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R2-Tuning

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  1. checkpoints/r2_tuning_charades-1de02112.pth +3 -0
  2. checkpoints/r2_tuning_charades.log +0 -0
  3. checkpoints/r2_tuning_ego4d-6a6f5754.pth +3 -0
  4. checkpoints/r2_tuning_ego4d.log +0 -0
  5. checkpoints/r2_tuning_qvhighlights-ed516355.pth +3 -0
  6. checkpoints/r2_tuning_qvhighlights.log +592 -0
  7. checkpoints/r2_tuning_tacos-81759b55.pth +3 -0
  8. checkpoints/r2_tuning_tacos.log +0 -0
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1
+ [2024-04-14 11:59:44 INFO]: Environment info:
2
+ ---------------------- ------------------------------------------------------------------------------------------------
3
+ System Linux
4
+ Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0]
5
+ CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz
6
+ CUDA_HOME /n/home01/coco/cuda-12.1
7
+ NVCC Build cuda_12.1.r12.1/compiler.32688072_0
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+ GPU 0 NVIDIA A100-SXM4-80GB
9
+ PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch
10
+ PyTorch debug build False
11
+ torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision
12
+ torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90
13
+ nncore 0.4.2
14
+ numpy 1.26.4
15
+ PIL 10.2.0
16
+ cv2 4.9.0
17
+ ---------------------- ------------------------------------------------------------------------------------------------
18
+ PyTorch built with:
19
+ - GCC 9.3
20
+ - C++ Version: 201703
21
+ - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications
22
+ - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01)
23
+ - OpenMP 201511 (a.k.a. OpenMP 4.5)
24
+ - LAPACK is enabled (usually provided by MKL)
25
+ - NNPACK is enabled
26
+ - CPU capability usage: AVX512
27
+ - CUDA Runtime 12.1
28
+ - 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
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+ - CuDNN 8.9.2
30
+ - Magma 2.6.1
31
+ - 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,
32
+
33
+ [2024-04-14 11:59:44 INFO]: Launcher: None
34
+ [2024-04-14 11:59:44 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/qvhighlights/r2_tuning_qvhighlights.py
35
+ model = dict(
36
+ type='R2Tuning',
37
+ arch='ViT-B/32',
38
+ init=False,
39
+ dims=256,
40
+ strides=(1, 2, 4, 8),
41
+ max_video_len=1024,
42
+ max_num_moment=50,
43
+ adapter_cfg=dict(
44
+ type='R2Block',
45
+ k=4,
46
+ dropout=0.5,
47
+ use_tef=True,
48
+ pos_cfg=dict(
49
+ type='PositionalEncoding',
50
+ normalize=True,
51
+ max_len=1024),
52
+ tem_cfg=dict(
53
+ type='TransformerDecoderLayer',
54
+ heads=8,
55
+ ratio=4,
56
+ att_dropout=0.0,
57
+ ffn_dropout=0.0,
58
+ att_out_dropout=0.0,
59
+ ffn_out_dropout=0.0,
60
+ droppath=0.1,
61
+ pre_norm=False,
62
+ bias=True,
63
+ norm_cfg=dict(type='LN'),
64
+ act_cfg=dict(
65
+ type='ReLU',
66
+ inplace=True),
67
+ order=('cross_att', 'self_att', 'ffn'),
68
+ att_init_cfg=dict(
69
+ type='xavier',
70
+ distribution='uniform'),
71
+ ffn_init_cfg=dict(type='kaiming'))),
72
+ pyramid_cfg=dict(type='ConvPyramid'),
73
+ pooling_cfg=dict(type='AdaPooling'),
74
+ class_head_cfg=dict(
75
+ type='ConvHead',
76
+ kernal_size=3),
77
+ coord_head_cfg=dict(
78
+ type='ConvHead',
79
+ kernal_size=3),
80
+ loss_cfg=dict(
81
+ type='BundleLoss',
82
+ sample_radius=1.5,
83
+ loss_cls=dict(
84
+ type='FocalLoss',
85
+ loss_weight=1.0),
86
+ loss_reg=dict(
87
+ type='L1Loss',
88
+ loss_weight=0.2),
89
+ loss_sal=dict(
90
+ type='SampledNCELoss',
91
+ loss_weight=0.1),
92
+ loss_video_cal=dict(
93
+ type='InfoNCELoss',
94
+ loss_weight=0.1),
95
+ loss_layer_cal=dict(
96
+ type='InfoNCELoss',
97
+ loss_weight=0.1)))
98
+ dataset_type = 'Grounding'
99
+ data_root = 'data/qvhighlights/'
100
+ data = dict(
101
+ train=dict(
102
+ type='RepeatDataset',
103
+ times=4,
104
+ dataset=dict(
105
+ type='Grounding',
106
+ label_path='data/qvhighlights/highlight_train_release.jsonl',
107
+ video_path='data/qvhighlights/frames_224_0.5fps',
108
+ cache_path='data/qvhighlights/clip_b32_vid_k4',
109
+ query_path='data/qvhighlights/clip_b32_txt_k4',
110
+ use_cache=True,
111
+ min_video_len=5,
112
+ fps=0.5,
113
+ unit=2),
114
+ loader=dict(
115
+ batch_size=128,
116
+ num_workers=4,
117
+ pin_memory=True,
118
+ shuffle=True)),
119
+ val=dict(
120
+ type='Grounding',
121
+ label_path='data/qvhighlights/highlight_val_release.jsonl',
122
+ video_path='data/qvhighlights/frames_224_0.5fps',
123
+ cache_path='data/qvhighlights/clip_b32_vid_k4',
124
+ query_path='data/qvhighlights/clip_b32_txt_k4',
125
+ use_cache=True,
126
+ fps=0.5,
127
+ unit=2,
128
+ loader=dict(
129
+ batch_size=1,
130
+ num_workers=4,
131
+ pin_memory=True,
132
+ shuffle=False)))
133
+ stages = dict(
134
+ epochs=30,
135
+ optimizer=dict(
136
+ type='AdamW',
137
+ lr=0.0005,
138
+ weight_decay=0.0001),
139
+ lr_schedule=dict(
140
+ type='epoch',
141
+ policy='step',
142
+ step=[20]),
143
+ warmup=dict(
144
+ type='iter',
145
+ policy='linear',
146
+ steps=500,
147
+ ratio=0.001),
148
+ grad_clip=dict(
149
+ max_norm=35,
150
+ norm_type=2),
151
+ validation=dict(interval=1))
152
+ hooks = [dict(
153
+ type='EvalHook',
154
+ 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'])]
155
+ [2024-04-14 11:59:44 INFO]: Using random seed: 23347071
156
+ [2024-04-14 11:59:44 INFO]: Model architecture:
157
+ R2Tuning(
158
+ (adapter): R2Block(
159
+ (video_map): Sequential(
160
+ (0): LayerNorm((770,), eps=1e-05, elementwise_affine=True)
161
+ (1): Dropout(p=0.5, inplace=False)
162
+ (2): Linear(in_features=770, out_features=256, bias=True)
163
+ (3): ReLU(inplace=True)
164
+ (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
165
+ (5): Dropout(p=0.5, inplace=False)
166
+ (6): Linear(in_features=256, out_features=256, bias=True)
167
+ )
168
+ (query_map): Sequential(
169
+ (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True)
170
+ (1): Dropout(p=0.5, inplace=False)
171
+ (2): Linear(in_features=512, out_features=256, bias=True)
172
+ (3): ReLU(inplace=True)
173
+ (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
174
+ (5): Dropout(p=0.5, inplace=False)
175
+ (6): Linear(in_features=256, out_features=256, bias=True)
176
+ )
177
+ (v_map): Linear(in_features=256, out_features=256, bias=True)
178
+ (q_map): Linear(in_features=256, out_features=256, bias=True)
179
+ (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0)
180
+ (tem): TransformerDecoderLayer(
181
+ (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)
182
+ (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
183
+ (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)
184
+ (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
185
+ (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0)
186
+ (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
187
+ (droppath): DropPath(p=0.1)
188
+ )
189
+ )
190
+ (pyramid): ConvPyramid(
191
+ (blocks): ModuleList(
192
+ (0): ReLU(inplace=True)
193
+ (1): Sequential(
194
+ (0): Permute()
195
+ (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,))
196
+ (2): Permute()
197
+ (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
198
+ (4): ReLU(inplace=True)
199
+ )
200
+ (2): Sequential(
201
+ (0): Permute()
202
+ (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,))
203
+ (2): Permute()
204
+ (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
205
+ (4): ReLU(inplace=True)
206
+ (5): Permute()
207
+ (6): Conv1d(256, 256, kernel_size=(2,), stride=(2,))
208
+ (7): Permute()
209
+ (8): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
210
+ (9): ReLU(inplace=True)
211
+ )
212
+ (3): Sequential(
213
+ (0): Permute()
214
+ (1): Conv1d(256, 256, kernel_size=(2,), stride=(2,))
215
+ (2): Permute()
216
+ (3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
217
+ (4): ReLU(inplace=True)
218
+ (5): Permute()
219
+ (6): Conv1d(256, 256, kernel_size=(2,), stride=(2,))
220
+ (7): Permute()
221
+ (8): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
222
+ (9): ReLU(inplace=True)
223
+ (10): Permute()
224
+ (11): Conv1d(256, 256, kernel_size=(2,), stride=(2,))
225
+ (12): Permute()
226
+ (13): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
227
+ (14): ReLU(inplace=True)
228
+ )
229
+ )
230
+ )
231
+ (pooling): AdaPooling(
232
+ (att): Linear(in_features=256, out_features=1, bias=False)
233
+ )
234
+ (class_head): ConvHead(
235
+ (module): Sequential(
236
+ (0): Permute()
237
+ (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,))
238
+ (2): ReLU(inplace=True)
239
+ (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,))
240
+ (4): Permute()
241
+ )
242
+ )
243
+ (coord_head): ConvHead(
244
+ (module): Sequential(
245
+ (0): Permute()
246
+ (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,))
247
+ (2): ReLU(inplace=True)
248
+ (3): Conv1d(256, 2, kernel_size=(3,), stride=(1,), padding=(1,))
249
+ (4): Permute()
250
+ )
251
+ )
252
+ (generator): PointGenerator(
253
+ (buffer_points): BufferList()
254
+ )
255
+ (loss): BundleLoss(
256
+ (_loss_cls): FocalLoss(alpha=-1, gamma=2.0, reduction='mean', loss_weight=1.0)
257
+ (_loss_reg): L1Loss(reduction='mean', loss_weight=0.2)
258
+ (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row', 'col'), loss_weight=0.1)
259
+ (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1)
260
+ (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1)
261
+ )
262
+ )
263
+ [2024-04-14 11:59:44 INFO]: Learnable Parameters:
264
+ [2024-04-14 11:59:44 INFO]: module.coef - torch.Size([4])
265
+ [2024-04-14 11:59:44 INFO]: module.adapter.gate - torch.Size([3])
266
+ [2024-04-14 11:59:44 INFO]: module.adapter.scale - torch.Size([4])
267
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.0.weight - torch.Size([770])
268
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.0.bias - torch.Size([770])
269
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 770])
270
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.2.bias - torch.Size([256])
271
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.4.weight - torch.Size([256])
272
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.4.bias - torch.Size([256])
273
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256])
274
+ [2024-04-14 11:59:44 INFO]: module.adapter.video_map.6.bias - torch.Size([256])
275
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.0.weight - torch.Size([512])
276
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.0.bias - torch.Size([512])
277
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512])
278
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.2.bias - torch.Size([256])
279
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.4.weight - torch.Size([256])
280
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.4.bias - torch.Size([256])
281
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256])
282
+ [2024-04-14 11:59:44 INFO]: module.adapter.query_map.6.bias - torch.Size([256])
283
+ [2024-04-14 11:59:44 INFO]: module.adapter.v_map.weight - torch.Size([256, 256])
284
+ [2024-04-14 11:59:44 INFO]: module.adapter.v_map.bias - torch.Size([256])
285
+ [2024-04-14 11:59:44 INFO]: module.adapter.q_map.weight - torch.Size([256, 256])
286
+ [2024-04-14 11:59:44 INFO]: module.adapter.q_map.bias - torch.Size([256])
287
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256])
288
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256])
289
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256])
290
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256])
291
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256])
292
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256])
293
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256])
294
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256])
295
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256])
296
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256])
297
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256])
298
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256])
299
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256])
300
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256])
301
+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.1.1.weight - torch.Size([256, 256, 2])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.1.1.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.1.3.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.1.3.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.1.weight - torch.Size([256, 256, 2])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.1.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.3.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.3.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.6.weight - torch.Size([256, 256, 2])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.6.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.8.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.2.8.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.1.weight - torch.Size([256, 256, 2])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.1.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.3.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.3.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.6.weight - torch.Size([256, 256, 2])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.6.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.8.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.8.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.11.weight - torch.Size([256, 256, 2])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.11.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.13.weight - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.pyramid.blocks.3.13.bias - torch.Size([256])
337
+ [2024-04-14 11:59:44 INFO]: module.pooling.att.weight - torch.Size([1, 256])
338
+ [2024-04-14 11:59:44 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3])
339
+ [2024-04-14 11:59:44 INFO]: module.class_head.module.1.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3])
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+ [2024-04-14 11:59:44 INFO]: module.class_head.module.3.bias - torch.Size([1])
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+ [2024-04-14 11:59:44 INFO]: module.coord_head.module.1.weight - torch.Size([256, 256, 3])
343
+ [2024-04-14 11:59:44 INFO]: module.coord_head.module.1.bias - torch.Size([256])
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+ [2024-04-14 11:59:44 INFO]: module.coord_head.module.3.weight - torch.Size([2, 256, 3])
345
+ [2024-04-14 11:59:44 INFO]: module.coord_head.module.3.bias - torch.Size([2])
346
+ [2024-04-14 11:59:44 INFO]: Learnable Parameters: 2.705M (100.0%)
347
+ [2024-04-14 11:59:44 INFO]: Auto Scale Batch Size: 1 GPU(s) * 128 Samples
348
+ [2024-04-14 11:59:44 INFO]: Distributed: False, AMP: fp16, Debug: False
349
+ [2024-04-14 11:59:44 INFO]: Launch engine, host: coco@holygpu8a25406.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_qvhighlights
350
+ [2024-04-14 11:59:44 INFO]: Stage: 1, epochs: 30, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001)
351
+ [2024-04-14 12:00:57 INFO]: Epoch [1][50/226] lr: 5e-05, eta: 2:43:55, time: 0.692, data_time: 0.769, memory: 28746, loss_reg: 0.1473, loss_cls: 0.1012, loss_sal: 0.9289, loss_video_cal: 0.5158, loss_layer_cal: 0.1488, loss: 1.8419, scale: 65536.0000
352
+ [2024-04-14 12:02:01 INFO]: Epoch [1][100/226] lr: 0.0001, eta: 2:32:18, time: 0.672, data_time: 0.602, memory: 28747, loss_reg: 0.1432, loss_cls: 0.0413, loss_sal: 0.9109, loss_video_cal: 0.5109, loss_layer_cal: 0.1065, loss: 1.7127, scale: 65536.0000
353
+ [2024-04-14 12:03:06 INFO]: Epoch [1][150/226] lr: 0.00015, eta: 2:28:19, time: 0.683, data_time: 0.608, memory: 28747, loss_reg: 0.1411, loss_cls: 0.0414, loss_sal: 0.9015, loss_video_cal: 0.5029, loss_layer_cal: 0.0742, loss: 1.6611, scale: 65536.0000
354
+ [2024-04-14 12:04:11 INFO]: Epoch [1][200/226] lr: 0.0002, eta: 2:26:11, time: 0.691, data_time: 0.615, memory: 28747, loss_reg: 0.1405, loss_cls: 0.0407, loss_sal: 0.8981, loss_video_cal: 0.4974, loss_layer_cal: 0.0392, loss: 1.6158, scale: 65536.0000
355
+ [2024-04-14 12:04:44 INFO]: Epoch [1][226/226] lr: 0.00023, eta: 2:24:56, time: 0.672, data_time: 0.607, memory: 28747, loss_reg: 0.1403, loss_cls: 0.0409, loss_sal: 0.8946, loss_video_cal: 0.4917, loss_layer_cal: 0.0151, loss: 1.5827, scale: 65536.0000
356
+ [2024-04-14 12:04:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_1.pth...
