loss_sal: 0.2388, loss_video_cal: 0.2040, loss_layer_cal: 0.0035, loss: 0.5092, scale: 262144.0000 +[2024-04-14 22:34:27 INFO]: Epoch [45][306/306] lr: 0.00025, eta: 15:03:20, time: 1.327, data_time: 1.275, memory: 70002, loss_reg: 0.0751, loss_cls: 0.0055, loss_sal: 0.2422, loss_video_cal: 0.1896, loss_layer_cal: 0.0043, loss: 0.5166, scale: 262144.0000 +[2024-04-14 22:34:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_45.pth... +[2024-04-14 22:34:28 INFO]: Validating... +[2024-04-14 22:38:03 INFO]: Epoch (val) [45][4001] loss_reg: 0.1279, loss_cls: 0.0105, loss_sal: 0.2104, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3492, MR-full-R1@0.3: 49.0600, MR-full-R1@0.5: 39.6700, MR-full-R1@0.7: 24.5900, MR-full-R5@0.3: 76.6100, MR-full-R5@0.5: 61.6600, MR-full-R5@0.7: 38.4200, MR-full-mAP: 26.2400, MR-full-mAP@0.5: 49.1800, MR-full-mAP@0.75: 24.8500, MR-full-mIoU: 35.6000, MR-long-mAP: 19.5300, MR-long-mIoU: 30.4100, MR-middle-mAP: 26.5400, MR-middle-mIoU: 36.6100, MR-short-mAP: 31.4100, MR-short-mIoU: 38.8500, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 35.8800, best_MR-full-R1@0.3: 49.0600, best_MR-full-R1@0.5: 39.6700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 22:40:22 INFO]: Epoch [46][50/306] lr: 0.00025, eta: 15:04:34, time: 1.297, data_time: 2.839, memory: 70002, loss_reg: 0.0577, loss_cls: 0.0051, loss_sal: 0.2389, loss_video_cal: 0.2004, loss_layer_cal: 0.0041, loss: 0.5061, scale: 262144.0000 +[2024-04-14 22:42:35 INFO]: Epoch [46][100/306] lr: 0.00025, eta: 15:01:18, time: 1.312, data_time: 1.343, memory: 70002, loss_reg: 0.0600, loss_cls: 0.0052, loss_sal: 0.2332, loss_video_cal: 0.1992, loss_layer_cal: 0.0042, loss: 0.5018, scale: 262144.0000 +[2024-04-14 22:44:43 INFO]: Epoch [46][150/306] lr: 0.00025, eta: 14:57:55, time: 1.261, data_time: 1.294, memory: 70002, loss_reg: 0.0646, loss_cls: 0.0053, loss_sal: 0.2391, loss_video_cal: 0.1977, loss_layer_cal: 0.0041, loss: 0.5109, scale: 262144.0000 +[2024-04-14 22:46:50 INFO]: Epoch [46][200/306] lr: 0.00025, eta: 14:54:34, time: 1.248, data_time: 1.306, memory: 70002, loss_reg: 0.0597, loss_cls: 0.0054, loss_sal: 0.2348, loss_video_cal: 0.1980, loss_layer_cal: 0.0041, loss: 0.5021, scale: 262144.0000 +[2024-04-14 22:48:52 INFO]: Epoch [46][250/306] lr: 0.00025, eta: 14:51:05, time: 1.204, data_time: 1.221, memory: 70002, loss_reg: 0.0657, loss_cls: 0.0055, loss_sal: 0.2434, loss_video_cal: 0.2035, loss_layer_cal: 0.0043, loss: 0.5225, scale: 262144.0000 +[2024-04-14 22:50:53 INFO]: Epoch [46][300/306] lr: 0.00025, eta: 14:47:37, time: 1.212, data_time: 1.220, memory: 70002, loss_reg: 0.0618, loss_cls: 0.0055, loss_sal: 0.2370, loss_video_cal: 0.2011, loss_layer_cal: 0.0040, loss: 0.5092, scale: 262144.0000 +[2024-04-14 22:51:08 INFO]: Epoch [46][306/306] lr: 0.00025, eta: 14:47:12, time: 1.241, data_time: 1.151, memory: 70002, loss_reg: 0.0631, loss_cls: 0.0055, loss_sal: 0.2406, loss_video_cal: 0.1999, loss_layer_cal: 0.0035, loss: 0.5126, scale: 262144.0000 +[2024-04-14 22:51:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_46.pth... +[2024-04-14 22:51:09 INFO]: Validating... +[2024-04-14 22:54:43 INFO]: Epoch (val) [46][4001] loss_reg: 0.1297, loss_cls: 0.0110, loss_sal: 0.2133, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3544, MR-full-R1@0.3: 48.9100, MR-full-R1@0.5: 38.1400, MR-full-R1@0.7: 24.5700, MR-full-R5@0.3: 76.2300, MR-full-R5@0.5: 61.1800, MR-full-R5@0.7: 39.2700, MR-full-mAP: 26.2000, MR-full-mAP@0.5: 48.0100, MR-full-mAP@0.75: 23.7200, MR-full-mIoU: 35.1300, MR-long-mAP: 19.0500, MR-long-mIoU: 28.8400, MR-middle-mAP: 27.8000, MR-middle-mIoU: 38.4800, MR-short-mAP: 30.4800, MR-short-mIoU: 37.0300, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 35.8800, best_MR-full-R1@0.3: 49.0600, best_MR-full-R1@0.5: 39.6700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 22:56:54 INFO]: Epoch [47][50/306] lr: 0.00025, eta: 14:48:07, time: 1.210, data_time: 2.760, memory: 70002, loss_reg: 0.0655, loss_cls: 0.0053, loss_sal: 0.2380, loss_video_cal: 0.1996, loss_layer_cal: 0.0041, loss: 0.5125, scale: 262144.0000 +[2024-04-14 22:59:02 INFO]: Epoch [47][100/306] lr: 0.00025, eta: 14:44:46, time: 1.253, data_time: 1.293, memory: 70002, loss_reg: 0.0605, loss_cls: 0.0052, loss_sal: 0.2346, loss_video_cal: 0.1972, loss_layer_cal: 0.0041, loss: 0.5017, scale: 262144.0000 +[2024-04-14 23:01:16 INFO]: Epoch [47][150/306] lr: 0.00025, eta: 14:41:33, time: 1.325, data_time: 1.371, memory: 70002, loss_reg: 0.0588, loss_cls: 0.0052, loss_sal: 0.2381, loss_video_cal: 0.1951, loss_layer_cal: 0.0046, loss: 0.5018, scale: 262144.0000 +[2024-04-14 23:03:23 INFO]: Epoch [47][200/306] lr: 0.00025, eta: 14:38:12, time: 1.247, data_time: 1.292, memory: 70002, loss_reg: 0.0565, loss_cls: 0.0053, loss_sal: 0.2320, loss_video_cal: 0.2016, loss_layer_cal: 0.0042, loss: 0.4996, scale: 262144.0000 +[2024-04-14 23:05:24 INFO]: Epoch [47][250/306] lr: 0.00025, eta: 14:34:45, time: 1.208, data_time: 1.210, memory: 70002, loss_reg: 0.0606, loss_cls: 0.0055, loss_sal: 0.2427, loss_video_cal: 0.2012, loss_layer_cal: 0.0040, loss: 0.5140, scale: 262144.0000 +[2024-04-14 23:07:30 INFO]: Epoch [47][300/306] lr: 0.00025, eta: 14:31:23, time: 1.243, data_time: 1.268, memory: 70002, loss_reg: 0.0655, loss_cls: 0.0052, loss_sal: 0.2388, loss_video_cal: 0.1975, loss_layer_cal: 0.0044, loss: 0.5113, scale: 262144.0000 +[2024-04-14 23:07:43 INFO]: Epoch [47][306/306] lr: 0.00025, eta: 14:30:57, time: 1.070, data_time: 1.192, memory: 70002, loss_reg: 0.0675, loss_cls: 0.0061, loss_sal: 0.2410, loss_video_cal: 0.1811, loss_layer_cal: 0.0038, loss: 0.4994, scale: 262144.0000 +[2024-04-14 23:07:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_47.pth... +[2024-04-14 23:07:44 INFO]: Validating... +[2024-04-14 23:11:17 INFO]: Epoch (val) [47][4001] loss_reg: 0.1290, loss_cls: 0.0104, loss_sal: 0.2075, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3473, MR-full-R1@0.3: 47.8600, MR-full-R1@0.5: 38.1400, MR-full-R1@0.7: 25.2200, MR-full-R5@0.3: 77.0300, MR-full-R5@0.5: 60.3800, MR-full-R5@0.7: 37.6400, MR-full-mAP: 26.3300, MR-full-mAP@0.5: 47.7000, MR-full-mAP@0.75: 24.1400, MR-full-mIoU: 35.2100, MR-long-mAP: 19.2800, MR-long-mIoU: 28.4700, MR-middle-mAP: 26.9900, MR-middle-mIoU: 36.9000, MR-short-mAP: 31.4400, MR-short-mIoU: 39.0700, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 35.8800, best_MR-full-R1@0.3: 49.0600, best_MR-full-R1@0.5: 39.6700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 23:13:28 INFO]: Epoch [48][50/306] lr: 0.00025, eta: 14:31:42, time: 1.225, data_time: 2.723, memory: 70002, loss_reg: 0.0580, loss_cls: 0.0051, loss_sal: 0.2331, loss_video_cal: 0.1943, loss_layer_cal: 0.0045, loss: 0.4950, scale: 262144.0000 +[2024-04-14 23:15:32 INFO]: Epoch [48][100/306] lr: 0.00025, eta: 14:28:18, time: 1.224, data_time: 1.266, memory: 70002, loss_reg: 0.0569, loss_cls: 0.0050, loss_sal: 0.2362, loss_video_cal: 0.1980, loss_layer_cal: 0.0041, loss: 0.5002, scale: 262144.0000 +[2024-04-14 23:17:38 INFO]: Epoch [48][150/306] lr: 0.00025, eta: 14:24:56, time: 1.237, data_time: 1.268, memory: 70002, loss_reg: 0.0596, loss_cls: 0.0054, loss_sal: 0.2332, loss_video_cal: 0.1945, loss_layer_cal: 0.0041, loss: 0.4968, scale: 262144.0000 +[2024-04-14 23:19:47 INFO]: Epoch [48][200/306] lr: 0.00025, eta: 14:21:40, time: 1.276, data_time: 1.317, memory: 70002, loss_reg: 0.0620, loss_cls: 0.0051, loss_sal: 0.2372, loss_video_cal: 0.1991, loss_layer_cal: 0.0042, loss: 0.5075, scale: 262144.0000 +[2024-04-14 23:21:53 INFO]: Epoch [48][250/306] lr: 0.00025, eta: 14:18:20, time: 1.261, data_time: 1.254, memory: 70002, loss_reg: 0.0626, loss_cls: 0.0054, loss_sal: 0.2371, loss_video_cal: 0.1972, loss_layer_cal: 0.0043, loss: 0.5065, scale: 262144.0000 +[2024-04-14 23:23:57 INFO]: Epoch [48][300/306] lr: 0.00025, eta: 14:14:58, time: 1.231, data_time: 1.253, memory: 70002, loss_reg: 0.0637, loss_cls: 0.0053, loss_sal: 0.2368, loss_video_cal: 0.2013, loss_layer_cal: 0.0042, loss: 0.5113, scale: 262144.0000 +[2024-04-14 23:24:10 INFO]: Epoch [48][306/306] lr: 0.00025, eta: 14:14:32, time: 1.062, data_time: 1.047, memory: 70002, loss_reg: 0.0583, loss_cls: 0.0053, loss_sal: 0.2302, loss_video_cal: 0.1921, loss_layer_cal: 0.0044, loss: 0.4903, scale: 262144.0000 +[2024-04-14 23:24:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_48.pth... +[2024-04-14 23:24:11 INFO]: Validating... +[2024-04-14 23:27:46 INFO]: Epoch (val) [48][4001] loss_reg: 0.1376, loss_cls: 0.0114, loss_sal: 0.2086, loss_video_cal: 0.0000, loss_layer_cal: 0.0003, loss: 0.3579, MR-full-R1@0.3: 50.2100, MR-full-R1@0.5: 38.4900, MR-full-R1@0.7: 25.1400, MR-full-R5@0.3: 76.8300, MR-full-R5@0.5: 60.7800, MR-full-R5@0.7: 39.1400, MR-full-mAP: 26.0800, MR-full-mAP@0.5: 48.0300, MR-full-mAP@0.75: 25.0000, MR-full-mIoU: 36.1200, MR-long-mAP: 19.8000, MR-long-mIoU: 31.4500, MR-middle-mAP: 26.7000, MR-middle-mIoU: 37.8000, MR-short-mAP: 30.5900, MR-short-mIoU: 38.2900, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 36.1200, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.6700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 23:30:02 INFO]: Epoch [49][50/306] lr: 0.00025, eta: 14:15:16, time: 1.258, data_time: 2.808, memory: 70002, loss_reg: 0.0540, loss_cls: 0.0051, loss_sal: 0.2325, loss_video_cal: 0.1977, loss_layer_cal: 0.0043, loss: 0.4935, scale: 262144.0000 +[2024-04-14 23:32:14 INFO]: Epoch [49][100/306] lr: 0.00025, eta: 14:12:03, time: 1.289, data_time: 1.354, memory: 70002, loss_reg: 0.0558, loss_cls: 0.0051, loss_sal: 0.2378, loss_video_cal: 0.1983, loss_layer_cal: 0.0043, loss: 0.5013, scale: 262144.0000 +[2024-04-14 23:34:27 INFO]: Epoch [49][150/306] lr: 0.00025, eta: 14:08:50, time: 1.299, data_time: 1.358, memory: 70002, loss_reg: 0.0591, loss_cls: 0.0050, loss_sal: 0.2368, loss_video_cal: 0.1948, loss_layer_cal: 0.0041, loss: 0.4999, scale: 262144.0000 +[2024-04-14 23:36:35 INFO]: Epoch [49][200/306] lr: 0.00025, eta: 14:05:33, time: 1.280, data_time: 1.283, memory: 70002, loss_reg: 0.0648, loss_cls: 0.0051, loss_sal: 0.2363, loss_video_cal: 0.1970, loss_layer_cal: 0.0041, loss: 0.5073, scale: 262144.0000 +[2024-04-14 23:38:38 INFO]: Epoch [49][250/306] lr: 0.00025, eta: 14:02:12, time: 1.234, data_time: 1.238, memory: 70002, loss_reg: 0.0613, loss_cls: 0.0054, loss_sal: 0.2395, loss_video_cal: 0.2032, loss_layer_cal: 0.0040, loss: 0.5133, scale: 262144.0000 +[2024-04-14 23:40:40 INFO]: Epoch [49][300/306] lr: 0.00025, eta: 13:58:49, time: 1.201, data_time: 1.221, memory: 70002, loss_reg: 0.0579, loss_cls: 0.0052, loss_sal: 0.2365, loss_video_cal: 0.1973, loss_layer_cal: 0.0042, loss: 0.5011, scale: 262144.0000 +[2024-04-14 23:40:54 INFO]: Epoch [49][306/306] lr: 0.00025, eta: 13:58:25, time: 1.217, data_time: 1.278, memory: 70002, loss_reg: 0.0539, loss_cls: 0.0049, loss_sal: 0.2265, loss_video_cal: 0.1968, loss_layer_cal: 0.0038, loss: 0.4861, scale: 262144.0000 +[2024-04-14 23:40:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_49.pth... +[2024-04-14 23:40:55 INFO]: Validating... +[2024-04-14 23:44:31 INFO]: Epoch (val) [49][4001] loss_reg: 0.1343, loss_cls: 0.0118, loss_sal: 0.2129, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3593, MR-full-R1@0.3: 49.0600, MR-full-R1@0.5: 38.0900, MR-full-R1@0.7: 25.4200, MR-full-R5@0.3: 76.6800, MR-full-R5@0.5: 61.0300, MR-full-R5@0.7: 38.9400, MR-full-mAP: 26.3500, MR-full-mAP@0.5: 47.7400, MR-full-mAP@0.75: 25.7500, MR-full-mIoU: 35.7200, MR-long-mAP: 19.8700, MR-long-mIoU: 30.3700, MR-middle-mAP: 25.9300, MR-middle-mIoU: 36.9900, MR-short-mAP: 32.0500, MR-short-mIoU: 38.8500, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 36.1200, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.6700, best_MR-full-R1@0.7: 25.5700 +[2024-04-14 23:46:38 INFO]: Epoch [50][50/306] lr: 0.00025, eta: 13:58:52, time: 1.182, data_time: 2.704, memory: 70002, loss_reg: 0.0583, loss_cls: 0.0052, loss_sal: 0.2348, loss_video_cal: 0.1991, loss_layer_cal: 0.0041, loss: 0.5016, scale: 262144.0000 +[2024-04-14 23:48:45 INFO]: Epoch [50][100/306] lr: 0.00025, eta: 13:55:35, time: 1.257, data_time: 1.290, memory: 70002, loss_reg: 0.0604, loss_cls: 0.0052, loss_sal: 0.2322, loss_video_cal: 0.1927, loss_layer_cal: 0.0042, loss: 0.4947, scale: 262144.0000 +[2024-04-14 23:50:48 INFO]: Epoch [50][150/306] lr: 0.00025, eta: 13:52:13, time: 1.201, data_time: 1.246, memory: 70002, loss_reg: 0.0565, loss_cls: 0.0050, loss_sal: 0.2324, loss_video_cal: 0.1967, loss_layer_cal: 0.0040, loss: 0.4947, scale: 262144.0000 +[2024-04-14 23:52:53 INFO]: Epoch [50][200/306] lr: 0.00025, eta: 13:48:56, time: 1.245, data_time: 1.273, memory: 70002, loss_reg: 0.0603, loss_cls: 0.0052, loss_sal: 0.2337, loss_video_cal: 0.1967, loss_layer_cal: 0.0042, loss: 0.5000, scale: 262144.0000 +[2024-04-14 23:54:53 INFO]: Epoch [50][250/306] lr: 0.00025, eta: 13:45:33, time: 1.198, data_time: 1.202, memory: 70002, loss_reg: 0.0573, loss_cls: 0.0051, loss_sal: 0.2349, loss_video_cal: 0.1971, loss_layer_cal: 0.0042, loss: 0.4986, scale: 262144.0000 +[2024-04-14 23:57:00 INFO]: Epoch [50][300/306] lr: 0.00025, eta: 13:42:16, time: 1.247, data_time: 1.276, memory: 70002, loss_reg: 0.0581, loss_cls: 0.0051, loss_sal: 0.2337, loss_video_cal: 0.1955, loss_layer_cal: 0.0042, loss: 0.4966, scale: 262144.0000 +[2024-04-14 23:57:16 INFO]: Epoch [50][306/306] lr: 0.00025, eta: 13:41:53, time: 1.339, data_time: 1.326, memory: 70002, loss_reg: 0.0546, loss_cls: 0.0046, loss_sal: 0.2352, loss_video_cal: 0.1966, loss_layer_cal: 0.0044, loss: 0.4955, scale: 262144.0000 +[2024-04-14 23:57:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_50.pth... +[2024-04-14 23:57:17 INFO]: Validating... +[2024-04-15 00:00:53 INFO]: Epoch (val) [50][4001] loss_reg: 0.1309, loss_cls: 0.0115, loss_sal: 0.2078, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3507, MR-full-R1@0.3: 48.7600, MR-full-R1@0.5: 38.1700, MR-full-R1@0.7: 24.3700, MR-full-R5@0.3: 77.0100, MR-full-R5@0.5: 60.4800, MR-full-R5@0.7: 37.7400, MR-full-mAP: 25.9200, MR-full-mAP@0.5: 47.6300, MR-full-mAP@0.75: 23.3900, MR-full-mIoU: 35.2100, MR-long-mAP: 18.6800, MR-long-mIoU: 28.5500, MR-middle-mAP: 25.7500, MR-middle-mIoU: 36.1800, MR-short-mAP: 32.0000, MR-short-mIoU: 39.6900, best_MR-full-mAP: 26.7500, best_MR-full-mIoU: 36.1200, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.6700, best_MR-full-R1@0.7: 25.5700 +[2024-04-15 00:03:00 INFO]: Epoch [51][50/306] lr: 3e-05, eta: 13:42:15, time: 1.196, data_time: 2.715, memory: 70002, loss_reg: 0.0557, loss_cls: 0.0051, loss_sal: 0.2308, loss_video_cal: 0.1952, loss_layer_cal: 0.0044, loss: 0.4911, scale: 262144.0000 +[2024-04-15 00:05:09 INFO]: Epoch [51][100/306] lr: 3e-05, eta: 13:39:00, time: 1.273, data_time: 1.299, memory: 70002, loss_reg: 0.0574, loss_cls: 0.0049, loss_sal: 0.2346, loss_video_cal: 0.1951, loss_layer_cal: 0.0043, loss: 0.4964, scale: 377487.3750 +[2024-04-15 00:07:18 INFO]: Epoch [51][150/306] lr: 3e-05, eta: 13:35:47, time: 1.278, data_time: 1.306, memory: 70002, loss_reg: 0.0527, loss_cls: 0.0046, loss_sal: 0.2256, loss_video_cal: 0.1942, loss_layer_cal: 0.0042, loss: 0.4813, scale: 524288.0000 +[2024-04-15 00:09:24 INFO]: Epoch [51][200/306] lr: 3e-05, eta: 13:32:30, time: 1.239, data_time: 1.272, memory: 70002, loss_reg: 0.0512, loss_cls: 0.0047, loss_sal: 0.2269, loss_video_cal: 0.1966, loss_layer_cal: 0.0043, loss: 0.4837, scale: 524288.0000 +[2024-04-15 00:11:27 INFO]: Epoch [51][250/306] lr: 3e-05, eta: 13:29:12, time: 1.240, data_time: 1.221, memory: 70002, loss_reg: 0.0485, loss_cls: 0.0045, loss_sal: 0.2258, loss_video_cal: 0.1903, loss_layer_cal: 0.0044, loss: 0.4735, scale: 524288.0000 +[2024-04-15 00:13:33 INFO]: Epoch [51][300/306] lr: 3e-05, eta: 13:25:57, time: 1.254, data_time: 1.279, memory: 70002, loss_reg: 0.0532, loss_cls: 0.0046, loss_sal: 0.2277, loss_video_cal: 0.1958, loss_layer_cal: 0.0041, loss: 0.4854, scale: 524288.0000 +[2024-04-15 00:13:48 INFO]: Epoch [51][306/306] lr: 3e-05, eta: 13:25:33, time: 1.220, data_time: 1.211, memory: 70002, loss_reg: 0.0535, loss_cls: 0.0041, loss_sal: 0.2245, loss_video_cal: 0.1905, loss_layer_cal: 0.0047, loss: 0.4772, scale: 524288.0000 +[2024-04-15 00:13:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_51.pth... +[2024-04-15 00:13:49 INFO]: Validating... +[2024-04-15 00:17:24 INFO]: Epoch (val) [51][4001] loss_reg: 0.1292, loss_cls: 0.0114, loss_sal: 0.2074, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3484, MR-full-R1@0.3: 49.9100, MR-full-R1@0.5: 39.8400, MR-full-R1@0.7: 26.4400, MR-full-R5@0.3: 76.6100, MR-full-R5@0.5: 62.0100, MR-full-R5@0.7: 39.5900, MR-full-mAP: 27.1400, MR-full-mAP@0.5: 49.4200, MR-full-mAP@0.75: 25.4000, MR-full-mIoU: 36.5800, MR-long-mAP: 20.9400, MR-long-mIoU: 30.2200, MR-middle-mAP: 26.7400, MR-middle-mIoU: 38.2300, MR-short-mAP: 32.5800, MR-short-mIoU: 40.1700, best_MR-full-mAP: 27.1400, best_MR-full-mIoU: 36.5800, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.4400 +[2024-04-15 00:19:39 INFO]: Epoch [52][50/306] lr: 3e-05, eta: 13:25:53, time: 1.254, data_time: 2.790, memory: 70002, loss_reg: 0.0488, loss_cls: 0.0046, loss_sal: 0.2254, loss_video_cal: 0.1946, loss_layer_cal: 0.0041, loss: 0.4775, scale: 524288.0000 +[2024-04-15 00:21:39 INFO]: Epoch [52][100/306] lr: 3e-05, eta: 13:22:32, time: 1.192, data_time: 1.214, memory: 70002, loss_reg: 0.0497, loss_cls: 0.0047, loss_sal: 0.2280, loss_video_cal: 0.1953, loss_layer_cal: 0.0039, loss: 0.4816, scale: 524288.0000 +[2024-04-15 00:23:59 INFO]: Epoch [52][150/306] lr: 3e-05, eta: 13:19:30, time: 1.370, data_time: 1.434, memory: 70002, loss_reg: 0.0527, loss_cls: 0.0043, loss_sal: 0.2263, loss_video_cal: 0.1955, loss_layer_cal: 0.0042, loss: 0.4829, scale: 524288.0000 +[2024-04-15 00:26:02 