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oadtr_b2_recycling_fixed_64_seed3_anet.txt
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Unable to compile CoConv C++ implementation. Falling back to Python version.
[Errno 2] No such file or directory: '/home/lh/.conda/envs/oadtr/lib/python3.8/site-packages/continual/conv.cpp'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'conv_flops_counter_hook'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'MODULES_MAPPING'
Not using distributed mode
lr:0.0001
batch_size:128
weight_decay:0.0001
epochs:5
resize_feature:False
lr_drop:1
clip_max_norm:1.0
dataparallel:False
removelog:False
version:v3
query_num:8
decoder_layers:5
decoder_embedding_dim:1024
decoder_embedding_dim_out:1024
decoder_attn_dropout_rate:0.1
decoder_num_heads:4
classification_pred_loss_coef:0.5
enc_layers:64
lr_backbone:0.0001
feature:anet
dim_feature:3072
patch_dim:1
embedding_dim:1024
num_heads:8
num_layers:2
attn_dropout_rate:0.1
positional_encoding_type:recycling_fixed
num_embeddings:64
hidden_dim:1024
dropout_rate:0.1
numclass:22
classification_x_loss_coef:0.3
classification_h_loss_coef:1
similar_loss_coef:0.1
margin:1.0
dataset:thumos
dataset_file:data/data_info_new.json
frozen_weights:None
thumos_data_path:/home/dancer/mycode/Temporal.Online.Detection/Online.TRN.Pytorch/preprocess/
thumos_anno_path:data/thumos_{}_anno.pickle
remove_difficult:False
device:cuda
output_dir:models
seed:3
resume:
start_epoch:1
eval:False
num_workers:8
world_size:1
dist_url:tcp://127.0.0.1:12342
train_session_set:['video_validation_0000690', 'video_validation_0000288', 'video_validation_0000289', 'video_validation_0000416', 'video_validation_0000282', 'video_validation_0000283', 'video_validation_0000281', 'video_validation_0000286', 'video_validation_0000287', 'video_validation_0000284', 'video_validation_0000285', 'video_validation_0000202', 'video_validation_0000203', 'video_validation_0000201', 'video_validation_0000206', 'video_validation_0000207', 'video_validation_0000204', 'video_validation_0000205', 'video_validation_0000790', 'video_validation_0000208', 'video_validation_0000209', 'video_validation_0000420', 'video_validation_0000364', 'video_validation_0000853', 'video_validation_0000950', 'video_validation_0000937', 'video_validation_0000367', 'video_validation_0000290', 'video_validation_0000210', 'video_validation_0000059', 'video_validation_0000058', 'video_validation_0000057', 'video_validation_0000056', 'video_validation_0000055', 'video_validation_0000054', 'video_validation_0000053', 'video_validation_0000052', 'video_validation_0000051', 'video_validation_0000933', 'video_validation_0000949', 'video_validation_0000948', 'video_validation_0000945', 'video_validation_0000944', 'video_validation_0000947', 'video_validation_0000946', 'video_validation_0000941', 'video_validation_0000940', 'video_validation_0000190', 'video_validation_0000942', 'video_validation_0000261', 'video_validation_0000262', 'video_validation_0000263', 'video_validation_0000264', 'video_validation_0000265', 'video_validation_0000266', 'video_validation_0000267', 'video_validation_0000268', 'video_validation_0000269', 'video_validation_0000989', 'video_validation_0000060', 'video_validation_0000370', 'video_validation_0000938', 'video_validation_0000935', 'video_validation_0000668', 'video_validation_0000669', 'video_validation_0000664', 'video_validation_0000665', 'video_validation_0000932', 'video_validation_0000667', 'video_validation_0000934', 'video_validation_0000661', 'video_validation_0000662', 'video_validation_0000663', 'video_validation_0000181', 'video_validation_0000180', 'video_validation_0000183', 'video_validation_0000182', 'video_validation_0000185', 'video_validation_0000184', 'video_validation_0000187', 'video_validation_0000186', 'video_validation_0000189', 'video_validation_0000188', 'video_validation_0000936', 'video_validation_0000270', 'video_validation_0000854', 'video_validation_0000178', 'video_validation_0000179', 'video_validation_0000174', 'video_validation_0000175', 'video_validation_0000176', 'video_validation_0000177', 'video_validation_0000170', 'video_validation_0000171', 'video_validation_0000172', 'video_validation_0000173', 'video_validation_0000670', 'video_validation_0000419', 'video_validation_0000943', 'video_validation_0000485', 'video_validation_0000369', 'video_validation_0000368', 'video_validation_0000318', 'video_validation_0000319', 'video_validation_0000415', 'video_validation_0000414', 'video_validation_0000413', 'video_validation_0000412', 'video_validation_0000411', 'video_validation_0000311', 'video_validation_0000312', 'video_validation_0000313', 'video_validation_0000314', 'video_validation_0000315', 'video_validation_0000316', 'video_validation_0000317', 'video_validation_0000418', 'video_validation_0000365', 'video_validation_0000482', 'video_validation_0000169', 'video_validation_0000168', 'video_validation_0000167', 'video_validation_0000166', 'video_validation_0000165', 'video_validation_0000164', 'video_validation_0000163', 'video_validation_0000162', 'video_validation_0000161', 'video_validation_0000160', 'video_validation_0000857', 'video_validation_0000856', 'video_validation_0000855', 'video_validation_0000366', 'video_validation_0000488', 'video_validation_0000489', 'video_validation_0000851', 'video_validation_0000484', 'video_validation_0000361', 'video_validation_0000486', 'video_validation_0000487', 'video_validation_0000481', 'video_validation_0000910', 'video_validation_0000483', 'video_validation_0000363', 'video_validation_0000990', 'video_validation_0000939', 'video_validation_0000362', 'video_validation_0000987', 'video_validation_0000859', 'video_validation_0000787', 'video_validation_0000786', 'video_validation_0000785', 'video_validation_0000784', 'video_validation_0000783', 'video_validation_0000782', 'video_validation_0000781', 'video_validation_0000981', 'video_validation_0000983', 'video_validation_0000982', 'video_validation_0000985', 'video_validation_0000984', 'video_validation_0000417', 'video_validation_0000788', 'video_validation_0000152', 'video_validation_0000153', 'video_validation_0000151', 'video_validation_0000156', 'video_validation_0000157', 'video_validation_0000154', 'video_validation_0000155', 'video_validation_0000158', 'video_validation_0000159', 'video_validation_0000901', 'video_validation_0000903', 'video_validation_0000902', 'video_validation_0000905', 'video_validation_0000904', 'video_validation_0000907', 'video_validation_0000906', 'video_validation_0000909', 'video_validation_0000908', 'video_validation_0000490', 'video_validation_0000860', 'video_validation_0000858', 'video_validation_0000988', 'video_validation_0000320', 'video_validation_0000688', 'video_validation_0000689', 'video_validation_0000686', 'video_validation_0000687', 'video_validation_0000684', 'video_validation_0000685', 'video_validation_0000682', 'video_validation_0000683', 'video_validation_0000681', 'video_validation_0000789', 'video_validation_0000986', 'video_validation_0000931', 'video_validation_0000852', 'video_validation_0000666']
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test_session_set:['video_test_0000292', 'video_test_0001078', 'video_test_0000896', 'video_test_0000897', 'video_test_0000950', 'video_test_0001159', 'video_test_0001079', 'video_test_0000807', 'video_test_0000179', 'video_test_0000173', 'video_test_0001072', 'video_test_0001075', 'video_test_0000767', 'video_test_0001076', 'video_test_0000007', 'video_test_0000006', 'video_test_0000556', 'video_test_0001307', 'video_test_0001153', 'video_test_0000718', 'video_test_0000716', 'video_test_0001309', 'video_test_0000714', 'video_test_0000558', 'video_test_0001267', 'video_test_0000367', 'video_test_0001324', 'video_test_0000085', 'video_test_0000887', 'video_test_0001281', 'video_test_0000882', 'video_test_0000671', 'video_test_0000964', 'video_test_0001164', 'video_test_0001114', 'video_test_0000771', 'video_test_0001163', 'video_test_0001118', 'video_test_0001201', 'video_test_0001040', 'video_test_0001207', 'video_test_0000723', 'video_test_0000569', 'video_test_0000672', 'video_test_0000673', 'video_test_0000278', 'video_test_0001162', 'video_test_0000405', 'video_test_0000073', 'video_test_0000560', 'video_test_0001276', 'video_test_0000270', 'video_test_0000273', 'video_test_0000374', 'video_test_0000372', 'video_test_0001168', 'video_test_0000379', 'video_test_0001446', 'video_test_0001447', 'video_test_0001098', 'video_test_0000873', 'video_test_0000039', 'video_test_0000442', 'video_test_0001219', 'video_test_0000762', 'video_test_0000611', 'video_test_0000617', 'video_test_0000615', 'video_test_0001270', 'video_test_0000740', 'video_test_0000293', 'video_test_0000504', 'video_test_0000505', 'video_test_0000665', 'video_test_0000664', 'video_test_0000577', 'video_test_0000814', 'video_test_0001369', 'video_test_0001194', 'video_test_0001195', 'video_test_0001512', 'video_test_0001235', 'video_test_0001459', 'video_test_0000691', 'video_test_0000765', 'video_test_0001452', 'video_test_0000188', 'video_test_0000591', 'video_test_0001268', 'video_test_0000593', 'video_test_0000864', 'video_test_0000601', 'video_test_0001135', 'video_test_0000004', 'video_test_0000903', 'video_test_0000285', 'video_test_0001174', 'video_test_0000046', 'video_test_0000045', 'video_test_0001223', 'video_test_0001358', 'video_test_0001134', 'video_test_0000698', 'video_test_0000461', 'video_test_0001182', 'video_test_0000450', 'video_test_0000602', 'video_test_0001229', 'video_test_0000989', 'video_test_0000357', 'video_test_0001039', 'video_test_0000355', 'video_test_0000353', 'video_test_0001508', 'video_test_0000981', 'video_test_0000242', 'video_test_0000854', 'video_test_0001484', 'video_test_0000635', 'video_test_0001129', 'video_test_0001339', 'video_test_0001483', 'video_test_0001123', 'video_test_0001127', 'video_test_0000689', 'video_test_0000756', 'video_test_0001431', 'video_test_0000129', 'video_test_0001433', 'video_test_0001343', 'video_test_0000324', 'video_test_0001064', 'video_test_0001531', 'video_test_0001532', 'video_test_0000413', 'video_test_0000991', 'video_test_0001255', 'video_test_0000464', 'video_test_0001202', 'video_test_0001080', 'video_test_0001081', 'video_test_0000847', 'video_test_0000028', 'video_test_0000844', 'video_test_0000622', 'video_test_0000026', 'video_test_0001325', 'video_test_0001496', 'video_test_0001495', 'video_test_0000624', 'video_test_0000724', 'video_test_0001409', 'video_test_0000131', 'video_test_0000448', 'video_test_0000444', 'video_test_0000443', 'video_test_0001038', 'video_test_0000238', 'video_test_0001527', 'video_test_0001522', 'video_test_0000051', 'video_test_0001058', 'video_test_0001391', 'video_test_0000429', 'video_test_0000426', 'video_test_0000785', 'video_test_0000786', 'video_test_0001314', 'video_test_0000392', 'video_test_0000423', 'video_test_0001146', 'video_test_0001313', 'video_test_0001008', 'video_test_0001247', 'video_test_0000737', 'video_test_0001319', 'video_test_0000308', 'video_test_0000730', 'video_test_0000058', 'video_test_0000538', 'video_test_0001556', 'video_test_0000113', 'video_test_0000626', 'video_test_0000839', 'video_test_0000220', 'video_test_0001389', 'video_test_0000437', 'video_test_0000940', 'video_test_0000211', 'video_test_0000946', 'video_test_0001558', 'video_test_0000796', 'video_test_0000062', 'video_test_0000793', 'video_test_0000987', 'video_test_0001066', 'video_test_0000412', 'video_test_0000798', 'video_test_0001549', 'video_test_0000011', 'video_test_0001257', 'video_test_0000541', 'video_test_0000701', 'video_test_0000250', 'video_test_0000254', 'video_test_0000549', 'video_test_0001209', 'video_test_0001463', 'video_test_0001460', 'video_test_0000319', 'video_test_0001468', 'video_test_0000846', 'video_test_0001292']
class_index:['Background', 'BaseballPitch', 'BasketballDunk', 'Billiards', 'CleanAndJerk', 'CliffDiving', 'CricketBowling', 'CricketShot', 'Diving', 'FrisbeeCatch', 'GolfSwing', 'HammerThrow', 'HighJump', 'JavelinThrow', 'LongJump', 'PoleVault', 'Shotput', 'SoccerPenalty', 'TennisSwing', 'ThrowDiscus', 'VolleyballSpiking', 'Ambiguous']
distributed:False
position encoding : recycling_fixed
Warning: variables __flops__ or __params__ are already defined for the moduleGELU ptflops can affect your code!