357
+ [2024-04-14 12:04:45 INFO]: Validating...
358
+ [2024-04-14 12:05:45 INFO]: Epoch (val) [1][1550] loss_reg: 0.1444, loss_cls: 0.0422, loss_sal: 0.4193, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 0.6065, MR-full-R1@0.3: 31.4800, MR-full-R1@0.5: 9.4800, MR-full-R1@0.7: 2.0600, MR-full-R5@0.3: 62.7100, MR-full-R5@0.5: 29.6100, MR-full-R5@0.7: 12.3200, MR-full-mAP: 6.8500, MR-full-mAP@0.5: 17.2600, MR-full-mAP@0.75: 4.4500, MR-full-mIoU: 19.6600, MR-long-mAP: 17.4300, MR-long-mIoU: 29.6800, MR-middle-mAP: 2.6400, MR-middle-mIoU: 13.0200, MR-short-mAP: 0.0300, MR-short-mIoU: 5.8300, HL-min-Fair-mAP: 43.8500, HL-min-Fair-Hit1: 32.2600, HL-min-Good-mAP: 36.2400, HL-min-Good-Hit1: 30.3200, HL-min-VeryGood-mAP: 21.7200, HL-min-VeryGood-Hit1: 25.0300, best_MR-full-mAP: 6.8500, best_MR-full-mIoU: 19.6600, best_HL-min-VeryGood-mAP: 21.7200, best_MR-full-R1@0.3: 31.4800, best_MR-full-R1@0.5: 9.4800, best_MR-full-R1@0.7: 2.0600
359
+ [2024-04-14 12:06:55 INFO]: Epoch [2][50/226] lr: 0.00028, eta: 2:49:06, time: 0.696, data_time: 1.236, memory: 28747, loss_reg: 0.1407, loss_cls: 0.0396, loss_sal: 0.8941, loss_video_cal: 0.4845, loss_layer_cal: 0.0082, loss: 1.5671, scale: 65536.0000
360
+ [2024-04-14 12:08:00 INFO]: Epoch [2][100/226] lr: 0.00033, eta: 2:43:37, time: 0.695, data_time: 0.612, memory: 28747, loss_reg: 0.1373, loss_cls: 0.0409, loss_sal: 0.8799, loss_video_cal: 0.4627, loss_layer_cal: 0.0066, loss: 1.5273, scale: 65536.0000
361
+ [2024-04-14 12:09:06 INFO]: Epoch [2][150/226] lr: 0.00038, eta: 2:39:19, time: 0.693, data_time: 0.614, memory: 28747, loss_reg: 0.1333, loss_cls: 0.0400, loss_sal: 0.8580, loss_video_cal: 0.4412, loss_layer_cal: 0.0062, loss: 1.4787, scale: 65536.0000
362
+ [2024-04-14 12:10:11 INFO]: Epoch [2][200/226] lr: 0.00043, eta: 2:35:46, time: 0.694, data_time: 0.614, memory: 28747, loss_reg: 0.1280, loss_cls: 0.0383, loss_sal: 0.8420, loss_video_cal: 0.4254, loss_layer_cal: 0.0055, loss: 1.4392, scale: 65536.0000
363
+ [2024-04-14 12:10:44 INFO]: Epoch [2][226/226] lr: 0.00045, eta: 2:33:57, time: 0.674, data_time: 0.601, memory: 28747, loss_reg: 0.1231, loss_cls: 0.0369, loss_sal: 0.8331, loss_video_cal: 0.4130, loss_layer_cal: 0.0055, loss: 1.4116, scale: 65536.0000
364
+ [2024-04-14 12:10:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_2.pth...
365
+ [2024-04-14 12:10:44 INFO]: Validating...
366
+ [2024-04-14 12:11:44 INFO]: Epoch (val) [2][1550] loss_reg: 0.1189, loss_cls: 0.0386, loss_sal: 0.3753, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 0.5333, MR-full-R1@0.3: 56.1900, MR-full-R1@0.5: 38.9700, MR-full-R1@0.7: 21.9400, MR-full-R5@0.3: 86.7100, MR-full-R5@0.5: 71.4200, MR-full-R5@0.7: 50.7100, MR-full-mAP: 25.2000, MR-full-mAP@0.5: 45.9200, MR-full-mAP@0.75: 25.3600, MR-full-mIoU: 38.1200, MR-long-mAP: 34.8700, MR-long-mIoU: 46.2300, MR-middle-mAP: 24.8600, MR-middle-mIoU: 31.6500, MR-short-mAP: 2.3300, MR-short-mIoU: 9.5700, HL-min-Fair-mAP: 59.6000, HL-min-Fair-Hit1: 56.1300, HL-min-Good-mAP: 50.3400, HL-min-Good-Hit1: 54.4500, HL-min-VeryGood-mAP: 30.5500, HL-min-VeryGood-Hit1: 44.6500, best_MR-full-mAP: 25.2000, best_MR-full-mIoU: 38.1200, best_HL-min-VeryGood-mAP: 30.5500, best_MR-full-R1@0.3: 56.1900, best_MR-full-R1@0.5: 38.9700, best_MR-full-R1@0.7: 21.9400
367
+ [2024-04-14 12:12:54 INFO]: Epoch [3][50/226] lr: 0.0005, eta: 2:44:33, time: 0.700, data_time: 1.235, memory: 28747, loss_reg: 0.1198, loss_cls: 0.0372, loss_sal: 0.8236, loss_video_cal: 0.4036, loss_layer_cal: 0.0055, loss: 1.3897, scale: 65536.0000
368
+ [2024-04-14 12:13:59 INFO]: Epoch [3][100/226] lr: 0.0005, eta: 2:40:46, time: 0.697, data_time: 0.613, memory: 28747, loss_reg: 0.1182, loss_cls: 0.0366, loss_sal: 0.8123, loss_video_cal: 0.3905, loss_layer_cal: 0.0058, loss: 1.3634, scale: 65536.0000
369
+ [2024-04-14 12:15:05 INFO]: Epoch [3][150/226] lr: 0.0005, eta: 2:37:29, time: 0.701, data_time: 0.615, memory: 28747, loss_reg: 0.1134, loss_cls: 0.0350, loss_sal: 0.7996, loss_video_cal: 0.3797, loss_layer_cal: 0.0059, loss: 1.3336, scale: 65536.0000
370
+ [2024-04-14 12:16:11 INFO]: Epoch [3][200/226] lr: 0.0005, eta: 2:34:35, time: 0.704, data_time: 0.618, memory: 28747, loss_reg: 0.1143, loss_cls: 0.0343, loss_sal: 0.7849, loss_video_cal: 0.3715, loss_layer_cal: 0.0058, loss: 1.3108, scale: 65536.0000
371
+ [2024-04-14 12:16:45 INFO]: Epoch [3][226/226] lr: 0.0005, eta: 2:33:03, time: 0.680, data_time: 0.607, memory: 28747, loss_reg: 0.1122, loss_cls: 0.0347, loss_sal: 0.7908, loss_video_cal: 0.3683, loss_layer_cal: 0.0063, loss: 1.3123, scale: 65536.0000
372
+ [2024-04-14 12:16:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_3.pth...
373
+ [2024-04-14 12:16:45 INFO]: Validating...
374
+ [2024-04-14 12:17:46 INFO]: Epoch (val) [3][1550] loss_reg: 0.1094, loss_cls: 0.0359, loss_sal: 0.3581, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.5041, MR-full-R1@0.3: 66.4500, MR-full-R1@0.5: 51.4800, MR-full-R1@0.7: 32.5800, MR-full-R5@0.3: 88.7700, MR-full-R5@0.5: 79.1600, MR-full-R5@0.7: 60.6500, MR-full-mAP: 31.6500, MR-full-mAP@0.5: 54.6800, MR-full-mAP@0.75: 32.1600, MR-full-mIoU: 46.6200, MR-long-mAP: 36.6800, MR-long-mIoU: 47.4400, MR-middle-mAP: 35.0100, MR-middle-mIoU: 43.7600, MR-short-mAP: 4.8800, MR-short-mIoU: 11.0300, HL-min-Fair-mAP: 67.3400, HL-min-Fair-Hit1: 66.0600, HL-min-Good-mAP: 56.5400, HL-min-Good-Hit1: 63.6800, HL-min-VeryGood-mAP: 34.2800, HL-min-VeryGood-Hit1: 52.4500, best_MR-full-mAP: 31.6500, best_MR-full-mIoU: 46.6200, best_HL-min-VeryGood-mAP: 34.2800, best_MR-full-R1@0.3: 66.4500, best_MR-full-R1@0.5: 51.4800, best_MR-full-R1@0.7: 32.5800
375
+ [2024-04-14 12:18:55 INFO]: Epoch [4][50/226] lr: 0.0005, eta: 2:39:29, time: 0.695, data_time: 1.243, memory: 28747, loss_reg: 0.1089, loss_cls: 0.0339, loss_sal: 0.7700, loss_video_cal: 0.3624, loss_layer_cal: 0.0059, loss: 1.2810, scale: 65536.0000
376
+ [2024-04-14 12:20:01 INFO]: Epoch [4][100/226] lr: 0.0005, eta: 2:36:24, time: 0.691, data_time: 0.616, memory: 28747, loss_reg: 0.1082, loss_cls: 0.0331, loss_sal: 0.7658, loss_video_cal: 0.3575, loss_layer_cal: 0.0058, loss: 1.2703, scale: 65536.0000
377
+ [2024-04-14 12:21:07 INFO]: Epoch [4][150/226] lr: 0.0005, eta: 2:33:37, time: 0.697, data_time: 0.620, memory: 28747, loss_reg: 0.1082, loss_cls: 0.0324, loss_sal: 0.7584, loss_video_cal: 0.3545, loss_layer_cal: 0.0055, loss: 1.2590, scale: 65536.0000
378
+ [2024-04-14 12:22:12 INFO]: Epoch [4][200/226] lr: 0.0005, eta: 2:31:01, time: 0.693, data_time: 0.620, memory: 28747, loss_reg: 0.1054, loss_cls: 0.0325, loss_sal: 0.7518, loss_video_cal: 0.3505, loss_layer_cal: 0.0056, loss: 1.2458, scale: 65536.0000
379
+ [2024-04-14 12:22:46 INFO]: Epoch [4][226/226] lr: 0.0005, eta: 2:29:40, time: 0.685, data_time: 0.609, memory: 28747, loss_reg: 0.1055, loss_cls: 0.0324, loss_sal: 0.7474, loss_video_cal: 0.3509, loss_layer_cal: 0.0056, loss: 1.2418, scale: 65536.0000
380
+ [2024-04-14 12:22:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_4.pth...
381
+ [2024-04-14 12:22:46 INFO]: Validating...
382
+ [2024-04-14 12:23:45 INFO]: Epoch (val) [4][1550] loss_reg: 0.1008, loss_cls: 0.0341, loss_sal: 0.3439, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.4796, MR-full-R1@0.3: 73.0300, MR-full-R1@0.5: 58.0600, MR-full-R1@0.7: 38.0600, MR-full-R5@0.3: 91.6800, MR-full-R5@0.5: 81.5500, MR-full-R5@0.7: 63.9400, MR-full-mAP: 37.0500, MR-full-mAP@0.5: 59.6200, MR-full-mAP@0.75: 37.5200, MR-full-mIoU: 52.6700, MR-long-mAP: 43.6600, MR-long-mIoU: 56.9300, MR-middle-mAP: 39.5000, MR-middle-mIoU: 47.7400, MR-short-mAP: 6.2700, MR-short-mIoU: 12.2100, HL-min-Fair-mAP: 71.1500, HL-min-Fair-Hit1: 72.6500, HL-min-Good-mAP: 60.5100, HL-min-Good-Hit1: 70.5200, HL-min-VeryGood-mAP: 36.6800, HL-min-VeryGood-Hit1: 58.8400, best_MR-full-mAP: 37.0500, best_MR-full-mIoU: 52.6700, best_HL-min-VeryGood-mAP: 36.6800, best_MR-full-R1@0.3: 73.0300, best_MR-full-R1@0.5: 58.0600, best_MR-full-R1@0.7: 38.0600
383
+ [2024-04-14 12:24:55 INFO]: Epoch [5][50/226] lr: 0.0005, eta: 2:33:46, time: 0.701, data_time: 1.243, memory: 28747, loss_reg: 0.1019, loss_cls: 0.0307, loss_sal: 0.7380, loss_video_cal: 0.3466, loss_layer_cal: 0.0056, loss: 1.2228, scale: 65536.0000
384
+ [2024-04-14 12:26:01 INFO]: Epoch [5][100/226] lr: 0.0005, eta: 2:31:11, time: 0.702, data_time: 0.620, memory: 28747, loss_reg: 0.1036, loss_cls: 0.0321, loss_sal: 0.7368, loss_video_cal: 0.3455, loss_layer_cal: 0.0056, loss: 1.2235, scale: 65536.0000
385
+ [2024-04-14 12:27:07 INFO]: Epoch [5][150/226] lr: 0.0005, eta: 2:28:44, time: 0.695, data_time: 0.622, memory: 28747, loss_reg: 0.1017, loss_cls: 0.0318, loss_sal: 0.7337, loss_video_cal: 0.3429, loss_layer_cal: 0.0055, loss: 1.2156, scale: 65536.0000
386
+ [2024-04-14 12:28:13 INFO]: Epoch [5][200/226] lr: 0.0005, eta: 2:26:25, time: 0.701, data_time: 0.621, memory: 28747, loss_reg: 0.1014, loss_cls: 0.0310, loss_sal: 0.7293, loss_video_cal: 0.3394, loss_layer_cal: 0.0055, loss: 1.2066, scale: 65536.0000
387
+ [2024-04-14 12:28:47 INFO]: Epoch [5][226/226] lr: 0.0005, eta: 2:25:12, time: 0.683, data_time: 0.610, memory: 28747, loss_reg: 0.0981, loss_cls: 0.0302, loss_sal: 0.7226, loss_video_cal: 0.3363, loss_layer_cal: 0.0059, loss: 1.1930, scale: 65536.0000
388
+ [2024-04-14 12:28:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_5.pth...