INFO]: Epoch [52][200/306] lr: 3e-05, eta: 13:16:12, time: 1.215, data_time: 1.228, memory: 70002, loss_reg: 0.0491, loss_cls: 0.0045, loss_sal: 0.2237, loss_video_cal: 0.1924, loss_layer_cal: 0.0041, loss: 0.4738, scale: 524288.0000 +[2024-04-15 00:28:00 INFO]: Epoch [52][250/306] lr: 3e-05, eta: 13:12:50, time: 1.194, data_time: 1.177, memory: 70002, loss_reg: 0.0502, loss_cls: 0.0046, loss_sal: 0.2267, loss_video_cal: 0.1927, loss_layer_cal: 0.0043, loss: 0.4785, scale: 524288.0000 +[2024-04-15 00:29:58 INFO]: Epoch [52][300/306] lr: 3e-05, eta: 13:09:29, time: 1.162, data_time: 1.192, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0047, loss_sal: 0.2232, loss_video_cal: 0.1944, loss_layer_cal: 0.0043, loss: 0.4735, scale: 524288.0000 +[2024-04-15 00:30:13 INFO]: Epoch [52][306/306] lr: 3e-05, eta: 13:09:05, time: 1.218, data_time: 1.218, memory: 70002, loss_reg: 0.0673, loss_cls: 0.0051, loss_sal: 0.2341, loss_video_cal: 0.1859, loss_layer_cal: 0.0039, loss: 0.4962, scale: 524288.0000 +[2024-04-15 00:30:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_52.pth... +[2024-04-15 00:30:14 INFO]: Validating... +[2024-04-15 00:33:49 INFO]: Epoch (val) [52][4001] loss_reg: 0.1290, loss_cls: 0.0114, loss_sal: 0.2088, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3495, MR-full-R1@0.3: 49.5400, MR-full-R1@0.5: 39.3400, MR-full-R1@0.7: 26.0900, MR-full-R5@0.3: 76.5300, MR-full-R5@0.5: 61.0800, MR-full-R5@0.7: 39.4900, MR-full-mAP: 27.0700, MR-full-mAP@0.5: 48.8500, MR-full-mAP@0.75: 26.0500, MR-full-mIoU: 36.2900, MR-long-mAP: 20.8200, MR-long-mIoU: 30.2100, MR-middle-mAP: 26.5500, MR-middle-mIoU: 37.6700, MR-short-mAP: 32.6800, MR-short-mIoU: 39.9300, best_MR-full-mAP: 27.1400, best_MR-full-mIoU: 36.5800, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.4400 +[2024-04-15 00:36:04 INFO]: Epoch [53][50/306] lr: 3e-05, eta: 13:09:18, time: 1.263, data_time: 2.780, memory: 70002, loss_reg: 0.0492, loss_cls: 0.0044, loss_sal: 0.2249, loss_video_cal: 0.1941, loss_layer_cal: 0.0045, loss: 0.4770, scale: 524288.0000 +[2024-04-15 00:38:15 INFO]: Epoch [53][100/306] lr: 3e-05, eta: 13:06:08, time: 1.280, data_time: 1.343, memory: 70002, loss_reg: 0.0497, loss_cls: 0.0044, loss_sal: 0.2239, loss_video_cal: 0.1929, loss_layer_cal: 0.0041, loss: 0.4750, scale: 524288.0000 +[2024-04-15 00:40:19 INFO]: Epoch [53][150/306] lr: 3e-05, eta: 13:02:53, time: 1.230, data_time: 1.259, memory: 70002, loss_reg: 0.0501, loss_cls: 0.0045, loss_sal: 0.2264, loss_video_cal: 0.1926, loss_layer_cal: 0.0040, loss: 0.4776, scale: 524288.0000 +[2024-04-15 00:42:21 INFO]: Epoch [53][200/306] lr: 3e-05, eta: 12:59:35, time: 1.213, data_time: 1.215, memory: 70002, loss_reg: 0.0484, loss_cls: 0.0045, loss_sal: 0.2203, loss_video_cal: 0.1964, loss_layer_cal: 0.0042, loss: 0.4738, scale: 524288.0000 +[2024-04-15 00:44:33 INFO]: Epoch [53][250/306] lr: 3e-05, eta: 12:56:28, time: 1.325, data_time: 1.323, memory: 70002, loss_reg: 0.0520, loss_cls: 0.0046, loss_sal: 0.2285, loss_video_cal: 0.1940, loss_layer_cal: 0.0040, loss: 0.4830, scale: 524288.0000 +[2024-04-15 00:46:33 INFO]: Epoch [53][300/306] lr: 3e-05, eta: 12:53:10, time: 1.191, data_time: 1.205, memory: 70002, loss_reg: 0.0473, loss_cls: 0.0045, loss_sal: 0.2248, loss_video_cal: 0.1917, loss_layer_cal: 0.0042, loss: 0.4724, scale: 524288.0000 +[2024-04-15 00:46:47 INFO]: Epoch [53][306/306] lr: 3e-05, eta: 12:52:45, time: 1.141, data_time: 1.176, memory: 70002, loss_reg: 0.0434, loss_cls: 0.0041, loss_sal: 0.2248, loss_video_cal: 0.1903, loss_layer_cal: 0.0045, loss: 0.4671, scale: 524288.0000 +[2024-04-15 00:46:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_53.pth... +[2024-04-15 00:46:48 INFO]: Validating... +[2024-04-15 00:50:22 INFO]: Epoch (val) [53][4001] loss_reg: 0.1289, loss_cls: 0.0115, loss_sal: 0.2089, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3497, MR-full-R1@0.3: 49.5100, MR-full-R1@0.5: 39.2400, MR-full-R1@0.7: 26.4400, MR-full-R5@0.3: 76.5300, MR-full-R5@0.5: 60.7800, MR-full-R5@0.7: 39.6900, MR-full-mAP: 27.0600, MR-full-mAP@0.5: 48.5500, MR-full-mAP@0.75: 25.9500, MR-full-mIoU: 36.5500, MR-long-mAP: 20.5800, MR-long-mIoU: 31.0500, MR-middle-mAP: 26.9400, MR-middle-mIoU: 37.5800, MR-short-mAP: 32.4700, MR-short-mIoU: 40.0300, best_MR-full-mAP: 27.1400, best_MR-full-mIoU: 36.5800, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.4400 +[2024-04-15 00:52:44 INFO]: Epoch [54][50/306] lr: 3e-05, eta: 12:52:57, time: 1.322, data_time: 2.859, memory: 70002, loss_reg: 0.0511, loss_cls: 0.0044, loss_sal: 0.2211, loss_video_cal: 0.1927, loss_layer_cal: 0.0041, loss: 0.4734, scale: 524288.0000 +[2024-04-15 00:54:56 INFO]: Epoch [54][100/306] lr: 3e-05, eta: 12:49:49, time: 1.317, data_time: 1.322, memory: 70002, loss_reg: 0.0480, loss_cls: 0.0043, loss_sal: 0.2216, loss_video_cal: 0.1900, loss_layer_cal: 0.0043, loss: 0.4682, scale: 524288.0000 +[2024-04-15 00:56:55 INFO]: Epoch [54][150/306] lr: 3e-05, eta: 12:46:30, time: 1.170, data_time: 1.207, memory: 70002, loss_reg: 0.0505, loss_cls: 0.0047, loss_sal: 0.2257, loss_video_cal: 0.1956, loss_layer_cal: 0.0042, loss: 0.4807, scale: 524288.0000 +[2024-04-15 00:59:00 INFO]: Epoch [54][200/306] lr: 3e-05, eta: 12:43:17, time: 1.246, data_time: 1.262, memory: 70002, loss_reg: 0.0483, loss_cls: 0.0045, loss_sal: 0.2223, loss_video_cal: 0.1955, loss_layer_cal: 0.0041, loss: 0.4747, scale: 524288.0000 +[2024-04-15 01:01:04 INFO]: Epoch [54][250/306] lr: 3e-05, eta: 12:40:03, time: 1.234, data_time: 1.238, memory: 70002, loss_reg: 0.0493, loss_cls: 0.0045, loss_sal: 0.2263, loss_video_cal: 0.1920, loss_layer_cal: 0.0043, loss: 0.4763, scale: 524288.0000 +[2024-04-15 01:03:16 INFO]: Epoch [54][300/306] lr: 3e-05, eta: 12:36:57, time: 1.309, data_time: 1.337, memory: 70002, loss_reg: 0.0468, loss_cls: 0.0043, loss_sal: 0.2218, loss_video_cal: 0.1941, loss_layer_cal: 0.0041, loss: 0.4711, scale: 524288.0000 +[2024-04-15 01:03:29 INFO]: Epoch [54][306/306] lr: 3e-05, eta: 12:36:33, time: 1.093, data_time: 1.156, memory: 70002, loss_reg: 0.0436, loss_cls: 0.0040, loss_sal: 0.2245, loss_video_cal: 0.1881, loss_layer_cal: 0.0043, loss: 0.4644, scale: 524288.0000 +[2024-04-15 01:03:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_54.pth... +[2024-04-15 01:03:30 INFO]: Validating... +[2024-04-15 01:07:05 INFO]: Epoch (val) [54][4001] loss_reg: 0.1288, loss_cls: 0.0115, loss_sal: 0.2086, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3492, MR-full-R1@0.3: 49.6900, MR-full-R1@0.5: 39.6200, MR-full-R1@0.7: 26.6200, MR-full-R5@0.3: 77.1100, MR-full-R5@0.5: 60.9600, MR-full-R5@0.7: 39.7400, MR-full-mAP: 27.2000, MR-full-mAP@0.5: 48.7800, MR-full-mAP@0.75: 26.5300, MR-full-mIoU: 36.7200, MR-long-mAP: 21.0200, MR-long-mIoU: 31.1400, MR-middle-mAP: 26.9300, MR-middle-mIoU: 38.2900, MR-short-mAP: 32.5000, MR-short-mIoU: 39.7600, best_MR-full-mAP: 27.2000, best_MR-full-mIoU: 36.7200, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.6200 +[2024-04-15 01:09:14 INFO]: Epoch [55][50/306] lr: 3e-05, eta: 12:36:27, time: 1.185, data_time: 2.731, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0044, loss_sal: 0.2209, loss_video_cal: 0.1940, loss_layer_cal: 0.0042, loss: 0.4705, scale: 524288.0000 +[2024-04-15 01:11:25 INFO]: Epoch [55][100/306] lr: 3e-05, eta: 12:33:19, time: 1.304, data_time: 1.316, memory: 70002, loss_reg: 0.0445, loss_cls: 0.0044, loss_sal: 0.2217, loss_video_cal: 0.1934, loss_layer_cal: 0.0040, loss: 0.4679, scale: 524288.0000 +[2024-04-15 01:13:28 INFO]: Epoch [55][150/306] lr: 3e-05, eta: 12:30:05, time: 1.215, data_time: 1.234, memory: 70002, loss_reg: 0.0488, loss_cls: 0.0045, loss_sal: 0.2223, loss_video_cal: 0.1913, loss_layer_cal: 0.0042, loss: 0.4711, scale: 524288.0000 +[2024-04-15 01:15:36 INFO]: Epoch [55][200/306] lr: 3e-05, eta: 12:26:55, time: 1.265, data_time: 1.292, memory: 70002, loss_reg: 0.0453, loss_cls: 0.0043, loss_sal: 0.2214, loss_video_cal: 0.1949, loss_layer_cal: 0.0042, loss: 0.4701, scale: 524288.0000 +[2024-04-15 01:17:40 INFO]: Epoch [55][250/306] lr: 3e-05, eta: 12:23:43, time: 1.235, data_time: 1.251, memory: 70002, loss_reg: 0.0528, loss_cls: 0.0046, loss_sal: 0.2272, loss_video_cal: 0.1941, loss_layer_cal: 0.0042, loss: 0.4829, scale: 524288.0000 +[2024-04-15 01:19:40 INFO]: Epoch [55][300/306] lr: 3e-05, eta: 12:20:28, time: 1.188, data_time: 1.208, memory: 70002, loss_reg: 0.0499, loss_cls: 0.0044, loss_sal: 0.2238, loss_video_cal: 0.1898, loss_layer_cal: 0.0041, loss: 0.4719, scale: 524288.0000 +[2024-04-15 01:19:55 INFO]: Epoch [55][306/306] lr: 3e-05, eta: 12:20:05, time: 1.273, data_time: 1.257, memory: 70002, loss_reg: 0.0773, loss_cls: 0.0042, loss_sal: 0.2200, loss_video_cal: 0.1816, loss_layer_cal: 0.0045, loss: 0.4876, scale: 524288.0000 +[2024-04-15 01:19:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_55.pth... +[2024-04-15 01:19:56 INFO]: Validating... +[2024-04-15 01:23:32 INFO]: Epoch (val) [55][4001] loss_reg: 0.1284, loss_cls: 0.0116, loss_sal: 0.2099, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3503, MR-full-R1@0.3: 49.8600, MR-full-R1@0.5: 39.6200, MR-full-R1@0.7: 26.4700, MR-full-R5@0.3: 76.7600, MR-full-R5@0.5: 60.7100, MR-full-R5@0.7: 39.5200, MR-full-mAP: 27.1600, MR-full-mAP@0.5: 48.8000, MR-full-mAP@0.75: 26.0400, MR-full-mIoU: 36.6800, MR-long-mAP: 20.1500, MR-long-mIoU: 30.5500, MR-middle-mAP: 27.1900, MR-middle-mIoU: 38.4400, MR-short-mAP: 32.8400, MR-short-mIoU: 39.9800, best_MR-full-mAP: 27.2000, best_MR-full-mIoU: 36.7200, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.6200 +[2024-04-15 01:25:41 INFO]: Epoch [56][50/306] lr: 3e-05, eta: 12:19:54, time: 1.201, data_time: 2.735, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0043, loss_sal: 0.2193, loss_video_cal: 0.1936, loss_layer_cal: 0.0040, loss: 0.4682, scale: 524288.0000 +[2024-04-15 01:27:51 INFO]: Epoch [56][100/306] lr: 3e-05, eta: 12:16:47, time: 1.292, data_time: 1.307, memory: 70002, loss_reg: 0.0467, loss_cls: 0.0043, loss_sal: 0.2158, loss_video_cal: 0.1929, loss_layer_cal: 0.0040, loss: 0.4638, scale: 524288.0000 +[2024-04-15 01:29:55 INFO]: Epoch [56][150/306] lr: 3e-05, eta: 12:13:34, time: 1.209, data_time: 1.255, memory: 70002, loss_reg: 0.0478, loss_cls: 0.0045, loss_sal: 0.2267, loss_video_cal: 0.1964, loss_layer_cal: 0.0042, loss: 0.4795, scale: 524288.0000 +[2024-04-15 01:32:04 INFO]: Epoch [56][200/306] lr: 3e-05, eta: 12:10:27, time: 1.288, data_time: 1.300, memory: 70002, loss_reg: 0.0504, loss_cls: 0.0042, loss_sal: 0.2267, loss_video_cal: 0.1953, loss_layer_cal: 0.0043, loss: 0.4808, scale: 524288.0000 +[2024-04-15 01:34:07 INFO]: Epoch [56][250/306] lr: 3e-05, eta: 12:07:15, time: 1.236, data_time: 1.231, memory: 70002, loss_reg: 0.0515, loss_cls: 0.0043, loss_sal: 0.2200, loss_video_cal: 0.1890, loss_layer_cal: 0.0040, loss: 0.4688, scale: 524288.0000 +[2024-04-15 01:36:07 INFO]: Epoch [56][300/306] lr: 3e-05, eta: 12:04:01, time: 1.169, data_time: 1.225, memory: 70002, loss_reg: 0.0478, loss_cls: 0.0047, loss_sal: 0.2215, loss_video_cal: 0.1963, loss_layer_cal: 0.0043, loss: 0.4746, scale: 524288.0000 +[2024-04-15 01:36:21 INFO]: Epoch [56][306/306] lr: 3e-05, eta: 12:03:38, time: 1.217, data_time: 1.142, memory: 70002, loss_reg: 0.0524, loss_cls: 0.0047, loss_sal: 0.2257, loss_video_cal: 0.1934, loss_layer_cal: 0.0042, loss: 0.4804, scale: 524288.0000 +[2024-04-15 01:36:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_56.pth... +[2024-04-15 01:36:22 INFO]: Validating... +[2024-04-15 01:39:57 INFO]: Epoch (val) [56][4001] loss_reg: 0.1295, loss_cls: 0.0116, loss_sal: 0.2100, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3514, MR-full-R1@0.3: 50.0400, MR-full-R1@0.5: 39.6900, MR-full-R1@0.7: 26.6400, MR-full-R5@0.3: 77.1300, MR-full-R5@0.5: 60.4800, MR-full-R5@0.7: 39.1200, MR-full-mAP: 27.0200, MR-full-mAP@0.5: 48.6600, MR-full-mAP@0.75: 25.6800, MR-full-mIoU: 36.8700, MR-long-mAP: 19.9300, MR-long-mIoU: 30.6100, MR-middle-mAP: 26.8300, MR-middle-mIoU: 38.4000, MR-short-mAP: 32.9800, MR-short-mIoU: 40.4900, best_MR-full-mAP: 27.2000, best_MR-full-mIoU: 36.8700, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.6400 +[2024-04-15 01:42:11 INFO]: Epoch [57][50/306] lr: 3e-05, eta: 12:03:24, time: 1.241, data_time: 2.774, memory: 70002, loss_reg: 0.0467, loss_cls: 0.0043, loss_sal: 0.2209, loss_video_cal: 0.1939, loss_layer_cal: 0.0040, loss: 0.4699, scale: 524288.0000 +[2024-04-15 01:44:19 INFO]: Epoch [57][100/306] lr: 3e-05, eta: 12:00:16, time: 1.252, data_time: 1.300, memory: 70002, loss_reg: 0.0466, loss_cls: 0.0043, loss_sal: 0.2223, loss_video_cal: 0.1899, loss_layer_cal: 0.0041, loss: 0.4672, scale: 524288.0000 +[2024-04-15 01:46:24 INFO]: Epoch [57][150/306] lr: 3e-05, eta: 11:57:06, time: 1.244, data_time: 1.266, memory: 70002, loss_reg: 0.0507, loss_cls: 0.0046, loss_sal: 0.2237, loss_video_cal: 0.1916, loss_layer_cal: 0.0041, loss: 0.4746, scale: 524288.0000 +[2024-04-15 01:48:35 INFO]: Epoch [57][200/306] lr: 3e-05, eta: 11:54:00, time: 1.303, data_time: 1.304, memory: 70002, loss_reg: 0.0490, loss_cls: 0.0043, loss_sal: 0.2232, loss_video_cal: 0.1948, loss_layer_cal: 0.0042, loss: 0.4756, scale: 524288.0000 +[2024-04-15 01:50:34 INFO]: Epoch [57][250/306] lr: 3e-05, eta: 11:50:47, time: 1.201, data_time: 1.197, memory: 70002, loss_reg: 0.0452, loss_cls: 0.0043, loss_sal: 0.2211, loss_video_cal: 0.1924, loss_layer_cal: 0.0041, loss: 0.4672, scale: 608174.0625 +[2024-04-15 01:52:41 INFO]: Epoch [57][300/306] lr: 3e-05, eta: 11:47:40, time: 1.254, data_time: 1.281, memory: 70002, loss_reg: 0.0482, loss_cls: 0.0043, loss_sal: 0.2206, loss_video_cal: 0.1923, loss_layer_cal: 0.0043, loss: 0.4696, scale: 1048576.0000 +[2024-04-15 01:52:53 INFO]: Epoch [57][306/306] lr: 3e-05, eta: 11:47:15, time: 0.956, data_time: 1.036, memory: 70002, loss_reg: 0.0481, loss_cls: 0.0046, loss_sal: 0.2179, loss_video_cal: 0.1804, loss_layer_cal: 0.0043, loss: 0.4553, scale: 1048576.0000 +[2024-04-15 01:52:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_57.pth... +[2024-04-15 01:52:54 INFO]: Validating... +[2024-04-15 01:56:28 INFO]: Epoch (val) [57][4001] loss_reg: 0.1285, loss_cls: 0.0115, loss_sal: 0.2094, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3497, MR-full-R1@0.3: 49.7400, MR-full-R1@0.5: 39.3900, MR-full-R1@0.7: 26.1700, MR-full-R5@0.3: 77.5100, MR-full-R5@0.5: 61.2600, MR-full-R5@0.7: 40.0600, MR-full-mAP: 27.2500, MR-full-mAP@0.5: 48.7300, MR-full-mAP@0.75: 26.0100, MR-full-mIoU: 36.6600, MR-long-mAP: 20.3700, MR-long-mIoU: 30.8200, MR-middle-mAP: 27.1500, MR-middle-mIoU: 38.0600, MR-short-mAP: 32.9600, MR-short-mIoU: 40.0600, best_MR-full-mAP: 27.2500, best_MR-full-mIoU: 36.8700, best_MR-full-R1@0.3: 50.2100, best_MR-full-R1@0.5: 39.8400, best_MR-full-R1@0.7: 26.6400 +[2024-04-15 01:58:35 INFO]: Epoch [58][50/306] lr: 3e-05, eta: 11:46:49, time: 1.197, data_time: 2.680, memory: 70002, loss_reg: 0.0485, loss_cls: 0.0043, loss_sal: 0.2194, loss_video_cal: 0.1926, loss_layer_cal: 0.0040, loss: 0.4689, scale: 1048576.0000 +[2024-04-15 02:00:36 INFO]: Epoch [58][100/306] lr: 3e-05, eta: 11:43:36, time: 1.180, data_time: 1.225, memory: 70002, loss_reg: 0.0496, loss_cls: 0.0042, loss_sal: 0.2203, loss_video_cal: 0.1903, loss_layer_cal: 0.0042, loss: 0.4687, scale: 1048576.0000 +[2024-04-15 02:02:43 INFO]: Epoch [58][150/306] lr: 3e-05, eta: 11:40:29, time: 1.248, data_time: 1.292, memory: 70002, loss_reg: 0.0452, loss_cls: 0.0042, loss_sal: 0.2175, loss_video_cal: 0.1945, loss_layer_cal: 0.0042, loss: 0.4656, scale: 1048576.0000 +[2024-04-15 02:04:48 INFO]: Epoch [58][200/306] lr: 3e-05, eta: 11:37:21, time: 1.243, data_time: 1.266, memory: 70002, loss_reg: 0.0481, loss_cls: 0.0045, loss_sal: 0.2216, loss_video_cal: 0.1939, loss_layer_cal: 0.0041, loss: 0.4722, scale: 1048576.0000 +[2024-04-15 02:06:56 INFO]: Epoch [58][250/306] lr: 3e-05, eta: 11:34:15, time: 1.274, data_time: 1.284, memory: 70002, loss_reg: 0.0485, loss_cls: 0.0043, loss_sal: 0.2197, loss_video_cal: 0.1923, loss_layer_cal: 0.0042, loss: 0.4691, scale: 1048576.0000 +[2024-04-15 02:09:05 INFO]: Epoch [58][300/306] lr: 3e-05, eta: 11:31:11, time: 1.272, data_time: 1.311, memory: 70002, loss_reg: 0.0478, loss_cls: 0.0044, loss_sal: 0.2257, loss_video_cal: 0.1902, loss_layer_cal: 0.0043, loss: 0.4723, scale: 1048576.0000 +[2024-04-15 02:09:19 INFO]: Epoch [58][306/306] lr: 3e-05, eta: 11:30:47, time: 1.118, data_time: 1.127, memory: 70002, loss_reg: 0.0491, loss_cls: 0.0041, loss_sal: 0.2123, loss_video_cal: 0.1824, loss_layer_cal: 0.0043, loss: 0.4522, scale: 1048576.0000 +[2024-04-15 02:09:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_58.pth... +[2024-04-15 02:09:20 INFO]: Validating... +[2024-04-15 02:12:55 INFO]: Epoch (val) [58][4001] loss_reg: 0.1298, loss_cls: 0.0116, loss_sal: 0.2097, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3514, MR-full-R1@0.3: 50.3600, MR-full-R1@0.5: 40.0600, MR-full-R1@0.7: 26.7200, MR-full-R5@0.3: 76.8100, MR-full-R5@0.5: 60.9300, MR-full-R5@0.7: 39.9400, MR-full-mAP: 27.2200, MR-full-mAP@0.5: 49.1200, MR-full-mAP@0.75: 26.4300, MR-full-mIoU: 36.9700, MR-long-mAP: 20.7000, MR-long-mIoU: 31.2900, MR-middle-mAP: 26.9200, MR-middle-mIoU: 38.2400, MR-short-mAP: 32.8200, MR-short-mIoU: 40.3600, best_MR-full-mAP: 27.2500, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.3600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 02:14:59 INFO]: Epoch [59][50/306] lr: 3e-05, eta: 11:30:15, time: 1.165, data_time: 2.659, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0044, loss_sal: 0.2188, loss_video_cal: 0.1924, loss_layer_cal: 0.0043, loss: 0.4668, scale: 1048576.0000 +[2024-04-15 02:17:16 INFO]: Epoch [59][100/306] lr: 3e-05, eta: 11:27:15, time: 1.330, data_time: 1.405, memory: 70002, loss_reg: 