Sequential(
15.756 M, 99.935% Params, 0.411 GMac, 100.000% MACs,
(0): Linear(3.147 M, 19.958% Params, 0.003 GMac, 0.766% MACs, in_features=3072, out_features=1024, bias=True, channel_dim=1)
(1): RecyclingPositionalEncoding(
0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs,
(pe): CyclicPositionalEncoding(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, )
)
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Sequential(
12.587 M, 79.834% Params, 0.408 GMac, 99.229% MACs,
(0): Sequential(
6.294 M, 39.917% Params, 0.205 GMac, 49.932% MACs,
(0): BroadcastReduce(
4.194 M, 26.603% Params, 0.071 GMac, 17.223% MACs, reduce=reduce_sum
(0): RetroactiveUnity(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 63)
(1): CoReMultiheadAttention(
4.194 M, 26.603% Params, 0.071 GMac, 17.223% MACs,
(out_proj): NonDynamicallyQuantizableLinear(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=False)
)
)
(1): Lambda(Sequential(
2.099 M, 13.314% Params, 0.134 GMac, 32.709% MACs,
(0): LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True)
(1): Residual(
2.099 M, 13.314% Params, 0.134 GMac, 32.709% MACs,
(fn): Sequential(
2.099 M, 13.314% Params, 0.134 GMac, 32.709% MACs,
(0): Linear(1.05 M, 6.657% Params, 0.067 GMac, 16.347% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.016% MACs, )
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Linear(1.05 M, 6.657% Params, 0.067 GMac, 16.347% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(4): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
)
)
(2): LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True)
))
)
(1): Lambda(Sequential(
6.294 M, 39.917% Params, 0.203 GMac, 49.296% MACs,
(0): BroadcastReduce(
4.194 M, 26.603% Params, 0.203 GMac, 49.280% MACs, reduce=sum_last_pairs
(0): SelectOrDelay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): CoSiMultiheadAttention(
4.194 M, 26.603% Params, 0.203 GMac, 49.280% MACs,
(out_proj): NonDynamicallyQuantizableLinear(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=False)
)
)
(1): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(2): BroadcastReduce(
2.099 M, 13.314% Params, 0.0 GMac, 0.017% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 13.314% Params, 0.0 GMac, 0.017% MACs,
(0): Linear(1.05 M, 6.657% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.016% MACs, )
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Linear(1.05 M, 6.657% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(4): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
)
)
(3): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
), takes_time=True)
(2): Lambda(unity, squeeze_last, squeeze_last, takes_time=True)
)
(4): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(5): Linear(0.023 M, 0.143% Params, 0.0 GMac, 0.005% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 410939416.0
Model params: 15766550
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 63134 KB | 65454 KB | 255750 KB | 192616 KB |
|---------------------------------------------------------------------------|
| Active memory | 63134 KB | 65454 KB | 255750 KB | 192616 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 79872 KB | 79872 KB | 79872 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 14689 KB | 16737 KB | 308580 KB | 293890 KB |
|---------------------------------------------------------------------------|
| Allocations | 34 | 103 | 3333 | 3299 |
|---------------------------------------------------------------------------|
| Active allocs | 34 | 103 | 3333 | 3299 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 7 | 7 | 7 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 8 | 10 | 1403 | 1395 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 64649728 67025408 64649728
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1406] eta: 0:54:50 lr: 0.000100 loss: 3.4898 (3.4898) labels_encoder: 3.4898 (3.4898) labels_encoder_unscaled: 3.4898 (3.4898) time: 2.3401 data: 1.7579 max mem: 946
Epoch: [1] [ 50/1406] eta: 0:04:16 lr: 0.000100 loss: 0.5913 (0.8593) labels_encoder: 0.5913 (0.8593) labels_encoder_unscaled: 0.5913 (0.8593) time: 0.1336 data: 0.0002 max mem: 1126
Epoch: [1] [ 100/1406] eta: 0:03:32 lr: 0.000100 loss: 0.4588 (0.6908) labels_encoder: 0.4588 (0.6908) labels_encoder_unscaled: 0.4588 (0.6908) time: 0.1329 data: 0.0003 max mem: 1126
Epoch: [1] [ 150/1406] eta: 0:03:10 lr: 0.000100 loss: 0.4150 (0.6111) labels_encoder: 0.4150 (0.6111) labels_encoder_unscaled: 0.4150 (0.6111) time: 0.1345 data: 0.0002 max mem: 1126
Epoch: [1] [ 200/1406] eta: 0:02:57 lr: 0.000100 loss: 0.3941 (0.5650) labels_encoder: 0.3941 (0.5650) labels_encoder_unscaled: 0.3941 (0.5650) time: 0.1313 data: 0.0002 max mem: 1126
Epoch: [1] [ 250/1406] eta: 0:02:45 lr: 0.000100 loss: 0.3825 (0.5321) labels_encoder: 0.3825 (0.5321) labels_encoder_unscaled: 0.3825 (0.5321) time: 0.1240 data: 0.0002 max mem: 1126
Epoch: [1] [ 300/1406] eta: 0:02:35 lr: 0.000100 loss: 0.3351 (0.5101) labels_encoder: 0.3351 (0.5101) labels_encoder_unscaled: 0.3351 (0.5101) time: 0.1323 data: 0.0002 max mem: 1126
Epoch: [1] [ 350/1406] eta: 0:02:27 lr: 0.000100 loss: 0.3667 (0.4901) labels_encoder: 0.3667 (0.4901) labels_encoder_unscaled: 0.3667 (0.4901) time: 0.1276 data: 0.0003 max mem: 1126
Epoch: [1] [ 400/1406] eta: 0:02:19 lr: 0.000100 loss: 0.3797 (0.4741) labels_encoder: 0.3797 (0.4741) labels_encoder_unscaled: 0.3797 (0.4741) time: 0.1282 data: 0.0002 max mem: 1126
Epoch: [1] [ 450/1406] eta: 0:02:11 lr: 0.000100 loss: 0.3494 (0.4614) labels_encoder: 0.3494 (0.4614) labels_encoder_unscaled: 0.3494 (0.4614) time: 0.1325 data: 0.0002 max mem: 1126
Epoch: [1] [ 500/1406] eta: 0:02:04 lr: 0.000100 loss: 0.3586 (0.4503) labels_encoder: 0.3586 (0.4503) labels_encoder_unscaled: 0.3586 (0.4503) time: 0.1330 data: 0.0002 max mem: 1126
Epoch: [1] [ 550/1406] eta: 0:01:56 lr: 0.000100 loss: 0.3490 (0.4418) labels_encoder: 0.3490 (0.4418) labels_encoder_unscaled: 0.3490 (0.4418) time: 0.1249 data: 0.0003 max mem: 1126
Epoch: [1] [ 600/1406] eta: 0:01:49 lr: 0.000100 loss: 0.3601 (0.4353) labels_encoder: 0.3601 (0.4353) labels_encoder_unscaled: 0.3601 (0.4353) time: 0.1283 data: 0.0002 max mem: 1126
Epoch: [1] [ 650/1406] eta: 0:01:42 lr: 0.000100 loss: 0.3410 (0.4295) labels_encoder: 0.3410 (0.4295) labels_encoder_unscaled: 0.3410 (0.4295) time: 0.1320 data: 0.0002 max mem: 1126
Epoch: [1] [ 700/1406] eta: 0:01:35 lr: 0.000100 loss: 0.3532 (0.4247) labels_encoder: 0.3532 (0.4247) labels_encoder_unscaled: 0.3532 (0.4247) time: 0.1400 data: 0.0003 max mem: 1126
Epoch: [1] [ 750/1406] eta: 0:01:28 lr: 0.000100 loss: 0.3546 (0.4187) labels_encoder: 0.3546 (0.4187) labels_encoder_unscaled: 0.3546 (0.4187) time: 0.1303 data: 0.0002 max mem: 1126
Epoch: [1] [ 800/1406] eta: 0:01:22 lr: 0.000100 loss: 0.3168 (0.4138) labels_encoder: 0.3168 (0.4138) labels_encoder_unscaled: 0.3168 (0.4138) time: 0.1386 data: 0.0002 max mem: 1126
Epoch: [1] [ 850/1406] eta: 0:01:15 lr: 0.000100 loss: 0.2831 (0.4074) labels_encoder: 0.2831 (0.4074) labels_encoder_unscaled: 0.2831 (0.4074) time: 0.1296 data: 0.0002 max mem: 1126
Epoch: [1] [ 900/1406] eta: 0:01:08 lr: 0.000100 loss: 0.2847 (0.4031) labels_encoder: 0.2847 (0.4031) labels_encoder_unscaled: 0.2847 (0.4031) time: 0.1313 data: 0.0003 max mem: 1126
Epoch: [1] [ 950/1406] eta: 0:01:01 lr: 0.000100 loss: 0.2875 (0.3983) labels_encoder: 0.2875 (0.3983) labels_encoder_unscaled: 0.2875 (0.3983) time: 0.1318 data: 0.0002 max mem: 1126
