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oadtr_b1_recycling_fixed_127_seed1_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:1
attn_dropout_rate:0.1
positional_encoding_type:recycling_fixed
num_embeddings:127
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:1
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
Sequential(
9.463 M, 99.935% Params, 0.01 GMac, 100.000% MACs,
(0): Linear(3.147 M, 33.232% Params, 0.003 GMac, 32.782% 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(
6.294 M, 66.465% Params, 0.006 GMac, 66.983% MACs,
(0): BroadcastReduce(
4.194 M, 44.295% Params, 0.004 GMac, 45.093% 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, 44.295% Params, 0.004 GMac, 45.093% 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, 22.169% Params, 0.002 GMac, 21.890% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 22.169% Params, 0.002 GMac, 21.890% MACs,
(0): Linear(1.05 M, 11.085% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.021% 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, 11.085% Params, 0.001 GMac, 10.934% 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))
)
(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, 0.238% Params, 0.0 GMac, 0.235% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 9598998.0
Model params: 9468950
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 38020 KB | 38560 KB | 74004 KB | 35983 KB |
|---------------------------------------------------------------------------|
| Active memory | 38020 KB | 38560 KB | 74004 KB | 35983 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 55296 KB | 55296 KB | 55296 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 17275 KB | 17275 KB | 70795 KB | 53520 KB |
|---------------------------------------------------------------------------|
| Allocations | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| Active allocs | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 4 | 4 | 4 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 2 | 5 | 314 | 312 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 38932992 39485952 38932992
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1415] eta: 0:41:52 lr: 0.000100 loss: 3.1849 (3.1849) labels_encoder: 3.1849 (3.1849) labels_encoder_unscaled: 3.1849 (3.1849) time: 1.7754 data: 1.7103 max mem: 416
Epoch: [1] [ 50/1415] eta: 0:01:48 lr: 0.000100 loss: 0.6313 (0.8785) labels_encoder: 0.6313 (0.8785) labels_encoder_unscaled: 0.6313 (0.8785) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [1] [ 100/1415] eta: 0:01:18 lr: 0.000100 loss: 0.5420 (0.7161) labels_encoder: 0.5420 (0.7161) labels_encoder_unscaled: 0.5420 (0.7161) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [1] [ 150/1415] eta: 0:01:06 lr: 0.000100 loss: 0.4761 (0.6428) labels_encoder: 0.4761 (0.6428) labels_encoder_unscaled: 0.4761 (0.6428) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [1] [ 200/1415] eta: 0:00:59 lr: 0.000100 loss: 0.4014 (0.5934) labels_encoder: 0.4014 (0.5934) labels_encoder_unscaled: 0.4014 (0.5934) time: 0.0383 data: 0.0011 max mem: 514