0.0465, loss_cls: 0.0042, loss_sal: 0.2247, loss_video_cal: 0.1928, loss_layer_cal: 0.0042, loss: 0.4724, scale: 576716.8125 +[2024-04-15 02:19:22 INFO]: Epoch [59][150/306] lr: 3e-05, eta: 11:24:08, time: 1.235, data_time: 1.299, memory: 70002, loss_reg: 0.0473, loss_cls: 0.0042, loss_sal: 0.2169, loss_video_cal: 0.1920, loss_layer_cal: 0.0042, loss: 0.4647, scale: 524288.0000 +[2024-04-15 02:21:33 INFO]: Epoch [59][200/306] lr: 3e-05, eta: 11:21:05, time: 1.305, data_time: 1.296, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0041, loss_sal: 0.2191, loss_video_cal: 0.1954, loss_layer_cal: 0.0042, loss: 0.4697, scale: 524288.0000 +[2024-04-15 02:23:29 INFO]: Epoch [59][250/306] lr: 3e-05, eta: 11:17:51, time: 1.150, data_time: 1.172, memory: 70002, loss_reg: 0.0452, loss_cls: 0.0044, loss_sal: 0.2226, loss_video_cal: 0.1922, loss_layer_cal: 0.0041, loss: 0.4684, scale: 524288.0000 +[2024-04-15 02:25:41 INFO]: Epoch [59][300/306] lr: 3e-05, eta: 11:14:50, time: 1.299, data_time: 1.346, memory: 70002, loss_reg: 0.0468, loss_cls: 0.0044, loss_sal: 0.2210, loss_video_cal: 0.1924, loss_layer_cal: 0.0043, loss: 0.4690, scale: 524288.0000 +[2024-04-15 02:25:54 INFO]: Epoch [59][306/306] lr: 3e-05, eta: 11:14:26, time: 1.140, data_time: 1.123, memory: 70002, loss_reg: 0.0541, loss_cls: 0.0040, loss_sal: 0.2281, loss_video_cal: 0.1915, loss_layer_cal: 0.0044, loss: 0.4822, scale: 524288.0000 +[2024-04-15 02:25:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_59.pth... +[2024-04-15 02:25:56 INFO]: Validating... +[2024-04-15 02:29:32 INFO]: Epoch (val) [59][4001] loss_reg: 0.1287, loss_cls: 0.0116, loss_sal: 0.2096, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3503, MR-full-R1@0.3: 50.1100, MR-full-R1@0.5: 40.0400, MR-full-R1@0.7: 26.2400, MR-full-R5@0.3: 77.0100, MR-full-R5@0.5: 60.7100, MR-full-R5@0.7: 39.2700, MR-full-mAP: 27.1900, MR-full-mAP@0.5: 49.0700, MR-full-mAP@0.75: 26.2900, MR-full-mIoU: 36.9100, MR-long-mAP: 21.0800, MR-long-mIoU: 31.4300, MR-middle-mAP: 27.3400, MR-middle-mIoU: 38.5500, MR-short-mAP: 32.0300, MR-short-mIoU: 39.7900, best_MR-full-mAP: 27.2500, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.3600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 02:31:45 INFO]: Epoch [60][50/306] lr: 3e-05, eta: 11:13:56, time: 1.244, data_time: 2.774, memory: 70002, loss_reg: 0.0496, loss_cls: 0.0041, loss_sal: 0.2202, loss_video_cal: 0.1883, loss_layer_cal: 0.0042, loss: 0.4664, scale: 524288.0000 +[2024-04-15 02:33:48 INFO]: Epoch [60][100/306] lr: 3e-05, eta: 11:10:47, time: 1.215, data_time: 1.249, memory: 70002, loss_reg: 0.0456, loss_cls: 0.0044, loss_sal: 0.2255, loss_video_cal: 0.1921, loss_layer_cal: 0.0043, loss: 0.4719, scale: 524288.0000 +[2024-04-15 02:35:58 INFO]: Epoch [60][150/306] lr: 3e-05, eta: 11:07:44, time: 1.275, data_time: 1.323, memory: 70002, loss_reg: 0.0461, loss_cls: 0.0041, loss_sal: 0.2182, loss_video_cal: 0.1938, loss_layer_cal: 0.0041, loss: 0.4662, scale: 524288.0000 +[2024-04-15 02:37:57 INFO]: Epoch [60][200/306] lr: 3e-05, eta: 11:04:33, time: 1.180, data_time: 1.193, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0044, loss_sal: 0.2228, loss_video_cal: 0.1930, loss_layer_cal: 0.0044, loss: 0.4716, scale: 524288.0000 +[2024-04-15 02:39:51 INFO]: Epoch [60][250/306] lr: 3e-05, eta: 11:01:21, time: 1.139, data_time: 1.156, memory: 70002, loss_reg: 0.0477, loss_cls: 0.0045, loss_sal: 0.2208, loss_video_cal: 0.1925, loss_layer_cal: 0.0040, loss: 0.4695, scale: 524288.0000 +[2024-04-15 02:41:55 INFO]: Epoch [60][300/306] lr: 3e-05, eta: 10:58:14, time: 1.221, data_time: 1.252, memory: 70002, loss_reg: 0.0457, loss_cls: 0.0043, loss_sal: 0.2214, loss_video_cal: 0.1930, loss_layer_cal: 0.0042, loss: 0.4685, scale: 524288.0000 +[2024-04-15 02:42:12 INFO]: Epoch [60][306/306] lr: 3e-05, eta: 10:57:53, time: 1.411, data_time: 1.399, memory: 70002, loss_reg: 0.0518, loss_cls: 0.0040, loss_sal: 0.2194, loss_video_cal: 0.1895, loss_layer_cal: 0.0046, loss: 0.4693, scale: 524288.0000 +[2024-04-15 02:42:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_60.pth... +[2024-04-15 02:42:13 INFO]: Validating... +[2024-04-15 02:45:48 INFO]: Epoch (val) [60][4001] loss_reg: 0.1286, loss_cls: 0.0117, loss_sal: 0.2092, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3499, MR-full-R1@0.3: 50.4600, MR-full-R1@0.5: 39.4400, MR-full-R1@0.7: 26.1400, MR-full-R5@0.3: 77.3100, MR-full-R5@0.5: 60.4300, MR-full-R5@0.7: 39.5400, MR-full-mAP: 27.1400, MR-full-mAP@0.5: 48.5700, MR-full-mAP@0.75: 26.2300, MR-full-mIoU: 36.7600, MR-long-mAP: 20.9700, MR-long-mIoU: 31.2300, MR-middle-mAP: 27.0000, MR-middle-mIoU: 38.4300, MR-short-mAP: 32.3200, MR-short-mIoU: 39.6400, best_MR-full-mAP: 27.2500, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.4600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 02:47:59 INFO]: Epoch [61][50/306] lr: 3e-05, eta: 10:57:15, time: 1.203, data_time: 2.762, memory: 70002, loss_reg: 0.0473, loss_cls: 0.0044, loss_sal: 0.2189, loss_video_cal: 0.1921, loss_layer_cal: 0.0043, loss: 0.4669, scale: 524288.0000 +[2024-04-15 02:50:10 INFO]: Epoch [61][100/306] lr: 3e-05, eta: 10:54:13, time: 1.285, data_time: 1.329, memory: 70002, loss_reg: 0.0455, loss_cls: 0.0042, loss_sal: 0.2175, loss_video_cal: 0.1906, loss_layer_cal: 0.0041, loss: 0.4619, scale: 524288.0000 +[2024-04-15 02:52:19 INFO]: Epoch [61][150/306] lr: 3e-05, eta: 10:51:10, time: 1.279, data_time: 1.304, memory: 70002, loss_reg: 0.0466, loss_cls: 0.0043, loss_sal: 0.2202, loss_video_cal: 0.1924, loss_layer_cal: 0.0040, loss: 0.4676, scale: 524288.0000 +[2024-04-15 02:54:23 INFO]: Epoch [61][200/306] lr: 3e-05, eta: 10:48:04, time: 1.238, data_time: 1.242, memory: 70002, loss_reg: 0.0458, loss_cls: 0.0043, loss_sal: 0.2162, loss_video_cal: 0.1895, loss_layer_cal: 0.0042, loss: 0.4600, scale: 524288.0000 +[2024-04-15 02:56:24 INFO]: Epoch [61][250/306] lr: 3e-05, eta: 10:44:56, time: 1.210, data_time: 1.207, memory: 70002, loss_reg: 0.0477, loss_cls: 0.0043, loss_sal: 0.2237, loss_video_cal: 0.1899, loss_layer_cal: 0.0042, loss: 0.4698, scale: 524288.0000 +[2024-04-15 02:58:34 INFO]: Epoch [61][300/306] lr: 3e-05, eta: 10:41:55, time: 1.288, data_time: 1.324, memory: 70002, loss_reg: 0.0479, loss_cls: 0.0043, loss_sal: 0.2239, loss_video_cal: 0.1948, loss_layer_cal: 0.0043, loss: 0.4753, scale: 524288.0000 +[2024-04-15 02:58:49 INFO]: Epoch [61][306/306] lr: 3e-05, eta: 10:41:33, time: 1.200, data_time: 1.286, memory: 70002, loss_reg: 0.0374, loss_cls: 0.0043, loss_sal: 0.2117, loss_video_cal: 0.1975, loss_layer_cal: 0.0037, loss: 0.4546, scale: 524288.0000 +[2024-04-15 02:58:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_61.pth... +[2024-04-15 02:58:50 INFO]: Validating... +[2024-04-15 03:02:25 INFO]: Epoch (val) [61][4001] loss_reg: 0.1270, loss_cls: 0.0116, loss_sal: 0.2092, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3482, MR-full-R1@0.3: 50.0600, MR-full-R1@0.5: 39.3700, MR-full-R1@0.7: 26.3400, MR-full-R5@0.3: 77.4100, MR-full-R5@0.5: 61.6300, MR-full-R5@0.7: 40.2600, MR-full-mAP: 27.3600, MR-full-mAP@0.5: 48.8700, MR-full-mAP@0.75: 26.1100, MR-full-mIoU: 36.6200, MR-long-mAP: 20.9600, MR-long-mIoU: 30.8500, MR-middle-mAP: 27.2500, MR-middle-mIoU: 38.0300, MR-short-mAP: 32.6900, MR-short-mIoU: 39.9700, best_MR-full-mAP: 27.3600, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.4600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 03:04:39 INFO]: Epoch [62][50/306] lr: 3e-05, eta: 10:40:51, time: 1.249, data_time: 2.769, memory: 70002, loss_reg: 0.0492, loss_cls: 0.0043, loss_sal: 0.2211, loss_video_cal: 0.1935, loss_layer_cal: 0.0041, loss: 0.4722, scale: 524288.0000 +[2024-04-15 03:06:45 INFO]: Epoch [62][100/306] lr: 3e-05, eta: 10:37:47, time: 1.246, data_time: 1.274, memory: 70002, loss_reg: 0.0435, loss_cls: 0.0042, loss_sal: 0.2157, loss_video_cal: 0.1917, loss_layer_cal: 0.0041, loss: 0.4592, scale: 524288.0000 +[2024-04-15 03:08:52 INFO]: Epoch [62][150/306] lr: 3e-05, eta: 10:34:43, time: 1.255, data_time: 1.283, memory: 70002, loss_reg: 0.0463, loss_cls: 0.0042, loss_sal: 0.2186, loss_video_cal: 0.1932, loss_layer_cal: 0.0041, loss: 0.4664, scale: 524288.0000 +[2024-04-15 03:10:54 INFO]: Epoch [62][200/306] lr: 3e-05, eta: 10:31:37, time: 1.217, data_time: 1.228, memory: 70002, loss_reg: 0.0466, loss_cls: 0.0043, loss_sal: 0.2223, loss_video_cal: 0.1921, loss_layer_cal: 0.0039, loss: 0.4691, scale: 524288.0000 +[2024-04-15 03:12:53 INFO]: Epoch [62][250/306] lr: 3e-05, eta: 10:28:30, time: 1.194, data_time: 1.192, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0044, loss_sal: 0.2203, loss_video_cal: 0.1896, loss_layer_cal: 0.0039, loss: 0.4631, scale: 524288.0000 +[2024-04-15 03:14:58 INFO]: Epoch [62][300/306] lr: 3e-05, eta: 10:25:26, time: 1.232, data_time: 1.261, memory: 70002, loss_reg: 0.0482, loss_cls: 0.0041, loss_sal: 0.2170, loss_video_cal: 0.1891, loss_layer_cal: 0.0043, loss: 0.4627, scale: 524288.0000 +[2024-04-15 03:15:11 INFO]: Epoch [62][306/306] lr: 3e-05, eta: 10:25:03, time: 1.133, data_time: 1.134, memory: 70002, loss_reg: 0.0408, loss_cls: 0.0046, loss_sal: 0.2177, loss_video_cal: 0.1827, loss_layer_cal: 0.0042, loss: 0.4501, scale: 524288.0000 +[2024-04-15 03:15:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_62.pth... +[2024-04-15 03:15:12 INFO]: Validating... +[2024-04-15 03:18:48 INFO]: Epoch (val) [62][4001] loss_reg: 0.1285, loss_cls: 0.0117, loss_sal: 0.2097, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3502, MR-full-R1@0.3: 49.9900, MR-full-R1@0.5: 39.4400, MR-full-R1@0.7: 25.7700, MR-full-R5@0.3: 76.9300, MR-full-R5@0.5: 61.1600, MR-full-R5@0.7: 39.6200, MR-full-mAP: 27.1300, MR-full-mAP@0.5: 48.9000, MR-full-mAP@0.75: 25.6300, MR-full-mIoU: 36.5600, MR-long-mAP: 20.7100, MR-long-mIoU: 31.2100, MR-middle-mAP: 26.6000, MR-middle-mIoU: 37.1200, MR-short-mAP: 32.8800, MR-short-mIoU: 40.3800, best_MR-full-mAP: 27.3600, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.4600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 03:20:56 INFO]: Epoch [63][50/306] lr: 3e-05, eta: 10:24:13, time: 1.176, data_time: 2.724, memory: 70002, loss_reg: 0.0475, loss_cls: 0.0046, loss_sal: 0.2228, loss_video_cal: 0.1906, loss_layer_cal: 0.0042, loss: 0.4696, scale: 524288.0000 +[2024-04-15 03:22:56 INFO]: Epoch [63][100/306] lr: 3e-05, eta: 10:21:06, time: 1.191, data_time: 1.210, memory: 70002, loss_reg: 0.0468, loss_cls: 0.0044, loss_sal: 0.2185, loss_video_cal: 0.1923, loss_layer_cal: 0.0041, loss: 0.4661, scale: 524288.0000 +[2024-04-15 03:25:04 INFO]: Epoch [63][150/306] lr: 3e-05, eta: 10:18:04, time: 1.267, data_time: 1.295, memory: 70002, loss_reg: 0.0472, loss_cls: 0.0041, loss_sal: 0.2185, loss_video_cal: 0.1942, loss_layer_cal: 0.0040, loss: 0.4681, scale: 524288.0000 +[2024-04-15 03:27:14 INFO]: Epoch [63][200/306] lr: 3e-05, eta: 10:15:04, time: 1.293, data_time: 1.318, memory: 70002, loss_reg: 0.0461, loss_cls: 0.0041, loss_sal: 0.2166, loss_video_cal: 0.1876, loss_layer_cal: 0.0042, loss: 0.4585, scale: 524288.0000 +[2024-04-15 03:29:17 INFO]: Epoch [63][250/306] lr: 3e-05, eta: 10:12:00, time: 1.224, data_time: 1.225, memory: 70002, loss_reg: 0.0410, loss_cls: 0.0041, loss_sal: 0.2168, loss_video_cal: 0.1911, loss_layer_cal: 0.0042, loss: 0.4572, scale: 524288.0000 +[2024-04-15 03:31:21 INFO]: Epoch [63][300/306] lr: 3e-05, eta: 10:08:56, time: 1.211, data_time: 1.270, memory: 70002, loss_reg: 0.0458, loss_cls: 0.0041, loss_sal: 0.2240, loss_video_cal: 0.1910, loss_layer_cal: 0.0042, loss: 0.4691, scale: 524288.0000 +[2024-04-15 03:31:37 INFO]: Epoch [63][306/306] lr: 3e-05, eta: 10:08:35, time: 1.395, data_time: 1.310, memory: 70002, loss_reg: 0.0575, loss_cls: 0.0040, loss_sal: 0.2212, loss_video_cal: 0.1796, loss_layer_cal: 0.0041, loss: 0.4665, scale: 524288.0000 +[2024-04-15 03:31:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_63.pth... +[2024-04-15 03:31:38 INFO]: Validating... +[2024-04-15 03:35:14 INFO]: Epoch (val) [63][4001] loss_reg: 0.1285, loss_cls: 0.0118, loss_sal: 0.2105, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3511, MR-full-R1@0.3: 50.0600, MR-full-R1@0.5: 39.2400, MR-full-R1@0.7: 26.0700, MR-full-R5@0.3: 77.0800, MR-full-R5@0.5: 61.4600, MR-full-R5@0.7: 39.9900, MR-full-mAP: 27.2100, MR-full-mAP@0.5: 48.8100, MR-full-mAP@0.75: 26.2200, MR-full-mIoU: 36.5200, MR-long-mAP: 21.2000, MR-long-mIoU: 30.9800, MR-middle-mAP: 26.9700, MR-middle-mIoU: 37.4200, MR-short-mAP: 32.3500, MR-short-mIoU: 40.1700, best_MR-full-mAP: 27.3600, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.4600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 03:37:27 INFO]: Epoch [64][50/306] lr: 3e-05, eta: 10:07:44, time: 1.242, data_time: 2.767, memory: 70002, loss_reg: 0.0466, loss_cls: 0.0040, loss_sal: 0.2212, loss_video_cal: 0.1898, loss_layer_cal: 0.0042, loss: 0.4656, scale: 524288.0000 +[2024-04-15 03:39:39 INFO]: Epoch [64][100/306] lr: 3e-05, eta: 10:04:45, time: 1.286, data_time: 1.367, memory: 70002, loss_reg: 0.0450, loss_cls: 0.0041, loss_sal: 0.2163, loss_video_cal: 0.1925, loss_layer_cal: 0.0041, loss: 0.4620, scale: 524288.0000 +[2024-04-15 03:41:50 INFO]: Epoch [64][150/306] lr: 3e-05, eta: 10:01:46, time: 1.296, data_time: 1.314, memory: 70002, loss_reg: 0.0451, loss_cls: 0.0041, loss_sal: 0.2191, loss_video_cal: 0.1890, loss_layer_cal: 0.0043, loss: 0.4617, scale: 524288.0000 +[2024-04-15 03:43:57 INFO]: Epoch [64][200/306] lr: 3e-05, eta: 9:58:44, time: 1.265, data_time: 1.265, memory: 70002, loss_reg: 0.0459, loss_cls: 0.0043, loss_sal: 0.2189, loss_video_cal: 0.1893, loss_layer_cal: 0.0041, loss: 0.4625, scale: 524288.0000 +[2024-04-15 03:45:56 INFO]: Epoch [64][250/306] lr: 3e-05, eta: 9:55:39, time: 1.191, data_time: 1.198, memory: 70002, loss_reg: 0.0456, loss_cls: 0.0042, loss_sal: 0.2178, loss_video_cal: 0.1942, loss_layer_cal: 0.0041, loss: 0.4660, scale: 524288.0000 +[2024-04-15 03:47:59 INFO]: Epoch [64][300/306] lr: 3e-05, eta: 9:52:36, time: 1.215, data_time: 1.237, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0045, loss_sal: 0.2193, loss_video_cal: 0.1900, loss_layer_cal: 0.0040, loss: 0.4647, scale: 524288.0000 +[2024-04-15 03:48:11 INFO]: Epoch [64][306/306] lr: 3e-05, eta: 9:52:12, time: 1.000, data_time: 0.971, memory: 70002, loss_reg: 0.0427, loss_cls: 0.0045, loss_sal: 0.2109, loss_video_cal: 0.1940, loss_layer_cal: 0.0044, loss: 0.4565, scale: 524288.0000 +[2024-04-15 03:48:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_64.pth... +[2024-04-15 03:48:12 INFO]: Validating... +[2024-04-15 03:51:48 INFO]: Epoch (val) [64][4001] loss_reg: 0.1272, loss_cls: 0.0118, loss_sal: 0.2109, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3503, MR-full-R1@0.3: 49.9100, MR-full-R1@0.5: 39.6200, MR-full-R1@0.7: 26.1700, MR-full-R5@0.3: 76.8600, MR-full-R5@0.5: 61.7100, MR-full-R5@0.7: 39.8200, MR-full-mAP: 27.3700, MR-full-mAP@0.5: 49.2100, MR-full-mAP@0.75: 26.0100, MR-full-mIoU: 36.4400, MR-long-mAP: 21.4100, MR-long-mIoU: 30.9600, MR-middle-mAP: 27.0800, MR-middle-mIoU: 37.4900, MR-short-mAP: 32.5100, MR-short-mIoU: 39.9000, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 36.9700, best_MR-full-R1@0.3: 50.4600, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 03:53:54 INFO]: Epoch [65][50/306] lr: 3e-05, eta: 9:51:12, time: 1.181, data_time: 2.702, memory: 70002, loss_reg: 0.0461, loss_cls: 0.0041, loss_sal: 0.2167, loss_video_cal: 0.1894, loss_layer_cal: 0.0041, loss: 0.4604, scale: 524288.0000 +[2024-04-15 03:56:09 INFO]: Epoch [65][100/306] lr: 3e-05, eta: 9:48:16, time: 1.334, data_time: 1.363, memory: 70002, loss_reg: 0.0443, loss_cls: 0.0040, loss_sal: 0.2168, loss_video_cal: 0.1900, loss_layer_cal: 0.0042, loss: 0.4594, scale: 524288.0000 +[2024-04-15 03:58:17 INFO]: Epoch [65][150/306] lr: 3e-05, eta: 9:45:16, time: 1.269, data_time: 1.303, memory: 70002, loss_reg: 0.0443, loss_cls: 0.0041, loss_sal: 0.2167, loss_video_cal: 0.1907, loss_layer_cal: 0.0042, loss: 0.4600, scale: 524288.0000 +[2024-04-15 04:00:22 INFO]: Epoch [65][200/306] lr: 3e-05, eta: 9:42:14, time: 1.250, data_time: 1.250, memory: 70002, loss_reg: 0.0451, loss_cls: 0.0043, loss_sal: 0.2214, loss_video_cal: 0.1920, loss_layer_cal: 0.0041, loss: 0.4668, scale: 524288.0000 +[2024-04-15 04:02:21 INFO]: Epoch [65][250/306] lr: 3e-05, eta: 9:39:09, time: 1.179, data_time: 1.185, memory: 70002, loss_reg: 0.0451, loss_cls: 0.0044, loss_sal: 0.2225, loss_video_cal: 0.1907, loss_layer_cal: 0.0044, loss: 0.4671, scale: 702545.9375 +[2024-04-15 04:04:26 INFO]: Epoch [65][300/306] lr: 3e-05, eta: 9:36:09, time: 1.219, data_time: 1.289, memory: 70002, loss_reg: 0.0483, loss_cls: 0.0043, loss_sal: 0.2177, loss_video_cal: 0.1941, loss_layer_cal: 0.0041, loss: 0.4685, scale: 524288.0000 +[2024-04-15 04:04:39 INFO]: Epoch [65][306/306] lr: 3e-05, eta: 9:35:46, time: 1.118, data_time: 1.044, memory: 70002, loss_reg: 0.0515, loss_cls: 0.0046, loss_sal: 0.2245, loss_video_cal: 0.1840, loss_layer_cal: 0.0044, loss: 0.4690, scale: 524288.0000 +[2024-04-15 04:04:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_65.pth... +[2024-04-15 04:04:40 INFO]: Validating... +[2024-04-15 04:08:16 INFO]: Epoch (val) [65][4001] loss_reg: 0.1289, loss_cls: 0.0117, loss_sal: 0.2107, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3517, MR-full-R1@0.3: 51.3100, MR-full-R1@0.5: 40.0400, MR-full-R1@0.7: 26.3400, MR-full-R5@0.3: 77.3100, MR-full-R5@0.5: 60.3100, MR-full-R5@0.7: 39.5400, MR-full-mAP: 27.3600, MR-full-mAP@0.5: 48.9500, MR-full-mAP@0.75: 26.2500, MR-full-mIoU: 37.1700, MR-long-mAP: 20.9800, MR-long-mIoU: 31.9200, MR-middle-mAP: 27.0900, MR-middle-mIoU: 38.2100, MR-short-mAP: 32.8300, MR-short-mIoU: 40.4400, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 04:10:33 INFO]: Epoch [66][50/306] lr: 