389
+ [2024-04-14 12:28:47 INFO]: Validating...
390
+ [2024-04-14 12:29:48 INFO]: Epoch (val) [5][1550] loss_reg: 0.1000, loss_cls: 0.0348, loss_sal: 0.3450, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 0.4806, MR-full-R1@0.3: 72.9000, MR-full-R1@0.5: 59.6100, MR-full-R1@0.7: 40.9000, MR-full-R5@0.3: 90.0000, MR-full-R5@0.5: 81.8100, MR-full-R5@0.7: 65.0300, MR-full-mAP: 38.9300, MR-full-mAP@0.5: 60.8500, MR-full-mAP@0.75: 40.0800, MR-full-mIoU: 53.5800, MR-long-mAP: 43.9500, MR-long-mIoU: 55.6500, MR-middle-mAP: 41.7700, MR-middle-mIoU: 49.4000, MR-short-mAP: 8.7700, MR-short-mIoU: 12.5100, HL-min-Fair-mAP: 72.2000, HL-min-Fair-Hit1: 73.1600, HL-min-Good-mAP: 61.4100, HL-min-Good-Hit1: 71.3500, HL-min-VeryGood-mAP: 37.4400, HL-min-VeryGood-Hit1: 59.3500, best_MR-full-mAP: 38.9300, best_MR-full-mIoU: 53.5800, best_HL-min-VeryGood-mAP: 37.4400, best_MR-full-R1@0.3: 73.0300, best_MR-full-R1@0.5: 59.6100, best_MR-full-R1@0.7: 40.9000
391
+ [2024-04-14 12:30:58 INFO]: Epoch [6][50/226] lr: 0.0005, eta: 2:28:10, time: 0.698, data_time: 1.246, memory: 28747, loss_reg: 0.0995, loss_cls: 0.0303, loss_sal: 0.7180, loss_video_cal: 0.3346, loss_layer_cal: 0.0060, loss: 1.1883, scale: 65536.0000
392
+ [2024-04-14 12:32:03 INFO]: Epoch [6][100/226] lr: 0.0005, eta: 2:25:49, time: 0.698, data_time: 0.616, memory: 28747, loss_reg: 0.0996, loss_cls: 0.0304, loss_sal: 0.7175, loss_video_cal: 0.3344, loss_layer_cal: 0.0057, loss: 1.1876, scale: 65536.0000
393
+ [2024-04-14 12:33:09 INFO]: Epoch [6][150/226] lr: 0.0005, eta: 2:23:36, time: 0.703, data_time: 0.620, memory: 28747, loss_reg: 0.1002, loss_cls: 0.0306, loss_sal: 0.7187, loss_video_cal: 0.3313, loss_layer_cal: 0.0058, loss: 1.1866, scale: 65536.0000
394
+ [2024-04-14 12:34:15 INFO]: Epoch [6][200/226] lr: 0.0005, eta: 2:21:26, time: 0.699, data_time: 0.619, memory: 28747, loss_reg: 0.0970, loss_cls: 0.0293, loss_sal: 0.7108, loss_video_cal: 0.3313, loss_layer_cal: 0.0057, loss: 1.1741, scale: 65536.0000
395
+ [2024-04-14 12:34:49 INFO]: Epoch [6][226/226] lr: 0.0005, eta: 2:20:18, time: 0.680, data_time: 0.608, memory: 28747, loss_reg: 0.0962, loss_cls: 0.0298, loss_sal: 0.7082, loss_video_cal: 0.3300, loss_layer_cal: 0.0060, loss: 1.1703, scale: 65536.0000
396
+ [2024-04-14 12:34:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_6.pth...
397
+ [2024-04-14 12:34:49 INFO]: Validating...
398
+ [2024-04-14 12:35:48 INFO]: Epoch (val) [6][1550] loss_reg: 0.0958, loss_cls: 0.0328, loss_sal: 0.3414, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 0.4710, MR-full-R1@0.3: 75.4800, MR-full-R1@0.5: 62.3200, MR-full-R1@0.7: 45.9400, MR-full-R5@0.3: 92.3900, MR-full-R5@0.5: 84.6500, MR-full-R5@0.7: 68.9000, MR-full-mAP: 41.4200, MR-full-mAP@0.5: 63.6800, MR-full-mAP@0.75: 43.5700, MR-full-mIoU: 56.3700, MR-long-mAP: 47.2300, MR-long-mIoU: 57.3700, MR-middle-mAP: 44.5800, MR-middle-mIoU: 53.1600, MR-short-mAP: 7.8200, MR-short-mIoU: 12.4900, HL-min-Fair-mAP: 72.9900, HL-min-Fair-Hit1: 74.0600, HL-min-Good-mAP: 61.7900, HL-min-Good-Hit1: 72.0600, HL-min-VeryGood-mAP: 37.5100, HL-min-VeryGood-Hit1: 60.3900, best_MR-full-mAP: 41.4200, best_MR-full-mIoU: 56.3700, best_HL-min-VeryGood-mAP: 37.5100, best_MR-full-R1@0.3: 75.4800, best_MR-full-R1@0.5: 62.3200, best_MR-full-R1@0.7: 45.9400
399
+ [2024-04-14 12:36:57 INFO]: Epoch [7][50/226] lr: 0.0005, eta: 2:22:14, time: 0.691, data_time: 1.239, memory: 28747, loss_reg: 0.0956, loss_cls: 0.0297, loss_sal: 0.7069, loss_video_cal: 0.3293, loss_layer_cal: 0.0061, loss: 1.1676, scale: 65536.0000
400
+ [2024-04-14 12:38:03 INFO]: Epoch [7][100/226] lr: 0.0005, eta: 2:20:05, time: 0.701, data_time: 0.615, memory: 28747, loss_reg: 0.0975, loss_cls: 0.0285, loss_sal: 0.7092, loss_video_cal: 0.3278, loss_layer_cal: 0.0059, loss: 1.1688, scale: 65536.0000
401
+ [2024-04-14 12:39:09 INFO]: Epoch [7][150/226] lr: 0.0005, eta: 2:18:00, time: 0.701, data_time: 0.618, memory: 28747, loss_reg: 0.0946, loss_cls: 0.0296, loss_sal: 0.7071, loss_video_cal: 0.3258, loss_layer_cal: 0.0062, loss: 1.1632, scale: 65536.0000
402
+ [2024-04-14 12:40:14 INFO]: Epoch [7][200/226] lr: 0.0005, eta: 2:15:58, time: 0.693, data_time: 0.616, memory: 28747, loss_reg: 0.0957, loss_cls: 0.0296, loss_sal: 0.7035, loss_video_cal: 0.3248, loss_layer_cal: 0.0057, loss: 1.1592, scale: 65536.0000
403
+ [2024-04-14 12:40:48 INFO]: Epoch [7][226/226] lr: 0.0005, eta: 2:14:53, time: 0.673, data_time: 0.605, memory: 28747, loss_reg: 0.0961, loss_cls: 0.0283, loss_sal: 0.6984, loss_video_cal: 0.3262, loss_layer_cal: 0.0062, loss: 1.1551, scale: 65536.0000
404
+ [2024-04-14 12:40:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_7.pth...
405
+ [2024-04-14 12:40:48 INFO]: Validating...
406
+ [2024-04-14 12:41:49 INFO]: Epoch (val) [7][1550] loss_reg: 0.0927, loss_cls: 0.0333, loss_sal: 0.3432, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.4702, MR-full-R1@0.3: 74.5800, MR-full-R1@0.5: 62.5800, MR-full-R1@0.7: 45.0300, MR-full-R5@0.3: 92.4500, MR-full-R5@0.5: 84.6500, MR-full-R5@0.7: 68.5200, MR-full-mAP: 42.6300, MR-full-mAP@0.5: 64.2700, MR-full-mAP@0.75: 44.4800, MR-full-mIoU: 56.6000, MR-long-mAP: 49.3700, MR-long-mIoU: 58.9100, MR-middle-mAP: 43.9900, MR-middle-mIoU: 51.8600, MR-short-mAP: 10.1500, MR-short-mIoU: 14.4000, HL-min-Fair-mAP: 72.8100, HL-min-Fair-Hit1: 74.8400, HL-min-Good-mAP: 61.9700, HL-min-Good-Hit1: 72.6500, HL-min-VeryGood-mAP: 37.6500, HL-min-VeryGood-Hit1: 59.3500, best_MR-full-mAP: 42.6300, best_MR-full-mIoU: 56.6000, best_HL-min-VeryGood-mAP: 37.6500, best_MR-full-R1@0.3: 75.4800, best_MR-full-R1@0.5: 62.5800, best_MR-full-R1@0.7: 45.9400
407
+ [2024-04-14 12:42:58 INFO]: Epoch [8][50/226] lr: 0.0005, eta: 2:16:21, time: 0.694, data_time: 1.237, memory: 28747, loss_reg: 0.0939, loss_cls: 0.0288, loss_sal: 0.6949, loss_video_cal: 0.3239, loss_layer_cal: 0.0060, loss: 1.1474, scale: 65536.0000
408
+ [2024-04-14 12:44:04 INFO]: Epoch [8][100/226] lr: 0.0005, eta: 2:14:21, time: 0.703, data_time: 0.619, memory: 28747, loss_reg: 0.0932, loss_cls: 0.0279, loss_sal: 0.6965, loss_video_cal: 0.3234, loss_layer_cal: 0.0060, loss: 1.1471, scale: 65536.0000
409
+ [2024-04-14 12:45:10 INFO]: Epoch [8][150/226] lr: 0.0005, eta: 2:12:23, time: 0.696, data_time: 0.617, memory: 28747, loss_reg: 0.0936, loss_cls: 0.0294, loss_sal: 0.6988, loss_video_cal: 0.3223, loss_layer_cal: 0.0060, loss: 1.1500, scale: 65536.0000
410
+ [2024-04-14 12:46:16 INFO]: Epoch [8][200/226] lr: 0.0005, eta: 2:10:30, time: 0.705, data_time: 0.623, memory: 28747, loss_reg: 0.0925, loss_cls: 0.0286, loss_sal: 0.6943, loss_video_cal: 0.3203, loss_layer_cal: 0.0064, loss: 1.1422, scale: 65536.0000
411
+ [2024-04-14 12:46:50 INFO]: Epoch [8][226/226] lr: 0.0005, eta: 2:09:29, time: 0.682, data_time: 0.609, memory: 28747, loss_reg: 0.0935, loss_cls: 0.0282, loss_sal: 0.6941, loss_video_cal: 0.3185, loss_layer_cal: 0.0063, loss: 1.1406, scale: 65536.0000
412
+ [2024-04-14 12:46:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_8.pth...
413
+ [2024-04-14 12:46:50 INFO]: Validating...
414
+ [2024-04-14 12:47:49 INFO]: Epoch (val) [8][1550] loss_reg: 0.0938, loss_cls: 0.0339, loss_sal: 0.3401, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.4688, MR-full-R1@0.3: 76.3900, MR-full-R1@0.5: 64.1300, MR-full-R1@0.7: 46.5200, MR-full-R5@0.3: 92.8400, MR-full-R5@0.5: 85.4200, MR-full-R5@0.7: 70.6500, MR-full-mAP: 43.6400, MR-full-mAP@0.5: 64.9800, MR-full-mAP@0.75: 45.3000, MR-full-mIoU: 58.3600, MR-long-mAP: 51.5000, MR-long-mIoU: 61.6700, MR-middle-mAP: 44.9400, MR-middle-mIoU: 53.2800, MR-short-mAP: 9.7200, MR-short-mIoU: 13.9700, HL-min-Fair-mAP: 73.6500, HL-min-Fair-Hit1: 76.1900, HL-min-Good-mAP: 62.6000, HL-min-Good-Hit1: 73.9400, HL-min-VeryGood-mAP: 38.1500, HL-min-VeryGood-Hit1: 60.9700, best_MR-full-mAP: 43.6400, best_MR-full-mIoU: 58.3600, best_HL-min-VeryGood-mAP: 38.1500, best_MR-full-R1@0.3: 76.3900, best_MR-full-R1@0.5: 64.1300, best_MR-full-R1@0.7: 46.5200
415
+ [2024-04-14 12:48:58 INFO]: Epoch [9][50/226] lr: 0.0005, eta: 2:10:25, time: 0.698, data_time: 1.239, memory: 28747, loss_reg: 0.0916, loss_cls: 0.0280, loss_sal: 0.6872, loss_video_cal: 0.3169, loss_layer_cal: 0.0063, loss: 1.1300, scale: 65536.0000
416
+ [2024-04-14 12:50:04 INFO]: Epoch [9][100/226] lr: 0.0005, eta: 2:08:30, time: 0.694, data_time: 0.616, memory: 28747, loss_reg: 0.0916, loss_cls: 0.0283, loss_sal: 0.6911, loss_video_cal: 0.3181, loss_layer_cal: 0.0061, loss: 1.1353, scale: 65536.0000
417
+ [2024-04-14 12:51:10 INFO]: Epoch [9][150/226] lr: 0.0005, eta: 2:06:38, time: 0.694, data_time: 0.619, memory: 28747, loss_reg: 0.0906, loss_cls: 0.0283, loss_sal: 0.6878, loss_video_cal: 0.3165, loss_layer_cal: 0.0064, loss: 1.1296, scale: 65536.0000
418
+ [2024-04-14 12:52:16 INFO]: Epoch [9][200/226] lr: 0.0005, eta: 2:04:48, time: 0.702, data_time: 0.619, memory: 28747, loss_reg: 0.0899, loss_cls: 0.0277, loss_sal: 0.6823, loss_video_cal: 0.3142, loss_layer_cal: 0.0064, loss: 1.1205, scale: 76021.7578
419
+ [2024-04-14 12:52:49 INFO]: Epoch [9][226/226] lr: 0.0005, eta: 2:03:50, time: 0.677, data_time: 0.608, memory: 28747, loss_reg: 0.0885, loss_cls: 0.0279, loss_sal: 0.6864, loss_video_cal: 0.3141, loss_layer_cal: 0.0063, loss: 1.1233, scale: 131072.0000
420
+ [2024-04-14 12:52:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_9.pth...
421
+ [2024-04-14 12:52:49 INFO]: Validating...