Epoch: [1] [ 250/1415] eta: 0:00:54 lr: 0.000100 loss: 0.4023 (0.5564) labels_encoder: 0.4023 (0.5564) labels_encoder_unscaled: 0.4023 (0.5564) time: 0.0364 data: 0.0002 max mem: 514
Epoch: [1] [ 300/1415] eta: 0:00:50 lr: 0.000100 loss: 0.3932 (0.5301) labels_encoder: 0.3932 (0.5301) labels_encoder_unscaled: 0.3932 (0.5301) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [1] [ 350/1415] eta: 0:00:46 lr: 0.000100 loss: 0.3873 (0.5122) labels_encoder: 0.3873 (0.5122) labels_encoder_unscaled: 0.3873 (0.5122) time: 0.0367 data: 0.0002 max mem: 514
Epoch: [1] [ 400/1415] eta: 0:00:43 lr: 0.000100 loss: 0.3312 (0.4935) labels_encoder: 0.3312 (0.4935) labels_encoder_unscaled: 0.3312 (0.4935) time: 0.0359 data: 0.0002 max mem: 514
Epoch: [1] [ 450/1415] eta: 0:00:40 lr: 0.000100 loss: 0.3239 (0.4782) labels_encoder: 0.3239 (0.4782) labels_encoder_unscaled: 0.3239 (0.4782) time: 0.0392 data: 0.0002 max mem: 514
Epoch: [1] [ 500/1415] eta: 0:00:38 lr: 0.000100 loss: 0.3356 (0.4644) labels_encoder: 0.3356 (0.4644) labels_encoder_unscaled: 0.3356 (0.4644) time: 0.0393 data: 0.0002 max mem: 514
Epoch: [1] [ 550/1415] eta: 0:00:36 lr: 0.000100 loss: 0.3383 (0.4523) labels_encoder: 0.3383 (0.4523) labels_encoder_unscaled: 0.3383 (0.4523) time: 0.0361 data: 0.0002 max mem: 514
Epoch: [1] [ 600/1415] eta: 0:00:33 lr: 0.000100 loss: 0.3319 (0.4420) labels_encoder: 0.3319 (0.4420) labels_encoder_unscaled: 0.3319 (0.4420) time: 0.0422 data: 0.0086 max mem: 514
Epoch: [1] [ 650/1415] eta: 0:00:31 lr: 0.000100 loss: 0.2871 (0.4316) labels_encoder: 0.2871 (0.4316) labels_encoder_unscaled: 0.2871 (0.4316) time: 0.0368 data: 0.0002 max mem: 514
Epoch: [1] [ 700/1415] eta: 0:00:29 lr: 0.000100 loss: 0.2928 (0.4224) labels_encoder: 0.2928 (0.4224) labels_encoder_unscaled: 0.2928 (0.4224) time: 0.0383 data: 0.0091 max mem: 514
Epoch: [1] [ 750/1415] eta: 0:00:27 lr: 0.000100 loss: 0.2881 (0.4145) labels_encoder: 0.2881 (0.4145) labels_encoder_unscaled: 0.2881 (0.4145) time: 0.0373 data: 0.0002 max mem: 514
Epoch: [1] [ 800/1415] eta: 0:00:25 lr: 0.000100 loss: 0.3074 (0.4076) labels_encoder: 0.3074 (0.4076) labels_encoder_unscaled: 0.3074 (0.4076) time: 0.0403 data: 0.0042 max mem: 514
Epoch: [1] [ 850/1415] eta: 0:00:23 lr: 0.000100 loss: 0.2666 (0.3999) labels_encoder: 0.2666 (0.3999) labels_encoder_unscaled: 0.2666 (0.3999) time: 0.0402 data: 0.0014 max mem: 514
Epoch: [1] [ 900/1415] eta: 0:00:21 lr: 0.000100 loss: 0.3038 (0.3939) labels_encoder: 0.3038 (0.3939) labels_encoder_unscaled: 0.3038 (0.3939) time: 0.0422 data: 0.0002 max mem: 514
Epoch: [1] [ 950/1415] eta: 0:00:18 lr: 0.000100 loss: 0.2465 (0.3875) labels_encoder: 0.2465 (0.3875) labels_encoder_unscaled: 0.2465 (0.3875) time: 0.0390 data: 0.0013 max mem: 514
Epoch: [1] [1000/1415] eta: 0:00:16 lr: 0.000100 loss: 0.2527 (0.3821) labels_encoder: 0.2527 (0.3821) labels_encoder_unscaled: 0.2527 (0.3821) time: 0.0356 data: 0.0002 max mem: 514