3e-05, eta: 9:34:47, time: 1.276, data_time: 2.815, memory: 70002, loss_reg: 0.0434, loss_cls: 0.0041, loss_sal: 0.2209, loss_video_cal: 0.1935, loss_layer_cal: 0.0040, loss: 0.4659, scale: 524288.0000 +[2024-04-15 04:12:36 INFO]: Epoch [66][100/306] lr: 3e-05, eta: 9:31:45, time: 1.218, data_time: 1.251, memory: 70002, loss_reg: 0.0480, loss_cls: 0.0041, loss_sal: 0.2134, loss_video_cal: 0.1878, loss_layer_cal: 0.0043, loss: 0.4576, scale: 524288.0000 +[2024-04-15 04:14:30 INFO]: Epoch [66][150/306] lr: 3e-05, eta: 9:28:39, time: 1.130, data_time: 1.152, memory: 70002, loss_reg: 0.0441, loss_cls: 0.0042, loss_sal: 0.2175, loss_video_cal: 0.1913, loss_layer_cal: 0.0042, loss: 0.4613, scale: 524288.0000 +[2024-04-15 04:16:36 INFO]: Epoch [66][200/306] lr: 3e-05, eta: 9:25:38, time: 1.245, data_time: 1.268, memory: 70002, loss_reg: 0.0469, loss_cls: 0.0043, loss_sal: 0.2203, loss_video_cal: 0.1923, loss_layer_cal: 0.0043, loss: 0.4681, scale: 524288.0000 +[2024-04-15 04:18:37 INFO]: Epoch [66][250/306] lr: 3e-05, eta: 9:22:36, time: 1.214, data_time: 1.210, memory: 70002, loss_reg: 0.0450, loss_cls: 0.0042, loss_sal: 0.2209, loss_video_cal: 0.1860, loss_layer_cal: 0.0040, loss: 0.4602, scale: 524288.0000 +[2024-04-15 04:20:48 INFO]: Epoch [66][300/306] lr: 3e-05, eta: 9:19:39, time: 1.294, data_time: 1.322, memory: 70002, loss_reg: 0.0465, loss_cls: 0.0042, loss_sal: 0.2177, loss_video_cal: 0.1905, loss_layer_cal: 0.0042, loss: 0.4632, scale: 524288.0000 +[2024-04-15 04:21:01 INFO]: Epoch [66][306/306] lr: 3e-05, eta: 9:19:16, time: 1.121, data_time: 1.097, memory: 70002, loss_reg: 0.0368, loss_cls: 0.0038, loss_sal: 0.1970, loss_video_cal: 0.1912, loss_layer_cal: 0.0037, loss: 0.4325, scale: 524288.0000 +[2024-04-15 04:21:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_66.pth... +[2024-04-15 04:21:02 INFO]: Validating... +[2024-04-15 04:24:37 INFO]: Epoch (val) [66][4001] loss_reg: 0.1279, loss_cls: 0.0117, loss_sal: 0.2110, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3511, MR-full-R1@0.3: 50.5100, MR-full-R1@0.5: 39.4700, MR-full-R1@0.7: 26.2900, MR-full-R5@0.3: 76.7800, MR-full-R5@0.5: 60.7300, MR-full-R5@0.7: 39.9200, MR-full-mAP: 27.1300, MR-full-mAP@0.5: 48.7800, MR-full-mAP@0.75: 26.0300, MR-full-mIoU: 36.7400, MR-long-mAP: 20.7300, MR-long-mIoU: 31.1000, MR-middle-mAP: 27.1800, MR-middle-mIoU: 38.2500, MR-short-mAP: 32.3100, MR-short-mIoU: 39.8800, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 04:26:47 INFO]: Epoch [67][50/306] lr: 3e-05, eta: 9:18:10, time: 1.239, data_time: 2.706, memory: 70002, loss_reg: 0.0439, loss_cls: 0.0042, loss_sal: 0.2172, loss_video_cal: 0.1903, loss_layer_cal: 0.0041, loss: 0.4598, scale: 524288.0000 +[2024-04-15 04:28:52 INFO]: Epoch [67][100/306] lr: 3e-05, eta: 9:15:09, time: 1.236, data_time: 1.267, memory: 70002, loss_reg: 0.0450, loss_cls: 0.0040, loss_sal: 0.2185, loss_video_cal: 0.1915, loss_layer_cal: 0.0042, loss: 0.4632, scale: 524288.0000 +[2024-04-15 04:30:51 INFO]: Epoch [67][150/306] lr: 3e-05, eta: 9:12:06, time: 1.178, data_time: 1.193, memory: 70002, loss_reg: 0.0429, loss_cls: 0.0043, loss_sal: 0.2126, loss_video_cal: 0.1892, loss_layer_cal: 0.0041, loss: 0.4531, scale: 524288.0000 +[2024-04-15 04:32:57 INFO]: Epoch [67][200/306] lr: 3e-05, eta: 9:09:07, time: 1.252, data_time: 1.273, memory: 70002, loss_reg: 0.0481, loss_cls: 0.0042, loss_sal: 0.2234, loss_video_cal: 0.1894, loss_layer_cal: 0.0041, loss: 0.4692, scale: 524288.0000 +[2024-04-15 04:35:04 INFO]: Epoch [67][250/306] lr: 3e-05, eta: 9:06:08, time: 1.263, data_time: 1.273, memory: 70002, loss_reg: 0.0456, loss_cls: 0.0041, loss_sal: 0.2216, loss_video_cal: 0.1865, loss_layer_cal: 0.0042, loss: 0.4619, scale: 524288.0000 +[2024-04-15 04:37:09 INFO]: Epoch [67][300/306] lr: 3e-05, eta: 9:03:09, time: 1.231, data_time: 1.277, memory: 70002, loss_reg: 0.0471, loss_cls: 0.0043, loss_sal: 0.2187, loss_video_cal: 0.1913, loss_layer_cal: 0.0042, loss: 0.4656, scale: 524288.0000 +[2024-04-15 04:37:23 INFO]: Epoch [67][306/306] lr: 3e-05, eta: 9:02:47, time: 1.189, data_time: 1.104, memory: 70002, loss_reg: 0.0471, loss_cls: 0.0038, loss_sal: 0.2151, loss_video_cal: 0.2005, loss_layer_cal: 0.0040, loss: 0.4706, scale: 524288.0000 +[2024-04-15 04:37:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_67.pth... +[2024-04-15 04:37:24 INFO]: Validating... +[2024-04-15 04:41:00 INFO]: Epoch (val) [67][4001] loss_reg: 0.1276, loss_cls: 0.0118, loss_sal: 0.2114, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3512, MR-full-R1@0.3: 50.7600, MR-full-R1@0.5: 39.5700, MR-full-R1@0.7: 25.8700, MR-full-R5@0.3: 76.6600, MR-full-R5@0.5: 61.3300, MR-full-R5@0.7: 40.4400, MR-full-mAP: 27.0800, MR-full-mAP@0.5: 48.9200, MR-full-mAP@0.75: 25.4800, MR-full-mIoU: 36.6900, MR-long-mAP: 20.8400, MR-long-mIoU: 31.4900, MR-middle-mAP: 26.9900, MR-middle-mIoU: 37.9200, MR-short-mAP: 32.2700, MR-short-mIoU: 39.7600, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 04:43:15 INFO]: Epoch [68][50/306] lr: 3e-05, eta: 9:01:39, time: 1.255, data_time: 2.805, memory: 70002, loss_reg: 0.0448, loss_cls: 0.0042, loss_sal: 0.2149, loss_video_cal: 0.1904, loss_layer_cal: 0.0044, loss: 0.4587, scale: 524288.0000 +[2024-04-15 04:45:18 INFO]: Epoch [68][100/306] lr: 3e-05, eta: 8:58:38, time: 1.204, data_time: 1.241, memory: 70002, loss_reg: 0.0430, loss_cls: 0.0040, loss_sal: 0.2172, loss_video_cal: 0.1913, loss_layer_cal: 0.0043, loss: 0.4597, scale: 524288.0000 +[2024-04-15 04:47:26 INFO]: Epoch [68][150/306] lr: 3e-05, eta: 8:55:41, time: 1.267, data_time: 1.304, memory: 70002, loss_reg: 0.0425, loss_cls: 0.0041, loss_sal: 0.2214, loss_video_cal: 0.1910, loss_layer_cal: 0.0044, loss: 0.4633, scale: 524288.0000 +[2024-04-15 04:49:36 INFO]: Epoch [68][200/306] lr: 3e-05, eta: 8:52:44, time: 1.299, data_time: 1.296, memory: 70002, loss_reg: 0.0474, loss_cls: 0.0041, loss_sal: 0.2187, loss_video_cal: 0.1883, loss_layer_cal: 0.0040, loss: 0.4626, scale: 524288.0000 +[2024-04-15 04:51:36 INFO]: Epoch [68][250/306] lr: 3e-05, eta: 8:49:43, time: 1.194, data_time: 1.211, memory: 70002, loss_reg: 0.0422, loss_cls: 0.0040, loss_sal: 0.2115, loss_video_cal: 0.1920, loss_layer_cal: 0.0041, loss: 0.4538, scale: 524288.0000 +[2024-04-15 04:53:39 INFO]: Epoch [68][300/306] lr: 3e-05, eta: 8:46:43, time: 1.215, data_time: 1.242, memory: 70002, loss_reg: 0.0490, loss_cls: 0.0044, loss_sal: 0.2205, loss_video_cal: 0.1893, loss_layer_cal: 0.0044, loss: 0.4676, scale: 524288.0000 +[2024-04-15 04:53:53 INFO]: Epoch [68][306/306] lr: 3e-05, eta: 8:46:21, time: 1.197, data_time: 1.068, memory: 70002, loss_reg: 0.0471, loss_cls: 0.0044, loss_sal: 0.2087, loss_video_cal: 0.1841, loss_layer_cal: 0.0042, loss: 0.4485, scale: 524288.0000 +[2024-04-15 04:53:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_68.pth... +[2024-04-15 04:53:54 INFO]: Validating... +[2024-04-15 04:57:30 INFO]: Epoch (val) [68][4001] loss_reg: 0.1283, loss_cls: 0.0120, loss_sal: 0.2128, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3535, MR-full-R1@0.3: 50.3400, MR-full-R1@0.5: 39.6200, MR-full-R1@0.7: 25.6900, MR-full-R5@0.3: 76.7600, MR-full-R5@0.5: 60.8600, MR-full-R5@0.7: 39.5200, MR-full-mAP: 26.9000, MR-full-mAP@0.5: 48.8100, MR-full-mAP@0.75: 25.2600, MR-full-mIoU: 36.4600, MR-long-mAP: 20.4100, MR-long-mIoU: 30.8800, MR-middle-mAP: 27.0500, MR-middle-mIoU: 37.7700, MR-short-mAP: 32.0500, MR-short-mIoU: 39.7500, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 04:59:43 INFO]: Epoch [69][50/306] lr: 3e-05, eta: 8:45:08, time: 1.245, data_time: 2.780, memory: 70002, loss_reg: 0.0444, loss_cls: 0.0041, loss_sal: 0.2187, loss_video_cal: 0.1894, loss_layer_cal: 0.0043, loss: 0.4609, scale: 524288.0000 +[2024-04-15 05:01:51 INFO]: Epoch [69][100/306] lr: 3e-05, eta: 8:42:11, time: 1.255, data_time: 1.307, memory: 70002, loss_reg: 0.0452, loss_cls: 0.0040, loss_sal: 0.2148, loss_video_cal: 0.1863, loss_layer_cal: 0.0041, loss: 0.4545, scale: 524288.0000 +[2024-04-15 05:03:59 INFO]: Epoch [69][150/306] lr: 3e-05, eta: 8:39:14, time: 1.241, data_time: 1.313, memory: 70002, loss_reg: 0.0466, loss_cls: 0.0042, loss_sal: 0.2208, loss_video_cal: 0.1894, loss_layer_cal: 0.0040, loss: 0.4650, scale: 524288.0000 +[2024-04-15 05:06:04 INFO]: Epoch [69][200/306] lr: 3e-05, eta: 8:36:15, time: 1.253, data_time: 1.239, memory: 70002, loss_reg: 0.0455, loss_cls: 0.0041, loss_sal: 0.2165, loss_video_cal: 0.1912, loss_layer_cal: 0.0043, loss: 0.4615, scale: 524288.0000 +[2024-04-15 05:08:03 INFO]: Epoch [69][250/306] lr: 3e-05, eta: 8:33:15, time: 1.185, data_time: 1.202, memory: 70002, loss_reg: 0.0417, loss_cls: 0.0042, loss_sal: 0.2167, loss_video_cal: 0.1926, loss_layer_cal: 0.0041, loss: 0.4593, scale: 524288.0000 +[2024-04-15 05:10:14 INFO]: Epoch [69][300/306] lr: 3e-05, eta: 8:30:20, time: 1.294, data_time: 1.329, memory: 70002, loss_reg: 0.0453, loss_cls: 0.0042, loss_sal: 0.2163, loss_video_cal: 0.1875, loss_layer_cal: 0.0040, loss: 0.4574, scale: 524288.0000 +[2024-04-15 05:10:30 INFO]: Epoch [69][306/306] lr: 3e-05, eta: 8:29:59, time: 1.322, data_time: 1.368, memory: 70002, loss_reg: 0.0509, loss_cls: 0.0046, loss_sal: 0.2381, loss_video_cal: 0.1982, loss_layer_cal: 0.0042, loss: 0.4960, scale: 524288.0000 +[2024-04-15 05:10:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_69.pth... +[2024-04-15 05:10:31 INFO]: Validating... +[2024-04-15 05:14:06 INFO]: Epoch (val) [69][4001] loss_reg: 0.1277, loss_cls: 0.0117, loss_sal: 0.2117, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3515, MR-full-R1@0.3: 50.0900, MR-full-R1@0.5: 39.3200, MR-full-R1@0.7: 25.7200, MR-full-R5@0.3: 76.8800, MR-full-R5@0.5: 61.4600, MR-full-R5@0.7: 40.3100, MR-full-mAP: 27.0300, MR-full-mAP@0.5: 48.9700, MR-full-mAP@0.75: 25.6900, MR-full-mIoU: 36.4100, MR-long-mAP: 21.0300, MR-long-mIoU: 31.5200, MR-middle-mAP: 27.1700, MR-middle-mIoU: 37.7600, MR-short-mAP: 31.8000, MR-short-mIoU: 39.1100, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.0600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 05:16:18 INFO]: Epoch [70][50/306] lr: 3e-05, eta: 8:28:41, time: 1.247, data_time: 2.753, memory: 70002, loss_reg: 0.0440, loss_cls: 0.0041, loss_sal: 0.2176, loss_video_cal: 0.1894, loss_layer_cal: 0.0041, loss: 0.4592, scale: 524288.0000 +[2024-04-15 05:18:22 INFO]: Epoch [70][100/306] lr: 3e-05, eta: 8:25:42, time: 1.229, data_time: 1.243, memory: 70002, loss_reg: 0.0478, loss_cls: 0.0040, loss_sal: 0.2172, loss_video_cal: 0.1936, loss_layer_cal: 0.0041, loss: 0.4668, scale: 524288.0000 +[2024-04-15 05:20:26 INFO]: Epoch [70][150/306] lr: 3e-05, eta: 8:22:44, time: 1.211, data_time: 1.263, memory: 70002, loss_reg: 0.0439, loss_cls: 0.0042, loss_sal: 0.2202, loss_video_cal: 0.1914, loss_layer_cal: 0.0042, loss: 0.4639, scale: 524288.0000 +[2024-04-15 05:22:35 INFO]: Epoch [70][200/306] lr: 3e-05, eta: 8:19:49, time: 1.297, data_time: 1.294, memory: 70002, loss_reg: 0.0418, loss_cls: 0.0041, loss_sal: 0.2133, loss_video_cal: 0.1921, loss_layer_cal: 0.0040, loss: 0.4552, scale: 524288.0000 +[2024-04-15 05:24:37 INFO]: Epoch [70][250/306] lr: 3e-05, eta: 8:16:50, time: 1.209, data_time: 1.220, memory: 70002, loss_reg: 0.0446, loss_cls: 0.0042, loss_sal: 0.2149, loss_video_cal: 0.1885, loss_layer_cal: 0.0042, loss: 0.4563, scale: 524288.0000 +[2024-04-15 05:26:48 INFO]: Epoch [70][300/306] lr: 3e-05, eta: 8:13:56, time: 1.297, data_time: 1.329, memory: 70002, loss_reg: 0.0457, loss_cls: 0.0041, loss_sal: 0.2197, loss_video_cal: 0.1904, loss_layer_cal: 0.0042, loss: 0.4641, scale: 524288.0000 +[2024-04-15 05:27:01 INFO]: Epoch [70][306/306] lr: 3e-05, eta: 8:13:33, time: 1.093, data_time: 1.028, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0042, loss_sal: 0.2051, loss_video_cal: 0.1873, loss_layer_cal: 0.0036, loss: 0.4451, scale: 524288.0000 +[2024-04-15 05:27:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_70.pth... +[2024-04-15 05:27:02 INFO]: Validating... +[2024-04-15 05:30:37 INFO]: Epoch (val) [70][4001] loss_reg: 0.1282, loss_cls: 0.0120, loss_sal: 0.2122, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3528, MR-full-R1@0.3: 50.9400, MR-full-R1@0.5: 40.1400, MR-full-R1@0.7: 26.1900, MR-full-R5@0.3: 76.2300, MR-full-R5@0.5: 61.4800, MR-full-R5@0.7: 40.2900, MR-full-mAP: 27.1100, MR-full-mAP@0.5: 49.3500, MR-full-mAP@0.75: 25.6500, MR-full-mIoU: 36.8600, MR-long-mAP: 20.9700, MR-long-mIoU: 31.4800, MR-middle-mAP: 27.2100, MR-middle-mIoU: 38.2300, MR-short-mAP: 32.0100, MR-short-mIoU: 39.9300, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 05:32:49 INFO]: Epoch [71][50/306] lr: 3e-05, eta: 8:12:12, time: 1.241, data_time: 2.762, memory: 70002, loss_reg: 0.0467, loss_cls: 0.0041, loss_sal: 0.2175, loss_video_cal: 0.1896, loss_layer_cal: 0.0043, loss: 0.4622, scale: 524288.0000 +[2024-04-15 05:34:59 INFO]: Epoch [71][100/306] lr: 3e-05, eta: 8:09:17, time: 1.277, data_time: 1.326, memory: 70002, loss_reg: 0.0431, loss_cls: 0.0041, loss_sal: 0.2189, loss_video_cal: 0.1945, loss_layer_cal: 0.0041, loss: 0.4648, scale: 524288.0000 +[2024-04-15 05:37:03 INFO]: Epoch [71][150/306] lr: 3e-05, eta: 8:06:19, time: 1.214, data_time: 1.251, memory: 70002, loss_reg: 0.0442, loss_cls: 0.0041, loss_sal: 0.2135, loss_video_cal: 0.1930, loss_layer_cal: 0.0041, loss: 0.4590, scale: 524288.0000 +[2024-04-15 05:39:09 INFO]: Epoch [71][200/306] lr: 3e-05, eta: 8:03:23, time: 1.255, data_time: 1.265, memory: 70002, loss_reg: 0.0426, loss_cls: 0.0041, loss_sal: 0.2156, loss_video_cal: 0.1902, loss_layer_cal: 0.0040, loss: 0.4565, scale: 524288.0000 +[2024-04-15 05:41:03 INFO]: Epoch [71][250/306] lr: 3e-05, eta: 8:00:22, time: 1.141, data_time: 1.149, memory: 70002, loss_reg: 0.0432, loss_cls: 0.0042, loss_sal: 0.2172, loss_video_cal: 0.1909, loss_layer_cal: 0.0043, loss: 0.4598, scale: 524288.0000 +[2024-04-15 05:43:10 INFO]: Epoch [71][300/306] lr: 3e-05, eta: 7:57:26, time: 1.251, data_time: 1.290, memory: 70002, loss_reg: 0.0477, loss_cls: 0.0042, loss_sal: 0.2189, loss_video_cal: 0.1858, loss_layer_cal: 0.0041, loss: 0.4606, scale: 524288.0000 +[2024-04-15 05:43:23 INFO]: Epoch [71][306/306] lr: 3e-05, eta: 7:57:04, time: 1.022, data_time: 1.144, memory: 70002, loss_reg: 0.0402, loss_cls: 0.0038, loss_sal: 0.2172, loss_video_cal: 0.2002, loss_layer_cal: 0.0041, loss: 0.4655, scale: 524288.0000 +[2024-04-15 05:43:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_71.pth... +[2024-04-15 05:43:24 INFO]: Validating... +[2024-04-15 05:46:59 INFO]: Epoch (val) [71][4001] loss_reg: 0.1279, loss_cls: 0.0119, loss_sal: 0.2117, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3518, MR-full-R1@0.3: 50.2400, MR-full-R1@0.5: 39.9400, MR-full-R1@0.7: 25.8900, MR-full-R5@0.3: 76.7100, MR-full-R5@0.5: 61.5600, MR-full-R5@0.7: 40.0900, MR-full-mAP: 27.1300, MR-full-mAP@0.5: 49.2300, MR-full-mAP@0.75: 25.9100, MR-full-mIoU: 36.6900, MR-long-mAP: 20.9900, MR-long-mIoU: 31.5200, MR-middle-mAP: 27.0900, MR-middle-mIoU: 37.3900, MR-short-mAP: 32.1800, MR-short-mIoU: 40.2400, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 05:49:14 INFO]: Epoch [72][50/306] lr: 3e-05, eta: 7:55:40, time: 1.248, data_time: 2.808, memory: 70002, loss_reg: 0.0489, loss_cls: 0.0042, loss_sal: 0.2192, loss_video_cal: 0.1897, loss_layer_cal: 0.0045, loss: 0.4665, scale: 524288.0000 +[2024-04-15 05:51:24 INFO]: Epoch [72][100/306] lr: 3e-05, eta: 7:52:45, time: 1.280, data_time: 1.308, memory: 70002, loss_reg: 0.0477, loss_cls: 0.0040, loss_sal: 0.2158, loss_video_cal: 0.1888, loss_layer_cal: 0.0044, loss: 0.4607, scale: 587202.5625 +[2024-04-15 05:53:28 INFO]: Epoch [72][150/306] lr: 3e-05, eta: 7:49:49, time: 1.223, data_time: 1.262, memory: 70002, loss_reg: 0.0405, loss_cls: 0.0042, loss_sal: 0.2151, loss_video_cal: 0.1948, loss_layer_cal: 0.0040, loss: 0.4585, scale: 1048576.0000 +[2024-04-15 05:55:27 INFO]: Epoch [72][200/306] lr: 3e-05, eta: 7:46:50, time: 1.185, data_time: 1.207, memory: 70002, loss_reg: 0.0419, loss_cls: 0.0042, loss_sal: 0.2181, loss_video_cal: 0.1887, loss_layer_cal: 0.0042, loss: 0.4570, scale: 566231.0625 +[2024-04-15 05:57:28 INFO]: Epoch [72][250/306] lr: 3e-05, eta: 7:43:53, time: 1.207, data_time: 1.212, memory: 70002, loss_reg: 0.0447, loss_cls: 0.0041, loss_sal: 0.2148, loss_video_cal: 0.1853, loss_layer_cal: 0.0042, loss: 0.4531, scale: 524288.0000 +[2024-04-15 05:59:31 INFO]: Epoch [72][300/306] lr: 3e-05, eta: 7:40:57, time: 1.216, data_time: 1.239, memory: 70002, loss_reg: 0.0417, loss_cls: 0.0042, loss_sal: 0.2184, loss_video_cal: 0.1883, loss_layer_cal: 0.0043, loss: 0.4569, scale: 524288.0000 +[2024-04-15 05:59:46 INFO]: Epoch [72][306/306] lr: 3e-05, eta: 7:40:36, time: 1.265, data_time: 1.280, memory: 70002, loss_reg: 0.0459, loss_cls: 0.0042, loss_sal: 0.2125, loss_video_cal: 0.1897, loss_layer_cal: 0.0041, loss: 0.4564, scale: 524288.0000 +[2024-04-15 05:59:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_72.pth... +[2024-04-15 05:59:48 INFO]: Validating... +[2024-04-15 06:03:22 INFO]: Epoch (val) [72][4001] loss_reg: 0.1289, loss_cls: 0.0118, loss_sal: 0.2113, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3524, MR-full-R1@0.3: 50.4100, MR-full-R1@0.5: 39.9900, MR-full-R1@0.7: 26.1700, MR-full-R5@0.3: 77.4300, MR-full-R5@0.5: 61.6300, MR-full-R5@0.7: 40.2900, MR-full-mAP: 27.2400, MR-full-mAP@0.5: 49.2200, MR-full-mAP@0.75: 26.1700, MR-full-mIoU: 36.8400, MR-long-mAP: 21.0700, MR-long-mIoU: 31.8200, MR-middle-mAP: 27.0500, MR-middle-mIoU: 37.9900, MR-short-mAP: 32.4500, MR-short-mIoU: 39.8000, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 06:05:26 INFO]: Epoch [73][50/306] lr: 3e-05, eta: 7:39:03, time: 1.167, data_time: 2.657, memory: 70002, loss_reg: 0.0414, loss_cls: 0.0042, loss_sal: 0.2140, loss_video_cal: 0.1876, loss_layer_cal: 0.0045, loss: 0.4517, scale: 