422
+ [2024-04-14 12:53:49 INFO]: Epoch (val) [9][1550] loss_reg: 0.0916, loss_cls: 0.0349, loss_sal: 0.3457, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.4731, MR-full-R1@0.3: 75.8100, MR-full-R1@0.5: 64.9700, MR-full-R1@0.7: 46.8400, MR-full-R5@0.3: 92.2600, MR-full-R5@0.5: 85.4800, MR-full-R5@0.7: 71.3500, MR-full-mAP: 43.7600, MR-full-mAP@0.5: 65.8800, MR-full-mAP@0.75: 45.3500, MR-full-mIoU: 58.0000, MR-long-mAP: 49.1700, MR-long-mIoU: 59.4700, MR-middle-mAP: 46.0700, MR-middle-mIoU: 53.9800, MR-short-mAP: 10.5600, MR-short-mIoU: 13.9000, HL-min-Fair-mAP: 73.8300, HL-min-Fair-Hit1: 77.3500, HL-min-Good-mAP: 62.8700, HL-min-Good-Hit1: 74.7700, HL-min-VeryGood-mAP: 38.3300, HL-min-VeryGood-Hit1: 61.4800, best_MR-full-mAP: 43.7600, best_MR-full-mIoU: 58.3600, best_HL-min-VeryGood-mAP: 38.3300, best_MR-full-R1@0.3: 76.3900, best_MR-full-R1@0.5: 64.9700, best_MR-full-R1@0.7: 46.8400
423
+ [2024-04-14 12:54:58 INFO]: Epoch [10][50/226] lr: 0.0005, eta: 2:04:26, time: 0.694, data_time: 1.238, memory: 28747, loss_reg: 0.0884, loss_cls: 0.0275, loss_sal: 0.6822, loss_video_cal: 0.3138, loss_layer_cal: 0.0064, loss: 1.1183, scale: 131072.0000
424
+ [2024-04-14 12:56:03 INFO]: Epoch [10][100/226] lr: 0.0005, eta: 2:02:36, time: 0.697, data_time: 0.615, memory: 28747, loss_reg: 0.0893, loss_cls: 0.0270, loss_sal: 0.6750, loss_video_cal: 0.3099, loss_layer_cal: 0.0066, loss: 1.1079, scale: 131072.0000
425
+ [2024-04-14 12:57:09 INFO]: Epoch [10][150/226] lr: 0.0005, eta: 2:00:49, time: 0.700, data_time: 0.620, memory: 28747, loss_reg: 0.0890, loss_cls: 0.0273, loss_sal: 0.6823, loss_video_cal: 0.3140, loss_layer_cal: 0.0065, loss: 1.1192, scale: 131072.0000
426
+ [2024-04-14 12:58:15 INFO]: Epoch [10][200/226] lr: 0.0005, eta: 1:59:04, time: 0.702, data_time: 0.621, memory: 28747, loss_reg: 0.0872, loss_cls: 0.0276, loss_sal: 0.6761, loss_video_cal: 0.3118, loss_layer_cal: 0.0065, loss: 1.1092, scale: 131072.0000
427
+ [2024-04-14 12:58:49 INFO]: Epoch [10][226/226] lr: 0.0005, eta: 1:58:09, time: 0.684, data_time: 0.608, memory: 28747, loss_reg: 0.0898, loss_cls: 0.0283, loss_sal: 0.6819, loss_video_cal: 0.3132, loss_layer_cal: 0.0063, loss: 1.1193, scale: 131072.0000
428
+ [2024-04-14 12:58:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_10.pth...
429
+ [2024-04-14 12:58:49 INFO]: Validating...
430
+ [2024-04-14 12:59:49 INFO]: Epoch (val) [10][1550] loss_reg: 0.0931, loss_cls: 0.0320, loss_sal: 0.3388, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4650, MR-full-R1@0.3: 75.0300, MR-full-R1@0.5: 63.4800, MR-full-R1@0.7: 47.1600, MR-full-R5@0.3: 91.0300, MR-full-R5@0.5: 84.3200, MR-full-R5@0.7: 69.7400, MR-full-mAP: 42.3800, MR-full-mAP@0.5: 64.4600, MR-full-mAP@0.75: 45.0000, MR-full-mIoU: 57.3600, MR-long-mAP: 45.4900, MR-long-mIoU: 56.1000, MR-middle-mAP: 46.1900, MR-middle-mIoU: 54.4700, MR-short-mAP: 10.7000, MR-short-mIoU: 14.4400, HL-min-Fair-mAP: 74.7000, HL-min-Fair-Hit1: 77.6800, HL-min-Good-mAP: 63.7100, HL-min-Good-Hit1: 75.6800, HL-min-VeryGood-mAP: 38.6100, HL-min-VeryGood-Hit1: 63.1000, best_MR-full-mAP: 43.7600, best_MR-full-mIoU: 58.3600, best_HL-min-VeryGood-mAP: 38.6100, best_MR-full-R1@0.3: 76.3900, best_MR-full-R1@0.5: 64.9700, best_MR-full-R1@0.7: 47.1600
431
+ [2024-04-14 13:00:58 INFO]: Epoch [11][50/226] lr: 0.0005, eta: 1:58:28, time: 0.697, data_time: 1.238, memory: 28747, loss_reg: 0.0875, loss_cls: 0.0271, loss_sal: 0.6733, loss_video_cal: 0.3115, loss_layer_cal: 0.0064, loss: 1.1058, scale: 131072.0000
432
+ [2024-04-14 13:02:04 INFO]: Epoch [11][100/226] lr: 0.0005, eta: 1:56:43, time: 0.697, data_time: 0.617, memory: 28747, loss_reg: 0.0879, loss_cls: 0.0267, loss_sal: 0.6768, loss_video_cal: 0.3104, loss_layer_cal: 0.0064, loss: 1.1081, scale: 131072.0000
433
+ [2024-04-14 13:03:10 INFO]: Epoch [11][150/226] lr: 0.0005, eta: 1:55:00, time: 0.701, data_time: 0.618, memory: 28747, loss_reg: 0.0860, loss_cls: 0.0268, loss_sal: 0.6720, loss_video_cal: 0.3087, loss_layer_cal: 0.0066, loss: 1.1001, scale: 131072.0000
434
+ [2024-04-14 13:04:15 INFO]: Epoch [11][200/226] lr: 0.0005, eta: 1:53:18, time: 0.697, data_time: 0.619, memory: 28747, loss_reg: 0.0864, loss_cls: 0.0270, loss_sal: 0.6739, loss_video_cal: 0.3090, loss_layer_cal: 0.0064, loss: 1.1027, scale: 131072.0000
435
+ [2024-04-14 13:04:49 INFO]: Epoch [11][226/226] lr: 0.0005, eta: 1:52:24, time: 0.677, data_time: 0.608, memory: 28747, loss_reg: 0.0854, loss_cls: 0.0271, loss_sal: 0.6698, loss_video_cal: 0.3046, loss_layer_cal: 0.0068, loss: 1.0937, scale: 131072.0000
436
+ [2024-04-14 13:04:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_11.pth...
437
+ [2024-04-14 13:04:49 INFO]: Validating...
438
+ [2024-04-14 13:05:49 INFO]: Epoch (val) [11][1550] loss_reg: 0.0893, loss_cls: 0.0322, loss_sal: 0.3343, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4569, MR-full-R1@0.3: 78.0000, MR-full-R1@0.5: 64.8400, MR-full-R1@0.7: 47.6800, MR-full-R5@0.3: 93.7400, MR-full-R5@0.5: 86.3900, MR-full-R5@0.7: 71.7400, MR-full-mAP: 44.5600, MR-full-mAP@0.5: 66.2900, MR-full-mAP@0.75: 45.9700, MR-full-mIoU: 59.1300, MR-long-mAP: 53.6900, MR-long-mIoU: 64.9800, MR-middle-mAP: 45.4400, MR-middle-mIoU: 52.7800, MR-short-mAP: 9.6200, MR-short-mIoU: 13.7500, HL-min-Fair-mAP: 74.9800, HL-min-Fair-Hit1: 78.1900, HL-min-Good-mAP: 63.5300, HL-min-Good-Hit1: 75.7400, HL-min-VeryGood-mAP: 38.3600, HL-min-VeryGood-Hit1: 62.1300, best_MR-full-mAP: 44.5600, best_MR-full-mIoU: 59.1300, best_HL-min-VeryGood-mAP: 38.6100, best_MR-full-R1@0.3: 78.0000, best_MR-full-R1@0.5: 64.9700, best_MR-full-R1@0.7: 47.6800
439
+ [2024-04-14 13:06:58 INFO]: Epoch [12][50/226] lr: 0.0005, eta: 1:52:30, time: 0.695, data_time: 1.244, memory: 28747, loss_reg: 0.0855, loss_cls: 0.0267, loss_sal: 0.6705, loss_video_cal: 0.3049, loss_layer_cal: 0.0066, loss: 1.0942, scale: 131072.0000
440
+ [2024-04-14 13:08:04 INFO]: Epoch [12][100/226] lr: 0.0005, eta: 1:50:49, time: 0.705, data_time: 0.617, memory: 28747, loss_reg: 0.0856, loss_cls: 0.0269, loss_sal: 0.6752, loss_video_cal: 0.3056, loss_layer_cal: 0.0069, loss: 1.1002, scale: 131072.0000
441
+ [2024-04-14 13:09:10 INFO]: Epoch [12][150/226] lr: 0.0005, eta: 1:49:09, time: 0.702, data_time: 0.620, memory: 28747, loss_reg: 0.0844, loss_cls: 0.0262, loss_sal: 0.6647, loss_video_cal: 0.3065, loss_layer_cal: 0.0063, loss: 1.0881, scale: 131072.0000
442
+ [2024-04-14 13:10:16 INFO]: Epoch [12][200/226] lr: 0.0005, eta: 1:47:30, time: 0.703, data_time: 0.619, memory: 28747, loss_reg: 0.0851, loss_cls: 0.0262, loss_sal: 0.6674, loss_video_cal: 0.3053, loss_layer_cal: 0.0068, loss: 1.0908, scale: 131072.0000
443
+ [2024-04-14 13:10:50 INFO]: Epoch [12][226/226] lr: 0.0005, eta: 1:46:38, time: 0.682, data_time: 0.611, memory: 28747, loss_reg: 0.0852, loss_cls: 0.0266, loss_sal: 0.6694, loss_video_cal: 0.3069, loss_layer_cal: 0.0068, loss: 1.0949, scale: 131072.0000
444
+ [2024-04-14 13:10:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_12.pth...
445
+ [2024-04-14 13:10:50 INFO]: Validating...
446
+ [2024-04-14 13:11:52 INFO]: Epoch (val) [12][1550] loss_reg: 0.0895, loss_cls: 0.0320, loss_sal: 0.3370, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4596, MR-full-R1@0.3: 77.7400, MR-full-R1@0.5: 64.7100, MR-full-R1@0.7: 48.6500, MR-full-R5@0.3: 93.5500, MR-full-R5@0.5: 86.3900, MR-full-R5@0.7: 71.4200, MR-full-mAP: 44.7800, MR-full-mAP@0.5: 66.3100, MR-full-mAP@0.75: 46.5300, MR-full-mIoU: 59.2500, MR-long-mAP: 52.0200, MR-long-mIoU: 62.6700, MR-middle-mAP: 46.6700, MR-middle-mIoU: 54.5400, MR-short-mAP: 10.1600, MR-short-mIoU: 13.1800, HL-min-Fair-mAP: 74.4300, HL-min-Fair-Hit1: 77.2900, HL-min-Good-mAP: 63.2400, HL-min-Good-Hit1: 74.8400, HL-min-VeryGood-mAP: 38.3900, HL-min-VeryGood-Hit1: 63.0300, best_MR-full-mAP: 44.7800, best_MR-full-mIoU: 59.2500, best_HL-min-VeryGood-mAP: 38.6100, best_MR-full-R1@0.3: 78.0000, best_MR-full-R1@0.5: 64.9700, best_MR-full-R1@0.7: 48.6500
447
+ [2024-04-14 13:13:01 INFO]: Epoch [13][50/226] lr: 0.0005, eta: 1:46:35, time: 0.693, data_time: 1.243, memory: 28747, loss_reg: 0.0837, loss_cls: 0.0261, loss_sal: 0.6689, loss_video_cal: 0.3041, loss_layer_cal: 0.0067, loss: 1.0896, scale: 131072.0000
448
+ [2024-04-14 13:14:06 INFO]: Epoch [13][100/226] lr: 0.0005, eta: 1:44:56, time: 0.694, data_time: 0.618, memory: 28747, loss_reg: 0.0817, loss_cls: 0.0260, loss_sal: 0.6612, loss_video_cal: 0.3047, loss_layer_cal: 0.0067, loss: 1.0804, scale: 131072.0000
449
+ [2024-04-14 13:15:12 INFO]: Epoch [13][150/226] lr: 0.0005, eta: 1:43:18, time: 0.696, data_time: 0.617, memory: 28747, loss_reg: 0.0831, loss_cls: 0.0259, loss_sal: 0.6657, loss_video_cal: 0.3039, loss_layer_cal: 0.0067, loss: 1.0853, scale: 131072.0000
450
+ [2024-04-14 13:16:18 INFO]: Epoch [13][200/226] lr: 0.0005, eta: 1:41:41, time: 0.698, data_time: 0.619, memory: 28747, loss_reg: 0.0847, loss_cls: 0.0265, loss_sal: 0.6679, loss_video_cal: 0.3061, loss_layer_cal: 0.0065, loss: 1.0917, scale: 131072.0000
451
+ [2024-04-14 13:16:52 INFO]: Epoch [13][226/226] lr: 0.0005, eta: 1:40:51, time: 0.688, data_time: 0.611, memory: 28747, loss_reg: 0.0843, loss_cls: 0.0262, loss_sal: 0.6696, loss_video_cal: 0.3033, loss_layer_cal: 0.0065, loss: 1.0898, scale: 131072.0000
452
+ [2024-04-14 13:16:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_13.pth...
453
+ [2024-04-14 13:16:52 INFO]: Validating...