Epoch: [1] [1050/1415] eta: 0:00:14 lr: 0.000100 loss: 0.2389 (0.3771) labels_encoder: 0.2389 (0.3771) labels_encoder_unscaled: 0.2389 (0.3771) time: 0.0369 data: 0.0009 max mem: 514
Epoch: [1] [1100/1415] eta: 0:00:12 lr: 0.000100 loss: 0.2596 (0.3721) labels_encoder: 0.2596 (0.3721) labels_encoder_unscaled: 0.2596 (0.3721) time: 0.0374 data: 0.0009 max mem: 514
Epoch: [1] [1150/1415] eta: 0:00:10 lr: 0.000100 loss: 0.2886 (0.3676) labels_encoder: 0.2886 (0.3676) labels_encoder_unscaled: 0.2886 (0.3676) time: 0.0379 data: 0.0084 max mem: 514
Epoch: [1] [1200/1415] eta: 0:00:08 lr: 0.000100 loss: 0.2457 (0.3629) labels_encoder: 0.2457 (0.3629) labels_encoder_unscaled: 0.2457 (0.3629) time: 0.0388 data: 0.0032 max mem: 514
Epoch: [1] [1250/1415] eta: 0:00:06 lr: 0.000100 loss: 0.2574 (0.3586) labels_encoder: 0.2574 (0.3586) labels_encoder_unscaled: 0.2574 (0.3586) time: 0.0395 data: 0.0021 max mem: 514
Epoch: [1] [1300/1415] eta: 0:00:04 lr: 0.000100 loss: 0.2804 (0.3542) labels_encoder: 0.2804 (0.3542) labels_encoder_unscaled: 0.2804 (0.3542) time: 0.0408 data: 0.0076 max mem: 514
Epoch: [1] [1350/1415] eta: 0:00:02 lr: 0.000100 loss: 0.2857 (0.3506) labels_encoder: 0.2857 (0.3506) labels_encoder_unscaled: 0.2857 (0.3506) time: 0.0395 data: 0.0094 max mem: 514
Epoch: [1] [1400/1415] eta: 0:00:00 lr: 0.000100 loss: 0.2592 (0.3472) labels_encoder: 0.2592 (0.3472) labels_encoder_unscaled: 0.2592 (0.3472) time: 0.0398 data: 0.0012 max mem: 514
Epoch: [1] [1414/1415] eta: 0:00:00 lr: 0.000100 loss: 0.2415 (0.3460) labels_encoder: 0.2415 (0.3460) labels_encoder_unscaled: 0.2415 (0.3460) time: 0.0363 data: 0.0014 max mem: 514
Epoch: [1] Total time: 0:00:57 (0.0405 s / it)
Averaged stats: lr: 0.000100 loss: 0.2415 (0.3460) labels_encoder: 0.2415 (0.3460) labels_encoder_unscaled: 0.2415 (0.3460)
Test: [ 0/1613] eta: 0:37:48 loss: 1.2982 (1.2982) labels_encoder: 1.2982 (1.2982) labels_encoder_unscaled: 1.2982 (1.2982) time: 1.4062 data: 1.3892 max mem: 514
Test: [ 50/1613] eta: 0:01:46 loss: 0.3132 (0.5565) labels_encoder: 0.3132 (0.5565) labels_encoder_unscaled: 0.3132 (0.5565) time: 0.0371 data: 0.0224 max mem: 514
Test: [ 100/1613] eta: 0:01:19 loss: 0.0808 (0.4441) labels_encoder: 0.0808 (0.4441) labels_encoder_unscaled: 0.0808 (0.4441) time: 0.0361 data: 0.0221 max mem: 514
Test: [ 150/1613] eta: 0:01:10 loss: 0.3184 (0.4173) labels_encoder: 0.3184 (0.4173) labels_encoder_unscaled: 0.3184 (0.4173) time: 0.0435 data: 0.0280 max mem: 514
Test: [ 200/1613] eta: 0:01:04 loss: 1.0209 (0.5406) labels_encoder: 1.0209 (0.5406) labels_encoder_unscaled: 1.0209 (0.5406) time: 0.0400 data: 0.0248 max mem: 514
Test: [ 250/1613] eta: 0:01:00 loss: 0.2690 (0.5700) labels_encoder: 0.2690 (0.5700) labels_encoder_unscaled: 0.2690 (0.5700) time: 0.0389 data: 0.0249 max mem: 514
Test: [ 300/1613] eta: 0:00:57 loss: 0.2907 (0.5912) labels_encoder: 0.2907 (0.5912) labels_encoder_unscaled: 0.2907 (0.5912) time: 0.0390 data: 0.0206 max mem: 514