Epoch: [1] [1000/1406] eta: 0:00:54 lr: 0.000100 loss: 0.2716 (0.3931) labels_encoder: 0.2716 (0.3931) labels_encoder_unscaled: 0.2716 (0.3931) time: 0.1300 data: 0.0002 max mem: 1126
Epoch: [1] [1050/1406] eta: 0:00:47 lr: 0.000100 loss: 0.3319 (0.3890) labels_encoder: 0.3319 (0.3890) labels_encoder_unscaled: 0.3319 (0.3890) time: 0.1336 data: 0.0002 max mem: 1126
Epoch: [1] [1100/1406] eta: 0:00:41 lr: 0.000100 loss: 0.3220 (0.3855) labels_encoder: 0.3220 (0.3855) labels_encoder_unscaled: 0.3220 (0.3855) time: 0.1353 data: 0.0002 max mem: 1126
Epoch: [1] [1150/1406] eta: 0:00:34 lr: 0.000100 loss: 0.2918 (0.3822) labels_encoder: 0.2918 (0.3822) labels_encoder_unscaled: 0.2918 (0.3822) time: 0.1292 data: 0.0002 max mem: 1126
Epoch: [1] [1200/1406] eta: 0:00:27 lr: 0.000100 loss: 0.3027 (0.3798) labels_encoder: 0.3027 (0.3798) labels_encoder_unscaled: 0.3027 (0.3798) time: 0.1294 data: 0.0002 max mem: 1126
Epoch: [1] [1250/1406] eta: 0:00:20 lr: 0.000100 loss: 0.3005 (0.3770) labels_encoder: 0.3005 (0.3770) labels_encoder_unscaled: 0.3005 (0.3770) time: 0.1312 data: 0.0002 max mem: 1126
Epoch: [1] [1300/1406] eta: 0:00:14 lr: 0.000100 loss: 0.2980 (0.3740) labels_encoder: 0.2980 (0.3740) labels_encoder_unscaled: 0.2980 (0.3740) time: 0.1314 data: 0.0002 max mem: 1126
Epoch: [1] [1350/1406] eta: 0:00:07 lr: 0.000100 loss: 0.2854 (0.3701) labels_encoder: 0.2854 (0.3701) labels_encoder_unscaled: 0.2854 (0.3701) time: 0.1237 data: 0.0002 max mem: 1126
Epoch: [1] [1400/1406] eta: 0:00:00 lr: 0.000100 loss: 0.2655 (0.3664) labels_encoder: 0.2655 (0.3664) labels_encoder_unscaled: 0.2655 (0.3664) time: 0.1235 data: 0.0004 max mem: 1126
Epoch: [1] [1405/1406] eta: 0:00:00 lr: 0.000100 loss: 0.2650 (0.3661) labels_encoder: 0.2650 (0.3661) labels_encoder_unscaled: 0.2650 (0.3661) time: 0.1211 data: 0.0003 max mem: 1126
Epoch: [1] Total time: 0:03:07 (0.1334 s / it)
Averaged stats: lr: 0.000100 loss: 0.2650 (0.3661) labels_encoder: 0.2650 (0.3661) labels_encoder_unscaled: 0.2650 (0.3661)
Test: [ 0/1613] eta: 0:39:06 loss: 0.2234 (0.2234) labels_encoder: 0.2234 (0.2234) labels_encoder_unscaled: 0.2234 (0.2234) time: 1.4545 data: 1.4143 max mem: 1126
Test: [ 50/1613] eta: 0:02:09 loss: 0.3145 (0.6196) labels_encoder: 0.3145 (0.6196) labels_encoder_unscaled: 0.3145 (0.6196) time: 0.0545 data: 0.0002 max mem: 1126
Test: [ 100/1613] eta: 0:01:42 loss: 0.3215 (0.5609) labels_encoder: 0.3215 (0.5609) labels_encoder_unscaled: 0.3215 (0.5609) time: 0.0548 data: 0.0002 max mem: 1126
Test: [ 150/1613] eta: 0:01:32 loss: 0.3235 (0.5275) labels_encoder: 0.3235 (0.5275) labels_encoder_unscaled: 0.3235 (0.5275) time: 0.0578 data: 0.0009 max mem: 1126
Test: [ 200/1613] eta: 0:01:25 loss: 0.7289 (0.6488) labels_encoder: 0.7289 (0.6488) labels_encoder_unscaled: 0.7289 (0.6488) time: 0.0491 data: 0.0002 max mem: 1126
Test: [ 250/1613] eta: 0:01:19 loss: 0.3167 (0.6591) labels_encoder: 0.3167 (0.6591) labels_encoder_unscaled: 0.3167 (0.6591) time: 0.0524 data: 0.0002 max mem: 1126
Test: [ 300/1613] eta: 0:01:15 loss: 0.3938 (0.6806) labels_encoder: 0.3938 (0.6806) labels_encoder_unscaled: 0.3938 (0.6806) time: 0.0523 data: 0.0002 max mem: 1126
Test: [ 350/1613] eta: 0:01:12 loss: 0.5780 (0.6623) labels_encoder: 0.5780 (0.6623) labels_encoder_unscaled: 0.5780 (0.6623) time: 0.0553 data: 0.0002 max mem: 1126
Test: [ 400/1613] eta: 0:01:09 loss: 0.8583 (0.7331) labels_encoder: 0.8583 (0.7331) labels_encoder_unscaled: 0.8583 (0.7331) time: 0.0511 data: 0.0002 max mem: 1126
Test: [ 450/1613] eta: 0:01:05 loss: 0.6205 (0.7754) labels_encoder: 0.6205 (0.7754) labels_encoder_unscaled: 0.6205 (0.7754) time: 0.0561 data: 0.0002 max mem: 1126
Test: [ 500/1613] eta: 0:01:02 loss: 0.1599 (0.7396) labels_encoder: 0.1599 (0.7396) labels_encoder_unscaled: 0.1599 (0.7396) time: 0.0506 data: 0.0002 max mem: 1126
Test: [ 550/1613] eta: 0:00:58 loss: 0.5509 (0.7372) labels_encoder: 0.5509 (0.7372) labels_encoder_unscaled: 0.5509 (0.7372) time: 0.0506 data: 0.0002 max mem: 1126
Test: [ 600/1613] eta: 0:00:56 loss: 0.8447 (0.7517) labels_encoder: 0.8447 (0.7517) labels_encoder_unscaled: 0.8447 (0.7517) time: 0.0543 data: 0.0002 max mem: 1126
Test: [ 650/1613] eta: 0:00:53 loss: 0.4147 (0.7377) labels_encoder: 0.4147 (0.7377) labels_encoder_unscaled: 0.4147 (0.7377) time: 0.0539 data: 0.0002 max mem: 1126
Test: [ 700/1613] eta: 0:00:50 loss: 0.3704 (0.7272) labels_encoder: 0.3704 (0.7272) labels_encoder_unscaled: 0.3704 (0.7272) time: 0.0487 data: 0.0002 max mem: 1126
Test: [ 750/1613] eta: 0:00:47 loss: 0.3638 (0.7094) labels_encoder: 0.3638 (0.7094) labels_encoder_unscaled: 0.3638 (0.7094) time: 0.0529 data: 0.0002 max mem: 1126
Test: [ 800/1613] eta: 0:00:44 loss: 0.6091 (0.7170) labels_encoder: 0.6091 (0.7170) labels_encoder_unscaled: 0.6091 (0.7170) time: 0.0574 data: 0.0002 max mem: 1126
Test: [ 850/1613] eta: 0:00:41 loss: 1.0499 (0.7221) labels_encoder: 1.0499 (0.7221) labels_encoder_unscaled: 1.0499 (0.7221) time: 0.0519 data: 0.0002 max mem: 1126
Test: [ 900/1613] eta: 0:00:38 loss: 0.4905 (0.7236) labels_encoder: 0.4905 (0.7236) labels_encoder_unscaled: 0.4905 (0.7236) time: 0.0508 data: 0.0002 max mem: 1126
Test: [ 950/1613] eta: 0:00:36 loss: 0.8391 (0.7403) labels_encoder: 0.8391 (0.7403) labels_encoder_unscaled: 0.8391 (0.7403) time: 0.0544 data: 0.0002 max mem: 1126
Test: [1000/1613] eta: 0:00:33 loss: 0.3607 (0.7325) labels_encoder: 0.3607 (0.7325) labels_encoder_unscaled: 0.3607 (0.7325) time: 0.0546 data: 0.0002 max mem: 1126
Test: [1050/1613] eta: 0:00:30 loss: 0.7020 (0.7253) labels_encoder: 0.7020 (0.7253) labels_encoder_unscaled: 0.7020 (0.7253) time: 0.0584 data: 0.0002 max mem: 1126
Test: [1100/1613] eta: 0:00:27 loss: 0.4904 (0.7224) labels_encoder: 0.4904 (0.7224) labels_encoder_unscaled: 0.4904 (0.7224) time: 0.0464 data: 0.0002 max mem: 1126
Test: [1150/1613] eta: 0:00:25 loss: 0.3472 (0.7125) labels_encoder: 0.3472 (0.7125) labels_encoder_unscaled: 0.3472 (0.7125) time: 0.0533 data: 0.0002 max mem: 1126
Test: [1200/1613] eta: 0:00:22 loss: 0.6330 (0.7210) labels_encoder: 0.6330 (0.7210) labels_encoder_unscaled: 0.6330 (0.7210) time: 0.0609 data: 0.0002 max mem: 1126
Test: [1250/1613] eta: 0:00:19 loss: 0.4143 (0.7211) labels_encoder: 0.4143 (0.7211) labels_encoder_unscaled: 0.4143 (0.7211) time: 0.0532 data: 0.0002 max mem: 1126
Test: [1300/1613] eta: 0:00:17 loss: 0.3929 (0.7200) labels_encoder: 0.3929 (0.7200) labels_encoder_unscaled: 0.3929 (0.7200) time: 0.0617 data: 0.0002 max mem: 1126
Test: [1350/1613] eta: 0:00:14 loss: 0.6159 (0.7246) labels_encoder: 0.6159 (0.7246) labels_encoder_unscaled: 0.6159 (0.7246) time: 0.0505 data: 0.0002 max mem: 1126
Test: [1400/1613] eta: 0:00:11 loss: 0.5556 (0.7269) labels_encoder: 0.5556 (0.7269) labels_encoder_unscaled: 0.5556 (0.7269) time: 0.0525 data: 0.0002 max mem: 1126
Test: [1450/1613] eta: 0:00:08 loss: 0.4678 (0.7300) labels_encoder: 0.4678 (0.7300) labels_encoder_unscaled: 0.4678 (0.7300) time: 0.0475 data: 0.0002 max mem: 1126
Test: [1500/1613] eta: 0:00:06 loss: 0.4735 (0.7313) labels_encoder: 0.4735 (0.7313) labels_encoder_unscaled: 0.4735 (0.7313) time: 0.0528 data: 0.0002 max mem: 1126
Test: [1550/1613] eta: 0:00:03 loss: 0.6043 (0.7324) labels_encoder: 0.6043 (0.7324) labels_encoder_unscaled: 0.6043 (0.7324) time: 0.0527 data: 0.0002 max mem: 1126