524288.0000 +[2024-04-15 06:07:32 INFO]: Epoch [73][100/306] lr: 3e-05, eta: 7:36:08, time: 1.243, data_time: 1.285, memory: 70002, loss_reg: 0.0470, loss_cls: 0.0042, loss_sal: 0.2216, loss_video_cal: 0.1944, loss_layer_cal: 0.0042, loss: 0.4714, scale: 524288.0000 +[2024-04-15 06:09:38 INFO]: Epoch [73][150/306] lr: 3e-05, eta: 7:33:13, time: 1.247, data_time: 1.267, memory: 70002, loss_reg: 0.0448, loss_cls: 0.0040, loss_sal: 0.2174, loss_video_cal: 0.1940, loss_layer_cal: 0.0041, loss: 0.4643, scale: 524288.0000 +[2024-04-15 06:11:50 INFO]: Epoch [73][200/306] lr: 3e-05, eta: 7:30:20, time: 1.313, data_time: 1.328, memory: 70002, loss_reg: 0.0417, loss_cls: 0.0039, loss_sal: 0.2144, loss_video_cal: 0.1917, loss_layer_cal: 0.0041, loss: 0.4558, scale: 524288.0000 +[2024-04-15 06:13:48 INFO]: Epoch [73][250/306] lr: 3e-05, eta: 7:27:23, time: 1.174, data_time: 1.180, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0043, loss_sal: 0.2174, loss_video_cal: 0.1873, loss_layer_cal: 0.0042, loss: 0.4552, scale: 461373.4375 +[2024-04-15 06:15:52 INFO]: Epoch [73][300/306] lr: 3e-05, eta: 7:24:28, time: 1.224, data_time: 1.270, memory: 70002, loss_reg: 0.0458, loss_cls: 0.0041, loss_sal: 0.2141, loss_video_cal: 0.1894, loss_layer_cal: 0.0042, loss: 0.4575, scale: 262144.0000 +[2024-04-15 06:16:09 INFO]: Epoch [73][306/306] lr: 3e-05, eta: 7:24:07, time: 1.388, data_time: 1.331, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0032, loss_sal: 0.2109, loss_video_cal: 0.1812, loss_layer_cal: 0.0049, loss: 0.4451, scale: 262144.0000 +[2024-04-15 06:16:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_73.pth... +[2024-04-15 06:16:10 INFO]: Validating... +[2024-04-15 06:19:45 INFO]: Epoch (val) [73][4001] loss_reg: 0.1271, loss_cls: 0.0119, loss_sal: 0.2102, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3496, MR-full-R1@0.3: 50.1400, MR-full-R1@0.5: 39.8900, MR-full-R1@0.7: 25.4900, MR-full-R5@0.3: 77.1300, MR-full-R5@0.5: 61.8600, MR-full-R5@0.7: 39.9200, MR-full-mAP: 26.8600, MR-full-mAP@0.5: 49.1100, MR-full-mAP@0.75: 25.4000, MR-full-mIoU: 36.5000, MR-long-mAP: 20.6100, MR-long-mIoU: 31.0300, MR-middle-mAP: 26.7600, MR-middle-mIoU: 37.3300, MR-short-mAP: 32.0600, MR-short-mIoU: 40.1600, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3100, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 06:22:05 INFO]: Epoch [74][50/306] lr: 3e-05, eta: 7:22:37, time: 1.313, data_time: 2.845, memory: 70002, loss_reg: 0.0446, loss_cls: 0.0038, loss_sal: 0.2123, loss_video_cal: 0.1862, loss_layer_cal: 0.0041, loss: 0.4511, scale: 262144.0000 +[2024-04-15 06:24:12 INFO]: Epoch [74][100/306] lr: 3e-05, eta: 7:19:43, time: 1.240, data_time: 1.284, memory: 70002, loss_reg: 0.0428, loss_cls: 0.0040, loss_sal: 0.2164, loss_video_cal: 0.1917, loss_layer_cal: 0.0042, loss: 0.4591, scale: 262144.0000 +[2024-04-15 06:26:18 INFO]: Epoch [74][150/306] lr: 3e-05, eta: 7:16:49, time: 1.249, data_time: 1.285, memory: 70002, loss_reg: 0.0451, loss_cls: 0.0043, loss_sal: 0.2183, loss_video_cal: 0.1914, loss_layer_cal: 0.0041, loss: 0.4632, scale: 262144.0000 +[2024-04-15 06:28:21 INFO]: Epoch [74][200/306] lr: 3e-05, eta: 7:13:53, time: 1.236, data_time: 1.225, memory: 70002, loss_reg: 0.0410, loss_cls: 0.0040, loss_sal: 0.2151, loss_video_cal: 0.1872, loss_layer_cal: 0.0040, loss: 0.4514, scale: 262144.0000 +[2024-04-15 06:30:19 INFO]: Epoch [74][250/306] lr: 3e-05, eta: 7:10:56, time: 1.165, data_time: 1.185, memory: 70002, loss_reg: 0.0445, loss_cls: 0.0041, loss_sal: 0.2163, loss_video_cal: 0.1921, loss_layer_cal: 0.0038, loss: 0.4609, scale: 262144.0000 +[2024-04-15 06:32:26 INFO]: Epoch [74][300/306] lr: 3e-05, eta: 7:08:03, time: 1.258, data_time: 1.277, memory: 70002, loss_reg: 0.0462, loss_cls: 0.0040, loss_sal: 0.2203, loss_video_cal: 0.1905, loss_layer_cal: 0.0041, loss: 0.4651, scale: 262144.0000 +[2024-04-15 06:32:41 INFO]: Epoch [74][306/306] lr: 3e-05, eta: 7:07:42, time: 1.282, data_time: 1.289, memory: 70002, loss_reg: 0.0420, loss_cls: 0.0042, loss_sal: 0.2184, loss_video_cal: 0.1902, loss_layer_cal: 0.0043, loss: 0.4591, scale: 262144.0000 +[2024-04-15 06:32:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_74.pth... +[2024-04-15 06:32:42 INFO]: Validating... +[2024-04-15 06:36:17 INFO]: Epoch (val) [74][4001] loss_reg: 0.1285, loss_cls: 0.0121, loss_sal: 0.2101, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3510, MR-full-R1@0.3: 51.3900, MR-full-R1@0.5: 39.9900, MR-full-R1@0.7: 26.0200, MR-full-R5@0.3: 77.3100, MR-full-R5@0.5: 61.5100, MR-full-R5@0.7: 40.1600, MR-full-mAP: 27.2200, MR-full-mAP@0.5: 49.1900, MR-full-mAP@0.75: 26.2200, MR-full-mIoU: 37.0900, MR-long-mAP: 21.5400, MR-long-mIoU: 32.2600, MR-middle-mAP: 26.6300, MR-middle-mIoU: 38.1400, MR-short-mAP: 32.4100, MR-short-mIoU: 40.0000, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.1700, best_MR-full-R1@0.3: 51.3900, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 06:38:29 INFO]: Epoch [75][50/306] lr: 3e-05, eta: 7:06:06, time: 1.255, data_time: 2.743, memory: 70002, loss_reg: 0.0408, loss_cls: 0.0041, loss_sal: 0.2149, loss_video_cal: 0.1912, loss_layer_cal: 0.0041, loss: 0.4551, scale: 262144.0000 +[2024-04-15 06:40:31 INFO]: Epoch [75][100/306] lr: 3e-05, eta: 7:03:10, time: 1.195, data_time: 1.231, memory: 70002, loss_reg: 0.0437, loss_cls: 0.0041, loss_sal: 0.2151, loss_video_cal: 0.1870, loss_layer_cal: 0.0042, loss: 0.4542, scale: 262144.0000 +[2024-04-15 06:42:42 INFO]: Epoch [75][150/306] lr: 3e-05, eta: 7:00:18, time: 1.309, data_time: 1.318, memory: 70002, loss_reg: 0.0462, loss_cls: 0.0039, loss_sal: 0.2157, loss_video_cal: 0.1902, loss_layer_cal: 0.0044, loss: 0.4604, scale: 262144.0000 +[2024-04-15 06:44:42 INFO]: Epoch [75][200/306] lr: 3e-05, eta: 6:57:23, time: 1.201, data_time: 1.203, memory: 70002, loss_reg: 0.0430, loss_cls: 0.0042, loss_sal: 0.2143, loss_video_cal: 0.1880, loss_layer_cal: 0.0041, loss: 0.4537, scale: 262144.0000 +[2024-04-15 06:46:49 INFO]: Epoch [75][250/306] lr: 3e-05, eta: 6:54:30, time: 1.239, data_time: 1.293, memory: 70002, loss_reg: 0.0428, loss_cls: 0.0041, loss_sal: 0.2188, loss_video_cal: 0.1894, loss_layer_cal: 0.0043, loss: 0.4594, scale: 262144.0000 +[2024-04-15 06:48:56 INFO]: Epoch [75][300/306] lr: 3e-05, eta: 6:51:37, time: 1.263, data_time: 1.287, memory: 70002, loss_reg: 0.0458, loss_cls: 0.0040, loss_sal: 0.2190, loss_video_cal: 0.1897, loss_layer_cal: 0.0041, loss: 0.4626, scale: 262144.0000 +[2024-04-15 06:49:11 INFO]: Epoch [75][306/306] lr: 3e-05, eta: 6:51:16, time: 1.237, data_time: 1.256, memory: 70002, loss_reg: 0.0412, loss_cls: 0.0044, loss_sal: 0.2149, loss_video_cal: 0.1856, loss_layer_cal: 0.0039, loss: 0.4499, scale: 262144.0000 +[2024-04-15 06:49:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_75.pth... +[2024-04-15 06:49:12 INFO]: Validating... +[2024-04-15 06:52:48 INFO]: Epoch (val) [75][4001] loss_reg: 0.1285, loss_cls: 0.0120, loss_sal: 0.2109, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3517, MR-full-R1@0.3: 51.4600, MR-full-R1@0.5: 39.9700, MR-full-R1@0.7: 26.0400, MR-full-R5@0.3: 77.0800, MR-full-R5@0.5: 61.0100, MR-full-R5@0.7: 39.3900, MR-full-mAP: 27.2600, MR-full-mAP@0.5: 49.0300, MR-full-mAP@0.75: 26.1500, MR-full-mIoU: 37.2700, MR-long-mAP: 20.6900, MR-long-mIoU: 31.3800, MR-middle-mAP: 26.9600, MR-middle-mIoU: 37.9400, MR-short-mAP: 32.9100, MR-short-mIoU: 41.4200, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 06:54:57 INFO]: Epoch [76][50/306] lr: 3e-05, eta: 6:49:36, time: 1.176, data_time: 2.774, memory: 70002, loss_reg: 0.0446, loss_cls: 0.0042, loss_sal: 0.2149, loss_video_cal: 0.1928, loss_layer_cal: 0.0043, loss: 0.4607, scale: 262144.0000 +[2024-04-15 06:57:01 INFO]: Epoch [76][100/306] lr: 3e-05, eta: 6:46:42, time: 1.223, data_time: 1.255, memory: 70002, loss_reg: 0.0442, loss_cls: 0.0044, loss_sal: 0.2191, loss_video_cal: 0.1893, loss_layer_cal: 0.0043, loss: 0.4612, scale: 262144.0000 +[2024-04-15 06:59:07 INFO]: Epoch [76][150/306] lr: 3e-05, eta: 6:43:49, time: 1.251, data_time: 1.279, memory: 70002, loss_reg: 0.0419, loss_cls: 0.0040, loss_sal: 0.2179, loss_video_cal: 0.1921, loss_layer_cal: 0.0041, loss: 0.4599, scale: 262144.0000 +[2024-04-15 07:01:16 INFO]: Epoch [76][200/306] lr: 3e-05, eta: 6:40:57, time: 1.283, data_time: 1.292, memory: 70002, loss_reg: 0.0425, loss_cls: 0.0039, loss_sal: 0.2168, loss_video_cal: 0.1873, loss_layer_cal: 0.0040, loss: 0.4545, scale: 262144.0000 +[2024-04-15 07:03:11 INFO]: Epoch [76][250/306] lr: 3e-05, eta: 6:38:00, time: 1.139, data_time: 1.162, memory: 70002, loss_reg: 0.0423, loss_cls: 0.0041, loss_sal: 0.2117, loss_video_cal: 0.1849, loss_layer_cal: 0.0041, loss: 0.4472, scale: 262144.0000 +[2024-04-15 07:05:24 INFO]: Epoch [76][300/306] lr: 3e-05, eta: 6:35:10, time: 1.313, data_time: 1.350, memory: 70002, loss_reg: 0.0436, loss_cls: 0.0038, loss_sal: 0.2185, loss_video_cal: 0.1898, loss_layer_cal: 0.0041, loss: 0.4598, scale: 262144.0000 +[2024-04-15 07:05:41 INFO]: Epoch [76][306/306] lr: 3e-05, eta: 6:34:50, time: 1.349, data_time: 1.488, memory: 70002, loss_reg: 0.0638, loss_cls: 0.0037, loss_sal: 0.2067, loss_video_cal: 0.1800, loss_layer_cal: 0.0042, loss: 0.4584, scale: 262144.0000 +[2024-04-15 07:05:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_76.pth... +[2024-04-15 07:05:42 INFO]: Validating... +[2024-04-15 07:09:17 INFO]: Epoch (val) [76][4001] loss_reg: 0.1281, loss_cls: 0.0121, loss_sal: 0.2109, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3515, MR-full-R1@0.3: 50.2900, MR-full-R1@0.5: 39.4200, MR-full-R1@0.7: 25.6700, MR-full-R5@0.3: 76.9800, MR-full-R5@0.5: 61.5600, MR-full-R5@0.7: 40.0400, MR-full-mAP: 27.1900, MR-full-mAP@0.5: 48.9700, MR-full-mAP@0.75: 26.0800, MR-full-mIoU: 36.7900, MR-long-mAP: 21.2100, MR-long-mIoU: 31.6200, MR-middle-mAP: 26.9900, MR-middle-mIoU: 37.9100, MR-short-mAP: 32.2500, MR-short-mIoU: 39.9200, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 07:11:29 INFO]: Epoch [77][50/306] lr: 3e-05, eta: 6:33:07, time: 1.229, data_time: 2.768, memory: 70002, loss_reg: 0.0441, loss_cls: 0.0040, loss_sal: 0.2154, loss_video_cal: 0.1897, loss_layer_cal: 0.0043, loss: 0.4575, scale: 262144.0000 +[2024-04-15 07:13:38 INFO]: Epoch [77][100/306] lr: 3e-05, eta: 6:30:15, time: 1.283, data_time: 1.286, memory: 70002, loss_reg: 0.0444, loss_cls: 0.0040, loss_sal: 0.2161, loss_video_cal: 0.1909, loss_layer_cal: 0.0045, loss: 0.4599, scale: 262144.0000 +[2024-04-15 07:15:39 INFO]: Epoch [77][150/306] lr: 3e-05, eta: 6:27:21, time: 1.198, data_time: 1.223, memory: 70002, loss_reg: 0.0426, loss_cls: 0.0042, loss_sal: 0.2182, loss_video_cal: 0.1868, loss_layer_cal: 0.0044, loss: 0.4562, scale: 262144.0000 +[2024-04-15 07:17:45 INFO]: Epoch [77][200/306] lr: 3e-05, eta: 6:24:29, time: 1.260, data_time: 1.264, memory: 70002, loss_reg: 0.0416, loss_cls: 0.0039, loss_sal: 0.2189, loss_video_cal: 0.1919, loss_layer_cal: 0.0039, loss: 0.4601, scale: 262144.0000 +[2024-04-15 07:19:56 INFO]: Epoch [77][250/306] lr: 3e-05, eta: 6:21:38, time: 1.304, data_time: 1.328, memory: 70002, loss_reg: 0.0433, loss_cls: 0.0041, loss_sal: 0.2156, loss_video_cal: 0.1896, loss_layer_cal: 0.0041, loss: 0.4567, scale: 262144.0000 +[2024-04-15 07:21:56 INFO]: Epoch [77][300/306] lr: 3e-05, eta: 6:18:44, time: 1.187, data_time: 1.209, memory: 70002, loss_reg: 0.0450, loss_cls: 0.0041, loss_sal: 0.2181, loss_video_cal: 0.1866, loss_layer_cal: 0.0043, loss: 0.4582, scale: 262144.0000 +[2024-04-15 07:22:13 INFO]: Epoch [77][306/306] lr: 3e-05, eta: 6:18:24, time: 1.371, data_time: 1.367, memory: 70002, loss_reg: 0.0505, loss_cls: 0.0041, loss_sal: 0.2136, loss_video_cal: 0.1897, loss_layer_cal: 0.0037, loss: 0.4616, scale: 262144.0000 +[2024-04-15 07:22:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_77.pth... +[2024-04-15 07:22:14 INFO]: Validating... +[2024-04-15 07:25:49 INFO]: Epoch (val) [77][4001] loss_reg: 0.1271, loss_cls: 0.0121, loss_sal: 0.2099, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3494, MR-full-R1@0.3: 50.7600, MR-full-R1@0.5: 39.9400, MR-full-R1@0.7: 25.9400, MR-full-R5@0.3: 76.8300, MR-full-R5@0.5: 62.1100, MR-full-R5@0.7: 40.3400, MR-full-mAP: 27.3600, MR-full-mAP@0.5: 49.3500, MR-full-mAP@0.75: 26.1100, MR-full-mIoU: 36.9900, MR-long-mAP: 20.8600, MR-long-mIoU: 31.6200, MR-middle-mAP: 27.3400, MR-middle-mIoU: 37.9200, MR-short-mAP: 32.6700, MR-short-mIoU: 40.4800, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 07:28:04 INFO]: Epoch [78][50/306] lr: 3e-05, eta: 6:16:39, time: 1.252, data_time: 2.793, memory: 70002, loss_reg: 0.0443, loss_cls: 0.0039, loss_sal: 0.2158, loss_video_cal: 0.1887, loss_layer_cal: 0.0043, loss: 0.4570, scale: 262144.0000 +[2024-04-15 07:30:14 INFO]: Epoch [78][100/306] lr: 3e-05, eta: 6:13:48, time: 1.287, data_time: 1.320, memory: 70002, loss_reg: 0.0420, loss_cls: 0.0040, loss_sal: 0.2168, loss_video_cal: 0.1899, loss_layer_cal: 0.0042, loss: 0.4569, scale: 262144.0000 +[2024-04-15 07:32:25 INFO]: Epoch [78][150/306] lr: 3e-05, eta: 6:10:58, time: 1.299, data_time: 1.320, memory: 70002, loss_reg: 0.0422, loss_cls: 0.0039, loss_sal: 0.2141, loss_video_cal: 0.1902, loss_layer_cal: 0.0040, loss: 0.4544, scale: 262144.0000 +[2024-04-15 07:34:22 INFO]: Epoch [78][200/306] lr: 3e-05, eta: 6:08:03, time: 1.166, data_time: 1.159, memory: 70002, loss_reg: 0.0439, loss_cls: 0.0043, loss_sal: 0.2131, loss_video_cal: 0.1875, loss_layer_cal: 0.0040, loss: 0.4528, scale: 262144.0000 +[2024-04-15 07:36:28 INFO]: Epoch [78][250/306] lr: 3e-05, eta: 6:05:12, time: 1.254, data_time: 1.278, memory: 70002, loss_reg: 0.0450, loss_cls: 0.0041, loss_sal: 0.2181, loss_video_cal: 0.1910, loss_layer_cal: 0.0043, loss: 0.4626, scale: 262144.0000 +[2024-04-15 07:38:28 INFO]: Epoch [78][300/306] lr: 3e-05, eta: 6:02:18, time: 1.180, data_time: 1.209, memory: 70002, loss_reg: 0.0431, loss_cls: 0.0042, loss_sal: 0.2149, loss_video_cal: 0.1908, loss_layer_cal: 0.0041, loss: 0.4571, scale: 262144.0000 +[2024-04-15 07:38:40 INFO]: Epoch [78][306/306] lr: 3e-05, eta: 6:01:57, time: 0.995, data_time: 1.006, memory: 70002, loss_reg: 0.0466, loss_cls: 0.0038, loss_sal: 0.1898, loss_video_cal: 0.1822, loss_layer_cal: 0.0043, loss: 0.4266, scale: 262144.0000 +[2024-04-15 07:38:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_78.pth... +[2024-04-15 07:38:41 INFO]: Validating... +[2024-04-15 07:42:15 INFO]: Epoch (val) [78][4001] loss_reg: 0.1281, loss_cls: 0.0121, loss_sal: 0.2102, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3507, MR-full-R1@0.3: 50.8400, MR-full-R1@0.5: 39.7700, MR-full-R1@0.7: 25.3700, MR-full-R5@0.3: 76.5800, MR-full-R5@0.5: 61.3800, MR-full-R5@0.7: 39.2700, MR-full-mAP: 26.8400, MR-full-mAP@0.5: 49.0100, MR-full-mAP@0.75: 25.3900, MR-full-mIoU: 36.7800, MR-long-mAP: 20.3600, MR-long-mIoU: 31.0400, MR-middle-mAP: 26.7700, MR-middle-mIoU: 37.9400, MR-short-mAP: 32.2100, MR-short-mIoU: 40.3500, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.1400, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 07:44:26 INFO]: Epoch [79][50/306] lr: 3e-05, eta: 6:00:07, time: 1.227, data_time: 2.728, memory: 70002, loss_reg: 0.0424, loss_cls: 0.0041, loss_sal: 0.2145, loss_video_cal: 0.1871, loss_layer_cal: 0.0041, loss: 0.4522, scale: 262144.0000 +[2024-04-15 07:46:26 INFO]: Epoch [79][100/306] lr: 3e-05, eta: 5:57:14, time: 1.168, data_time: 1.232, memory: 70002, loss_reg: 0.0446, loss_cls: 0.0040, loss_sal: 0.2143, loss_video_cal: 0.1947, loss_layer_cal: 0.0041, loss: 0.4617, scale: 262144.0000 +[2024-04-15 07:48:28 INFO]: Epoch [79][150/306] lr: 3e-05, eta: 5:54:22, time: 1.225, data_time: 1.219, memory: 70002, loss_reg: 0.0443, loss_cls: 0.0040, loss_sal: 0.2189, loss_video_cal: 0.1921, loss_layer_cal: 0.0043, loss: 0.4635, scale: 262144.0000 +[2024-04-15 07:50:35 INFO]: Epoch [79][200/306] lr: 3e-05, eta: 5:51:31, time: 1.274, data_time: 1.271, memory: 70002, loss_reg: 0.0445, loss_cls: 0.0039, loss_sal: 0.2156, loss_video_cal: 0.1878, loss_layer_cal: 0.0042, loss: 0.4560, scale: 262144.0000 +[2024-04-15 07:52:40 INFO]: Epoch [79][250/306] lr: 3e-05, eta: 5:48:39, time: 1.230, data_time: 1.259, memory: 70002, loss_reg: 0.0439, loss_cls: 0.0041, loss_sal: 0.2159, loss_video_cal: 0.1851, loss_layer_cal: 0.0041, loss: 0.4532, scale: 262144.0000 +[2024-04-15 07:54:47 INFO]: Epoch [79][300/306] lr: 3e-05, eta: 5:45:49, time: 1.256, data_time: 1.284, memory: 70002, loss_reg: 0.0428, loss_cls: 0.0039, loss_sal: 0.2180, loss_video_cal: 0.1894, loss_layer_cal: 0.0042, loss: 0.4583, scale: 262144.0000 +[2024-04-15 07:54:59 INFO]: Epoch [79][306/306] lr: 3e-05, eta: 5:45:28, time: 0.983, data_time: 1.096, memory: 70002, loss_reg: 0.0384, loss_cls: 0.0046, loss_sal: 0.2158, loss_video_cal: 0.1930, loss_layer_cal: 0.0041, loss: 0.4559, scale: 262144.0000 +[2024-04-15 07:54:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_79.pth... +[2024-04-15 07:55:00 INFO]: Validating... +[2024-04-15 07:58:35 INFO]: Epoch (val) [79][4001] loss_reg: 0.1278, loss_cls: 0.0120, loss_sal: 0.2092, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3494, MR-full-R1@0.3: 51.0100, MR-full-R1@0.5: 40.2900, MR-full-R1@0.7: 25.8200, MR-full-R5@0.3: 76.7600, MR-full-R5@0.5: 61.6800, MR-full-R5@0.7: 39.3400, MR-full-mAP: 27.2100, MR-full-mAP@0.5: 49.4100, MR-full-mAP@0.75: 25.3800, MR-full-mIoU: 37.1600, MR-long-mAP: 20.9100, MR-long-mIoU: 32.0800, MR-middle-mAP: 27.0500, MR-middle-mIoU: 38.1600, MR-short-mAP: 32.4900, MR-short-mIoU: 40.3300, best_MR-full-mAP: 27.3700, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.2900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 08:00:45 INFO]: Epoch [80][50/306] lr: 3e-05, eta: 5:43:35, time: 1.206, data_time: 2.743, memory: 70002, loss_reg: 0.0459, loss_cls: 0.0040, loss_sal: 0.2170, loss_video_cal: 