Test: [ 350/1613] eta: 0:00:54 loss: 0.6640 (0.5885) labels_encoder: 0.6640 (0.5885) labels_encoder_unscaled: 0.6640 (0.5885) time: 0.0395 data: 0.0246 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.4923 (0.6515) labels_encoder: 0.4923 (0.6515) labels_encoder_unscaled: 0.4923 (0.6515) time: 0.0380 data: 0.0244 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.5906 (0.6990) labels_encoder: 0.5906 (0.6990) labels_encoder_unscaled: 0.5906 (0.6990) time: 0.0374 data: 0.0247 max mem: 514
Test: [ 500/1613] eta: 0:00:46 loss: 0.3494 (0.6899) labels_encoder: 0.3494 (0.6899) labels_encoder_unscaled: 0.3494 (0.6899) time: 0.0341 data: 0.0185 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.7642 (0.6926) labels_encoder: 0.7642 (0.6926) labels_encoder_unscaled: 0.7642 (0.6926) time: 0.0378 data: 0.0219 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 1.0952 (0.7147) labels_encoder: 1.0952 (0.7147) labels_encoder_unscaled: 1.0952 (0.7147) time: 0.0384 data: 0.0232 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.6501 (0.7052) labels_encoder: 0.6501 (0.7052) labels_encoder_unscaled: 0.6501 (0.7052) time: 0.0384 data: 0.0240 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.2989 (0.6959) labels_encoder: 0.2989 (0.6959) labels_encoder_unscaled: 0.2989 (0.6959) time: 0.0397 data: 0.0235 max mem: 514
Test: [ 750/1613] eta: 0:00:35 loss: 0.5615 (0.6846) labels_encoder: 0.5615 (0.6846) labels_encoder_unscaled: 0.5615 (0.6846) time: 0.0399 data: 0.0257 max mem: 514
Test: [ 800/1613] eta: 0:00:33 loss: 0.8945 (0.6969) labels_encoder: 0.8945 (0.6969) labels_encoder_unscaled: 0.8945 (0.6969) time: 0.0381 data: 0.0228 max mem: 514
Test: [ 850/1613] eta: 0:00:31 loss: 0.8828 (0.7047) labels_encoder: 0.8828 (0.7047) labels_encoder_unscaled: 0.8828 (0.7047) time: 0.0396 data: 0.0246 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4911 (0.7168) labels_encoder: 0.4911 (0.7168) labels_encoder_unscaled: 0.4911 (0.7168) time: 0.0354 data: 0.0204 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.4043 (0.7109) labels_encoder: 0.4043 (0.7109) labels_encoder_unscaled: 0.4043 (0.7109) time: 0.0370 data: 0.0225 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3557 (0.7033) labels_encoder: 0.3557 (0.7033) labels_encoder_unscaled: 0.3557 (0.7033) time: 0.0388 data: 0.0234 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.6460 (0.7002) labels_encoder: 0.6460 (0.7002) labels_encoder_unscaled: 0.6460 (0.7002) time: 0.0353 data: 0.0174 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.7564 (0.7171) labels_encoder: 0.7564 (0.7171) labels_encoder_unscaled: 0.7564 (0.7171) time: 0.0446 data: 0.0272 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.4294 (0.7067) labels_encoder: 0.4294 (0.7067) labels_encoder_unscaled: 0.4294 (0.7067) time: 0.0396 data: 0.0237 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3186 (0.7110) labels_encoder: 0.3186 (0.7110) labels_encoder_unscaled: 0.3186 (0.7110) time: 