Test: [1600/1613] eta: 0:00:00 loss: 0.5477 (0.7280) labels_encoder: 0.5477 (0.7280) labels_encoder_unscaled: 0.5477 (0.7280) time: 0.0475 data: 0.0002 max mem: 1126
Test: [1612/1613] eta: 0:00:00 loss: 0.4838 (0.7268) labels_encoder: 0.4838 (0.7268) labels_encoder_unscaled: 0.4838 (0.7268) time: 0.0370 data: 0.0001 max mem: 1126
Test: Total time: 0:01:27 (0.0541 s / it)
Averaged stats: loss: 0.4838 (0.7268) labels_encoder: 0.4838 (0.7268) labels_encoder_unscaled: 0.4838 (0.7268)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5280, mcAP: 0.9704
BaseballPitch: 0.2515
BasketballDunk: 0.6772
Billiards: 0.3627
CleanAndJerk: 0.7120
CliffDiving: 0.7893
CricketBowling: 0.3354
CricketShot: 0.1041
Diving: 0.6817
FrisbeeCatch: 0.4357
GolfSwing: 0.5891
HammerThrow: 0.8326
HighJump: 0.3975
JavelinThrow: 0.6907
LongJump: 0.7474
PoleVault: 0.8746
Shotput: 0.5517
SoccerPenalty: 0.3412
TennisSwing: 0.4724
ThrowDiscus: 0.4700
VolleyballSpiking: 0.2441
Epoch: [2] [ 0/1406] eta: 0:40:55 lr: 0.000010 loss: 0.2771 (0.2771) labels_encoder: 0.2771 (0.2771) labels_encoder_unscaled: 0.2771 (0.2771) time: 1.7464 data: 1.5823 max mem: 1126
Epoch: [2] [ 50/1406] eta: 0:03:35 lr: 0.000010 loss: 0.1889 (0.2564) labels_encoder: 0.1889 (0.2564) labels_encoder_unscaled: 0.1889 (0.2564) time: 0.1263 data: 0.0002 max mem: 1126
Epoch: [2] [ 100/1406] eta: 0:03:12 lr: 0.000010 loss: 0.2261 (0.2553) labels_encoder: 0.2261 (0.2553) labels_encoder_unscaled: 0.2261 (0.2553) time: 0.1371 data: 0.0002 max mem: 1126
Epoch: [2] [ 150/1406] eta: 0:03:00 lr: 0.000010 loss: 0.2226 (0.2472) labels_encoder: 0.2226 (0.2472) labels_encoder_unscaled: 0.2226 (0.2472) time: 0.1357 data: 0.0002 max mem: 1126
Epoch: [2] [ 200/1406] eta: 0:02:49 lr: 0.000010 loss: 0.2273 (0.2399) labels_encoder: 0.2273 (0.2399) labels_encoder_unscaled: 0.2273 (0.2399) time: 0.1258 data: 0.0002 max mem: 1126
Epoch: [2] [ 250/1406] eta: 0:02:40 lr: 0.000010 loss: 0.2139 (0.2340) labels_encoder: 0.2139 (0.2340) labels_encoder_unscaled: 0.2139 (0.2340) time: 0.1310 data: 0.0002 max mem: 1126
Epoch: [2] [ 300/1406] eta: 0:02:32 lr: 0.000010 loss: 0.1679 (0.2295) labels_encoder: 0.1679 (0.2295) labels_encoder_unscaled: 0.1679 (0.2295) time: 0.1287 data: 0.0002 max mem: 1126
Epoch: [2] [ 350/1406] eta: 0:02:24 lr: 0.000010 loss: 0.1799 (0.2249) labels_encoder: 0.1799 (0.2249) labels_encoder_unscaled: 0.1799 (0.2249) time: 0.1320 data: 0.0002 max mem: 1126
Epoch: [2] [ 400/1406] eta: 0:02:17 lr: 0.000010 loss: 0.1826 (0.2208) labels_encoder: 0.1826 (0.2208) labels_encoder_unscaled: 0.1826 (0.2208) time: 0.1311 data: 0.0002 max mem: 1126
Epoch: [2] [ 450/1406] eta: 0:02:10 lr: 0.000010 loss: 0.1750 (0.2174) labels_encoder: 0.1750 (0.2174) labels_encoder_unscaled: 0.1750 (0.2174) time: 0.1378 data: 0.0002 max mem: 1126
Epoch: [2] [ 500/1406] eta: 0:02:02 lr: 0.000010 loss: 0.1788 (0.2158) labels_encoder: 0.1788 (0.2158) labels_encoder_unscaled: 0.1788 (0.2158) time: 0.1294 data: 0.0002 max mem: 1126
Epoch: [2] [ 550/1406] eta: 0:01:55 lr: 0.000010 loss: 0.1577 (0.2132) labels_encoder: 0.1577 (0.2132) labels_encoder_unscaled: 0.1577 (0.2132) time: 0.1309 data: 0.0008 max mem: 1126
Epoch: [2] [ 600/1406] eta: 0:01:48 lr: 0.000010 loss: 0.2060 (0.2120) labels_encoder: 0.2060 (0.2120) labels_encoder_unscaled: 0.2060 (0.2120) time: 0.1312 data: 0.0008 max mem: 1126
Epoch: [2] [ 650/1406] eta: 0:01:42 lr: 0.000010 loss: 0.1947 (0.2099) labels_encoder: 0.1947 (0.2099) labels_encoder_unscaled: 0.1947 (0.2099) time: 0.1330 data: 0.0002 max mem: 1126
Epoch: [2] [ 700/1406] eta: 0:01:35 lr: 0.000010 loss: 0.2054 (0.2090) labels_encoder: 0.2054 (0.2090) labels_encoder_unscaled: 0.2054 (0.2090) time: 0.1317 data: 0.0002 max mem: 1126
Epoch: [2] [ 750/1406] eta: 0:01:28 lr: 0.000010 loss: 0.1782 (0.2075) labels_encoder: 0.1782 (0.2075) labels_encoder_unscaled: 0.1782 (0.2075) time: 0.1311 data: 0.0002 max mem: 1126
Epoch: [2] [ 800/1406] eta: 0:01:21 lr: 0.000010 loss: 0.1895 (0.2064) labels_encoder: 0.1895 (0.2064) labels_encoder_unscaled: 0.1895 (0.2064) time: 0.1341 data: 0.0002 max mem: 1126
Epoch: [2] [ 850/1406] eta: 0:01:14 lr: 0.000010 loss: 0.1910 (0.2059) labels_encoder: 0.1910 (0.2059) labels_encoder_unscaled: 0.1910 (0.2059) time: 0.1352 data: 0.0002 max mem: 1126
Epoch: [2] [ 900/1406] eta: 0:01:08 lr: 0.000010 loss: 0.1892 (0.2053) labels_encoder: 0.1892 (0.2053) labels_encoder_unscaled: 0.1892 (0.2053) time: 0.1367 data: 0.0002 max mem: 1126
Epoch: [2] [ 950/1406] eta: 0:01:01 lr: 0.000010 loss: 0.1646 (0.2039) labels_encoder: 0.1646 (0.2039) labels_encoder_unscaled: 0.1646 (0.2039) time: 0.1270 data: 0.0002 max mem: 1126
Epoch: [2] [1000/1406] eta: 0:00:54 lr: 0.000010 loss: 0.1744 (0.2031) labels_encoder: 0.1744 (0.2031) labels_encoder_unscaled: 0.1744 (0.2031) time: 0.1342 data: 0.0002 max mem: 1126
Epoch: [2] [1050/1406] eta: 0:00:47 lr: 0.000010 loss: 0.1753 (0.2018) labels_encoder: 0.1753 (0.2018) labels_encoder_unscaled: 0.1753 (0.2018) time: 0.1317 data: 0.0002 max mem: 1126
Epoch: [2] [1100/1406] eta: 0:00:40 lr: 0.000010 loss: 0.1596 (0.2011) labels_encoder: 0.1596 (0.2011) labels_encoder_unscaled: 0.1596 (0.2011) time: 0.1266 data: 0.0002 max mem: 1126
Epoch: [2] [1150/1406] eta: 0:00:34 lr: 0.000010 loss: 0.1871 (0.2001) labels_encoder: 0.1871 (0.2001) labels_encoder_unscaled: 0.1871 (0.2001) time: 0.1387 data: 0.0002 max mem: 1126
Epoch: [2] [1200/1406] eta: 0:00:27 lr: 0.000010 loss: 0.1660 (0.1994) labels_encoder: 0.1660 (0.1994) labels_encoder_unscaled: 0.1660 (0.1994) time: 0.1314 data: 0.0002 max mem: 1126
Epoch: [2] [1250/1406] eta: 0:00:20 lr: 0.000010 loss: 0.1600 (0.1987) labels_encoder: 0.1600 (0.1987) labels_encoder_unscaled: 0.1600 (0.1987) time: 0.1321 data: 0.0002 max mem: 1126
Epoch: [2] [1300/1406] eta: 0:00:14 lr: 0.000010 loss: 0.1801 (0.1983) labels_encoder: 0.1801 (0.1983) labels_encoder_unscaled: 0.1801 (0.1983) time: 0.1266 data: 0.0002 max mem: 1126
Epoch: [2] [1350/1406] eta: 0:00:07 lr: 0.000010 loss: 0.1751 (0.1977) labels_encoder: 0.1751 (0.1977) labels_encoder_unscaled: 0.1751 (0.1977) time: 0.1316 data: 0.0002 max mem: 1126
Epoch: [2] [1400/1406] eta: 0:00:00 lr: 0.000010 loss: 0.1526 (0.1967) labels_encoder: 0.1526 (0.1967) labels_encoder_unscaled: 0.1526 (0.1967) time: 0.1213 data: 0.0003 max mem: 1126
Epoch: [2] [1405/1406] eta: 0:00:00 lr: 0.000010 loss: 0.1481 (0.1965) labels_encoder: 0.1481 (0.1965) labels_encoder_unscaled: 0.1481 (0.1965) time: 0.1137 data: 0.0002 max mem: 1126
Epoch: [2] Total time: 0:03:07 (0.1333 s / it)
Averaged stats: lr: 0.000010 loss: 0.1481 (0.1965) labels_encoder: 0.1481 (0.1965) labels_encoder_unscaled: 0.1481 (0.1965)
Test: [ 0/1613] eta: 0:41:50 loss: 0.2779 (0.2779) labels_encoder: 0.2779 (0.2779) labels_encoder_unscaled: 0.2779 (0.2779) time: 1.5567 data: 1.4829 max mem: 1126
Test: [ 50/1613] eta: 0:02:19 loss: 0.3770 (0.7182) labels_encoder: 0.3770 (0.7182) labels_encoder_unscaled: 0.3770 (0.7182) time: 0.0613 data: 0.0002 max mem: 1126
Test: [ 100/1613] eta: 0:01:49 loss: 0.1318 (0.5310) labels_encoder: 0.1318 (0.5310) labels_encoder_unscaled: 0.1318 (0.5310) time: 0.0543 data: 0.0002 max mem: 1126
Test: [ 150/1613] eta: 0:01:36 loss: 0.4799 (0.4958) labels_encoder: 0.4799 (0.4958) labels_encoder_unscaled: 0.4799 (0.4958) time: 0.0553 data: 0.0002 max mem: 1126