0.1889, loss_layer_cal: 0.0044, loss: 0.4602, scale: 262144.0000 +[2024-04-15 08:02:48 INFO]: Epoch [80][100/306] lr: 3e-05, eta: 5:40:43, time: 1.220, data_time: 1.252, memory: 70002, loss_reg: 0.0440, loss_cls: 0.0039, loss_sal: 0.2144, loss_video_cal: 0.1904, loss_layer_cal: 0.0041, loss: 0.4569, scale: 283115.5312 +[2024-04-15 08:04:58 INFO]: Epoch [80][150/306] lr: 3e-05, eta: 5:37:53, time: 1.284, data_time: 1.302, memory: 70002, loss_reg: 0.0420, loss_cls: 0.0040, loss_sal: 0.2167, loss_video_cal: 0.1894, loss_layer_cal: 0.0041, loss: 0.4561, scale: 524288.0000 +[2024-04-15 08:07:02 INFO]: Epoch [80][200/306] lr: 3e-05, eta: 5:35:03, time: 1.242, data_time: 1.255, memory: 70002, loss_reg: 0.0440, loss_cls: 0.0041, loss_sal: 0.2137, loss_video_cal: 0.1859, loss_layer_cal: 0.0042, loss: 0.4519, scale: 524288.0000 +[2024-04-15 08:09:06 INFO]: Epoch [80][250/306] lr: 3e-05, eta: 5:32:12, time: 1.238, data_time: 1.241, memory: 70002, loss_reg: 0.0401, loss_cls: 0.0041, loss_sal: 0.2140, loss_video_cal: 0.1876, loss_layer_cal: 0.0042, loss: 0.4501, scale: 524288.0000 +[2024-04-15 08:11:20 INFO]: Epoch [80][300/306] lr: 3e-05, eta: 5:29:23, time: 1.308, data_time: 1.363, memory: 70002, loss_reg: 0.0428, loss_cls: 0.0040, loss_sal: 0.2153, loss_video_cal: 0.1884, loss_layer_cal: 0.0042, loss: 0.4548, scale: 524288.0000 +[2024-04-15 08:11:36 INFO]: Epoch [80][306/306] lr: 3e-05, eta: 5:29:03, time: 1.320, data_time: 1.342, memory: 70002, loss_reg: 0.0431, loss_cls: 0.0044, loss_sal: 0.2288, loss_video_cal: 0.1908, loss_layer_cal: 0.0041, loss: 0.4712, scale: 524288.0000 +[2024-04-15 08:11:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_80.pth... +[2024-04-15 08:11:37 INFO]: Validating... +[2024-04-15 08:15:12 INFO]: Epoch (val) [80][4001] loss_reg: 0.1275, loss_cls: 0.0121, loss_sal: 0.2116, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3516, MR-full-R1@0.3: 50.7100, MR-full-R1@0.5: 40.1100, MR-full-R1@0.7: 26.0700, MR-full-R5@0.3: 76.7800, MR-full-R5@0.5: 61.9300, MR-full-R5@0.7: 40.0100, MR-full-mAP: 27.4000, MR-full-mAP@0.5: 49.4100, MR-full-mAP@0.75: 25.7800, MR-full-mIoU: 36.9600, MR-long-mAP: 21.1200, MR-long-mIoU: 31.4000, MR-middle-mAP: 27.3500, MR-middle-mIoU: 38.4000, MR-short-mAP: 32.5800, MR-short-mIoU: 40.1100, best_MR-full-mAP: 27.4000, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.2900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 08:17:23 INFO]: Epoch [81][50/306] lr: 3e-05, eta: 5:27:08, time: 1.226, data_time: 2.738, memory: 70002, loss_reg: 0.0416, loss_cls: 0.0039, loss_sal: 0.2163, loss_video_cal: 0.1914, loss_layer_cal: 0.0040, loss: 0.4571, scale: 524288.0000 +[2024-04-15 08:19:24 INFO]: Epoch [81][100/306] lr: 3e-05, eta: 5:24:16, time: 1.195, data_time: 1.226, memory: 70002, loss_reg: 0.0419, loss_cls: 0.0042, loss_sal: 0.2111, loss_video_cal: 0.1923, loss_layer_cal: 0.0042, loss: 0.4537, scale: 524288.0000 +[2024-04-15 08:21:33 INFO]: Epoch [81][150/306] lr: 3e-05, eta: 5:21:27, time: 1.288, data_time: 1.301, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0040, loss_sal: 0.2154, loss_video_cal: 0.1888, loss_layer_cal: 0.0042, loss: 0.4574, scale: 524288.0000 +[2024-04-15 08:23:35 INFO]: Epoch [81][200/306] lr: 3e-05, eta: 5:18:36, time: 1.217, data_time: 1.217, memory: 70002, loss_reg: 0.0436, loss_cls: 0.0040, loss_sal: 0.2148, loss_video_cal: 0.1911, loss_layer_cal: 0.0040, loss: 0.4574, scale: 524288.0000 +[2024-04-15 08:25:41 INFO]: Epoch [81][250/306] lr: 3e-05, eta: 5:15:46, time: 1.236, data_time: 1.294, memory: 70002, loss_reg: 0.0465, loss_cls: 0.0040, loss_sal: 0.2164, loss_video_cal: 0.1884, loss_layer_cal: 0.0045, loss: 0.4599, scale: 524288.0000 +[2024-04-15 08:27:52 INFO]: Epoch [81][300/306] lr: 3e-05, eta: 5:12:57, time: 1.295, data_time: 1.309, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0039, loss_sal: 0.2161, loss_video_cal: 0.1895, loss_layer_cal: 0.0044, loss: 0.4546, scale: 524288.0000 +[2024-04-15 08:28:05 INFO]: Epoch [81][306/306] lr: 3e-05, eta: 5:12:36, time: 1.115, data_time: 1.073, memory: 70002, loss_reg: 0.0425, loss_cls: 0.0046, loss_sal: 0.2193, loss_video_cal: 0.1857, loss_layer_cal: 0.0047, loss: 0.4569, scale: 524288.0000 +[2024-04-15 08:28:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_81.pth... +[2024-04-15 08:28:06 INFO]: Validating... +[2024-04-15 08:31:42 INFO]: Epoch (val) [81][4001] loss_reg: 0.1292, loss_cls: 0.0121, loss_sal: 0.2108, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3525, MR-full-R1@0.3: 50.7900, MR-full-R1@0.5: 39.6900, MR-full-R1@0.7: 26.1200, MR-full-R5@0.3: 76.9600, MR-full-R5@0.5: 61.5600, MR-full-R5@0.7: 39.8700, MR-full-mAP: 27.1800, MR-full-mAP@0.5: 48.9600, MR-full-mAP@0.75: 26.2100, MR-full-mIoU: 36.9700, MR-long-mAP: 21.2000, MR-long-mIoU: 31.7500, MR-middle-mAP: 26.8500, MR-middle-mIoU: 38.4500, MR-short-mAP: 32.3900, MR-short-mIoU: 39.8000, best_MR-full-mAP: 27.4000, best_MR-full-mIoU: 37.2700, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.2900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 08:33:50 INFO]: Epoch [82][50/306] lr: 3e-05, eta: 5:10:38, time: 1.188, data_time: 2.738, memory: 70002, loss_reg: 0.0417, loss_cls: 0.0040, loss_sal: 0.2157, loss_video_cal: 0.1891, loss_layer_cal: 0.0042, loss: 0.4547, scale: 524288.0000 +[2024-04-15 08:35:58 INFO]: Epoch [82][100/306] lr: 3e-05, eta: 5:07:48, time: 1.253, data_time: 1.310, memory: 70002, loss_reg: 0.0433, loss_cls: 0.0040, loss_sal: 0.2151, loss_video_cal: 0.1928, loss_layer_cal: 0.0040, loss: 0.4593, scale: 524288.0000 +[2024-04-15 08:38:13 INFO]: Epoch [82][150/306] lr: 3e-05, eta: 5:05:01, time: 1.345, data_time: 1.354, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0039, loss_sal: 0.2109, loss_video_cal: 0.1870, loss_layer_cal: 0.0043, loss: 0.4482, scale: 524288.0000 +[2024-04-15 08:40:21 INFO]: Epoch [82][200/306] lr: 3e-05, eta: 5:02:12, time: 1.282, data_time: 1.278, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0038, loss_sal: 0.2154, loss_video_cal: 0.1856, loss_layer_cal: 0.0044, loss: 0.4502, scale: 524288.0000 +[2024-04-15 08:42:31 INFO]: Epoch [82][250/306] lr: 3e-05, eta: 4:59:23, time: 1.271, data_time: 1.316, memory: 70002, loss_reg: 0.0440, loss_cls: 0.0039, loss_sal: 0.2124, loss_video_cal: 0.1862, loss_layer_cal: 0.0042, loss: 0.4507, scale: 524288.0000 +[2024-04-15 08:44:37 INFO]: Epoch [82][300/306] lr: 3e-05, eta: 4:56:34, time: 1.262, data_time: 1.276, memory: 70002, loss_reg: 0.0455, loss_cls: 0.0041, loss_sal: 0.2202, loss_video_cal: 0.1916, loss_layer_cal: 0.0043, loss: 0.4657, scale: 524288.0000 +[2024-04-15 08:44:53 INFO]: Epoch [82][306/306] lr: 3e-05, eta: 4:56:14, time: 1.231, data_time: 1.334, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0039, loss_sal: 0.2087, loss_video_cal: 0.1862, loss_layer_cal: 0.0041, loss: 0.4449, scale: 524288.0000 +[2024-04-15 08:44:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_82.pth... +[2024-04-15 08:44:53 INFO]: Validating... +[2024-04-15 08:48:35 INFO]: Epoch (val) [82][4001] loss_reg: 0.1272, loss_cls: 0.0120, loss_sal: 0.2112, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3508, MR-full-R1@0.3: 51.1900, MR-full-R1@0.5: 40.3900, MR-full-R1@0.7: 26.2900, MR-full-R5@0.3: 77.0800, MR-full-R5@0.5: 62.2300, MR-full-R5@0.7: 39.9700, MR-full-mAP: 27.4900, MR-full-mAP@0.5: 49.6900, MR-full-mAP@0.75: 26.2100, MR-full-mIoU: 37.3100, MR-long-mAP: 20.7000, MR-long-mIoU: 31.2700, MR-middle-mAP: 27.5500, MR-middle-mIoU: 38.9700, MR-short-mAP: 32.9700, MR-short-mIoU: 40.6200, best_MR-full-mAP: 27.4900, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.3900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 08:50:39 INFO]: Epoch [83][50/306] lr: 3e-05, eta: 4:54:13, time: 1.172, data_time: 2.671, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0040, loss_sal: 0.2120, loss_video_cal: 0.1910, loss_layer_cal: 0.0042, loss: 0.4521, scale: 524288.0000 +[2024-04-15 08:52:43 INFO]: Epoch [83][100/306] lr: 3e-05, eta: 4:51:23, time: 1.215, data_time: 1.267, memory: 70002, loss_reg: 0.0412, loss_cls: 0.0042, loss_sal: 0.2160, loss_video_cal: 0.1908, loss_layer_cal: 0.0041, loss: 0.4562, scale: 524288.0000 +[2024-04-15 08:54:54 INFO]: Epoch [83][150/306] lr: 3e-05, eta: 4:48:34, time: 1.305, data_time: 1.297, memory: 70002, loss_reg: 0.0472, loss_cls: 0.0038, loss_sal: 0.2139, loss_video_cal: 0.1837, loss_layer_cal: 0.0040, loss: 0.4525, scale: 524288.0000 +[2024-04-15 08:56:55 INFO]: Epoch [83][200/306] lr: 3e-05, eta: 4:45:44, time: 1.207, data_time: 1.221, memory: 70002, loss_reg: 0.0423, loss_cls: 0.0039, loss_sal: 0.2128, loss_video_cal: 0.1882, loss_layer_cal: 0.0039, loss: 0.4511, scale: 524288.0000 +[2024-04-15 08:59:08 INFO]: Epoch [83][250/306] lr: 3e-05, eta: 4:42:57, time: 1.313, data_time: 1.340, memory: 70002, loss_reg: 0.0418, loss_cls: 0.0040, loss_sal: 0.2177, loss_video_cal: 0.1892, loss_layer_cal: 0.0040, loss: 0.4567, scale: 524288.0000 +[2024-04-15 09:01:12 INFO]: Epoch [83][300/306] lr: 3e-05, eta: 4:40:08, time: 1.221, data_time: 1.274, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0041, loss_sal: 0.2130, loss_video_cal: 0.1867, loss_layer_cal: 0.0042, loss: 0.4529, scale: 524288.0000 +[2024-04-15 09:01:28 INFO]: Epoch [83][306/306] lr: 3e-05, eta: 4:39:48, time: 1.257, data_time: 1.270, memory: 70002, loss_reg: 0.0404, loss_cls: 0.0038, loss_sal: 0.2046, loss_video_cal: 0.1877, loss_layer_cal: 0.0038, loss: 0.4403, scale: 524288.0000 +[2024-04-15 09:01:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_83.pth... +[2024-04-15 09:01:29 INFO]: Validating... +[2024-04-15 09:05:04 INFO]: Epoch (val) [83][4001] loss_reg: 0.1266, loss_cls: 0.0121, loss_sal: 0.2110, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3502, MR-full-R1@0.3: 51.1400, MR-full-R1@0.5: 40.5600, MR-full-R1@0.7: 25.7700, MR-full-R5@0.3: 76.9800, MR-full-R5@0.5: 62.3800, MR-full-R5@0.7: 39.3400, MR-full-mAP: 27.3800, MR-full-mAP@0.5: 49.8000, MR-full-mAP@0.75: 25.9700, MR-full-mIoU: 37.1000, MR-long-mAP: 21.2500, MR-long-mIoU: 31.9500, MR-middle-mAP: 27.2100, MR-middle-mIoU: 38.5700, MR-short-mAP: 32.5600, MR-short-mIoU: 39.8700, best_MR-full-mAP: 27.4900, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.5600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 09:07:20 INFO]: Epoch [84][50/306] lr: 3e-05, eta: 4:37:45, time: 1.267, data_time: 2.788, memory: 70002, loss_reg: 0.0429, loss_cls: 0.0039, loss_sal: 0.2135, loss_video_cal: 0.1873, loss_layer_cal: 0.0044, loss: 0.4520, scale: 524288.0000 +[2024-04-15 09:09:30 INFO]: Epoch [84][100/306] lr: 3e-05, eta: 4:34:57, time: 1.284, data_time: 1.330, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0038, loss_sal: 0.2174, loss_video_cal: 0.1894, loss_layer_cal: 0.0042, loss: 0.4569, scale: 524288.0000 +[2024-04-15 09:11:35 INFO]: Epoch [84][150/306] lr: 3e-05, eta: 4:32:08, time: 1.245, data_time: 1.254, memory: 70002, loss_reg: 0.0418, loss_cls: 0.0041, loss_sal: 0.2146, loss_video_cal: 0.1912, loss_layer_cal: 0.0042, loss: 0.4558, scale: 524288.0000 +[2024-04-15 09:13:34 INFO]: Epoch [84][200/306] lr: 3e-05, eta: 4:29:18, time: 1.192, data_time: 1.189, memory: 70002, loss_reg: 0.0420, loss_cls: 0.0041, loss_sal: 0.2122, loss_video_cal: 0.1877, loss_layer_cal: 0.0041, loss: 0.4501, scale: 524288.0000 +[2024-04-15 09:15:44 INFO]: Epoch [84][250/306] lr: 3e-05, eta: 4:26:30, time: 1.283, data_time: 1.310, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0038, loss_sal: 0.2096, loss_video_cal: 0.1895, loss_layer_cal: 0.0040, loss: 0.4516, scale: 524288.0000 +[2024-04-15 09:17:42 INFO]: Epoch [84][300/306] lr: 3e-05, eta: 4:23:41, time: 1.169, data_time: 1.192, memory: 70002, loss_reg: 0.0418, loss_cls: 0.0042, loss_sal: 0.2183, loss_video_cal: 0.1894, loss_layer_cal: 0.0040, loss: 0.4577, scale: 524288.0000 +[2024-04-15 09:17:54 INFO]: Epoch [84][306/306] lr: 3e-05, eta: 4:23:20, time: 1.003, data_time: 1.135, memory: 70002, loss_reg: 0.0384, loss_cls: 0.0038, loss_sal: 0.2085, loss_video_cal: 0.1878, loss_layer_cal: 0.0042, loss: 0.4427, scale: 524288.0000 +[2024-04-15 09:17:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_84.pth... +[2024-04-15 09:17:55 INFO]: Validating... +[2024-04-15 09:21:30 INFO]: Epoch (val) [84][4001] loss_reg: 0.1279, loss_cls: 0.0122, loss_sal: 0.2127, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3532, MR-full-R1@0.3: 50.5400, MR-full-R1@0.5: 40.1900, MR-full-R1@0.7: 25.7900, MR-full-R5@0.3: 76.5100, MR-full-R5@0.5: 61.3600, MR-full-R5@0.7: 39.2700, MR-full-mAP: 27.3900, MR-full-mAP@0.5: 49.4700, MR-full-mAP@0.75: 26.0700, MR-full-mIoU: 36.9400, MR-long-mAP: 20.7000, MR-long-mIoU: 31.3700, MR-middle-mAP: 27.2100, MR-middle-mIoU: 38.1200, MR-short-mAP: 33.0200, MR-short-mIoU: 40.3400, best_MR-full-mAP: 27.4900, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.5600, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 09:23:50 INFO]: Epoch [85][50/306] lr: 3e-05, eta: 4:21:15, time: 1.303, data_time: 2.852, memory: 70002, loss_reg: 0.0408, loss_cls: 0.0040, loss_sal: 0.2185, loss_video_cal: 0.1894, loss_layer_cal: 0.0042, loss: 0.4569, scale: 524288.0000 +[2024-04-15 09:26:00 INFO]: Epoch [85][100/306] lr: 3e-05, eta: 4:18:28, time: 1.285, data_time: 1.310, memory: 70002, loss_reg: 0.0434, loss_cls: 0.0039, loss_sal: 0.2156, loss_video_cal: 0.1848, loss_layer_cal: 0.0042, loss: 0.4520, scale: 524288.0000 +[2024-04-15 09:28:05 INFO]: Epoch [85][150/306] lr: 3e-05, eta: 4:15:39, time: 1.241, data_time: 1.259, memory: 70002, loss_reg: 0.0424, loss_cls: 0.0040, loss_sal: 0.2121, loss_video_cal: 0.1860, loss_layer_cal: 0.0042, loss: 0.4488, scale: 524288.0000 +[2024-04-15 09:30:05 INFO]: Epoch [85][200/306] lr: 3e-05, eta: 4:12:50, time: 1.204, data_time: 1.200, memory: 70002, loss_reg: 0.0441, loss_cls: 0.0040, loss_sal: 0.2160, loss_video_cal: 0.1879, loss_layer_cal: 0.0043, loss: 0.4564, scale: 524288.0000 +[2024-04-15 09:32:03 INFO]: Epoch [85][250/306] lr: 3e-05, eta: 4:10:01, time: 1.163, data_time: 1.200, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0041, loss_sal: 0.2140, loss_video_cal: 0.1878, loss_layer_cal: 0.0042, loss: 0.4512, scale: 524288.0000 +[2024-04-15 09:34:13 INFO]: Epoch [85][300/306] lr: 3e-05, eta: 4:07:14, time: 1.288, data_time: 1.314, memory: 70002, loss_reg: 0.0445, loss_cls: 0.0039, loss_sal: 0.2176, loss_video_cal: 0.1902, loss_layer_cal: 0.0043, loss: 0.4605, scale: 524288.0000 +[2024-04-15 09:34:27 INFO]: Epoch [85][306/306] lr: 3e-05, eta: 4:06:53, time: 1.108, data_time: 1.243, memory: 70002, loss_reg: 0.0390, loss_cls: 0.0037, loss_sal: 0.2236, loss_video_cal: 0.2004, loss_layer_cal: 0.0037, loss: 0.4705, scale: 524288.0000 +[2024-04-15 09:34:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_85.pth... +[2024-04-15 09:34:28 INFO]: Validating... +[2024-04-15 09:38:03 INFO]: Epoch (val) [85][4001] loss_reg: 0.1275, loss_cls: 0.0121, loss_sal: 0.2116, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3516, MR-full-R1@0.3: 50.9600, MR-full-R1@0.5: 40.6900, MR-full-R1@0.7: 25.6900, MR-full-R5@0.3: 76.3800, MR-full-R5@0.5: 62.1600, MR-full-R5@0.7: 39.2900, MR-full-mAP: 27.5300, MR-full-mAP@0.5: 50.0600, MR-full-mAP@0.75: 25.7800, MR-full-mIoU: 37.0600, MR-long-mAP: 21.1300, MR-long-mIoU: 32.0500, MR-middle-mAP: 27.5900, MR-middle-mIoU: 38.1200, MR-short-mAP: 32.6900, MR-short-mIoU: 40.1300, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 09:40:21 INFO]: Epoch [86][50/306] lr: 3e-05, eta: 4:04:46, time: 1.287, data_time: 2.825, memory: 70002, loss_reg: 0.0405, loss_cls: 0.0039, loss_sal: 0.2165, loss_video_cal: 0.1863, loss_layer_cal: 0.0041, loss: 0.4513, scale: 524288.0000 +[2024-04-15 09:42:21 INFO]: Epoch [86][100/306] lr: 3e-05, eta: 4:01:57, time: 1.190, data_time: 1.212, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0039, loss_sal: 0.2135, loss_video_cal: 0.1884, loss_layer_cal: 0.0042, loss: 0.4512, scale: 524288.0000 +[2024-04-15 09:44:16 INFO]: Epoch [86][150/306] lr: 3e-05, eta: 3:59:07, time: 1.144, data_time: 1.146, memory: 70002, loss_reg: 0.0426, loss_cls: 0.0042, loss_sal: 0.2154, loss_video_cal: 0.1902, loss_layer_cal: 0.0041, loss: 0.4565, scale: 524288.0000 +[2024-04-15 09:46:24 INFO]: Epoch [86][200/306] lr: 3e-05, eta: 3:56:20, time: 1.283, data_time: 1.291, memory: 70002, loss_reg: 0.0472, loss_cls: 0.0039, loss_sal: 0.2138, loss_video_cal: 0.1892, loss_layer_cal: 0.0040, loss: 0.4579, scale: 524288.0000 +[2024-04-15 09:48:30 INFO]: Epoch [86][250/306] lr: 3e-05, eta: 3:53:32, time: 1.229, data_time: 1.278, memory: 70002, loss_reg: 0.0418, loss_cls: 0.0040, loss_sal: 0.2144, loss_video_cal: 0.1869, loss_layer_cal: 0.0041, loss: 0.4511, scale: 524288.0000 +[2024-04-15 09:50:37 INFO]: Epoch [86][300/306] lr: 3e-05, eta: 3:50:45, time: 1.264, data_time: 1.277, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0040, loss_sal: 0.2166, loss_video_cal: 0.1874, loss_layer_cal: 0.0041, loss: 0.4542, scale: 943718.3750 +[2024-04-15 09:50:49 INFO]: Epoch [86][306/306] lr: 3e-05, eta: 3:50:25, time: 1.041, data_time: 1.027, memory: 70002, loss_reg: 0.0354, loss_cls: 0.0042, loss_sal: 0.2161, loss_video_cal: 0.1850, loss_layer_cal: 0.0034, loss: 0.4440, scale: 700890.2500 +[2024-04-15 09:50:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_86.pth... +[2024-04-15 09:50:50 INFO]: Validating... +[2024-04-15 09:54:26 INFO]: Epoch (val) [86][4001] loss_reg: 0.1270, loss_cls: 0.0121, loss_sal: 0.2115, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3510, MR-full-R1@0.3: 51.0100, MR-full-R1@0.5: 40.0600, MR-full-R1@0.7: 26.0900, MR-full-R5@0.3: 77.0100, MR-full-R5@0.5: 62.5600, MR-full-R5@0.7: 40.3400, MR-full-mAP: 27.4100, MR-full-mAP@0.5: 49.5800, MR-full-mAP@0.75: 26.2300, MR-full-mIoU: 37.0900, MR-long-mAP: 21.2400, MR-long-mIoU: 32.1300, MR-middle-mAP: 