0.0388 data: 0.0244 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2351 (0.7106) labels_encoder: 0.2351 (0.7106) labels_encoder_unscaled: 0.2351 (0.7106) time: 0.0386 data: 0.0241 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.6571 (0.7071) labels_encoder: 0.6571 (0.7071) labels_encoder_unscaled: 0.6571 (0.7071) time: 0.0368 data: 0.0202 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.5822 (0.7280) labels_encoder: 0.5822 (0.7280) labels_encoder_unscaled: 0.5822 (0.7280) time: 0.0391 data: 0.0243 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.5656 (0.7237) labels_encoder: 0.5656 (0.7237) labels_encoder_unscaled: 0.5656 (0.7237) time: 0.0390 data: 0.0218 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.2646 (0.7239) labels_encoder: 0.2646 (0.7239) labels_encoder_unscaled: 0.2646 (0.7239) time: 0.0415 data: 0.0256 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4474 (0.7368) labels_encoder: 0.4474 (0.7368) labels_encoder_unscaled: 0.4474 (0.7368) time: 0.0369 data: 0.0242 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.5374 (0.7340) labels_encoder: 0.5374 (0.7340) labels_encoder_unscaled: 0.5374 (0.7340) time: 0.0406 data: 0.0223 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.8351 (0.7326) labels_encoder: 0.8351 (0.7326) labels_encoder_unscaled: 0.8351 (0.7326) time: 0.0382 data: 0.0245 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.5940 (0.7319) labels_encoder: 0.5940 (0.7319) labels_encoder_unscaled: 0.5940 (0.7319) time: 0.0357 data: 0.0226 max mem: 514
Test: Total time: 0:01:04 (0.0401 s / it)
Averaged stats: loss: 0.5940 (0.7319) labels_encoder: 0.5940 (0.7319) labels_encoder_unscaled: 0.5940 (0.7319)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5398, mcAP: 0.9719
BaseballPitch: 0.2448
BasketballDunk: 0.7394
Billiards: 0.3814
CleanAndJerk: 0.7605
CliffDiving: 0.8157
CricketBowling: 0.3439
CricketShot: 0.1572
Diving: 0.6891
FrisbeeCatch: 0.3911
GolfSwing: 0.4127
HammerThrow: 0.8426
HighJump: 0.5967
JavelinThrow: 0.6033
LongJump: 0.8043
PoleVault: 0.8589
Shotput: 0.6411
SoccerPenalty: 0.2536
TennisSwing: 0.4223
ThrowDiscus: 0.5848
VolleyballSpiking: 0.2525
Epoch: [2] [ 0/1415] eta: 0:38:44 lr: 0.000010 loss: 0.1527 (0.1527) labels_encoder: 0.1527 (0.1527) labels_encoder_unscaled: 0.1527 (0.1527) time: 1.6427 data: 1.5912 max mem: 514
Epoch: [2] [ 50/1415] eta: 0:01:35 lr: 0.000010 loss: 0.2052 (0.2208) labels_encoder: 0.2052 (0.2208) labels_encoder_unscaled: 0.2052 (0.2208) time: 0.0353 data: 0.0002 max mem: 514
Epoch: [2] [ 100/1415] eta: 0:01:12 lr: 0.000010 loss: 0.2165 (0.2165) labels_encoder: 0.2165 (0.2165) labels_encoder_unscaled: 0.2165 (0.2165) time: 0.0415 data: 0.0039 max mem: 514
Epoch: [2] [ 150/1415] eta: 0:01:04 lr: 0.000010 loss: 0.1728 (0.2073) labels_encoder: 0.1728 (0.2073) labels_encoder_unscaled: 0.1728 (0.2073) time: 0.0407 data: 0.0002 max mem: 514
Epoch: [2] [ 200/1415] eta: 0:00:57 lr: 0.000010 loss: 0.1854 (0.2040) labels_encoder: 0.1854 (0.2040) labels_encoder_unscaled: 0.1854 (0.2040) time: 0.0364 data: 0.0052 max mem: 514