Test: [ 200/1613] eta: 0:01:29 loss: 0.6364 (0.5610) labels_encoder: 0.6364 (0.5610) labels_encoder_unscaled: 0.6364 (0.5610) time: 0.0600 data: 0.0002 max mem: 1126
Test: [ 250/1613] eta: 0:01:22 loss: 0.2877 (0.6060) labels_encoder: 0.2877 (0.6060) labels_encoder_unscaled: 0.2877 (0.6060) time: 0.0495 data: 0.0002 max mem: 1126
Test: [ 300/1613] eta: 0:01:16 loss: 0.4173 (0.6478) labels_encoder: 0.4173 (0.6478) labels_encoder_unscaled: 0.4173 (0.6478) time: 0.0474 data: 0.0002 max mem: 1126
Test: [ 350/1613] eta: 0:01:13 loss: 0.8308 (0.6424) labels_encoder: 0.8308 (0.6424) labels_encoder_unscaled: 0.8308 (0.6424) time: 0.0615 data: 0.0002 max mem: 1126
Test: [ 400/1613] eta: 0:01:09 loss: 0.3974 (0.7127) labels_encoder: 0.3974 (0.7127) labels_encoder_unscaled: 0.3974 (0.7127) time: 0.0545 data: 0.0002 max mem: 1126
Test: [ 450/1613] eta: 0:01:05 loss: 0.4763 (0.7480) labels_encoder: 0.4763 (0.7480) labels_encoder_unscaled: 0.4763 (0.7480) time: 0.0506 data: 0.0002 max mem: 1126
Test: [ 500/1613] eta: 0:01:02 loss: 0.1641 (0.7079) labels_encoder: 0.1641 (0.7079) labels_encoder_unscaled: 0.1641 (0.7079) time: 0.0598 data: 0.0002 max mem: 1126
Test: [ 550/1613] eta: 0:01:00 loss: 0.6637 (0.7084) labels_encoder: 0.6637 (0.7084) labels_encoder_unscaled: 0.6637 (0.7084) time: 0.0519 data: 0.0002 max mem: 1126
Test: [ 600/1613] eta: 0:00:56 loss: 1.1791 (0.7336) labels_encoder: 1.1791 (0.7336) labels_encoder_unscaled: 1.1791 (0.7336) time: 0.0487 data: 0.0002 max mem: 1126
Test: [ 650/1613] eta: 0:00:53 loss: 0.3880 (0.7146) labels_encoder: 0.3880 (0.7146) labels_encoder_unscaled: 0.3880 (0.7146) time: 0.0552 data: 0.0002 max mem: 1126
Test: [ 700/1613] eta: 0:00:50 loss: 0.3026 (0.6952) labels_encoder: 0.3026 (0.6952) labels_encoder_unscaled: 0.3026 (0.6952) time: 0.0515 data: 0.0002 max mem: 1126
Test: [ 750/1613] eta: 0:00:47 loss: 0.4154 (0.6811) labels_encoder: 0.4154 (0.6811) labels_encoder_unscaled: 0.4154 (0.6811) time: 0.0551 data: 0.0002 max mem: 1126
Test: [ 800/1613] eta: 0:00:44 loss: 0.4129 (0.6836) labels_encoder: 0.4129 (0.6836) labels_encoder_unscaled: 0.4129 (0.6836) time: 0.0543 data: 0.0002 max mem: 1126
Test: [ 850/1613] eta: 0:00:41 loss: 0.9432 (0.6844) labels_encoder: 0.9432 (0.6844) labels_encoder_unscaled: 0.9432 (0.6844) time: 0.0470 data: 0.0002 max mem: 1126
Test: [ 900/1613] eta: 0:00:38 loss: 0.4281 (0.6919) labels_encoder: 0.4281 (0.6919) labels_encoder_unscaled: 0.4281 (0.6919) time: 0.0522 data: 0.0002 max mem: 1126
Test: [ 950/1613] eta: 0:00:36 loss: 0.7388 (0.6911) labels_encoder: 0.7388 (0.6911) labels_encoder_unscaled: 0.7388 (0.6911) time: 0.0594 data: 0.0002 max mem: 1126
Test: [1000/1613] eta: 0:00:33 loss: 0.3371 (0.6809) labels_encoder: 0.3371 (0.6809) labels_encoder_unscaled: 0.3371 (0.6809) time: 0.0471 data: 0.0002 max mem: 1126
Test: [1050/1613] eta: 0:00:30 loss: 0.5626 (0.6760) labels_encoder: 0.5626 (0.6760) labels_encoder_unscaled: 0.5626 (0.6760) time: 0.0537 data: 0.0002 max mem: 1126
Test: [1100/1613] eta: 0:00:27 loss: 0.3275 (0.6744) labels_encoder: 0.3275 (0.6744) labels_encoder_unscaled: 0.3275 (0.6744) time: 0.0569 data: 0.0002 max mem: 1126
Test: [1150/1613] eta: 0:00:25 loss: 0.3058 (0.6652) labels_encoder: 0.3058 (0.6652) labels_encoder_unscaled: 0.3058 (0.6652) time: 0.0479 data: 0.0002 max mem: 1126
Test: [1200/1613] eta: 0:00:22 loss: 0.3354 (0.6674) labels_encoder: 0.3354 (0.6674) labels_encoder_unscaled: 0.3354 (0.6674) time: 0.0466 data: 0.0002 max mem: 1126
Test: [1250/1613] eta: 0:00:19 loss: 0.2156 (0.6690) labels_encoder: 0.2156 (0.6690) labels_encoder_unscaled: 0.2156 (0.6690) time: 0.0531 data: 0.0002 max mem: 1126
Test: [1300/1613] eta: 0:00:16 loss: 0.2101 (0.6661) labels_encoder: 0.2101 (0.6661) labels_encoder_unscaled: 0.2101 (0.6661) time: 0.0553 data: 0.0002 max mem: 1126
Test: [1350/1613] eta: 0:00:14 loss: 0.6813 (0.6706) labels_encoder: 0.6813 (0.6706) labels_encoder_unscaled: 0.6813 (0.6706) time: 0.0513 data: 0.0002 max mem: 1126
Test: [1400/1613] eta: 0:00:11 loss: 0.5921 (0.6715) labels_encoder: 0.5921 (0.6715) labels_encoder_unscaled: 0.5921 (0.6715) time: 0.0543 data: 0.0002 max mem: 1126
Test: [1450/1613] eta: 0:00:08 loss: 0.3936 (0.6753) labels_encoder: 0.3936 (0.6753) labels_encoder_unscaled: 0.3936 (0.6753) time: 0.0535 data: 0.0002 max mem: 1126
Test: [1500/1613] eta: 0:00:06 loss: 0.3617 (0.6801) labels_encoder: 0.3617 (0.6801) labels_encoder_unscaled: 0.3617 (0.6801) time: 0.0559 data: 0.0002 max mem: 1126
Test: [1550/1613] eta: 0:00:03 loss: 0.4957 (0.6779) labels_encoder: 0.4957 (0.6779) labels_encoder_unscaled: 0.4957 (0.6779) time: 0.0554 data: 0.0002 max mem: 1126
Test: [1600/1613] eta: 0:00:00 loss: 0.5319 (0.6738) labels_encoder: 0.5319 (0.6738) labels_encoder_unscaled: 0.5319 (0.6738) time: 0.0459 data: 0.0002 max mem: 1126
Test: [1612/1613] eta: 0:00:00 loss: 0.4354 (0.6731) labels_encoder: 0.4354 (0.6731) labels_encoder_unscaled: 0.4354 (0.6731) time: 0.0337 data: 0.0001 max mem: 1126
Test: Total time: 0:01:26 (0.0537 s / it)
Averaged stats: loss: 0.4354 (0.6731) labels_encoder: 0.4354 (0.6731) labels_encoder_unscaled: 0.4354 (0.6731)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5661, mcAP: 0.9750
BaseballPitch: 0.1683
BasketballDunk: 0.7537
Billiards: 0.4048
CleanAndJerk: 0.7308
CliffDiving: 0.8137
CricketBowling: 0.4095
CricketShot: 0.2025
Diving: 0.6951
FrisbeeCatch: 0.3854
GolfSwing: 0.5083
HammerThrow: 0.8417
HighJump: 0.5821
JavelinThrow: 0.7340
LongJump: 0.8108
PoleVault: 0.8582
Shotput: 0.6481
SoccerPenalty: 0.3708
TennisSwing: 0.5375
ThrowDiscus: 0.5842
VolleyballSpiking: 0.2823
Epoch: [3] [ 0/1406] eta: 0:38:01 lr: 0.000001 loss: 0.1686 (0.1686) labels_encoder: 0.1686 (0.1686) labels_encoder_unscaled: 0.1686 (0.1686) time: 1.6224 data: 1.4550 max mem: 1126
Epoch: [3] [ 50/1406] eta: 0:03:44 lr: 0.000001 loss: 0.1596 (0.1638) labels_encoder: 0.1596 (0.1638) labels_encoder_unscaled: 0.1596 (0.1638) time: 0.1349 data: 0.0002 max mem: 1126
Epoch: [3] [ 100/1406] eta: 0:03:17 lr: 0.000001 loss: 0.1722 (0.1637) labels_encoder: 0.1722 (0.1637) labels_encoder_unscaled: 0.1722 (0.1637) time: 0.1365 data: 0.0003 max mem: 1126
Epoch: [3] [ 150/1406] eta: 0:03:01 lr: 0.000001 loss: 0.1537 (0.1635) labels_encoder: 0.1537 (0.1635) labels_encoder_unscaled: 0.1537 (0.1635) time: 0.1354 data: 0.0002 max mem: 1126
Epoch: [3] [ 200/1406] eta: 0:02:51 lr: 0.000001 loss: 0.1570 (0.1617) labels_encoder: 0.1570 (0.1617) labels_encoder_unscaled: 0.1570 (0.1617) time: 0.1339 data: 0.0002 max mem: 1126
Epoch: [3] [ 250/1406] eta: 0:02:42 lr: 0.000001 loss: 0.1643 (0.1635) labels_encoder: 0.1643 (0.1635) labels_encoder_unscaled: 0.1643 (0.1635) time: 0.1314 data: 0.0002 max mem: 1126
Epoch: [3] [ 300/1406] eta: 0:02:32 lr: 0.000001 loss: 0.1566 (0.1650) labels_encoder: 0.1566 (0.1650) labels_encoder_unscaled: 0.1566 (0.1650) time: 0.1294 data: 0.0002 max mem: 1126
Epoch: [3] [ 350/1406] eta: 0:02:24 lr: 0.000001 loss: 0.1551 (0.1648) labels_encoder: 0.1551 (0.1648) labels_encoder_unscaled: 0.1551 (0.1648) time: 0.1326 data: 0.0002 max mem: 1126
Epoch: [3] [ 400/1406] eta: 0:02:16 lr: 0.000001 loss: 0.1657 (0.1653) labels_encoder: 0.1657 (0.1653) labels_encoder_unscaled: 0.1657 (0.1653) time: 0.1268 data: 0.0002 max mem: 1126
Epoch: [3] [ 450/1406] eta: 0:02:09 lr: 0.000001 loss: 0.1738 (0.1666) labels_encoder: 0.1738 (0.1666) labels_encoder_unscaled: 0.1738 (0.1666) time: 0.1275 data: 0.0002 max mem: 1126