454
+ [2024-04-14 13:17:53 INFO]: Epoch (val) [13][1550] loss_reg: 0.0898, loss_cls: 0.0316, loss_sal: 0.3349, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 0.4574, MR-full-R1@0.3: 76.6500, MR-full-R1@0.5: 65.2300, MR-full-R1@0.7: 48.9000, MR-full-R5@0.3: 92.5800, MR-full-R5@0.5: 84.3900, MR-full-R5@0.7: 70.0600, MR-full-mAP: 45.0800, MR-full-mAP@0.5: 66.3000, MR-full-mAP@0.75: 47.2300, MR-full-mIoU: 59.0900, MR-long-mAP: 51.8700, MR-long-mIoU: 62.5900, MR-middle-mAP: 46.7400, MR-middle-mIoU: 53.8900, MR-short-mAP: 11.0800, MR-short-mIoU: 13.9100, HL-min-Fair-mAP: 74.4000, HL-min-Fair-Hit1: 76.5800, HL-min-Good-mAP: 63.1500, HL-min-Good-Hit1: 73.9400, HL-min-VeryGood-mAP: 38.4600, HL-min-VeryGood-Hit1: 61.2900, best_MR-full-mAP: 45.0800, best_MR-full-mIoU: 59.2500, best_HL-min-VeryGood-mAP: 38.6100, best_MR-full-R1@0.3: 78.0000, best_MR-full-R1@0.5: 65.2300, best_MR-full-R1@0.7: 48.9000
455
+ [2024-04-14 13:19:02 INFO]: Epoch [14][50/226] lr: 0.0005, eta: 1:40:37, time: 0.694, data_time: 1.236, memory: 28747, loss_reg: 0.0823, loss_cls: 0.0256, loss_sal: 0.6605, loss_video_cal: 0.3041, loss_layer_cal: 0.0067, loss: 1.0792, scale: 131072.0000
456
+ [2024-04-14 13:20:08 INFO]: Epoch [14][100/226] lr: 0.0005, eta: 1:39:01, time: 0.700, data_time: 0.618, memory: 28747, loss_reg: 0.0830, loss_cls: 0.0265, loss_sal: 0.6619, loss_video_cal: 0.3003, loss_layer_cal: 0.0071, loss: 1.0788, scale: 131072.0000
457
+ [2024-04-14 13:21:14 INFO]: Epoch [14][150/226] lr: 0.0005, eta: 1:37:26, time: 0.706, data_time: 0.622, memory: 28747, loss_reg: 0.0825, loss_cls: 0.0257, loss_sal: 0.6655, loss_video_cal: 0.3047, loss_layer_cal: 0.0068, loss: 1.0851, scale: 131072.0000
458
+ [2024-04-14 13:22:20 INFO]: Epoch [14][200/226] lr: 0.0005, eta: 1:35:51, time: 0.697, data_time: 0.619, memory: 28747, loss_reg: 0.0812, loss_cls: 0.0257, loss_sal: 0.6584, loss_video_cal: 0.2995, loss_layer_cal: 0.0068, loss: 1.0716, scale: 131072.0000
459
+ [2024-04-14 13:22:53 INFO]: Epoch [14][226/226] lr: 0.0005, eta: 1:35:01, time: 0.673, data_time: 0.608, memory: 28747, loss_reg: 0.0805, loss_cls: 0.0252, loss_sal: 0.6546, loss_video_cal: 0.2964, loss_layer_cal: 0.0067, loss: 1.0634, scale: 131072.0000
460
+ [2024-04-14 13:22:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_14.pth...
461
+ [2024-04-14 13:22:54 INFO]: Validating...
462
+ [2024-04-14 13:23:55 INFO]: Epoch (val) [14][1550] loss_reg: 0.0887, loss_cls: 0.0325, loss_sal: 0.3406, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 0.4630, MR-full-R1@0.3: 76.3900, MR-full-R1@0.5: 64.6500, MR-full-R1@0.7: 48.3900, MR-full-R5@0.3: 92.1300, MR-full-R5@0.5: 84.9000, MR-full-R5@0.7: 70.8400, MR-full-mAP: 44.5200, MR-full-mAP@0.5: 65.6500, MR-full-mAP@0.75: 46.1800, MR-full-mIoU: 58.6700, MR-long-mAP: 50.8500, MR-long-mIoU: 61.4900, MR-middle-mAP: 45.8500, MR-middle-mIoU: 53.3100, MR-short-mAP: 11.7600, MR-short-mIoU: 15.2900, HL-min-Fair-mAP: 73.7300, HL-min-Fair-Hit1: 77.0300, HL-min-Good-mAP: 62.8800, HL-min-Good-Hit1: 74.7100, HL-min-VeryGood-mAP: 38.2900, HL-min-VeryGood-Hit1: 61.6800, best_MR-full-mAP: 45.0800, best_MR-full-mIoU: 59.2500, best_HL-min-VeryGood-mAP: 38.6100, best_MR-full-R1@0.3: 78.0000, best_MR-full-R1@0.5: 65.2300, best_MR-full-R1@0.7: 48.9000
463
+ [2024-04-14 13:25:04 INFO]: Epoch [15][50/226] lr: 0.0005, eta: 1:34:40, time: 0.699, data_time: 1.240, memory: 28747, loss_reg: 0.0810, loss_cls: 0.0248, loss_sal: 0.6600, loss_video_cal: 0.2998, loss_layer_cal: 0.0069, loss: 1.0725, scale: 131072.0000
464
+ [2024-04-14 13:26:11 INFO]: Epoch [15][100/226] lr: 0.0005, eta: 1:33:06, time: 0.707, data_time: 0.618, memory: 28747, loss_reg: 0.0822, loss_cls: 0.0260, loss_sal: 0.6546, loss_video_cal: 0.2990, loss_layer_cal: 0.0067, loss: 1.0684, scale: 131072.0000
465
+ [2024-04-14 13:27:17 INFO]: Epoch [15][150/226] lr: 0.0005, eta: 1:31:33, time: 0.705, data_time: 0.619, memory: 28747, loss_reg: 0.0806, loss_cls: 0.0252, loss_sal: 0.6545, loss_video_cal: 0.2984, loss_layer_cal: 0.0067, loss: 1.0653, scale: 131072.0000
466
+ [2024-04-14 13:28:23 INFO]: Epoch [15][200/226] lr: 0.0005, eta: 1:30:01, time: 0.703, data_time: 0.622, memory: 28747, loss_reg: 0.0806, loss_cls: 0.0257, loss_sal: 0.6542, loss_video_cal: 0.2982, loss_layer_cal: 0.0069, loss: 1.0655, scale: 131072.0000
467
+ [2024-04-14 13:28:57 INFO]: Epoch [15][226/226] lr: 0.0005, eta: 1:29:12, time: 0.677, data_time: 0.612, memory: 28747, loss_reg: 0.0806, loss_cls: 0.0246, loss_sal: 0.6524, loss_video_cal: 0.2978, loss_layer_cal: 0.0071, loss: 1.0625, scale: 131072.0000
468
+ [2024-04-14 13:28:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_15.pth...
469
+ [2024-04-14 13:28:57 INFO]: Validating...
470
+ [2024-04-14 13:29:57 INFO]: Epoch (val) [15][1550] loss_reg: 0.0864, loss_cls: 0.0317, loss_sal: 0.3341, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4533, MR-full-R1@0.3: 78.1300, MR-full-R1@0.5: 66.0600, MR-full-R1@0.7: 49.1600, MR-full-R5@0.3: 92.5800, MR-full-R5@0.5: 86.9000, MR-full-R5@0.7: 73.2300, MR-full-mAP: 45.6700, MR-full-mAP@0.5: 66.6100, MR-full-mAP@0.75: 48.0000, MR-full-mIoU: 60.0600, MR-long-mAP: 53.9100, MR-long-mIoU: 63.8100, MR-middle-mAP: 46.3300, MR-middle-mIoU: 54.4900, MR-short-mAP: 11.2300, MR-short-mIoU: 14.7600, HL-min-Fair-mAP: 74.6800, HL-min-Fair-Hit1: 78.0000, HL-min-Good-mAP: 63.5800, HL-min-Good-Hit1: 75.6100, HL-min-VeryGood-mAP: 38.8000, HL-min-VeryGood-Hit1: 62.0000, best_MR-full-mAP: 45.6700, best_MR-full-mIoU: 60.0600, best_HL-min-VeryGood-mAP: 38.8000, best_MR-full-R1@0.3: 78.1300, best_MR-full-R1@0.5: 66.0600, best_MR-full-R1@0.7: 49.1600
471
+ [2024-04-14 13:31:06 INFO]: Epoch [16][50/226] lr: 0.0005, eta: 1:28:42, time: 0.694, data_time: 1.238, memory: 28747, loss_reg: 0.0800, loss_cls: 0.0255, loss_sal: 0.6541, loss_video_cal: 0.2990, loss_layer_cal: 0.0070, loss: 1.0655, scale: 131072.0000
472
+ [2024-04-14 13:32:12 INFO]: Epoch [16][100/226] lr: 0.0005, eta: 1:27:09, time: 0.701, data_time: 0.621, memory: 28747, loss_reg: 0.0805, loss_cls: 0.0250, loss_sal: 0.6569, loss_video_cal: 0.2994, loss_layer_cal: 0.0067, loss: 1.0685, scale: 131072.0000
473
+ [2024-04-14 13:33:18 INFO]: Epoch [16][150/226] lr: 0.0005, eta: 1:25:37, time: 0.699, data_time: 0.620, memory: 28747, loss_reg: 0.0802, loss_cls: 0.0249, loss_sal: 0.6539, loss_video_cal: 0.2995, loss_layer_cal: 0.0068, loss: 1.0652, scale: 131072.0000
474
+ [2024-04-14 13:34:23 INFO]: Epoch [16][200/226] lr: 0.0005, eta: 1:24:06, time: 0.696, data_time: 0.617, memory: 28747, loss_reg: 0.0809, loss_cls: 0.0252, loss_sal: 0.6539, loss_video_cal: 0.2972, loss_layer_cal: 0.0072, loss: 1.0643, scale: 131072.0000
475
+ [2024-04-14 13:34:56 INFO]: Epoch [16][226/226] lr: 0.0005, eta: 1:23:18, time: 0.667, data_time: 0.608, memory: 28747, loss_reg: 0.0781, loss_cls: 0.0254, loss_sal: 0.6539, loss_video_cal: 0.2956, loss_layer_cal: 0.0070, loss: 1.0600, scale: 131072.0000
476
+ [2024-04-14 13:34:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_16.pth...
477
+ [2024-04-14 13:34:57 INFO]: Validating...
478
+ [2024-04-14 13:35:56 INFO]: Epoch (val) [16][1550] loss_reg: 0.0868, loss_cls: 0.0318, loss_sal: 0.3319, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4516, MR-full-R1@0.3: 77.1000, MR-full-R1@0.5: 65.8100, MR-full-R1@0.7: 48.8400, MR-full-R5@0.3: 94.0600, MR-full-R5@0.5: 87.0300, MR-full-R5@0.7: 72.5200, MR-full-mAP: 46.1400, MR-full-mAP@0.5: 67.1500, MR-full-mAP@0.75: 47.7200, MR-full-mIoU: 59.9500, MR-long-mAP: 55.8600, MR-long-mIoU: 65.4400, MR-middle-mAP: 46.1700, MR-middle-mIoU: 54.0300, MR-short-mAP: 10.9300, MR-short-mIoU: 13.4300, HL-min-Fair-mAP: 74.5000, HL-min-Fair-Hit1: 77.8100, HL-min-Good-mAP: 63.4200, HL-min-Good-Hit1: 75.8100, HL-min-VeryGood-mAP: 38.6700, HL-min-VeryGood-Hit1: 62.9700, best_MR-full-mAP: 46.1400, best_MR-full-mIoU: 60.0600, best_HL-min-VeryGood-mAP: 38.8000, best_MR-full-R1@0.3: 78.1300, best_MR-full-R1@0.5: 66.0600, best_MR-full-R1@0.7: 49.1600
479
+ [2024-04-14 13:37:05 INFO]: Epoch [17][50/226] lr: 0.0005, eta: 1:22:41, time: 0.691, data_time: 1.233, memory: 28747, loss_reg: 0.0794, loss_cls: 0.0249, loss_sal: 0.6521, loss_video_cal: 0.2989, loss_layer_cal: 0.0070, loss: 1.0623, scale: 131072.0000
480
+ [2024-04-14 13:38:10 INFO]: Epoch [17][100/226] lr: 0.0005, eta: 1:21:09, time: 0.695, data_time: 0.613, memory: 28747, loss_reg: 0.0776, loss_cls: 0.0246, loss_sal: 0.6533, loss_video_cal: 0.2972, loss_layer_cal: 0.0069, loss: 1.0597, scale: 131072.0000
481
+ [2024-04-14 13:39:16 INFO]: Epoch [17][150/226] lr: 0.0005, eta: 1:19:39, time: 0.702, data_time: 0.620, memory: 28747, loss_reg: 0.0782, loss_cls: 0.0248, loss_sal: 0.6533, loss_video_cal: 0.2960, loss_layer_cal: 0.0070, loss: 1.0593, scale: 131072.0000
482
+ [2024-04-14 13:40:22 INFO]: Epoch [17][200/226] lr: 0.0005, eta: 1:18:09, time: 0.698, data_time: 0.619, memory: 28747, loss_reg: 0.0795, loss_cls: 0.0246, loss_sal: 0.6506, loss_video_cal: 0.2959, loss_layer_cal: 0.0068, loss: 1.0574, scale: 131072.0000
483
+ [2024-04-14 13:40:55 INFO]: Epoch [17][226/226] lr: 0.0005, eta: 1:17:22, time: 0.672, data_time: 0.608, memory: 28747, loss_reg: 0.0798, loss_cls: 0.0245, loss_sal: 0.6473, loss_video_cal: 0.2954, loss_layer_cal: 0.0068, loss: 1.0538, scale: 131072.0000
484
+ [2024-04-14 13:40:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_17.pth...
485
+ [2024-04-14 13:40:56 INFO]: Validating...
486
+ [2024-04-14 13:41:55 INFO]: Epoch (val) [17][1550] loss_reg: 0.0867, loss_cls: 0.0318, loss_sal: 0.3410, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4606, MR-full-R1@0.3: 77.2300, MR-full-R1@0.5: 65.9400, MR-full-R1@0.7: 49.3500, MR-full-R5@0.3: 93.4200, MR-full-R5@0.5: 86.7700, MR-full-R5@0.7: 72.9000, MR-full-mAP: 45.9900, MR-full-mAP@0.5: 67.0400, MR-full-mAP@0.75: 48.0900, MR-full-mIoU: 59.5800, MR-long-mAP: 52.1800, MR-long-mIoU: 62.0600, MR-middle-mAP: 48.6400, MR-middle-mIoU: 55.2100, MR-short-mAP: 10.4800, MR-short-mIoU: 13.5500, HL-min-Fair-mAP: 74.7900, HL-min-Fair-Hit1: 76.9000, HL-min-Good-mAP: 63.7000, HL-min-Good-Hit1: 75.1600, HL-min-VeryGood-mAP: 38.8100, HL-min-VeryGood-Hit1: 61.8700, best_MR-full-mAP: 46.1400, best_MR-full-mIoU: 60.0600, best_HL-min-VeryGood-mAP: 38.8100, best_MR-full-R1@0.3: 78.1300, best_MR-full-R1@0.5: 66.0600, best_MR-full-R1@0.7: 49.3500
487
+ [2024-04-14 13:43:05 INFO]: Epoch [18][50/226] lr: 0.0005, eta: 1:16:41, time: 0.701, data_time: 1.241, memory: 28747, loss_reg: 0.0785, loss_cls: 0.0246, loss_sal: 0.6514, loss_video_cal: 0.2942, loss_layer_cal: 0.0070, loss: 1.0558, scale: 131072.0000
488
+ [2024-04-14 13:44:11 INFO]: Epoch [18][100/226] lr: 0.0005, eta: 1:15:11, time: 0.704, data_time: 0.619, memory: 28747, loss_reg: 0.0785, loss_cls: 0.0241, loss_sal: 0.6517, loss_video_cal: 0.2954, loss_layer_cal: 0.0069, loss: 1.0567, scale: 131072.0000
489
+ [2024-04-14 13:45:17 INFO]: Epoch [18][150/226] lr: 0.0005, eta: 1:13:42, time: 0.704, data_time: 0.617, memory: 28747, loss_reg: 0.0777, loss_cls: 0.0248, loss_sal: 0.6467, loss_video_cal: 0.2940, loss_layer_cal: 0.0071, loss: 1.0503, scale: 131072.0000
490
+ [2024-04-14 13:46:23 INFO]: Epoch [18][200/226] lr: 0.0005, eta: 1:12:14, time: 0.699, data_time: 0.616, memory: 28747, loss_reg: 0.0782, loss_cls: 0.0246, loss_sal: 0.6524, loss_video_cal: 0.2935, loss_layer_cal: 0.0072, loss: 1.0559, scale: 241172.4844
491
+ [2024-04-14 13:46:56 INFO]: Epoch [18][226/226] lr: 0.0005, eta: 1:11:28, time: 0.679, data_time: 0.608, memory: 28747, loss_reg: 0.0782, loss_cls: 0.0245, loss_sal: 0.6519, loss_video_cal: 0.2933, loss_layer_cal: 0.0071, loss: 1.0549, scale: 262144.0000
492
+ [2024-04-14 13:46:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_18.pth...