27.3100, MR-middle-mIoU: 38.3100, MR-short-mAP: 32.5300, MR-short-mIoU: 39.9700, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 09:56:40 INFO]: Epoch [87][50/306] lr: 3e-05, eta: 3:48:14, time: 1.246, data_time: 2.798, memory: 70002, loss_reg: 0.0422, loss_cls: 0.0039, loss_sal: 0.2161, loss_video_cal: 0.1928, loss_layer_cal: 0.0041, loss: 0.4589, scale: 524288.0000 +[2024-04-15 09:58:39 INFO]: Epoch [87][100/306] lr: 3e-05, eta: 3:45:26, time: 1.176, data_time: 1.208, memory: 70002, loss_reg: 0.0402, loss_cls: 0.0040, loss_sal: 0.2148, loss_video_cal: 0.1863, loss_layer_cal: 0.0042, loss: 0.4495, scale: 524288.0000 +[2024-04-15 10:00:36 INFO]: Epoch [87][150/306] lr: 3e-05, eta: 3:42:37, time: 1.156, data_time: 1.186, memory: 70002, loss_reg: 0.0428, loss_cls: 0.0040, loss_sal: 0.2100, loss_video_cal: 0.1840, loss_layer_cal: 0.0044, loss: 0.4451, scale: 524288.0000 +[2024-04-15 10:02:41 INFO]: Epoch [87][200/306] lr: 3e-05, eta: 3:39:50, time: 1.253, data_time: 1.236, memory: 70002, loss_reg: 0.0425, loss_cls: 0.0038, loss_sal: 0.2124, loss_video_cal: 0.1891, loss_layer_cal: 0.0043, loss: 0.4522, scale: 524288.0000 +[2024-04-15 10:04:50 INFO]: Epoch [87][250/306] lr: 3e-05, eta: 3:37:03, time: 1.273, data_time: 1.313, memory: 70002, loss_reg: 0.0438, loss_cls: 0.0040, loss_sal: 0.2161, loss_video_cal: 0.1895, loss_layer_cal: 0.0042, loss: 0.4575, scale: 524288.0000 +[2024-04-15 10:07:01 INFO]: Epoch [87][300/306] lr: 3e-05, eta: 3:34:17, time: 1.284, data_time: 1.329, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0039, loss_sal: 0.2143, loss_video_cal: 0.1870, loss_layer_cal: 0.0042, loss: 0.4501, scale: 524288.0000 +[2024-04-15 10:07:16 INFO]: Epoch [87][306/306] lr: 3e-05, eta: 3:33:57, time: 1.308, data_time: 1.158, memory: 70002, loss_reg: 0.0388, loss_cls: 0.0037, loss_sal: 0.2203, loss_video_cal: 0.1860, loss_layer_cal: 0.0044, loss: 0.4533, scale: 524288.0000 +[2024-04-15 10:07:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_87.pth... +[2024-04-15 10:07:17 INFO]: Validating... +[2024-04-15 10:10:52 INFO]: Epoch (val) [87][4001] loss_reg: 0.1264, loss_cls: 0.0122, loss_sal: 0.2115, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3505, MR-full-R1@0.3: 50.3600, MR-full-R1@0.5: 39.8900, MR-full-R1@0.7: 25.6900, MR-full-R5@0.3: 76.8300, MR-full-R5@0.5: 62.6800, MR-full-R5@0.7: 40.2100, MR-full-mAP: 27.5200, MR-full-mAP@0.5: 49.7000, MR-full-mAP@0.75: 26.4900, MR-full-mIoU: 36.8300, MR-long-mAP: 21.3100, MR-long-mIoU: 31.4100, MR-middle-mAP: 27.6700, MR-middle-mIoU: 38.1300, MR-short-mAP: 32.4500, MR-short-mIoU: 40.0100, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 10:13:09 INFO]: Epoch [88][50/306] lr: 3e-05, eta: 3:31:44, time: 1.290, data_time: 2.801, memory: 70002, loss_reg: 0.0425, loss_cls: 0.0039, loss_sal: 0.2137, loss_video_cal: 0.1858, loss_layer_cal: 0.0040, loss: 0.4499, scale: 524288.0000 +[2024-04-15 10:15:08 INFO]: Epoch [88][100/306] lr: 3e-05, eta: 3:28:56, time: 1.178, data_time: 1.207, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0040, loss_sal: 0.2168, loss_video_cal: 0.1927, loss_layer_cal: 0.0041, loss: 0.4587, scale: 524288.0000 +[2024-04-15 10:17:14 INFO]: Epoch [88][150/306] lr: 3e-05, eta: 3:26:10, time: 1.256, data_time: 1.273, memory: 70002, loss_reg: 0.0419, loss_cls: 0.0039, loss_sal: 0.2134, loss_video_cal: 0.1913, loss_layer_cal: 0.0041, loss: 0.4546, scale: 524288.0000 +[2024-04-15 10:19:18 INFO]: Epoch [88][200/306] lr: 3e-05, eta: 3:23:23, time: 1.234, data_time: 1.238, memory: 70002, loss_reg: 0.0414, loss_cls: 0.0039, loss_sal: 0.2128, loss_video_cal: 0.1874, loss_layer_cal: 0.0043, loss: 0.4499, scale: 524288.0000 +[2024-04-15 10:21:26 INFO]: Epoch [88][250/306] lr: 3e-05, eta: 3:20:36, time: 1.257, data_time: 1.299, memory: 70002, loss_reg: 0.0432, loss_cls: 0.0039, loss_sal: 0.2182, loss_video_cal: 0.1862, loss_layer_cal: 0.0040, loss: 0.4555, scale: 524288.0000 +[2024-04-15 10:23:33 INFO]: Epoch [88][300/306] lr: 3e-05, eta: 3:17:50, time: 1.253, data_time: 1.288, memory: 70002, loss_reg: 0.0428, loss_cls: 0.0040, loss_sal: 0.2151, loss_video_cal: 0.1904, loss_layer_cal: 0.0043, loss: 0.4566, scale: 524288.0000 +[2024-04-15 10:23:48 INFO]: Epoch [88][306/306] lr: 3e-05, eta: 3:17:30, time: 1.336, data_time: 1.197, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0036, loss_sal: 0.2245, loss_video_cal: 0.2004, loss_layer_cal: 0.0050, loss: 0.4742, scale: 524288.0000 +[2024-04-15 10:23:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_88.pth... +[2024-04-15 10:23:49 INFO]: Validating... +[2024-04-15 10:27:23 INFO]: Epoch (val) [88][4001] loss_reg: 0.1277, loss_cls: 0.0123, loss_sal: 0.2109, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3513, MR-full-R1@0.3: 50.4900, MR-full-R1@0.5: 39.5400, MR-full-R1@0.7: 25.4900, MR-full-R5@0.3: 76.5300, MR-full-R5@0.5: 62.7800, MR-full-R5@0.7: 40.0900, MR-full-mAP: 27.1500, MR-full-mAP@0.5: 49.2800, MR-full-mAP@0.75: 25.8300, MR-full-mIoU: 36.6800, MR-long-mAP: 20.7300, MR-long-mIoU: 31.9200, MR-middle-mAP: 27.3400, MR-middle-mIoU: 37.7200, MR-short-mAP: 32.1900, MR-short-mIoU: 39.5400, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 10:29:38 INFO]: Epoch [89][50/306] lr: 3e-05, eta: 3:15:14, time: 1.274, data_time: 2.772, memory: 70002, loss_reg: 0.0446, loss_cls: 0.0039, loss_sal: 0.2100, loss_video_cal: 0.1805, loss_layer_cal: 0.0042, loss: 0.4431, scale: 524288.0000 +[2024-04-15 10:31:41 INFO]: Epoch [89][100/306] lr: 3e-05, eta: 3:12:28, time: 1.228, data_time: 1.229, memory: 70002, loss_reg: 0.0401, loss_cls: 0.0039, loss_sal: 0.2179, loss_video_cal: 0.1899, loss_layer_cal: 0.0044, loss: 0.4562, scale: 524288.0000 +[2024-04-15 10:33:51 INFO]: Epoch [89][150/306] lr: 3e-05, eta: 3:09:42, time: 1.292, data_time: 1.311, memory: 70002, loss_reg: 0.0398, loss_cls: 0.0038, loss_sal: 0.2123, loss_video_cal: 0.1877, loss_layer_cal: 0.0042, loss: 0.4478, scale: 524288.0000 +[2024-04-15 10:35:59 INFO]: Epoch [89][200/306] lr: 3e-05, eta: 3:06:56, time: 1.267, data_time: 1.274, memory: 70002, loss_reg: 0.0419, loss_cls: 0.0038, loss_sal: 0.2157, loss_video_cal: 0.1899, loss_layer_cal: 0.0041, loss: 0.4554, scale: 524288.0000 +[2024-04-15 10:38:01 INFO]: Epoch [89][250/306] lr: 3e-05, eta: 3:04:09, time: 1.208, data_time: 1.246, memory: 70002, loss_reg: 0.0429, loss_cls: 0.0041, loss_sal: 0.2172, loss_video_cal: 0.1865, loss_layer_cal: 0.0040, loss: 0.4547, scale: 524288.0000 +[2024-04-15 10:40:00 INFO]: Epoch [89][300/306] lr: 3e-05, eta: 3:01:23, time: 1.169, data_time: 1.205, memory: 70002, loss_reg: 0.0412, loss_cls: 0.0039, loss_sal: 0.2144, loss_video_cal: 0.1952, loss_layer_cal: 0.0042, loss: 0.4589, scale: 524288.0000 +[2024-04-15 10:40:13 INFO]: Epoch [89][306/306] lr: 3e-05, eta: 3:01:02, time: 1.154, data_time: 1.043, memory: 70002, loss_reg: 0.0363, loss_cls: 0.0037, loss_sal: 0.2053, loss_video_cal: 0.1879, loss_layer_cal: 0.0043, loss: 0.4375, scale: 524288.0000 +[2024-04-15 10:40:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_89.pth... +[2024-04-15 10:40:14 INFO]: Validating... +[2024-04-15 10:43:49 INFO]: Epoch (val) [89][4001] loss_reg: 0.1270, loss_cls: 0.0122, loss_sal: 0.2103, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3499, MR-full-R1@0.3: 51.0600, MR-full-R1@0.5: 40.1100, MR-full-R1@0.7: 25.7200, MR-full-R5@0.3: 76.5100, MR-full-R5@0.5: 62.0600, MR-full-R5@0.7: 40.1100, MR-full-mAP: 27.1900, MR-full-mAP@0.5: 49.5900, MR-full-mAP@0.75: 25.6900, MR-full-mIoU: 37.0200, MR-long-mAP: 20.8600, MR-long-mIoU: 31.9700, MR-middle-mAP: 27.6900, MR-middle-mIoU: 38.6300, MR-short-mAP: 31.8600, MR-short-mIoU: 39.5800, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 10:46:08 INFO]: Epoch [90][50/306] lr: 3e-05, eta: 2:58:45, time: 1.285, data_time: 2.840, memory: 70002, loss_reg: 0.0415, loss_cls: 0.0035, loss_sal: 0.2060, loss_video_cal: 0.1870, loss_layer_cal: 0.0039, loss: 0.4420, scale: 524288.0000 +[2024-04-15 10:48:10 INFO]: Epoch [90][100/306] lr: 3e-05, eta: 2:55:58, time: 1.201, data_time: 1.252, memory: 70002, loss_reg: 0.0414, loss_cls: 0.0040, loss_sal: 0.2145, loss_video_cal: 0.1876, loss_layer_cal: 0.0041, loss: 0.4516, scale: 524288.0000 +[2024-04-15 10:50:10 INFO]: Epoch [90][150/306] lr: 3e-05, eta: 2:53:12, time: 1.191, data_time: 1.189, memory: 70002, loss_reg: 0.0395, loss_cls: 0.0040, loss_sal: 0.2148, loss_video_cal: 0.1884, loss_layer_cal: 0.0040, loss: 0.4507, scale: 524288.0000 +[2024-04-15 10:52:07 INFO]: Epoch [90][200/306] lr: 3e-05, eta: 2:50:25, time: 1.163, data_time: 1.183, memory: 70002, loss_reg: 0.0423, loss_cls: 0.0041, loss_sal: 0.2166, loss_video_cal: 0.1851, loss_layer_cal: 0.0042, loss: 0.4523, scale: 524288.0000 +[2024-04-15 10:54:15 INFO]: Epoch [90][250/306] lr: 3e-05, eta: 2:47:40, time: 1.273, data_time: 1.299, memory: 70002, loss_reg: 0.0414, loss_cls: 0.0039, loss_sal: 0.2142, loss_video_cal: 0.1873, loss_layer_cal: 0.0040, loss: 0.4508, scale: 524288.0000 +[2024-04-15 10:56:23 INFO]: Epoch [90][300/306] lr: 3e-05, eta: 2:44:54, time: 1.257, data_time: 1.289, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0040, loss_sal: 0.2123, loss_video_cal: 0.1888, loss_layer_cal: 0.0042, loss: 0.4542, scale: 524288.0000 +[2024-04-15 10:56:36 INFO]: Epoch [90][306/306] lr: 3e-05, eta: 2:44:34, time: 1.153, data_time: 1.036, memory: 70002, loss_reg: 0.0375, loss_cls: 0.0041, loss_sal: 0.2116, loss_video_cal: 0.1911, loss_layer_cal: 0.0044, loss: 0.4488, scale: 524288.0000 +[2024-04-15 10:56:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_90.pth... +[2024-04-15 10:56:37 INFO]: Validating... +[2024-04-15 11:00:12 INFO]: Epoch (val) [90][4001] loss_reg: 0.1273, loss_cls: 0.0123, loss_sal: 0.2115, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3516, MR-full-R1@0.3: 51.2100, MR-full-R1@0.5: 39.8900, MR-full-R1@0.7: 25.4900, MR-full-R5@0.3: 76.7100, MR-full-R5@0.5: 62.9800, MR-full-R5@0.7: 39.9900, MR-full-mAP: 27.1900, MR-full-mAP@0.5: 49.6700, MR-full-mAP@0.75: 26.0000, MR-full-mIoU: 37.0500, MR-long-mAP: 20.9000, MR-long-mIoU: 31.8200, MR-middle-mAP: 27.2600, MR-middle-mIoU: 38.4400, MR-short-mAP: 32.2600, MR-short-mIoU: 39.9800, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 11:02:24 INFO]: Epoch [91][50/306] lr: 3e-05, eta: 2:42:13, time: 1.236, data_time: 2.752, memory: 70002, loss_reg: 0.0406, loss_cls: 0.0039, loss_sal: 0.2168, loss_video_cal: 0.1870, loss_layer_cal: 0.0043, loss: 0.4526, scale: 524288.0000 +[2024-04-15 11:04:26 INFO]: Epoch [91][100/306] lr: 3e-05, eta: 2:39:28, time: 1.194, data_time: 1.247, memory: 70002, loss_reg: 0.0401, loss_cls: 0.0041, loss_sal: 0.2122, loss_video_cal: 0.1911, loss_layer_cal: 0.0042, loss: 0.4516, scale: 524288.0000 +[2024-04-15 11:06:30 INFO]: Epoch [91][150/306] lr: 3e-05, eta: 2:36:42, time: 1.246, data_time: 1.239, memory: 70002, loss_reg: 0.0405, loss_cls: 0.0038, loss_sal: 0.2120, loss_video_cal: 0.1858, loss_layer_cal: 0.0042, loss: 0.4463, scale: 524288.0000 +[2024-04-15 11:08:33 INFO]: Epoch [91][200/306] lr: 3e-05, eta: 2:33:56, time: 1.231, data_time: 1.226, memory: 70002, loss_reg: 0.0458, loss_cls: 0.0039, loss_sal: 0.2166, loss_video_cal: 0.1855, loss_layer_cal: 0.0041, loss: 0.4559, scale: 524288.0000 +[2024-04-15 11:10:36 INFO]: Epoch [91][250/306] lr: 3e-05, eta: 2:31:11, time: 1.215, data_time: 1.248, memory: 70002, loss_reg: 0.0409, loss_cls: 0.0039, loss_sal: 0.2146, loss_video_cal: 0.1851, loss_layer_cal: 0.0042, loss: 0.4487, scale: 524288.0000 +[2024-04-15 11:12:49 INFO]: Epoch [91][300/306] lr: 3e-05, eta: 2:28:27, time: 1.303, data_time: 1.346, memory: 70002, loss_reg: 0.0424, loss_cls: 0.0039, loss_sal: 0.2177, loss_video_cal: 0.1914, loss_layer_cal: 0.0041, loss: 0.4595, scale: 524288.0000 +[2024-04-15 11:13:03 INFO]: Epoch [91][306/306] lr: 3e-05, eta: 2:28:07, time: 1.202, data_time: 1.196, memory: 70002, loss_reg: 0.0366, loss_cls: 0.0039, loss_sal: 0.2073, loss_video_cal: 0.1919, loss_layer_cal: 0.0043, loss: 0.4440, scale: 524288.0000 +[2024-04-15 11:13:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_91.pth... +[2024-04-15 11:13:04 INFO]: Validating... +[2024-04-15 11:16:39 INFO]: Epoch (val) [91][4001] loss_reg: 0.1274, loss_cls: 0.0123, loss_sal: 0.2101, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3502, MR-full-R1@0.3: 50.9900, MR-full-R1@0.5: 39.7200, MR-full-R1@0.7: 25.5400, MR-full-R5@0.3: 76.3100, MR-full-R5@0.5: 61.8100, MR-full-R5@0.7: 39.9200, MR-full-mAP: 27.0400, MR-full-mAP@0.5: 49.2900, MR-full-mAP@0.75: 25.9200, MR-full-mIoU: 36.8800, MR-long-mAP: 19.9300, MR-long-mIoU: 31.4300, MR-middle-mAP: 27.8300, MR-middle-mIoU: 38.6500, MR-short-mAP: 32.0800, MR-short-mIoU: 39.6100, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 11:18:51 INFO]: Epoch [92][50/306] lr: 3e-05, eta: 2:25:44, time: 1.234, data_time: 2.750, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0039, loss_sal: 0.2132, loss_video_cal: 0.1844, loss_layer_cal: 0.0041, loss: 0.4464, scale: 524288.0000 +[2024-04-15 11:21:03 INFO]: Epoch [92][100/306] lr: 3e-05, eta: 2:22:59, time: 1.307, data_time: 1.349, memory: 70002, loss_reg: 0.0427, loss_cls: 0.0037, loss_sal: 0.2157, loss_video_cal: 0.1873, loss_layer_cal: 0.0044, loss: 0.4538, scale: 524288.0000 +[2024-04-15 11:23:07 INFO]: Epoch [92][150/306] lr: 3e-05, eta: 2:20:14, time: 1.233, data_time: 1.236, memory: 70002, loss_reg: 0.0401, loss_cls: 0.0039, loss_sal: 0.2080, loss_video_cal: 0.1867, loss_layer_cal: 0.0044, loss: 0.4431, scale: 524288.0000 +[2024-04-15 11:25:10 INFO]: Epoch [92][200/306] lr: 3e-05, eta: 2:17:29, time: 1.221, data_time: 1.249, memory: 70002, loss_reg: 0.0433, loss_cls: 0.0039, loss_sal: 0.2123, loss_video_cal: 0.1891, loss_layer_cal: 0.0041, loss: 0.4528, scale: 524288.0000 +[2024-04-15 11:27:23 INFO]: Epoch [92][250/306] lr: 3e-05, eta: 2:14:45, time: 1.312, data_time: 1.343, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0038, loss_sal: 0.2087, loss_video_cal: 0.1861, loss_layer_cal: 0.0045, loss: 0.4439, scale: 524288.0000 +[2024-04-15 11:29:34 INFO]: Epoch [92][300/306] lr: 3e-05, eta: 2:12:01, time: 1.286, data_time: 1.340, memory: 70002, loss_reg: 0.0423, loss_cls: 0.0039, loss_sal: 0.2171, loss_video_cal: 0.1893, loss_layer_cal: 0.0042, loss: 0.4568, scale: 524288.0000 +[2024-04-15 11:29:48 INFO]: Epoch [92][306/306] lr: 3e-05, eta: 2:11:41, time: 1.173, data_time: 1.156, memory: 70002, loss_reg: 0.0440, loss_cls: 0.0043, loss_sal: 0.2142, loss_video_cal: 0.2015, loss_layer_cal: 0.0036, loss: 0.4676, scale: 524288.0000 +[2024-04-15 11:29:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_92.pth... +[2024-04-15 11:29:50 INFO]: Validating... +[2024-04-15 11:33:24 INFO]: Epoch (val) [92][4001] loss_reg: 0.1265, loss_cls: 0.0121, loss_sal: 0.2111, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3502, MR-full-R1@0.3: 50.4600, MR-full-R1@0.5: 39.7700, MR-full-R1@0.7: 25.5200, MR-full-R5@0.3: 76.8100, MR-full-R5@0.5: 62.3600, MR-full-R5@0.7: 39.2700, MR-full-mAP: 26.8800, MR-full-mAP@0.5: 49.3700, MR-full-mAP@0.75: 25.4100, MR-full-mIoU: 36.5800, MR-long-mAP: 20.6000, MR-long-mIoU: 31.6900, MR-middle-mAP: 26.9800, MR-middle-mIoU: 37.7900, MR-short-mAP: 31.9100, MR-short-mIoU: 39.3900, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 11:35:39 INFO]: Epoch [93][50/306] lr: 3e-05, eta: 2:09:16, time: 1.266, data_time: 2.782, memory: 70002, loss_reg: 0.0402, loss_cls: 0.0039, loss_sal: 0.2159, loss_video_cal: 0.1885, loss_layer_cal: 0.0041, loss: 0.4526, scale: 524288.0000 +[2024-04-15 11:37:41 INFO]: Epoch [93][100/306] lr: 3e-05, eta: 2:06:31, time: 1.209, data_time: 1.238, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0040, loss_sal: 0.2121, loss_video_cal: 0.1870, loss_layer_cal: 0.0041, loss: 0.4479, scale: 524288.0000 +[2024-04-15 11:39:45 INFO]: Epoch [93][150/306] lr: 3e-05, eta: 2:03:46, time: 1.239, data_time: 1.227, memory: 70002, loss_reg: 0.0410, loss_cls: 0.0037, loss_sal: 0.2109, loss_video_cal: 0.1885, loss_layer_cal: 0.0042, loss: 0.4482, scale: 524288.0000 +[2024-04-15 11:41:46 INFO]: Epoch [93][200/306] lr: 3e-05, eta: 2:01:01, time: 1.201, data_time: 1.215, memory: 70002, loss_reg: 0.0426, loss_cls: 0.0039, loss_sal: 0.2072, loss_video_cal: 0.1844, loss_layer_cal: 0.0046, loss: 0.4427, scale: 723517.4375 +[2024-04-15 11:43:58 INFO]: Epoch [93][250/306] lr: 3e-05, eta: 1:58:17, time: 1.306, data_time: 1.333, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0038, loss_sal: 0.2173, loss_video_cal: 0.1922, loss_layer_cal: 0.0040, loss: 0.4593, scale: 524288.0000 +[2024-04-15 11:46:09 INFO]: Epoch [93][300/306] lr: 3e-05, eta: 1:55:34, time: 1.307, data_time: 1.331, memory: 70002, loss_reg: 0.0437, loss_cls: 0.0037, loss_sal: 0.2117, loss_video_cal: 0.1857, loss_layer_cal: 0.0042, loss: 0.4490, scale: 524288.0000 +[2024-04-15 11:46:26 INFO]: Epoch [93][306/306] lr: 3e-05, eta: 1:55:14, time: 1.414, data_time: 1.409, memory: 70002, loss_reg: 0.0424, loss_cls: 0.0037, loss_sal: 0.2133, loss_video_cal: 0.1881, loss_layer_cal: 0.0038, loss: 0.4513, scale: 524288.0000 +[2024-04-15 11:46:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_93.pth... +[2024-04-15 11:46:27 INFO]: Validating... +[2024-04-15 11:50:02 INFO]: Epoch (val) [93][4001] loss_reg: 0.1272, loss_cls: 0.0126, loss_sal: 0.2124, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3526, MR-full-R1@0.3: 50.3100, MR-full-R1@0.5: 39.6700, MR-full-R1@0.7: 25.7200, MR-full-R5@0.3: 76.2100, MR-full-R5@0.5: 62.1300, MR-full-R5@0.7: 39.8200, MR-full-mAP: 26.9000, MR-full-mAP@0.5: 49.3600, MR-full-mAP@0.75: 25.3800, MR-full-mIoU: 36.6600, MR-long-mAP: 19.9200, MR-long-mIoU: 30.8600, MR-middle-mAP: 27.2800, MR-middle-mIoU: 38.2900, MR-short-mAP: 32.2400, MR-short-mIoU: 39.8100, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 11:52:10 INFO]: Epoch [94][50/306] lr: 3e-05, eta: 1:52:46, time: 