Epoch: [3] [ 500/1406] eta: 0:02:01 lr: 0.000001 loss: 0.1500 (0.1660) labels_encoder: 0.1500 (0.1660) labels_encoder_unscaled: 0.1500 (0.1660) time: 0.1269 data: 0.0002 max mem: 1126
Epoch: [3] [ 550/1406] eta: 0:01:54 lr: 0.000001 loss: 0.1315 (0.1653) labels_encoder: 0.1315 (0.1653) labels_encoder_unscaled: 0.1315 (0.1653) time: 0.1296 data: 0.0002 max mem: 1126
Epoch: [3] [ 600/1406] eta: 0:01:47 lr: 0.000001 loss: 0.1541 (0.1659) labels_encoder: 0.1541 (0.1659) labels_encoder_unscaled: 0.1541 (0.1659) time: 0.1246 data: 0.0002 max mem: 1126
Epoch: [3] [ 650/1406] eta: 0:01:40 lr: 0.000001 loss: 0.1827 (0.1661) labels_encoder: 0.1827 (0.1661) labels_encoder_unscaled: 0.1827 (0.1661) time: 0.1323 data: 0.0002 max mem: 1126
Epoch: [3] [ 700/1406] eta: 0:01:34 lr: 0.000001 loss: 0.1599 (0.1662) labels_encoder: 0.1599 (0.1662) labels_encoder_unscaled: 0.1599 (0.1662) time: 0.1351 data: 0.0002 max mem: 1126
Epoch: [3] [ 750/1406] eta: 0:01:27 lr: 0.000001 loss: 0.1519 (0.1662) labels_encoder: 0.1519 (0.1662) labels_encoder_unscaled: 0.1519 (0.1662) time: 0.1315 data: 0.0002 max mem: 1126
Epoch: [3] [ 800/1406] eta: 0:01:20 lr: 0.000001 loss: 0.1542 (0.1659) labels_encoder: 0.1542 (0.1659) labels_encoder_unscaled: 0.1542 (0.1659) time: 0.1326 data: 0.0002 max mem: 1126
Epoch: [3] [ 850/1406] eta: 0:01:13 lr: 0.000001 loss: 0.1711 (0.1660) labels_encoder: 0.1711 (0.1660) labels_encoder_unscaled: 0.1711 (0.1660) time: 0.1289 data: 0.0002 max mem: 1126
Epoch: [3] [ 900/1406] eta: 0:01:07 lr: 0.000001 loss: 0.1626 (0.1661) labels_encoder: 0.1626 (0.1661) labels_encoder_unscaled: 0.1626 (0.1661) time: 0.1329 data: 0.0002 max mem: 1126
Epoch: [3] [ 950/1406] eta: 0:01:00 lr: 0.000001 loss: 0.1791 (0.1666) labels_encoder: 0.1791 (0.1666) labels_encoder_unscaled: 0.1791 (0.1666) time: 0.1314 data: 0.0002 max mem: 1126
Epoch: [3] [1000/1406] eta: 0:00:53 lr: 0.000001 loss: 0.1730 (0.1674) labels_encoder: 0.1730 (0.1674) labels_encoder_unscaled: 0.1730 (0.1674) time: 0.1241 data: 0.0002 max mem: 1126
Epoch: [3] [1050/1406] eta: 0:00:47 lr: 0.000001 loss: 0.1525 (0.1677) labels_encoder: 0.1525 (0.1677) labels_encoder_unscaled: 0.1525 (0.1677) time: 0.1348 data: 0.0003 max mem: 1126
Epoch: [3] [1100/1406] eta: 0:00:40 lr: 0.000001 loss: 0.1584 (0.1675) labels_encoder: 0.1584 (0.1675) labels_encoder_unscaled: 0.1584 (0.1675) time: 0.1347 data: 0.0002 max mem: 1126
Epoch: [3] [1150/1406] eta: 0:00:33 lr: 0.000001 loss: 0.1660 (0.1674) labels_encoder: 0.1660 (0.1674) labels_encoder_unscaled: 0.1660 (0.1674) time: 0.1326 data: 0.0002 max mem: 1126
Epoch: [3] [1200/1406] eta: 0:00:27 lr: 0.000001 loss: 0.1543 (0.1676) labels_encoder: 0.1543 (0.1676) labels_encoder_unscaled: 0.1543 (0.1676) time: 0.1363 data: 0.0002 max mem: 1126
Epoch: [3] [1250/1406] eta: 0:00:20 lr: 0.000001 loss: 0.1661 (0.1673) labels_encoder: 0.1661 (0.1673) labels_encoder_unscaled: 0.1661 (0.1673) time: 0.1359 data: 0.0012 max mem: 1126
Epoch: [3] [1300/1406] eta: 0:00:14 lr: 0.000001 loss: 0.1463 (0.1673) labels_encoder: 0.1463 (0.1673) labels_encoder_unscaled: 0.1463 (0.1673) time: 0.1331 data: 0.0002 max mem: 1126
Epoch: [3] [1350/1406] eta: 0:00:07 lr: 0.000001 loss: 0.1499 (0.1671) labels_encoder: 0.1499 (0.1671) labels_encoder_unscaled: 0.1499 (0.1671) time: 0.1329 data: 0.0009 max mem: 1126
Epoch: [3] [1400/1406] eta: 0:00:00 lr: 0.000001 loss: 0.1654 (0.1669) labels_encoder: 0.1654 (0.1669) labels_encoder_unscaled: 0.1654 (0.1669) time: 0.1208 data: 0.0003 max mem: 1126
Epoch: [3] [1405/1406] eta: 0:00:00 lr: 0.000001 loss: 0.1668 (0.1669) labels_encoder: 0.1668 (0.1669) labels_encoder_unscaled: 0.1668 (0.1669) time: 0.1157 data: 0.0003 max mem: 1126
Epoch: [3] Total time: 0:03:05 (0.1323 s / it)
Averaged stats: lr: 0.000001 loss: 0.1668 (0.1669) labels_encoder: 0.1668 (0.1669) labels_encoder_unscaled: 0.1668 (0.1669)
Test: [ 0/1613] eta: 0:44:47 loss: 0.4064 (0.4064) labels_encoder: 0.4064 (0.4064) labels_encoder_unscaled: 0.4064 (0.4064) time: 1.6664 data: 1.6138 max mem: 1126
Test: [ 50/1613] eta: 0:02:19 loss: 0.2729 (0.6366) labels_encoder: 0.2729 (0.6366) labels_encoder_unscaled: 0.2729 (0.6366) time: 0.0540 data: 0.0002 max mem: 1126
Test: [ 100/1613] eta: 0:01:49 loss: 0.1616 (0.4922) labels_encoder: 0.1616 (0.4922) labels_encoder_unscaled: 0.1616 (0.4922) time: 0.0489 data: 0.0002 max mem: 1126
Test: [ 150/1613] eta: 0:01:37 loss: 0.4013 (0.4511) labels_encoder: 0.4013 (0.4511) labels_encoder_unscaled: 0.4013 (0.4511) time: 0.0558 data: 0.0002 max mem: 1126
Test: [ 200/1613] eta: 0:01:29 loss: 0.7227 (0.5392) labels_encoder: 0.7227 (0.5392) labels_encoder_unscaled: 0.7227 (0.5392) time: 0.0561 data: 0.0002 max mem: 1126
Test: [ 250/1613] eta: 0:01:23 loss: 0.3152 (0.5779) labels_encoder: 0.3152 (0.5779) labels_encoder_unscaled: 0.3152 (0.5779) time: 0.0481 data: 0.0002 max mem: 1126
Test: [ 300/1613] eta: 0:01:18 loss: 0.4294 (0.6187) labels_encoder: 0.4294 (0.6187) labels_encoder_unscaled: 0.4294 (0.6187) time: 0.0464 data: 0.0002 max mem: 1126
Test: [ 350/1613] eta: 0:01:14 loss: 0.8520 (0.6117) labels_encoder: 0.8520 (0.6117) labels_encoder_unscaled: 0.8520 (0.6117) time: 0.0526 data: 0.0002 max mem: 1126
Test: [ 400/1613] eta: 0:01:10 loss: 0.3962 (0.7010) labels_encoder: 0.3962 (0.7010) labels_encoder_unscaled: 0.3962 (0.7010) time: 0.0481 data: 0.0002 max mem: 1126
Test: [ 450/1613] eta: 0:01:06 loss: 0.4987 (0.7352) labels_encoder: 0.4987 (0.7352) labels_encoder_unscaled: 0.4987 (0.7352) time: 0.0457 data: 0.0002 max mem: 1126
Test: [ 500/1613] eta: 0:01:02 loss: 0.1843 (0.6948) labels_encoder: 0.1843 (0.6948) labels_encoder_unscaled: 0.1843 (0.6948) time: 0.0495 data: 0.0002 max mem: 1126
Test: [ 550/1613] eta: 0:00:59 loss: 0.5980 (0.6959) labels_encoder: 0.5980 (0.6959) labels_encoder_unscaled: 0.5980 (0.6959) time: 0.0544 data: 0.0002 max mem: 1126
Test: [ 600/1613] eta: 0:00:56 loss: 0.9806 (0.7292) labels_encoder: 0.9806 (0.7292) labels_encoder_unscaled: 0.9806 (0.7292) time: 0.0516 data: 0.0002 max mem: 1126
Test: [ 650/1613] eta: 0:00:53 loss: 0.3527 (0.7128) labels_encoder: 0.3527 (0.7128) labels_encoder_unscaled: 0.3527 (0.7128) time: 0.0546 data: 0.0002 max mem: 1126
Test: [ 700/1613] eta: 0:00:50 loss: 0.2825 (0.6944) labels_encoder: 0.2825 (0.6944) labels_encoder_unscaled: 0.2825 (0.6944) time: 0.0513 data: 0.0002 max mem: 1126
Test: [ 750/1613] eta: 0:00:47 loss: 0.3566 (0.6758) labels_encoder: 0.3566 (0.6758) labels_encoder_unscaled: 0.3566 (0.6758) time: 0.0489 data: 0.0002 max mem: 1126
Test: [ 800/1613] eta: 0:00:44 loss: 0.5543 (0.6779) labels_encoder: 0.5543 (0.6779) labels_encoder_unscaled: 0.5543 (0.6779) time: 0.0500 data: 0.0002 max mem: 1126
Test: [ 850/1613] eta: 0:00:41 loss: 0.8432 (0.6786) labels_encoder: 0.8432 (0.6786) labels_encoder_unscaled: 0.8432 (0.6786) time: 0.0486 data: 0.0002 max mem: 1126
Test: [ 900/1613] eta: 0:00:38 loss: 0.4091 (0.6857) labels_encoder: 0.4091 (0.6857) labels_encoder_unscaled: 0.4091 (0.6857) time: 0.0463 data: 0.0002 max mem: 1126
Test: [ 950/1613] eta: 0:00:35 loss: 0.6156 (0.6832) labels_encoder: 0.6156 (0.6832) labels_encoder_unscaled: 0.6156 (0.6832) time: 0.0569 data: 0.0002 max mem: 1126
Test: [1000/1613] eta: 0:00:33 loss: 0.3709 (0.6732) labels_encoder: 0.3709 (0.6732) labels_encoder_unscaled: 0.3709 (0.6732) time: 0.0517 data: 0.0009 max mem: 1126