493
+ [2024-04-14 13:46:57 INFO]: Validating...
494
+ [2024-04-14 13:47:56 INFO]: Epoch (val) [18][1550] loss_reg: 0.0867, loss_cls: 0.0322, loss_sal: 0.3387, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4587, MR-full-R1@0.3: 77.5500, MR-full-R1@0.5: 67.1600, MR-full-R1@0.7: 51.2900, MR-full-R5@0.3: 93.3500, MR-full-R5@0.5: 86.1900, MR-full-R5@0.7: 71.6800, MR-full-mAP: 46.8200, MR-full-mAP@0.5: 67.8200, MR-full-mAP@0.75: 49.1700, MR-full-mIoU: 60.8300, MR-long-mAP: 52.6800, MR-long-mIoU: 62.4800, MR-middle-mAP: 48.7500, MR-middle-mIoU: 56.1200, MR-short-mAP: 11.9000, MR-short-mIoU: 14.9600, HL-min-Fair-mAP: 74.5100, HL-min-Fair-Hit1: 78.3200, HL-min-Good-mAP: 63.6900, HL-min-Good-Hit1: 76.0000, HL-min-VeryGood-mAP: 38.6200, HL-min-VeryGood-Hit1: 61.8700, best_MR-full-mAP: 46.8200, best_MR-full-mIoU: 60.8300, best_HL-min-VeryGood-mAP: 38.8100, best_MR-full-R1@0.3: 78.1300, best_MR-full-R1@0.5: 67.1600, best_MR-full-R1@0.7: 51.2900
495
+ [2024-04-14 13:49:05 INFO]: Epoch [19][50/226] lr: 0.0005, eta: 1:10:41, time: 0.695, data_time: 1.239, memory: 28747, loss_reg: 0.0775, loss_cls: 0.0241, loss_sal: 0.6453, loss_video_cal: 0.2906, loss_layer_cal: 0.0070, loss: 1.0446, scale: 262144.0000
496
+ [2024-04-14 13:50:11 INFO]: Epoch [19][100/226] lr: 0.0005, eta: 1:09:12, time: 0.692, data_time: 0.614, memory: 28747, loss_reg: 0.0774, loss_cls: 0.0246, loss_sal: 0.6483, loss_video_cal: 0.2946, loss_layer_cal: 0.0069, loss: 1.0519, scale: 262144.0000
497
+ [2024-04-14 13:51:16 INFO]: Epoch [19][150/226] lr: 0.0005, eta: 1:07:44, time: 0.696, data_time: 0.617, memory: 28747, loss_reg: 0.0758, loss_cls: 0.0241, loss_sal: 0.6469, loss_video_cal: 0.2964, loss_layer_cal: 0.0069, loss: 1.0502, scale: 262144.0000
498
+ [2024-04-14 13:52:22 INFO]: Epoch [19][200/226] lr: 0.0005, eta: 1:06:17, time: 0.699, data_time: 0.621, memory: 28747, loss_reg: 0.0758, loss_cls: 0.0239, loss_sal: 0.6502, loss_video_cal: 0.2952, loss_layer_cal: 0.0068, loss: 1.0520, scale: 262144.0000
499
+ [2024-04-14 13:52:56 INFO]: Epoch [19][226/226] lr: 0.0005, eta: 1:05:32, time: 0.680, data_time: 0.609, memory: 28747, loss_reg: 0.0773, loss_cls: 0.0239, loss_sal: 0.6513, loss_video_cal: 0.2951, loss_layer_cal: 0.0066, loss: 1.0541, scale: 262144.0000
500
+ [2024-04-14 13:52:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_19.pth...
501
+ [2024-04-14 13:52:56 INFO]: Validating...
502
+ [2024-04-14 13:53:55 INFO]: Epoch (val) [19][1550] loss_reg: 0.0878, loss_cls: 0.0326, loss_sal: 0.3403, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4617, MR-full-R1@0.3: 77.1600, MR-full-R1@0.5: 65.5500, MR-full-R1@0.7: 50.7100, MR-full-R5@0.3: 91.8700, MR-full-R5@0.5: 85.0300, MR-full-R5@0.7: 70.8400, MR-full-mAP: 45.3600, MR-full-mAP@0.5: 66.2500, MR-full-mAP@0.75: 47.7800, MR-full-mIoU: 59.6700, MR-long-mAP: 49.8100, MR-long-mIoU: 60.6500, MR-middle-mAP: 48.1600, MR-middle-mIoU: 55.2500, MR-short-mAP: 11.9700, MR-short-mIoU: 15.2500, HL-min-Fair-mAP: 74.0100, HL-min-Fair-Hit1: 77.6800, HL-min-Good-mAP: 63.2600, HL-min-Good-Hit1: 75.2300, HL-min-VeryGood-mAP: 38.7500, HL-min-VeryGood-Hit1: 63.2900, best_MR-full-mAP: 46.8200, best_MR-full-mIoU: 60.8300, best_HL-min-VeryGood-mAP: 38.8100, best_MR-full-R1@0.3: 78.1300, best_MR-full-R1@0.5: 67.1600, best_MR-full-R1@0.7: 51.2900
503
+ [2024-04-14 13:55:05 INFO]: Epoch [20][50/226] lr: 0.0005, eta: 1:04:41, time: 0.709, data_time: 1.239, memory: 28747, loss_reg: 0.0771, loss_cls: 0.0237, loss_sal: 0.6407, loss_video_cal: 0.2919, loss_layer_cal: 0.0069, loss: 1.0404, scale: 262144.0000
504
+ [2024-04-14 13:56:11 INFO]: Epoch [20][100/226] lr: 0.0005, eta: 1:03:14, time: 0.703, data_time: 0.621, memory: 28747, loss_reg: 0.0745, loss_cls: 0.0235, loss_sal: 0.6416, loss_video_cal: 0.2906, loss_layer_cal: 0.0070, loss: 1.0372, scale: 262144.0000
505
+ [2024-04-14 13:57:18 INFO]: Epoch [20][150/226] lr: 0.0005, eta: 1:01:47, time: 0.706, data_time: 0.620, memory: 28747, loss_reg: 0.0769, loss_cls: 0.0239, loss_sal: 0.6463, loss_video_cal: 0.2905, loss_layer_cal: 0.0073, loss: 1.0448, scale: 262144.0000
506
+ [2024-04-14 13:58:24 INFO]: Epoch [20][200/226] lr: 0.0005, eta: 1:00:21, time: 0.703, data_time: 0.621, memory: 28747, loss_reg: 0.0763, loss_cls: 0.0244, loss_sal: 0.6485, loss_video_cal: 0.2925, loss_layer_cal: 0.0069, loss: 1.0486, scale: 262144.0000
507
+ [2024-04-14 13:58:57 INFO]: Epoch [20][226/226] lr: 0.0005, eta: 0:59:36, time: 0.677, data_time: 0.610, memory: 28747, loss_reg: 0.0773, loss_cls: 0.0248, loss_sal: 0.6456, loss_video_cal: 0.2926, loss_layer_cal: 0.0069, loss: 1.0471, scale: 262144.0000
508
+ [2024-04-14 13:58:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_20.pth...
509
+ [2024-04-14 13:58:58 INFO]: Validating...
510
+ [2024-04-14 13:59:57 INFO]: Epoch (val) [20][1550] loss_reg: 0.0886, loss_cls: 0.0334, loss_sal: 0.3446, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4677, MR-full-R1@0.3: 76.5800, MR-full-R1@0.5: 66.1900, MR-full-R1@0.7: 51.6100, MR-full-R5@0.3: 91.6100, MR-full-R5@0.5: 84.4500, MR-full-R5@0.7: 70.9700, MR-full-mAP: 45.4400, MR-full-mAP@0.5: 66.1500, MR-full-mAP@0.75: 48.4800, MR-full-mIoU: 59.6600, MR-long-mAP: 48.7700, MR-long-mIoU: 58.8200, MR-middle-mAP: 48.7500, MR-middle-mIoU: 55.9900, MR-short-mAP: 12.4100, MR-short-mIoU: 15.6100, HL-min-Fair-mAP: 74.4000, HL-min-Fair-Hit1: 77.8100, HL-min-Good-mAP: 63.5600, HL-min-Good-Hit1: 75.3500, HL-min-VeryGood-mAP: 38.8100, HL-min-VeryGood-Hit1: 62.7100, best_MR-full-mAP: 46.8200, best_MR-full-mIoU: 60.8300, best_HL-min-VeryGood-mAP: 38.8100, best_MR-full-R1@0.3: 78.1300, best_MR-full-R1@0.5: 67.1600, best_MR-full-R1@0.7: 51.6100
511
+ [2024-04-14 14:01:06 INFO]: Epoch [21][50/226] lr: 5e-05, eta: 0:58:41, time: 0.702, data_time: 1.240, memory: 28747, loss_reg: 0.0737, loss_cls: 0.0229, loss_sal: 0.6363, loss_video_cal: 0.2937, loss_layer_cal: 0.0069, loss: 1.0335, scale: 262144.0000
512
+ [2024-04-14 14:02:13 INFO]: Epoch [21][100/226] lr: 5e-05, eta: 0:57:15, time: 0.708, data_time: 0.622, memory: 28747, loss_reg: 0.0713, loss_cls: 0.0223, loss_sal: 0.6306, loss_video_cal: 0.2895, loss_layer_cal: 0.0069, loss: 1.0206, scale: 262144.0000
513
+ [2024-04-14 14:03:19 INFO]: Epoch [21][150/226] lr: 5e-05, eta: 0:55:50, time: 0.708, data_time: 0.621, memory: 28747, loss_reg: 0.0707, loss_cls: 0.0222, loss_sal: 0.6292, loss_video_cal: 0.2901, loss_layer_cal: 0.0069, loss: 1.0192, scale: 262144.0000
514
+ [2024-04-14 14:04:25 INFO]: Epoch [21][200/226] lr: 5e-05, eta: 0:54:24, time: 0.696, data_time: 0.616, memory: 28747, loss_reg: 0.0705, loss_cls: 0.0226, loss_sal: 0.6302, loss_video_cal: 0.2870, loss_layer_cal: 0.0070, loss: 1.0173, scale: 262144.0000
515
+ [2024-04-14 14:04:58 INFO]: Epoch [21][226/226] lr: 5e-05, eta: 0:53:40, time: 0.671, data_time: 0.609, memory: 28747, loss_reg: 0.0703, loss_cls: 0.0224, loss_sal: 0.6315, loss_video_cal: 0.2901, loss_layer_cal: 0.0070, loss: 1.0214, scale: 262144.0000
516
+ [2024-04-14 14:04:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_21.pth...
517
+ [2024-04-14 14:04:58 INFO]: Validating...
518
+ [2024-04-14 14:05:58 INFO]: Epoch (val) [21][1550] loss_reg: 0.0843, loss_cls: 0.0318, loss_sal: 0.3364, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4536, MR-full-R1@0.3: 78.3900, MR-full-R1@0.5: 67.9400, MR-full-R1@0.7: 51.3500, MR-full-R5@0.3: 92.7700, MR-full-R5@0.5: 86.3200, MR-full-R5@0.7: 71.2900, MR-full-mAP: 47.4500, MR-full-mAP@0.5: 68.5200, MR-full-mAP@0.75: 49.3900, MR-full-mIoU: 61.5300, MR-long-mAP: 55.2200, MR-long-mIoU: 64.9700, MR-middle-mAP: 48.0700, MR-middle-mIoU: 55.8300, MR-short-mAP: 12.9700, MR-short-mIoU: 15.2600, HL-min-Fair-mAP: 75.0800, HL-min-Fair-Hit1: 78.9000, HL-min-Good-mAP: 64.0400, HL-min-Good-Hit1: 76.4500, HL-min-VeryGood-mAP: 39.2000, HL-min-VeryGood-Hit1: 62.6500, best_MR-full-mAP: 47.4500, best_MR-full-mIoU: 61.5300, best_HL-min-VeryGood-mAP: 39.2000, best_MR-full-R1@0.3: 78.3900, best_MR-full-R1@0.5: 67.9400, best_MR-full-R1@0.7: 51.6100
519
+ [2024-04-14 14:07:07 INFO]: Epoch [22][50/226] lr: 5e-05, eta: 0:52:41, time: 0.699, data_time: 1.239, memory: 28747, loss_reg: 0.0700, loss_cls: 0.0218, loss_sal: 0.6264, loss_video_cal: 0.2909, loss_layer_cal: 0.0067, loss: 1.0158, scale: 262144.0000
520
+ [2024-04-14 14:08:13 INFO]: Epoch [22][100/226] lr: 5e-05, eta: 0:51:16, time: 0.700, data_time: 0.616, memory: 28747, loss_reg: 0.0703, loss_cls: 0.0219, loss_sal: 0.6318, loss_video_cal: 0.2894, loss_layer_cal: 0.0070, loss: 1.0205, scale: 262144.0000
521
+ [2024-04-14 14:09:18 INFO]: Epoch [22][150/226] lr: 5e-05, eta: 0:49:51, time: 0.693, data_time: 0.621, memory: 28747, loss_reg: 0.0679, loss_cls: 0.0217, loss_sal: 0.6269, loss_video_cal: 0.2880, loss_layer_cal: 0.0070, loss: 1.0115, scale: 262144.0000
522
+ [2024-04-14 14:10:24 INFO]: Epoch [22][200/226] lr: 5e-05, eta: 0:48:27, time: 0.696, data_time: 0.616, memory: 28747, loss_reg: 0.0685, loss_cls: 0.0224, loss_sal: 0.6280, loss_video_cal: 0.2886, loss_layer_cal: 0.0068, loss: 1.0142, scale: 262144.0000
523
+ [2024-04-14 14:10:57 INFO]: Epoch [22][226/226] lr: 5e-05, eta: 0:47:42, time: 0.679, data_time: 0.607, memory: 28747, loss_reg: 0.0715, loss_cls: 0.0221, loss_sal: 0.6307, loss_video_cal: 0.2911, loss_layer_cal: 0.0066, loss: 1.0222, scale: 262144.0000
524
+ [2024-04-14 14:10:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_22.pth...