1.191, data_time: 2.722, memory: 70002, loss_reg: 0.0416, loss_cls: 0.0039, loss_sal: 0.2147, loss_video_cal: 0.1858, loss_layer_cal: 0.0042, loss: 0.4502, scale: 524288.0000 +[2024-04-15 11:54:09 INFO]: Epoch [94][100/306] lr: 3e-05, eta: 1:50:01, time: 1.176, data_time: 1.206, memory: 70002, loss_reg: 0.0405, loss_cls: 0.0039, loss_sal: 0.2155, loss_video_cal: 0.1871, loss_layer_cal: 0.0041, loss: 0.4512, scale: 524288.0000 +[2024-04-15 11:56:16 INFO]: Epoch [94][150/306] lr: 3e-05, eta: 1:47:17, time: 1.268, data_time: 1.257, memory: 70002, loss_reg: 0.0412, loss_cls: 0.0038, loss_sal: 0.2124, loss_video_cal: 0.1859, loss_layer_cal: 0.0042, loss: 0.4474, scale: 524288.0000 +[2024-04-15 11:58:19 INFO]: Epoch [94][200/306] lr: 3e-05, eta: 1:44:33, time: 1.221, data_time: 1.253, memory: 70002, loss_reg: 0.0418, loss_cls: 0.0041, loss_sal: 0.2151, loss_video_cal: 0.1881, loss_layer_cal: 0.0040, loss: 0.4530, scale: 524288.0000 +[2024-04-15 12:00:23 INFO]: Epoch [94][250/306] lr: 3e-05, eta: 1:41:49, time: 1.217, data_time: 1.257, memory: 70002, loss_reg: 0.0445, loss_cls: 0.0039, loss_sal: 0.2112, loss_video_cal: 0.1846, loss_layer_cal: 0.0041, loss: 0.4482, scale: 524288.0000 +[2024-04-15 12:02:29 INFO]: Epoch [94][300/306] lr: 3e-05, eta: 1:39:05, time: 1.243, data_time: 1.284, memory: 70002, loss_reg: 0.0395, loss_cls: 0.0039, loss_sal: 0.2129, loss_video_cal: 0.1836, loss_layer_cal: 0.0041, loss: 0.4441, scale: 524288.0000 +[2024-04-15 12:02:44 INFO]: Epoch [94][306/306] lr: 3e-05, eta: 1:38:46, time: 1.214, data_time: 1.171, memory: 70002, loss_reg: 0.0394, loss_cls: 0.0038, loss_sal: 0.2143, loss_video_cal: 0.1849, loss_layer_cal: 0.0047, loss: 0.4471, scale: 524288.0000 +[2024-04-15 12:02:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_94.pth... +[2024-04-15 12:02:45 INFO]: Validating... +[2024-04-15 12:06:19 INFO]: Epoch (val) [94][4001] loss_reg: 0.1271, loss_cls: 0.0124, loss_sal: 0.2119, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3517, MR-full-R1@0.3: 50.4600, MR-full-R1@0.5: 39.3900, MR-full-R1@0.7: 25.5900, MR-full-R5@0.3: 76.7100, MR-full-R5@0.5: 62.3100, MR-full-R5@0.7: 39.8700, MR-full-mAP: 27.0500, MR-full-mAP@0.5: 49.1700, MR-full-mAP@0.75: 25.7300, MR-full-mIoU: 36.6900, MR-long-mAP: 20.7200, MR-long-mIoU: 32.0500, MR-middle-mAP: 27.3100, MR-middle-mIoU: 37.9100, MR-short-mAP: 31.9600, MR-short-mIoU: 39.2800, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 12:08:26 INFO]: Epoch [95][50/306] lr: 3e-05, eta: 1:36:15, time: 1.178, data_time: 2.698, memory: 70002, loss_reg: 0.0379, loss_cls: 0.0040, loss_sal: 0.2122, loss_video_cal: 0.1883, loss_layer_cal: 0.0042, loss: 0.4465, scale: 524288.0000 +[2024-04-15 12:10:36 INFO]: Epoch [95][100/306] lr: 3e-05, eta: 1:33:32, time: 1.282, data_time: 1.317, memory: 70002, loss_reg: 0.0426, loss_cls: 0.0039, loss_sal: 0.2115, loss_video_cal: 0.1836, loss_layer_cal: 0.0043, loss: 0.4459, scale: 524288.0000 +[2024-04-15 12:12:32 INFO]: Epoch [95][150/306] lr: 3e-05, eta: 1:30:47, time: 1.155, data_time: 1.156, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0040, loss_sal: 0.2127, loss_video_cal: 0.1863, loss_layer_cal: 0.0041, loss: 0.4483, scale: 524288.0000 +[2024-04-15 12:14:42 INFO]: Epoch [95][200/306] lr: 3e-05, eta: 1:28:04, time: 1.291, data_time: 1.319, memory: 70002, loss_reg: 0.0423, loss_cls: 0.0037, loss_sal: 0.2134, loss_video_cal: 0.1867, loss_layer_cal: 0.0043, loss: 0.4504, scale: 524288.0000 +[2024-04-15 12:16:52 INFO]: Epoch [95][250/306] lr: 3e-05, eta: 1:25:21, time: 1.274, data_time: 1.320, memory: 70002, loss_reg: 0.0405, loss_cls: 0.0037, loss_sal: 0.2138, loss_video_cal: 0.1873, loss_layer_cal: 0.0041, loss: 0.4495, scale: 524288.0000 +[2024-04-15 12:19:04 INFO]: Epoch [95][300/306] lr: 3e-05, eta: 1:22:38, time: 1.303, data_time: 1.339, memory: 70002, loss_reg: 0.0449, loss_cls: 0.0038, loss_sal: 0.2160, loss_video_cal: 0.1882, loss_layer_cal: 0.0042, loss: 0.4570, scale: 524288.0000 +[2024-04-15 12:19:16 INFO]: Epoch [95][306/306] lr: 3e-05, eta: 1:22:18, time: 1.003, data_time: 0.969, memory: 70002, loss_reg: 0.0415, loss_cls: 0.0038, loss_sal: 0.2049, loss_video_cal: 0.1804, loss_layer_cal: 0.0036, loss: 0.4341, scale: 524288.0000 +[2024-04-15 12:19:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_95.pth... +[2024-04-15 12:19:17 INFO]: Validating... +[2024-04-15 12:22:51 INFO]: Epoch (val) [95][4001] loss_reg: 0.1280, loss_cls: 0.0124, loss_sal: 0.2103, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3511, MR-full-R1@0.3: 50.7400, MR-full-R1@0.5: 39.4200, MR-full-R1@0.7: 25.8200, MR-full-R5@0.3: 76.4600, MR-full-R5@0.5: 62.5600, MR-full-R5@0.7: 39.9700, MR-full-mAP: 27.0800, MR-full-mAP@0.5: 49.3700, MR-full-mAP@0.75: 25.8200, MR-full-mIoU: 36.7900, MR-long-mAP: 20.7800, MR-long-mIoU: 32.1600, MR-middle-mAP: 27.4200, MR-middle-mIoU: 37.7000, MR-short-mAP: 31.8900, MR-short-mIoU: 39.6900, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 12:24:59 INFO]: Epoch [96][50/306] lr: 3e-05, eta: 1:19:46, time: 1.185, data_time: 2.712, memory: 70002, loss_reg: 0.0414, loss_cls: 0.0039, loss_sal: 0.2146, loss_video_cal: 0.1830, loss_layer_cal: 0.0039, loss: 0.4468, scale: 524288.0000 +[2024-04-15 12:27:04 INFO]: Epoch [96][100/306] lr: 3e-05, eta: 1:17:02, time: 1.240, data_time: 1.274, memory: 70002, loss_reg: 0.0400, loss_cls: 0.0038, loss_sal: 0.2102, loss_video_cal: 0.1894, loss_layer_cal: 0.0042, loss: 0.4474, scale: 524288.0000 +[2024-04-15 12:29:15 INFO]: Epoch [96][150/306] lr: 3e-05, eta: 1:14:19, time: 1.318, data_time: 1.301, memory: 70002, loss_reg: 0.0393, loss_cls: 0.0037, loss_sal: 0.2071, loss_video_cal: 0.1861, loss_layer_cal: 0.0040, loss: 0.4401, scale: 524288.0000 +[2024-04-15 12:31:18 INFO]: Epoch [96][200/306] lr: 3e-05, eta: 1:11:36, time: 1.218, data_time: 1.239, memory: 70002, loss_reg: 0.0423, loss_cls: 0.0040, loss_sal: 0.2152, loss_video_cal: 0.1864, loss_layer_cal: 0.0043, loss: 0.4522, scale: 445644.8125 +[2024-04-15 12:33:21 INFO]: Epoch [96][250/306] lr: 3e-05, eta: 1:08:53, time: 1.215, data_time: 1.241, memory: 70002, loss_reg: 0.0390, loss_cls: 0.0039, loss_sal: 0.2116, loss_video_cal: 0.1854, loss_layer_cal: 0.0044, loss: 0.4442, scale: 262144.0000 +[2024-04-15 12:35:31 INFO]: Epoch [96][300/306] lr: 3e-05, eta: 1:06:10, time: 1.282, data_time: 1.324, memory: 70002, loss_reg: 0.0451, loss_cls: 0.0039, loss_sal: 0.2156, loss_video_cal: 0.1886, loss_layer_cal: 0.0043, loss: 0.4574, scale: 262144.0000 +[2024-04-15 12:35:43 INFO]: Epoch [96][306/306] lr: 3e-05, eta: 1:05:50, time: 0.989, data_time: 1.063, memory: 70002, loss_reg: 0.0388, loss_cls: 0.0037, loss_sal: 0.2037, loss_video_cal: 0.1818, loss_layer_cal: 0.0040, loss: 0.4320, scale: 262144.0000 +[2024-04-15 12:35:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_96.pth... +[2024-04-15 12:35:44 INFO]: Validating... +[2024-04-15 12:39:19 INFO]: Epoch (val) [96][4001] loss_reg: 0.1270, loss_cls: 0.0125, loss_sal: 0.2131, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3529, MR-full-R1@0.3: 50.4400, MR-full-R1@0.5: 39.8200, MR-full-R1@0.7: 25.8900, MR-full-R5@0.3: 76.6600, MR-full-R5@0.5: 62.8100, MR-full-R5@0.7: 40.1900, MR-full-mAP: 27.0700, MR-full-mAP@0.5: 49.4700, MR-full-mAP@0.75: 25.7700, MR-full-mIoU: 36.6900, MR-long-mAP: 21.0500, MR-long-mIoU: 31.8000, MR-middle-mAP: 26.5300, MR-middle-mIoU: 37.6500, MR-short-mAP: 32.5100, MR-short-mIoU: 39.7300, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 12:41:33 INFO]: Epoch [97][50/306] lr: 3e-05, eta: 1:03:17, time: 1.232, data_time: 2.778, memory: 70002, loss_reg: 0.0416, loss_cls: 0.0039, loss_sal: 0.2120, loss_video_cal: 0.1878, loss_layer_cal: 0.0043, loss: 0.4497, scale: 262144.0000 +[2024-04-15 12:43:37 INFO]: Epoch [97][100/306] lr: 3e-05, eta: 1:00:33, time: 1.244, data_time: 1.250, memory: 70002, loss_reg: 0.0394, loss_cls: 0.0039, loss_sal: 0.2110, loss_video_cal: 0.1878, loss_layer_cal: 0.0042, loss: 0.4463, scale: 262144.0000 +[2024-04-15 12:45:41 INFO]: Epoch [97][150/306] lr: 3e-05, eta: 0:57:50, time: 1.233, data_time: 1.242, memory: 70002, loss_reg: 0.0395, loss_cls: 0.0037, loss_sal: 0.2135, loss_video_cal: 0.1874, loss_layer_cal: 0.0043, loss: 0.4484, scale: 262144.0000 +[2024-04-15 12:47:48 INFO]: Epoch [97][200/306] lr: 3e-05, eta: 0:55:08, time: 1.258, data_time: 1.275, memory: 70002, loss_reg: 0.0438, loss_cls: 0.0038, loss_sal: 0.2142, loss_video_cal: 0.1889, loss_layer_cal: 0.0042, loss: 0.4549, scale: 262144.0000 +[2024-04-15 12:49:47 INFO]: Epoch [97][250/306] lr: 3e-05, eta: 0:52:25, time: 1.185, data_time: 1.208, memory: 70002, loss_reg: 0.0425, loss_cls: 0.0039, loss_sal: 0.2126, loss_video_cal: 0.1887, loss_layer_cal: 0.0041, loss: 0.4518, scale: 262144.0000 +[2024-04-15 12:51:50 INFO]: Epoch [97][300/306] lr: 3e-05, eta: 0:49:42, time: 1.208, data_time: 1.235, memory: 70002, loss_reg: 0.0395, loss_cls: 0.0039, loss_sal: 0.2124, loss_video_cal: 0.1876, loss_layer_cal: 0.0040, loss: 0.4473, scale: 262144.0000 +[2024-04-15 12:52:02 INFO]: Epoch [97][306/306] lr: 3e-05, eta: 0:49:22, time: 1.095, data_time: 1.033, memory: 70002, loss_reg: 0.0409, loss_cls: 0.0040, loss_sal: 0.2049, loss_video_cal: 0.1835, loss_layer_cal: 0.0040, loss: 0.4373, scale: 262144.0000 +[2024-04-15 12:52:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_97.pth... +[2024-04-15 12:52:04 INFO]: Validating... +[2024-04-15 12:55:39 INFO]: Epoch (val) [97][4001] loss_reg: 0.1273, loss_cls: 0.0125, loss_sal: 0.2126, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3527, MR-full-R1@0.3: 50.8900, MR-full-R1@0.5: 40.1100, MR-full-R1@0.7: 25.7200, MR-full-R5@0.3: 76.8800, MR-full-R5@0.5: 62.5100, MR-full-R5@0.7: 39.5400, MR-full-mAP: 27.0500, MR-full-mAP@0.5: 49.6000, MR-full-mAP@0.75: 25.7200, MR-full-mIoU: 36.9800, MR-long-mAP: 20.3800, MR-long-mIoU: 31.9600, MR-middle-mAP: 26.9400, MR-middle-mIoU: 38.1100, MR-short-mAP: 32.5900, MR-short-mIoU: 39.9800, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 12:57:51 INFO]: Epoch [98][50/306] lr: 3e-05, eta: 0:46:46, time: 1.243, data_time: 2.750, memory: 70002, loss_reg: 0.0396, loss_cls: 0.0038, loss_sal: 0.2110, loss_video_cal: 0.1816, loss_layer_cal: 0.0044, loss: 0.4405, scale: 262144.0000 +[2024-04-15 12:59:56 INFO]: Epoch [98][100/306] lr: 3e-05, eta: 0:44:04, time: 1.247, data_time: 1.246, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0039, loss_sal: 0.2138, loss_video_cal: 0.1915, loss_layer_cal: 0.0043, loss: 0.4543, scale: 262144.0000 +[2024-04-15 13:01:57 INFO]: Epoch [98][150/306] lr: 3e-05, eta: 0:41:21, time: 1.216, data_time: 1.219, memory: 70002, loss_reg: 0.0400, loss_cls: 0.0038, loss_sal: 0.2133, loss_video_cal: 0.1916, loss_layer_cal: 0.0041, loss: 0.4526, scale: 262144.0000 +[2024-04-15 13:04:00 INFO]: Epoch [98][200/306] lr: 3e-05, eta: 0:38:39, time: 1.203, data_time: 1.238, memory: 70002, loss_reg: 0.0410, loss_cls: 0.0039, loss_sal: 0.2119, loss_video_cal: 0.1891, loss_layer_cal: 0.0042, loss: 0.4501, scale: 262144.0000 +[2024-04-15 13:06:02 INFO]: Epoch [98][250/306] lr: 3e-05, eta: 0:35:56, time: 1.203, data_time: 1.257, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0038, loss_sal: 0.2089, loss_video_cal: 0.1849, loss_layer_cal: 0.0042, loss: 0.4429, scale: 262144.0000 +[2024-04-15 13:08:06 INFO]: Epoch [98][300/306] lr: 3e-05, eta: 0:33:14, time: 1.218, data_time: 1.255, memory: 70002, loss_reg: 0.0421, loss_cls: 0.0038, loss_sal: 0.2160, loss_video_cal: 0.1852, loss_layer_cal: 0.0042, loss: 0.4514, scale: 262144.0000 +[2024-04-15 13:08:22 INFO]: Epoch [98][306/306] lr: 3e-05, eta: 0:32:55, time: 1.388, data_time: 1.282, memory: 70002, loss_reg: 0.0501, loss_cls: 0.0033, loss_sal: 0.2180, loss_video_cal: 0.1878, loss_layer_cal: 0.0040, loss: 0.4633, scale: 262144.0000 +[2024-04-15 13:08:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_98.pth... +[2024-04-15 13:08:23 INFO]: Validating... +[2024-04-15 13:11:59 INFO]: Epoch (val) [98][4001] loss_reg: 0.1263, loss_cls: 0.0125, loss_sal: 0.2114, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3506, MR-full-R1@0.3: 51.0900, MR-full-R1@0.5: 39.9700, MR-full-R1@0.7: 25.6900, MR-full-R5@0.3: 76.4300, MR-full-R5@0.5: 62.6300, MR-full-R5@0.7: 40.2400, MR-full-mAP: 27.2200, MR-full-mAP@0.5: 49.6200, MR-full-mAP@0.75: 25.7900, MR-full-mIoU: 37.0600, MR-long-mAP: 21.0400, MR-long-mIoU: 31.8400, MR-middle-mAP: 27.4200, MR-middle-mIoU: 38.5600, MR-short-mAP: 32.0700, MR-short-mIoU: 39.8600, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 13:14:12 INFO]: Epoch [99][50/306] lr: 3e-05, eta: 0:30:17, time: 1.258, data_time: 2.762, memory: 70002, loss_reg: 0.0426, loss_cls: 0.0038, loss_sal: 0.2133, loss_video_cal: 0.1858, loss_layer_cal: 0.0042, loss: 0.4497, scale: 262144.0000 +[2024-04-15 13:16:17 INFO]: Epoch [99][100/306] lr: 3e-05, eta: 0:27:34, time: 1.229, data_time: 1.258, memory: 70002, loss_reg: 0.0397, loss_cls: 0.0038, loss_sal: 0.2125, loss_video_cal: 0.1901, loss_layer_cal: 0.0039, loss: 0.4501, scale: 262144.0000 +[2024-04-15 13:18:22 INFO]: Epoch [99][150/306] lr: 3e-05, eta: 0:24:52, time: 1.252, data_time: 1.251, memory: 70002, loss_reg: 0.0414, loss_cls: 0.0038, loss_sal: 0.2149, loss_video_cal: 0.1881, loss_layer_cal: 0.0040, loss: 0.4522, scale: 262144.0000 +[2024-04-15 13:20:26 INFO]: Epoch [99][200/306] lr: 3e-05, eta: 0:22:10, time: 1.224, data_time: 1.253, memory: 70002, loss_reg: 0.0400, loss_cls: 0.0039, loss_sal: 0.2108, loss_video_cal: 0.1831, loss_layer_cal: 0.0043, loss: 0.4421, scale: 262144.0000 +[2024-04-15 13:22:34 INFO]: Epoch [99][250/306] lr: 3e-05, eta: 0:19:28, time: 1.263, data_time: 1.309, memory: 70002, loss_reg: 0.0402, loss_cls: 0.0037, loss_sal: 0.2034, loss_video_cal: 0.1847, loss_layer_cal: 0.0043, loss: 0.4362, scale: 262144.0000 +[2024-04-15 13:24:43 INFO]: Epoch [99][300/306] lr: 3e-05, eta: 0:16:47, time: 1.270, data_time: 1.306, memory: 70002, loss_reg: 0.0404, loss_cls: 0.0040, loss_sal: 0.2146, loss_video_cal: 0.1910, loss_layer_cal: 0.0042, loss: 0.4542, scale: 262144.0000 +[2024-04-15 13:24:55 INFO]: Epoch [99][306/306] lr: 3e-05, eta: 0:16:27, time: 1.042, data_time: 1.005, memory: 70002, loss_reg: 0.0422, loss_cls: 0.0037, loss_sal: 0.2114, loss_video_cal: 0.1940, loss_layer_cal: 0.0041, loss: 0.4554, scale: 262144.0000 +[2024-04-15 13:24:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_99.pth... +[2024-04-15 13:24:56 INFO]: Validating... +[2024-04-15 13:28:31 INFO]: Epoch (val) [99][4001] loss_reg: 0.1273, loss_cls: 0.0124, loss_sal: 0.2121, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3521, MR-full-R1@0.3: 50.7600, MR-full-R1@0.5: 40.1400, MR-full-R1@0.7: 25.8700, MR-full-R5@0.3: 76.8800, MR-full-R5@0.5: 62.7100, MR-full-R5@0.7: 40.6100, MR-full-mAP: 27.2300, MR-full-mAP@0.5: 49.7100, MR-full-mAP@0.75: 26.0900, MR-full-mIoU: 36.7600, MR-long-mAP: 21.0700, MR-long-mIoU: 31.8000, MR-middle-mAP: 27.2800, MR-middle-mIoU: 37.7600, MR-short-mAP: 32.2000, MR-short-mIoU: 39.8500, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 13:30:49 INFO]: Epoch [100][50/306] lr: 3e-05, eta: 0:13:47, time: 1.293, data_time: 2.810, memory: 70002, loss_reg: 0.0407, loss_cls: 0.0037, loss_sal: 0.2117, loss_video_cal: 0.1871, loss_layer_cal: 0.0041, loss: 0.4472, scale: 262144.0000 +[2024-04-15 13:32:58 INFO]: Epoch [100][100/306] lr: 3e-05, eta: 0:11:05, time: 1.277, data_time: 1.310, memory: 70002, loss_reg: 0.0411, loss_cls: 0.0038, loss_sal: 0.2132, loss_video_cal: 0.1848, loss_layer_cal: 0.0041, loss: 0.4470, scale: 262144.0000 +[2024-04-15 13:34:59 INFO]: Epoch [100][150/306] lr: 3e-05, eta: 0:08:24, time: 1.202, data_time: 1.207, memory: 70002, loss_reg: 0.0383, loss_cls: 0.0039, loss_sal: 0.2107, loss_video_cal: 0.1848, loss_layer_cal: 0.0042, loss: 0.4420, scale: 262144.0000 +[2024-04-15 13:37:03 INFO]: Epoch [100][200/306] lr: 3e-05, eta: 0:05:42, time: 1.237, data_time: 1.242, memory: 70002, loss_reg: 0.0404, loss_cls: 0.0037, loss_sal: 0.2151, loss_video_cal: 0.1881, loss_layer_cal: 0.0042, loss: 0.4516, scale: 262144.0000 +[2024-04-15 13:38:56 INFO]: Epoch [100][250/306] lr: 3e-05, eta: 0:03:00, time: 1.132, data_time: 1.137, memory: 70002, loss_reg: 0.0434, loss_cls: 0.0039, loss_sal: 0.2153, loss_video_cal: 0.1839, loss_layer_cal: 0.0043, loss: 0.4509, scale: 262144.0000 +[2024-04-15 13:40:59 INFO]: Epoch [100][300/306] lr: 3e-05, eta: 0:00:19, time: 1.238, data_time: 1.224, memory: 70002, loss_reg: 0.0413, loss_cls: 0.0039, loss_sal: 0.2107, loss_video_cal: 0.1898, loss_layer_cal: 0.0042, loss: 0.4499, scale: 262144.0000 +[2024-04-15 13:41:14 INFO]: Epoch [100][306/306] lr: 3e-05, eta: 0:00:00, time: 1.218, data_time: 1.188, memory: 70002, loss_reg: 0.0432, loss_cls: 0.0037, loss_sal: 0.2064, loss_video_cal: 0.1846, loss_layer_cal: 0.0041, loss: 0.4420, scale: 262144.0000 +[2024-04-15 13:41:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_tacos/epoch_100.pth... +[2024-04-15 13:41:15 INFO]: Validating... +[2024-04-15 13:44:42 INFO]: Epoch (val) [100][4001] loss_reg: 0.1266, loss_cls: 0.0124, loss_sal: 0.2111, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 0.3505, MR-full-R1@0.3: 51.0400, MR-full-R1@0.5: 40.4400, MR-full-R1@0.7: 25.9200, MR-full-R5@0.3: 76.4300, MR-full-R5@0.5: 62.8100, MR-full-R5@0.7: 40.1400, MR-full-mAP: 27.3000, MR-full-mAP@0.5: 49.8900, MR-full-mAP@0.75: 26.4000, MR-full-mIoU: 37.0600, MR-long-mAP: 21.2900, MR-long-mIoU: 31.9400, MR-middle-mAP: 27.1100, MR-middle-mIoU: 38.2100, MR-short-mAP: 32.4000, MR-short-mIoU: 40.1100, best_MR-full-mAP: 27.5300, best_MR-full-mIoU: 37.3100, best_MR-full-R1@0.3: 51.4600, best_MR-full-R1@0.5: 40.6900, best_MR-full-R1@0.7: 26.7200 +[2024-04-15 13:44:42 INFO]: Overall training speed: 30600 iterations in 10:32:59 (1.2412 s/it) +[2024-04-15 13:44:42 INFO]: Done running in 1 day, 3:29:20 (14:03:59 on hooks)