Test: [1050/1613] eta: 0:00:30 loss: 0.5773 (0.6680) labels_encoder: 0.5773 (0.6680) labels_encoder_unscaled: 0.5773 (0.6680) time: 0.0460 data: 0.0002 max mem: 1126
Test: [1100/1613] eta: 0:00:27 loss: 0.3700 (0.6680) labels_encoder: 0.3700 (0.6680) labels_encoder_unscaled: 0.3700 (0.6680) time: 0.0494 data: 0.0002 max mem: 1126
Test: [1150/1613] eta: 0:00:24 loss: 0.3089 (0.6605) labels_encoder: 0.3089 (0.6605) labels_encoder_unscaled: 0.3089 (0.6605) time: 0.0575 data: 0.0002 max mem: 1126
Test: [1200/1613] eta: 0:00:22 loss: 0.3307 (0.6620) labels_encoder: 0.3307 (0.6620) labels_encoder_unscaled: 0.3307 (0.6620) time: 0.0533 data: 0.0002 max mem: 1126
Test: [1250/1613] eta: 0:00:19 loss: 0.2009 (0.6625) labels_encoder: 0.2009 (0.6625) labels_encoder_unscaled: 0.2009 (0.6625) time: 0.0563 data: 0.0002 max mem: 1126
Test: [1300/1613] eta: 0:00:16 loss: 0.1843 (0.6585) labels_encoder: 0.1843 (0.6585) labels_encoder_unscaled: 0.1843 (0.6585) time: 0.0557 data: 0.0002 max mem: 1126
Test: [1350/1613] eta: 0:00:14 loss: 0.5348 (0.6637) labels_encoder: 0.5348 (0.6637) labels_encoder_unscaled: 0.5348 (0.6637) time: 0.0483 data: 0.0002 max mem: 1126
Test: [1400/1613] eta: 0:00:11 loss: 0.5701 (0.6627) labels_encoder: 0.5701 (0.6627) labels_encoder_unscaled: 0.5701 (0.6627) time: 0.0569 data: 0.0002 max mem: 1126
Test: [1450/1613] eta: 0:00:08 loss: 0.2880 (0.6691) labels_encoder: 0.2880 (0.6691) labels_encoder_unscaled: 0.2880 (0.6691) time: 0.0485 data: 0.0002 max mem: 1126
Test: [1500/1613] eta: 0:00:06 loss: 0.3482 (0.6756) labels_encoder: 0.3482 (0.6756) labels_encoder_unscaled: 0.3482 (0.6756) time: 0.0482 data: 0.0002 max mem: 1126
Test: [1550/1613] eta: 0:00:03 loss: 0.5153 (0.6732) labels_encoder: 0.5153 (0.6732) labels_encoder_unscaled: 0.5153 (0.6732) time: 0.0496 data: 0.0002 max mem: 1126
Test: [1600/1613] eta: 0:00:00 loss: 0.6107 (0.6685) labels_encoder: 0.6107 (0.6685) labels_encoder_unscaled: 0.6107 (0.6685) time: 0.0501 data: 0.0002 max mem: 1126
Test: [1612/1613] eta: 0:00:00 loss: 0.4099 (0.6680) labels_encoder: 0.4099 (0.6680) labels_encoder_unscaled: 0.4099 (0.6680) time: 0.0379 data: 0.0001 max mem: 1126
Test: Total time: 0:01:25 (0.0532 s / it)
Averaged stats: loss: 0.4099 (0.6680) labels_encoder: 0.4099 (0.6680) labels_encoder_unscaled: 0.4099 (0.6680)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5743, mcAP: 0.9752
BaseballPitch: 0.1988
BasketballDunk: 0.7595
Billiards: 0.4157
CleanAndJerk: 0.7372
CliffDiving: 0.8230
CricketBowling: 0.4131
CricketShot: 0.2118
Diving: 0.6953
FrisbeeCatch: 0.4385
GolfSwing: 0.5686
HammerThrow: 0.8396
HighJump: 0.5802
JavelinThrow: 0.7338
LongJump: 0.8096
PoleVault: 0.8641
Shotput: 0.6558
SoccerPenalty: 0.3805
TennisSwing: 0.5007
ThrowDiscus: 0.5861
VolleyballSpiking: 0.2739
Epoch: [4] [ 0/1406] eta: 0:40:47 lr: 0.000000 loss: 0.2088 (0.2088) labels_encoder: 0.2088 (0.2088) labels_encoder_unscaled: 0.2088 (0.2088) time: 1.7408 data: 1.5685 max mem: 1126
Epoch: [4] [ 50/1406] eta: 0:03:46 lr: 0.000000 loss: 0.1465 (0.1604) labels_encoder: 0.1465 (0.1604) labels_encoder_unscaled: 0.1465 (0.1604) time: 0.1308 data: 0.0002 max mem: 1126
Epoch: [4] [ 100/1406] eta: 0:03:17 lr: 0.000000 loss: 0.1327 (0.1575) labels_encoder: 0.1327 (0.1575) labels_encoder_unscaled: 0.1327 (0.1575) time: 0.1348 data: 0.0002 max mem: 1126
Epoch: [4] [ 150/1406] eta: 0:03:03 lr: 0.000000 loss: 0.1691 (0.1627) labels_encoder: 0.1691 (0.1627) labels_encoder_unscaled: 0.1691 (0.1627) time: 0.1344 data: 0.0002 max mem: 1126
Epoch: [4] [ 200/1406] eta: 0:02:51 lr: 0.000000 loss: 0.1435 (0.1615) labels_encoder: 0.1435 (0.1615) labels_encoder_unscaled: 0.1435 (0.1615) time: 0.1291 data: 0.0002 max mem: 1126
Epoch: [4] [ 250/1406] eta: 0:02:43 lr: 0.000000 loss: 0.1685 (0.1623) labels_encoder: 0.1685 (0.1623) labels_encoder_unscaled: 0.1685 (0.1623) time: 0.1407 data: 0.0002 max mem: 1126
Epoch: [4] [ 300/1406] eta: 0:02:35 lr: 0.000000 loss: 0.1501 (0.1625) labels_encoder: 0.1501 (0.1625) labels_encoder_unscaled: 0.1501 (0.1625) time: 0.1356 data: 0.0002 max mem: 1126
Epoch: [4] [ 350/1406] eta: 0:02:27 lr: 0.000000 loss: 0.1745 (0.1642) labels_encoder: 0.1745 (0.1642) labels_encoder_unscaled: 0.1745 (0.1642) time: 0.1314 data: 0.0002 max mem: 1126
Epoch: [4] [ 400/1406] eta: 0:02:19 lr: 0.000000 loss: 0.1491 (0.1647) labels_encoder: 0.1491 (0.1647) labels_encoder_unscaled: 0.1491 (0.1647) time: 0.1352 data: 0.0002 max mem: 1126
Epoch: [4] [ 450/1406] eta: 0:02:12 lr: 0.000000 loss: 0.1561 (0.1647) labels_encoder: 0.1561 (0.1647) labels_encoder_unscaled: 0.1561 (0.1647) time: 0.1407 data: 0.0003 max mem: 1126
Epoch: [4] [ 500/1406] eta: 0:02:05 lr: 0.000000 loss: 0.1499 (0.1645) labels_encoder: 0.1499 (0.1645) labels_encoder_unscaled: 0.1499 (0.1645) time: 0.1389 data: 0.0002 max mem: 1126
Epoch: [4] [ 550/1406] eta: 0:01:58 lr: 0.000000 loss: 0.1593 (0.1645) labels_encoder: 0.1593 (0.1645) labels_encoder_unscaled: 0.1593 (0.1645) time: 0.1367 data: 0.0002 max mem: 1126
Epoch: [4] [ 600/1406] eta: 0:01:51 lr: 0.000000 loss: 0.1418 (0.1640) labels_encoder: 0.1418 (0.1640) labels_encoder_unscaled: 0.1418 (0.1640) time: 0.1335 data: 0.0002 max mem: 1126
Epoch: [4] [ 650/1406] eta: 0:01:44 lr: 0.000000 loss: 0.1683 (0.1637) labels_encoder: 0.1683 (0.1637) labels_encoder_unscaled: 0.1683 (0.1637) time: 0.1376 data: 0.0002 max mem: 1126
Epoch: [4] [ 700/1406] eta: 0:01:37 lr: 0.000000 loss: 0.1691 (0.1636) labels_encoder: 0.1691 (0.1636) labels_encoder_unscaled: 0.1691 (0.1636) time: 0.1410 data: 0.0003 max mem: 1126
Epoch: [4] [ 750/1406] eta: 0:01:30 lr: 0.000000 loss: 0.1446 (0.1631) labels_encoder: 0.1446 (0.1631) labels_encoder_unscaled: 0.1446 (0.1631) time: 0.1344 data: 0.0002 max mem: 1126
Epoch: [4] [ 800/1406] eta: 0:01:23 lr: 0.000000 loss: 0.1846 (0.1642) labels_encoder: 0.1846 (0.1642) labels_encoder_unscaled: 0.1846 (0.1642) time: 0.1365 data: 0.0002 max mem: 1126
Epoch: [4] [ 850/1406] eta: 0:01:16 lr: 0.000000 loss: 0.1555 (0.1640) labels_encoder: 0.1555 (0.1640) labels_encoder_unscaled: 0.1555 (0.1640) time: 0.1450 data: 0.0002 max mem: 1126
Epoch: [4] [ 900/1406] eta: 0:01:10 lr: 0.000000 loss: 0.1656 (0.1641) labels_encoder: 0.1656 (0.1641) labels_encoder_unscaled: 0.1656 (0.1641) time: 0.1381 data: 0.0003 max mem: 1126
Epoch: [4] [ 950/1406] eta: 0:01:03 lr: 0.000000 loss: 0.1714 (0.1639) labels_encoder: 0.1714 (0.1639) labels_encoder_unscaled: 0.1714 (0.1639) time: 0.1387 data: 0.0002 max mem: 1126
Epoch: [4] [1000/1406] eta: 0:00:56 lr: 0.000000 loss: 0.1636 (0.1637) labels_encoder: 0.1636 (0.1637) labels_encoder_unscaled: 0.1636 (0.1637) time: 0.1371 data: 0.0002 max mem: 1126
Epoch: [4] [1050/1406] eta: 0:00:49 lr: 0.000000 loss: 0.1608 (0.1635) labels_encoder: 0.1608 (0.1635) labels_encoder_unscaled: 0.1608 (0.1635) time: 0.1318 data: 0.0002 max mem: 1126
Epoch: [4] [1100/1406] eta: 0:00:42 lr: 0.000000 loss: 0.1537 (0.1632) labels_encoder: 0.1537 (0.1632) labels_encoder_unscaled: 0.1537 (0.1632) time: 0.1354 data: 0.0002 max mem: 1126
Epoch: [4] [1150/1406] eta: 0:00:35 lr: 0.000000 loss: 0.1775 (0.1633) labels_encoder: 0.1775 (0.1633) labels_encoder_unscaled: 0.1775 (0.1633) time: 0.1347 data: 0.0002 max mem: 1126
Epoch: [4] [1200/1406] eta: 0:00:28 lr: 0.000000 loss: 0.1540 (0.1633) labels_encoder: 0.1540 (0.1633) labels_encoder_unscaled: 0.1540 (0.1633) time: 0.1338 data: 0.0002 max mem: 1126