525
+ [2024-04-14 14:10:58 INFO]: Validating...
526
+ [2024-04-14 14:11:57 INFO]: Epoch (val) [22][1550] loss_reg: 0.0836, loss_cls: 0.0318, loss_sal: 0.3358, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4523, MR-full-R1@0.3: 77.6800, MR-full-R1@0.5: 66.7100, MR-full-R1@0.7: 51.3500, MR-full-R5@0.3: 92.9700, MR-full-R5@0.5: 85.8700, MR-full-R5@0.7: 71.1600, MR-full-mAP: 46.7100, MR-full-mAP@0.5: 67.8400, MR-full-mAP@0.75: 48.5200, MR-full-mIoU: 60.5600, MR-long-mAP: 54.0100, MR-long-mIoU: 63.5700, MR-middle-mAP: 47.2700, MR-middle-mIoU: 54.9700, MR-short-mAP: 13.3900, MR-short-mIoU: 15.2800, HL-min-Fair-mAP: 74.8100, HL-min-Fair-Hit1: 78.7100, HL-min-Good-mAP: 63.9100, HL-min-Good-Hit1: 76.6500, HL-min-VeryGood-mAP: 39.0400, HL-min-VeryGood-Hit1: 62.9700, best_MR-full-mAP: 47.4500, best_MR-full-mIoU: 61.5300, best_HL-min-VeryGood-mAP: 39.2000, best_MR-full-R1@0.3: 78.3900, best_MR-full-R1@0.5: 67.9400, best_MR-full-R1@0.7: 51.6100
527
+ [2024-04-14 14:13:06 INFO]: Epoch [23][50/226] lr: 5e-05, eta: 0:46:41, time: 0.692, data_time: 1.241, memory: 28747, loss_reg: 0.0678, loss_cls: 0.0216, loss_sal: 0.6245, loss_video_cal: 0.2875, loss_layer_cal: 0.0068, loss: 1.0081, scale: 262144.0000
528
+ [2024-04-14 14:14:12 INFO]: Epoch [23][100/226] lr: 5e-05, eta: 0:45:16, time: 0.702, data_time: 0.621, memory: 28747, loss_reg: 0.0699, loss_cls: 0.0218, loss_sal: 0.6275, loss_video_cal: 0.2870, loss_layer_cal: 0.0069, loss: 1.0131, scale: 262144.0000
529
+ [2024-04-14 14:15:18 INFO]: Epoch [23][150/226] lr: 5e-05, eta: 0:43:52, time: 0.700, data_time: 0.621, memory: 28747, loss_reg: 0.0698, loss_cls: 0.0219, loss_sal: 0.6263, loss_video_cal: 0.2906, loss_layer_cal: 0.0067, loss: 1.0153, scale: 262144.0000
530
+ [2024-04-14 14:16:24 INFO]: Epoch [23][200/226] lr: 5e-05, eta: 0:42:29, time: 0.699, data_time: 0.620, memory: 28747, loss_reg: 0.0683, loss_cls: 0.0216, loss_sal: 0.6269, loss_video_cal: 0.2881, loss_layer_cal: 0.0068, loss: 1.0118, scale: 262144.0000
531
+ [2024-04-14 14:16:57 INFO]: Epoch [23][226/226] lr: 5e-05, eta: 0:41:45, time: 0.674, data_time: 0.611, memory: 28747, loss_reg: 0.0670, loss_cls: 0.0213, loss_sal: 0.6271, loss_video_cal: 0.2873, loss_layer_cal: 0.0069, loss: 1.0096, scale: 262144.0000
532
+ [2024-04-14 14:16:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_23.pth...
533
+ [2024-04-14 14:16:58 INFO]: Validating...
534
+ [2024-04-14 14:17:59 INFO]: Epoch (val) [23][1550] loss_reg: 0.0839, loss_cls: 0.0323, loss_sal: 0.3345, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4519, MR-full-R1@0.3: 78.5200, MR-full-R1@0.5: 68.0000, MR-full-R1@0.7: 52.3200, MR-full-R5@0.3: 92.6500, MR-full-R5@0.5: 86.3900, MR-full-R5@0.7: 72.5200, MR-full-mAP: 47.4200, MR-full-mAP@0.5: 68.4000, MR-full-mAP@0.75: 49.1400, MR-full-mIoU: 61.5700, MR-long-mAP: 55.1300, MR-long-mIoU: 64.9800, MR-middle-mAP: 48.0300, MR-middle-mIoU: 55.9600, MR-short-mAP: 13.1100, MR-short-mIoU: 14.8400, HL-min-Fair-mAP: 75.0900, HL-min-Fair-Hit1: 79.2300, HL-min-Good-mAP: 64.1400, HL-min-Good-Hit1: 77.1600, HL-min-VeryGood-mAP: 39.3000, HL-min-VeryGood-Hit1: 63.5500, best_MR-full-mAP: 47.4500, best_MR-full-mIoU: 61.5700, best_HL-min-VeryGood-mAP: 39.3000, best_MR-full-R1@0.3: 78.5200, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 52.3200
535
+ [2024-04-14 14:19:08 INFO]: Epoch [24][50/226] lr: 5e-05, eta: 0:40:41, time: 0.695, data_time: 1.243, memory: 28747, loss_reg: 0.0679, loss_cls: 0.0209, loss_sal: 0.6264, loss_video_cal: 0.2878, loss_layer_cal: 0.0067, loss: 1.0096, scale: 262144.0000
536
+ [2024-04-14 14:20:14 INFO]: Epoch [24][100/226] lr: 5e-05, eta: 0:39:18, time: 0.702, data_time: 0.618, memory: 28747, loss_reg: 0.0675, loss_cls: 0.0215, loss_sal: 0.6250, loss_video_cal: 0.2886, loss_layer_cal: 0.0068, loss: 1.0093, scale: 262144.0000
537
+ [2024-04-14 14:21:20 INFO]: Epoch [24][150/226] lr: 5e-05, eta: 0:37:54, time: 0.696, data_time: 0.619, memory: 28747, loss_reg: 0.0679, loss_cls: 0.0220, loss_sal: 0.6272, loss_video_cal: 0.2898, loss_layer_cal: 0.0067, loss: 1.0137, scale: 262144.0000
538
+ [2024-04-14 14:22:27 INFO]: Epoch [24][200/226] lr: 5e-05, eta: 0:36:32, time: 0.707, data_time: 0.621, memory: 28747, loss_reg: 0.0688, loss_cls: 0.0219, loss_sal: 0.6281, loss_video_cal: 0.2884, loss_layer_cal: 0.0068, loss: 1.0139, scale: 262144.0000
539
+ [2024-04-14 14:23:00 INFO]: Epoch [24][226/226] lr: 5e-05, eta: 0:35:48, time: 0.670, data_time: 0.611, memory: 28747, loss_reg: 0.0672, loss_cls: 0.0215, loss_sal: 0.6233, loss_video_cal: 0.2882, loss_layer_cal: 0.0070, loss: 1.0071, scale: 262144.0000
540
+ [2024-04-14 14:23:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_24.pth...
541
+ [2024-04-14 14:23:00 INFO]: Validating...
542
+ [2024-04-14 14:24:01 INFO]: Epoch (val) [24][1550] loss_reg: 0.0841, loss_cls: 0.0322, loss_sal: 0.3350, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4524, MR-full-R1@0.3: 78.2600, MR-full-R1@0.5: 67.3500, MR-full-R1@0.7: 52.0600, MR-full-R5@0.3: 92.9000, MR-full-R5@0.5: 86.1900, MR-full-R5@0.7: 72.5800, MR-full-mAP: 47.3100, MR-full-mAP@0.5: 68.1200, MR-full-mAP@0.75: 49.8900, MR-full-mIoU: 61.3300, MR-long-mAP: 54.9100, MR-long-mIoU: 64.5300, MR-middle-mAP: 47.8500, MR-middle-mIoU: 55.5800, MR-short-mAP: 13.5700, MR-short-mIoU: 15.5500, HL-min-Fair-mAP: 75.1700, HL-min-Fair-Hit1: 79.6100, HL-min-Good-mAP: 64.2200, HL-min-Good-Hit1: 77.2900, HL-min-VeryGood-mAP: 39.3600, HL-min-VeryGood-Hit1: 63.5500, best_MR-full-mAP: 47.4500, best_MR-full-mIoU: 61.5700, best_HL-min-VeryGood-mAP: 39.3600, best_MR-full-R1@0.3: 78.5200, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 52.3200
543
+ [2024-04-14 14:25:10 INFO]: Epoch [25][50/226] lr: 5e-05, eta: 0:34:41, time: 0.689, data_time: 1.238, memory: 28747, loss_reg: 0.0678, loss_cls: 0.0210, loss_sal: 0.6260, loss_video_cal: 0.2858, loss_layer_cal: 0.0068, loss: 1.0074, scale: 262144.0000
544
+ [2024-04-14 14:26:16 INFO]: Epoch [25][100/226] lr: 5e-05, eta: 0:33:19, time: 0.702, data_time: 0.617, memory: 28747, loss_reg: 0.0680, loss_cls: 0.0216, loss_sal: 0.6241, loss_video_cal: 0.2862, loss_layer_cal: 0.0069, loss: 1.0068, scale: 262144.0000
545
+ [2024-04-14 14:27:22 INFO]: Epoch [25][150/226] lr: 5e-05, eta: 0:31:56, time: 0.704, data_time: 0.620, memory: 28747, loss_reg: 0.0672, loss_cls: 0.0212, loss_sal: 0.6191, loss_video_cal: 0.2875, loss_layer_cal: 0.0068, loss: 1.0018, scale: 262144.0000
546
+ [2024-04-14 14:28:29 INFO]: Epoch [25][200/226] lr: 5e-05, eta: 0:30:34, time: 0.704, data_time: 0.621, memory: 28747, loss_reg: 0.0671, loss_cls: 0.0211, loss_sal: 0.6240, loss_video_cal: 0.2896, loss_layer_cal: 0.0067, loss: 1.0086, scale: 262144.0000
547
+ [2024-04-14 14:29:02 INFO]: Epoch [25][226/226] lr: 5e-05, eta: 0:29:51, time: 0.679, data_time: 0.612, memory: 28747, loss_reg: 0.0690, loss_cls: 0.0226, loss_sal: 0.6303, loss_video_cal: 0.2839, loss_layer_cal: 0.0069, loss: 1.0127, scale: 262144.0000
548
+ [2024-04-14 14:29:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_25.pth...
549
+ [2024-04-14 14:29:03 INFO]: Validating...
550
+ [2024-04-14 14:30:02 INFO]: Epoch (val) [25][1550] loss_reg: 0.0843, loss_cls: 0.0320, loss_sal: 0.3352, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4525, MR-full-R1@0.3: 78.5200, MR-full-R1@0.5: 67.3500, MR-full-R1@0.7: 51.6100, MR-full-R5@0.3: 92.1900, MR-full-R5@0.5: 85.4800, MR-full-R5@0.7: 71.8100, MR-full-mAP: 47.1000, MR-full-mAP@0.5: 67.8000, MR-full-mAP@0.75: 49.4700, MR-full-mIoU: 61.2000, MR-long-mAP: 54.5600, MR-long-mIoU: 64.7000, MR-middle-mAP: 47.6600, MR-middle-mIoU: 55.3800, MR-short-mAP: 13.3400, MR-short-mIoU: 15.1600, HL-min-Fair-mAP: 75.2000, HL-min-Fair-Hit1: 79.4200, HL-min-Good-mAP: 64.1800, HL-min-Good-Hit1: 76.9000, HL-min-VeryGood-mAP: 39.3300, HL-min-VeryGood-Hit1: 64.1900, best_MR-full-mAP: 47.4500, best_MR-full-mIoU: 61.5700, best_HL-min-VeryGood-mAP: 39.3600, best_MR-full-R1@0.3: 78.5200, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 52.3200
551
+ [2024-04-14 14:31:10 INFO]: Epoch [26][50/226] lr: 5e-05, eta: 0:28:41, time: 0.688, data_time: 1.235, memory: 28747, loss_reg: 0.0666, loss_cls: 0.0209, loss_sal: 0.6229, loss_video_cal: 0.2864, loss_layer_cal: 0.0067, loss: 1.0035, scale: 262144.0000
552
+ [2024-04-14 14:32:16 INFO]: Epoch [26][100/226] lr: 5e-05, eta: 0:27:19, time: 0.694, data_time: 0.614, memory: 28747, loss_reg: 0.0666, loss_cls: 0.0212, loss_sal: 0.6256, loss_video_cal: 0.2902, loss_layer_cal: 0.0069, loss: 1.0106, scale: 262144.0000
553
+ [2024-04-14 14:33:22 INFO]: Epoch [26][150/226] lr: 5e-05, eta: 0:25:57, time: 0.705, data_time: 0.620, memory: 28747, loss_reg: 0.0681, loss_cls: 0.0216, loss_sal: 0.6238, loss_video_cal: 0.2849, loss_layer_cal: 0.0067, loss: 1.0051, scale: 262144.0000
554
+ [2024-04-14 14:34:28 INFO]: Epoch [26][200/226] lr: 5e-05, eta: 0:24:35, time: 0.704, data_time: 0.629, memory: 28747, loss_reg: 0.0677, loss_cls: 0.0209, loss_sal: 0.6205, loss_video_cal: 0.2873, loss_layer_cal: 0.0069, loss: 1.0034, scale: 262144.0000
555
+ [2024-04-14 14:35:02 INFO]: Epoch [26][226/226] lr: 5e-05, eta: 0:23:53, time: 0.687, data_time: 0.622, memory: 28747, loss_reg: 0.0671, loss_cls: 0.0217, loss_sal: 0.6234, loss_video_cal: 0.2842, loss_layer_cal: 0.0070, loss: 1.0034, scale: 262144.0000
556
+ [2024-04-14 14:35:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_26.pth...
557
+ [2024-04-14 14:35:03 INFO]: Validating...