Epoch: [4] [1250/1406] eta: 0:00:21 lr: 0.000000 loss: 0.1657 (0.1635) labels_encoder: 0.1657 (0.1635) labels_encoder_unscaled: 0.1657 (0.1635) time: 0.1418 data: 0.0003 max mem: 1126
Epoch: [4] [1300/1406] eta: 0:00:14 lr: 0.000000 loss: 0.1522 (0.1636) labels_encoder: 0.1522 (0.1636) labels_encoder_unscaled: 0.1522 (0.1636) time: 0.1363 data: 0.0002 max mem: 1126
Epoch: [4] [1350/1406] eta: 0:00:07 lr: 0.000000 loss: 0.1641 (0.1635) labels_encoder: 0.1641 (0.1635) labels_encoder_unscaled: 0.1641 (0.1635) time: 0.1404 data: 0.0003 max mem: 1126
Epoch: [4] [1400/1406] eta: 0:00:00 lr: 0.000000 loss: 0.1615 (0.1636) labels_encoder: 0.1615 (0.1636) labels_encoder_unscaled: 0.1615 (0.1636) time: 0.1260 data: 0.0004 max mem: 1126
Epoch: [4] [1405/1406] eta: 0:00:00 lr: 0.000000 loss: 0.1514 (0.1635) labels_encoder: 0.1514 (0.1635) labels_encoder_unscaled: 0.1514 (0.1635) time: 0.1197 data: 0.0003 max mem: 1126
Epoch: [4] Total time: 0:03:13 (0.1377 s / it)
Averaged stats: lr: 0.000000 loss: 0.1514 (0.1635) labels_encoder: 0.1514 (0.1635) labels_encoder_unscaled: 0.1514 (0.1635)
Test: [ 0/1613] eta: 0:45:52 loss: 0.4819 (0.4819) labels_encoder: 0.4819 (0.4819) labels_encoder_unscaled: 0.4819 (0.4819) time: 1.7063 data: 1.6294 max mem: 1126
Test: [ 50/1613] eta: 0:02:27 loss: 0.2480 (0.6596) labels_encoder: 0.2480 (0.6596) labels_encoder_unscaled: 0.2480 (0.6596) time: 0.0597 data: 0.0002 max mem: 1126
Test: [ 100/1613] eta: 0:01:58 loss: 0.1423 (0.4908) labels_encoder: 0.1423 (0.4908) labels_encoder_unscaled: 0.1423 (0.4908) time: 0.0629 data: 0.0002 max mem: 1126
Test: [ 150/1613] eta: 0:01:44 loss: 0.4230 (0.4555) labels_encoder: 0.4230 (0.4555) labels_encoder_unscaled: 0.4230 (0.4555) time: 0.0573 data: 0.0002 max mem: 1126
Test: [ 200/1613] eta: 0:01:34 loss: 0.7245 (0.5427) labels_encoder: 0.7245 (0.5427) labels_encoder_unscaled: 0.7245 (0.5427) time: 0.0515 data: 0.0002 max mem: 1126
Test: [ 250/1613] eta: 0:01:27 loss: 0.3505 (0.5801) labels_encoder: 0.3505 (0.5801) labels_encoder_unscaled: 0.3505 (0.5801) time: 0.0553 data: 0.0002 max mem: 1126
Test: [ 300/1613] eta: 0:01:23 loss: 0.3353 (0.6205) labels_encoder: 0.3353 (0.6205) labels_encoder_unscaled: 0.3353 (0.6205) time: 0.0611 data: 0.0002 max mem: 1126
Test: [ 350/1613] eta: 0:01:19 loss: 0.8183 (0.6149) labels_encoder: 0.8183 (0.6149) labels_encoder_unscaled: 0.8183 (0.6149) time: 0.0607 data: 0.0002 max mem: 1126
Test: [ 400/1613] eta: 0:01:15 loss: 0.4130 (0.7012) labels_encoder: 0.4130 (0.7012) labels_encoder_unscaled: 0.4130 (0.7012) time: 0.0573 data: 0.0002 max mem: 1126
Test: [ 450/1613] eta: 0:01:11 loss: 0.5062 (0.7355) labels_encoder: 0.5062 (0.7355) labels_encoder_unscaled: 0.5062 (0.7355) time: 0.0635 data: 0.0002 max mem: 1126
Test: [ 500/1613] eta: 0:01:08 loss: 0.1409 (0.6950) labels_encoder: 0.1409 (0.6950) labels_encoder_unscaled: 0.1409 (0.6950) time: 0.0596 data: 0.0002 max mem: 1126
Test: [ 550/1613] eta: 0:01:05 loss: 0.4729 (0.6961) labels_encoder: 0.4729 (0.6961) labels_encoder_unscaled: 0.4729 (0.6961) time: 0.0544 data: 0.0002 max mem: 1126
Test: [ 600/1613] eta: 0:01:01 loss: 1.0198 (0.7229) labels_encoder: 1.0198 (0.7229) labels_encoder_unscaled: 1.0198 (0.7229) time: 0.0561 data: 0.0002 max mem: 1126
Test: [ 650/1613] eta: 0:00:58 loss: 0.4497 (0.7091) labels_encoder: 0.4497 (0.7091) labels_encoder_unscaled: 0.4497 (0.7091) time: 0.0621 data: 0.0002 max mem: 1126
Test: [ 700/1613] eta: 0:00:55 loss: 0.3352 (0.6911) labels_encoder: 0.3352 (0.6911) labels_encoder_unscaled: 0.3352 (0.6911) time: 0.0640 data: 0.0002 max mem: 1126
Test: [ 750/1613] eta: 0:00:52 loss: 0.2888 (0.6730) labels_encoder: 0.2888 (0.6730) labels_encoder_unscaled: 0.2888 (0.6730) time: 0.0534 data: 0.0002 max mem: 1126
Test: [ 800/1613] eta: 0:00:49 loss: 0.4841 (0.6731) labels_encoder: 0.4841 (0.6731) labels_encoder_unscaled: 0.4841 (0.6731) time: 0.0609 data: 0.0002 max mem: 1126
Test: [ 850/1613] eta: 0:00:46 loss: 0.9378 (0.6749) labels_encoder: 0.9378 (0.6749) labels_encoder_unscaled: 0.9378 (0.6749) time: 0.0596 data: 0.0002 max mem: 1126
Test: [ 900/1613] eta: 0:00:43 loss: 0.4231 (0.6827) labels_encoder: 0.4231 (0.6827) labels_encoder_unscaled: 0.4231 (0.6827) time: 0.0611 data: 0.0002 max mem: 1126
Test: [ 950/1613] eta: 0:00:40 loss: 0.6428 (0.6795) labels_encoder: 0.6428 (0.6795) labels_encoder_unscaled: 0.6428 (0.6795) time: 0.0661 data: 0.0002 max mem: 1126
Test: [1000/1613] eta: 0:00:37 loss: 0.3722 (0.6698) labels_encoder: 0.3722 (0.6698) labels_encoder_unscaled: 0.3722 (0.6698) time: 0.0552 data: 0.0002 max mem: 1126
Test: [1050/1613] eta: 0:00:34 loss: 0.5122 (0.6641) labels_encoder: 0.5122 (0.6641) labels_encoder_unscaled: 0.5122 (0.6641) time: 0.0572 data: 0.0002 max mem: 1126
Test: [1100/1613] eta: 0:00:30 loss: 0.3335 (0.6639) labels_encoder: 0.3335 (0.6639) labels_encoder_unscaled: 0.3335 (0.6639) time: 0.0512 data: 0.0002 max mem: 1126
Test: [1150/1613] eta: 0:00:27 loss: 0.2923 (0.6558) labels_encoder: 0.2923 (0.6558) labels_encoder_unscaled: 0.2923 (0.6558) time: 0.0588 data: 0.0002 max mem: 1126
Test: [1200/1613] eta: 0:00:24 loss: 0.3470 (0.6584) labels_encoder: 0.3470 (0.6584) labels_encoder_unscaled: 0.3470 (0.6584) time: 0.0607 data: 0.0002 max mem: 1126
Test: [1250/1613] eta: 0:00:21 loss: 0.2110 (0.6591) labels_encoder: 0.2110 (0.6591) labels_encoder_unscaled: 0.2110 (0.6591) time: 0.0547 data: 0.0002 max mem: 1126
Test: [1300/1613] eta: 0:00:18 loss: 0.2086 (0.6552) labels_encoder: 0.2086 (0.6552) labels_encoder_unscaled: 0.2086 (0.6552) time: 0.0608 data: 0.0002 max mem: 1126
Test: [1350/1613] eta: 0:00:15 loss: 0.4985 (0.6604) labels_encoder: 0.4985 (0.6604) labels_encoder_unscaled: 0.4985 (0.6604) time: 0.0616 data: 0.0002 max mem: 1126
Test: [1400/1613] eta: 0:00:12 loss: 0.6057 (0.6591) labels_encoder: 0.6057 (0.6591) labels_encoder_unscaled: 0.6057 (0.6591) time: 0.0584 data: 0.0002 max mem: 1126
Test: [1450/1613] eta: 0:00:09 loss: 0.3027 (0.6660) labels_encoder: 0.3027 (0.6660) labels_encoder_unscaled: 0.3027 (0.6660) time: 0.0615 data: 0.0002 max mem: 1126
Test: [1500/1613] eta: 0:00:06 loss: 0.3606 (0.6715) labels_encoder: 0.3606 (0.6715) labels_encoder_unscaled: 0.3606 (0.6715) time: 0.0587 data: 0.0002 max mem: 1126
Test: [1550/1613] eta: 0:00:03 loss: 0.4860 (0.6689) labels_encoder: 0.4860 (0.6689) labels_encoder_unscaled: 0.4860 (0.6689) time: 0.0562 data: 0.0002 max mem: 1126
Test: [1600/1613] eta: 0:00:00 loss: 0.5816 (0.6645) labels_encoder: 0.5816 (0.6645) labels_encoder_unscaled: 0.5816 (0.6645) time: 0.0599 data: 0.0013 max mem: 1126
Test: [1612/1613] eta: 0:00:00 loss: 0.5140 (0.6642) labels_encoder: 0.5140 (0.6642) labels_encoder_unscaled: 0.5140 (0.6642) time: 0.0399 data: 0.0001 max mem: 1126
Test: Total time: 0:01:36 (0.0599 s / it)
Averaged stats: loss: 0.5140 (0.6642) labels_encoder: 0.5140 (0.6642) labels_encoder_unscaled: 0.5140 (0.6642)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5707, mcAP: 0.9746
BaseballPitch: 0.1553
BasketballDunk: 0.7605
Billiards: 0.4075
CleanAndJerk: 0.7708
CliffDiving: 0.8300
CricketBowling: 0.4120
CricketShot: 0.1979
Diving: 0.6922
FrisbeeCatch: 0.4165
GolfSwing: 0.5515
HammerThrow: 0.8376
HighJump: 0.5770
JavelinThrow: 0.7353
LongJump: 0.8072
PoleVault: 0.8620
Shotput: 0.6595
SoccerPenalty: 0.3682
TennisSwing: 0.5359
ThrowDiscus: 0.5660
VolleyballSpiking: 0.2714
Training time 0:18:43