558
+ [2024-04-14 14:36:07 INFO]: Epoch (val) [26][1550] loss_reg: 0.0843, loss_cls: 0.0325, loss_sal: 0.3384, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4563, MR-full-R1@0.3: 77.4200, MR-full-R1@0.5: 67.1000, MR-full-R1@0.7: 51.5500, MR-full-R5@0.3: 92.0000, MR-full-R5@0.5: 85.2900, MR-full-R5@0.7: 71.4800, MR-full-mAP: 46.9200, MR-full-mAP@0.5: 67.5500, MR-full-mAP@0.75: 48.4900, MR-full-mIoU: 60.9300, MR-long-mAP: 53.0600, MR-long-mIoU: 63.3600, MR-middle-mAP: 48.0300, MR-middle-mIoU: 55.4000, MR-short-mAP: 13.5500, MR-short-mIoU: 15.7500, HL-min-Fair-mAP: 74.8000, HL-min-Fair-Hit1: 79.2900, HL-min-Good-mAP: 64.0100, HL-min-Good-Hit1: 77.0300, HL-min-VeryGood-mAP: 39.3000, HL-min-VeryGood-Hit1: 63.6100, best_MR-full-mAP: 47.4500, best_MR-full-mIoU: 61.5700, best_HL-min-VeryGood-mAP: 39.3600, best_MR-full-R1@0.3: 78.5200, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 52.3200
559
+ [2024-04-14 14:37:18 INFO]: Epoch [27][50/226] lr: 5e-05, eta: 0:22:42, time: 0.715, data_time: 1.276, memory: 28747, loss_reg: 0.0666, loss_cls: 0.0208, loss_sal: 0.6193, loss_video_cal: 0.2854, loss_layer_cal: 0.0066, loss: 0.9987, scale: 262144.0000
560
+ [2024-04-14 14:38:26 INFO]: Epoch [27][100/226] lr: 5e-05, eta: 0:21:21, time: 0.719, data_time: 0.634, memory: 28747, loss_reg: 0.0659, loss_cls: 0.0206, loss_sal: 0.6203, loss_video_cal: 0.2846, loss_layer_cal: 0.0068, loss: 0.9981, scale: 262144.0000
561
+ [2024-04-14 14:39:34 INFO]: Epoch [27][150/226] lr: 5e-05, eta: 0:19:59, time: 0.719, data_time: 0.636, memory: 28747, loss_reg: 0.0674, loss_cls: 0.0214, loss_sal: 0.6237, loss_video_cal: 0.2867, loss_layer_cal: 0.0069, loss: 1.0061, scale: 398458.8750
562
+ [2024-04-14 14:40:42 INFO]: Epoch [27][200/226] lr: 5e-05, eta: 0:18:38, time: 0.721, data_time: 0.642, memory: 28747, loss_reg: 0.0672, loss_cls: 0.0217, loss_sal: 0.6202, loss_video_cal: 0.2878, loss_layer_cal: 0.0070, loss: 1.0039, scale: 524288.0000
563
+ [2024-04-14 14:41:16 INFO]: Epoch [27][226/226] lr: 5e-05, eta: 0:17:56, time: 0.700, data_time: 0.631, memory: 28747, loss_reg: 0.0656, loss_cls: 0.0209, loss_sal: 0.6185, loss_video_cal: 0.2856, loss_layer_cal: 0.0068, loss: 0.9975, scale: 524288.0000
564
+ [2024-04-14 14:41:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_27.pth...
565
+ [2024-04-14 14:41:17 INFO]: Validating...
566
+ [2024-04-14 14:42:19 INFO]: Epoch (val) [27][1550] loss_reg: 0.0839, loss_cls: 0.0325, loss_sal: 0.3350, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4525, MR-full-R1@0.3: 78.7100, MR-full-R1@0.5: 67.7400, MR-full-R1@0.7: 51.8700, MR-full-R5@0.3: 92.7100, MR-full-R5@0.5: 86.1300, MR-full-R5@0.7: 72.7700, MR-full-mAP: 47.8600, MR-full-mAP@0.5: 68.5500, MR-full-mAP@0.75: 49.9400, MR-full-mIoU: 61.7000, MR-long-mAP: 55.4200, MR-long-mIoU: 65.0500, MR-middle-mAP: 48.5600, MR-middle-mIoU: 56.4300, MR-short-mAP: 12.6200, MR-short-mIoU: 14.4900, HL-min-Fair-mAP: 75.3300, HL-min-Fair-Hit1: 79.5500, HL-min-Good-mAP: 64.3200, HL-min-Good-Hit1: 77.5500, HL-min-VeryGood-mAP: 39.4500, HL-min-VeryGood-Hit1: 64.1300, best_MR-full-mAP: 47.8600, best_MR-full-mIoU: 61.7000, best_HL-min-VeryGood-mAP: 39.4500, best_MR-full-R1@0.3: 78.7100, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 52.3200
567
+ [2024-04-14 14:43:31 INFO]: Epoch [28][50/226] lr: 5e-05, eta: 0:16:43, time: 0.726, data_time: 1.275, memory: 28747, loss_reg: 0.0669, loss_cls: 0.0208, loss_sal: 0.6203, loss_video_cal: 0.2871, loss_layer_cal: 0.0068, loss: 1.0020, scale: 524288.0000
568
+ [2024-04-14 14:44:40 INFO]: Epoch [28][100/226] lr: 5e-05, eta: 0:15:22, time: 0.726, data_time: 0.640, memory: 28747, loss_reg: 0.0662, loss_cls: 0.0209, loss_sal: 0.6203, loss_video_cal: 0.2854, loss_layer_cal: 0.0067, loss: 0.9995, scale: 524288.0000
569
+ [2024-04-14 14:45:47 INFO]: Epoch [28][150/226] lr: 5e-05, eta: 0:14:01, time: 0.716, data_time: 0.637, memory: 28747, loss_reg: 0.0669, loss_cls: 0.0215, loss_sal: 0.6229, loss_video_cal: 0.2847, loss_layer_cal: 0.0068, loss: 1.0028, scale: 524288.0000
570
+ [2024-04-14 14:46:55 INFO]: Epoch [28][200/226] lr: 5e-05, eta: 0:12:40, time: 0.724, data_time: 0.638, memory: 28747, loss_reg: 0.0653, loss_cls: 0.0206, loss_sal: 0.6211, loss_video_cal: 0.2848, loss_layer_cal: 0.0067, loss: 0.9984, scale: 524288.0000
571
+ [2024-04-14 14:47:30 INFO]: Epoch [28][226/226] lr: 5e-05, eta: 0:11:58, time: 0.706, data_time: 0.630, memory: 28747, loss_reg: 0.0672, loss_cls: 0.0214, loss_sal: 0.6229, loss_video_cal: 0.2834, loss_layer_cal: 0.0069, loss: 1.0019, scale: 524288.0000
572
+ [2024-04-14 14:47:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_28.pth...
573
+ [2024-04-14 14:47:30 INFO]: Validating...
574
+ [2024-04-14 14:48:34 INFO]: Epoch (val) [28][1550] loss_reg: 0.0841, loss_cls: 0.0326, loss_sal: 0.3376, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4554, MR-full-R1@0.3: 78.9700, MR-full-R1@0.5: 67.8700, MR-full-R1@0.7: 53.0300, MR-full-R5@0.3: 91.6800, MR-full-R5@0.5: 86.1300, MR-full-R5@0.7: 72.4500, MR-full-mAP: 47.4000, MR-full-mAP@0.5: 68.0600, MR-full-mAP@0.75: 49.3700, MR-full-mIoU: 61.7500, MR-long-mAP: 53.9200, MR-long-mIoU: 64.2900, MR-middle-mAP: 48.6600, MR-middle-mIoU: 56.8100, MR-short-mAP: 13.3400, MR-short-mIoU: 14.4800, HL-min-Fair-mAP: 75.3400, HL-min-Fair-Hit1: 80.5200, HL-min-Good-mAP: 64.4200, HL-min-Good-Hit1: 78.2600, HL-min-VeryGood-mAP: 39.5600, HL-min-VeryGood-Hit1: 64.9000, best_MR-full-mAP: 47.8600, best_MR-full-mIoU: 61.7500, best_HL-min-VeryGood-mAP: 39.5600, best_MR-full-R1@0.3: 78.9700, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 53.0300
575
+ [2024-04-14 14:49:46 INFO]: Epoch [29][50/226] lr: 5e-05, eta: 0:10:42, time: 0.718, data_time: 1.274, memory: 28747, loss_reg: 0.0663, loss_cls: 0.0212, loss_sal: 0.6174, loss_video_cal: 0.2848, loss_layer_cal: 0.0068, loss: 0.9965, scale: 524288.0000
576
+ [2024-04-14 14:50:54 INFO]: Epoch [29][100/226] lr: 5e-05, eta: 0:09:22, time: 0.723, data_time: 0.639, memory: 28747, loss_reg: 0.0652, loss_cls: 0.0208, loss_sal: 0.6219, loss_video_cal: 0.2846, loss_layer_cal: 0.0066, loss: 0.9991, scale: 524288.0000
577
+ [2024-04-14 14:52:02 INFO]: Epoch [29][150/226] lr: 5e-05, eta: 0:08:01, time: 0.720, data_time: 0.636, memory: 28747, loss_reg: 0.0663, loss_cls: 0.0208, loss_sal: 0.6198, loss_video_cal: 0.2838, loss_layer_cal: 0.0069, loss: 0.9977, scale: 524288.0000
578
+ [2024-04-14 14:53:09 INFO]: Epoch [29][200/226] lr: 5e-05, eta: 0:06:41, time: 0.718, data_time: 0.637, memory: 28747, loss_reg: 0.0660, loss_cls: 0.0210, loss_sal: 0.6235, loss_video_cal: 0.2857, loss_layer_cal: 0.0069, loss: 1.0031, scale: 524288.0000
579
+ [2024-04-14 14:53:44 INFO]: Epoch [29][226/226] lr: 5e-05, eta: 0:05:59, time: 0.701, data_time: 0.631, memory: 28747, loss_reg: 0.0645, loss_cls: 0.0199, loss_sal: 0.6215, loss_video_cal: 0.2869, loss_layer_cal: 0.0069, loss: 0.9997, scale: 524288.0000
580
+ [2024-04-14 14:53:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_29.pth...
581
+ [2024-04-14 14:53:44 INFO]: Validating...
582
+ [2024-04-14 14:54:46 INFO]: Epoch (val) [29][1550] loss_reg: 0.0841, loss_cls: 0.0325, loss_sal: 0.3358, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4535, MR-full-R1@0.3: 79.1600, MR-full-R1@0.5: 67.8100, MR-full-R1@0.7: 52.0000, MR-full-R5@0.3: 92.3900, MR-full-R5@0.5: 86.7100, MR-full-R5@0.7: 72.2600, MR-full-mAP: 47.3700, MR-full-mAP@0.5: 68.2600, MR-full-mAP@0.75: 49.0400, MR-full-mIoU: 61.5300, MR-long-mAP: 54.5100, MR-long-mIoU: 65.0800, MR-middle-mAP: 48.2800, MR-middle-mIoU: 55.9800, MR-short-mAP: 12.9500, MR-short-mIoU: 14.6200, HL-min-Fair-mAP: 75.4100, HL-min-Fair-Hit1: 79.6100, HL-min-Good-mAP: 64.4400, HL-min-Good-Hit1: 77.2300, HL-min-VeryGood-mAP: 39.5500, HL-min-VeryGood-Hit1: 64.3200, best_MR-full-mAP: 47.8600, best_MR-full-mIoU: 61.7500, best_HL-min-VeryGood-mAP: 39.5600, best_MR-full-R1@0.3: 79.1600, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 53.0300
583
+ [2024-04-14 14:55:58 INFO]: Epoch [30][50/226] lr: 5e-05, eta: 0:04:41, time: 0.715, data_time: 1.263, memory: 28747, loss_reg: 0.0658, loss_cls: 0.0206, loss_sal: 0.6165, loss_video_cal: 0.2850, loss_layer_cal: 0.0068, loss: 0.9947, scale: 524288.0000
584
+ [2024-04-14 14:57:04 INFO]: Epoch [30][100/226] lr: 5e-05, eta: 0:03:21, time: 0.705, data_time: 0.623, memory: 28747, loss_reg: 0.0654, loss_cls: 0.0206, loss_sal: 0.6173, loss_video_cal: 0.2853, loss_layer_cal: 0.0069, loss: 0.9954, scale: 524288.0000
585
+ [2024-04-14 14:58:10 INFO]: Epoch [30][150/226] lr: 5e-05, eta: 0:02:01, time: 0.699, data_time: 0.617, memory: 28747, loss_reg: 0.0654, loss_cls: 0.0207, loss_sal: 0.6169, loss_video_cal: 0.2865, loss_layer_cal: 0.0068, loss: 0.9963, scale: 524288.0000
586
+ [2024-04-14 14:59:15 INFO]: Epoch [30][200/226] lr: 5e-05, eta: 0:00:41, time: 0.693, data_time: 0.618, memory: 28747, loss_reg: 0.0654, loss_cls: 0.0207, loss_sal: 0.6191, loss_video_cal: 0.2854, loss_layer_cal: 0.0067, loss: 0.9974, scale: 524288.0000
587
+ [2024-04-14 14:59:49 INFO]: Epoch [30][226/226] lr: 5e-05, eta: 0:00:00, time: 0.685, data_time: 0.612, memory: 28747, loss_reg: 0.0675, loss_cls: 0.0215, loss_sal: 0.6259, loss_video_cal: 0.2840, loss_layer_cal: 0.0069, loss: 1.0058, scale: 524288.0000
588
+ [2024-04-14 14:59:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_qvhighlights/epoch_30.pth...
589
+ [2024-04-14 14:59:49 INFO]: Validating...
590
+ [2024-04-14 15:00:50 INFO]: Epoch (val) [30][1550] loss_reg: 0.0842, loss_cls: 0.0327, loss_sal: 0.3381, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 0.4561, MR-full-R1@0.3: 78.6500, MR-full-R1@0.5: 67.6800, MR-full-R1@0.7: 52.3200, MR-full-R5@0.3: 92.4500, MR-full-R5@0.5: 86.0600, MR-full-R5@0.7: 72.0000, MR-full-mAP: 47.2800, MR-full-mAP@0.5: 67.9400, MR-full-mAP@0.75: 49.2200, MR-full-mIoU: 61.5100, MR-long-mAP: 54.3900, MR-long-mIoU: 64.5100, MR-middle-mAP: 48.2100, MR-middle-mIoU: 56.1300, MR-short-mAP: 13.2400, MR-short-mIoU: 14.8700, HL-min-Fair-mAP: 74.8700, HL-min-Fair-Hit1: 79.2300, HL-min-Good-mAP: 64.0600, HL-min-Good-Hit1: 76.7700, HL-min-VeryGood-mAP: 39.3200, HL-min-VeryGood-Hit1: 64.1300, best_MR-full-mAP: 47.8600, best_MR-full-mIoU: 61.7500, best_HL-min-VeryGood-mAP: 39.5600, best_MR-full-R1@0.3: 79.1600, best_MR-full-R1@0.5: 68.0000, best_MR-full-R1@0.7: 53.0300
591
+ [2024-04-14 15:00:50 INFO]: Overall training speed: 6780 iterations in 1:18:54 (0.6983 s/it)
592
+ [2024-04-14 15:00:50 INFO]: Done running in 3:01:06 (1:28:43 on hooks)
checkpoints/r2_tuning_tacos-81759b55.pth ADDED
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checkpoints/r2_tuning_tacos.log ADDED
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