Epoch: [2] [ 250/1415] eta: 0:00:53 lr: 0.000010 loss: 0.1796 (0.2012) labels_encoder: 0.1796 (0.2012) labels_encoder_unscaled: 0.1796 (0.2012) time: 0.0381 data: 0.0018 max mem: 514
Epoch: [2] [ 300/1415] eta: 0:00:49 lr: 0.000010 loss: 0.1976 (0.1992) labels_encoder: 0.1976 (0.1992) labels_encoder_unscaled: 0.1976 (0.1992) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [2] [ 350/1415] eta: 0:00:47 lr: 0.000010 loss: 0.1742 (0.1969) labels_encoder: 0.1742 (0.1969) labels_encoder_unscaled: 0.1742 (0.1969) time: 0.0393 data: 0.0015 max mem: 514
Epoch: [2] [ 400/1415] eta: 0:00:44 lr: 0.000010 loss: 0.1699 (0.1957) labels_encoder: 0.1699 (0.1957) labels_encoder_unscaled: 0.1699 (0.1957) time: 0.0375 data: 0.0001 max mem: 514
Epoch: [2] [ 450/1415] eta: 0:00:41 lr: 0.000010 loss: 0.1984 (0.1942) labels_encoder: 0.1984 (0.1942) labels_encoder_unscaled: 0.1984 (0.1942) time: 0.0388 data: 0.0046 max mem: 514
Epoch: [2] [ 500/1415] eta: 0:00:39 lr: 0.000010 loss: 0.1717 (0.1941) labels_encoder: 0.1717 (0.1941) labels_encoder_unscaled: 0.1717 (0.1941) time: 0.0475 data: 0.0088 max mem: 514
Epoch: [2] [ 550/1415] eta: 0:00:36 lr: 0.000010 loss: 0.1610 (0.1919) labels_encoder: 0.1610 (0.1919) labels_encoder_unscaled: 0.1610 (0.1919) time: 0.0394 data: 0.0002 max mem: 514
Epoch: [2] [ 600/1415] eta: 0:00:34 lr: 0.000010 loss: 0.1772 (0.1903) labels_encoder: 0.1772 (0.1903) labels_encoder_unscaled: 0.1772 (0.1903) time: 0.0355 data: 0.0002 max mem: 514
Epoch: [2] [ 650/1415] eta: 0:00:31 lr: 0.000010 loss: 0.1780 (0.1904) labels_encoder: 0.1780 (0.1904) labels_encoder_unscaled: 0.1780 (0.1904) time: 0.0381 data: 0.0002 max mem: 514
Epoch: [2] [ 700/1415] eta: 0:00:29 lr: 0.000010 loss: 0.1840 (0.1897) labels_encoder: 0.1840 (0.1897) labels_encoder_unscaled: 0.1840 (0.1897) time: 0.0393 data: 0.0123 max mem: 514
Epoch: [2] [ 750/1415] eta: 0:00:27 lr: 0.000010 loss: 0.1769 (0.1895) labels_encoder: 0.1769 (0.1895) labels_encoder_unscaled: 0.1769 (0.1895) time: 0.0400 data: 0.0054 max mem: 514
Epoch: [2] [ 800/1415] eta: 0:00:25 lr: 0.000010 loss: 0.1666 (0.1893) labels_encoder: 0.1666 (0.1893) labels_encoder_unscaled: 0.1666 (0.1893) time: 0.0389 data: 0.0035 max mem: 514
Epoch: [2] [ 850/1415] eta: 0:00:23 lr: 0.000010 loss: 0.1714 (0.1884) labels_encoder: 0.1714 (0.1884) labels_encoder_unscaled: 0.1714 (0.1884) time: 0.0392 data: 0.0061 max mem: 514
Epoch: [2] [ 900/1415] eta: 0:00:21 lr: 0.000010 loss: 0.1717 (0.1881) labels_encoder: 0.1717 (0.1881) labels_encoder_unscaled: 0.1717 (0.1881) time: 0.0396 data: 0.0079 max mem: 514
Epoch: [2] [ 950/1415] eta: 0:00:19 lr: 0.000010 loss: 0.1657 (0.1875) labels_encoder: 0.1657 (0.1875) labels_encoder_unscaled: 0.1657 (0.1875) time: 0.0385 data: 0.0002 max mem: 514
Epoch: [2] [1000/1415] eta: 0:00:16 lr: 0.000010 loss: 0.1862 (0.1871) labels_encoder: 0.1862 (0.1871) labels_encoder_unscaled: 0.1862 (0.1871) time: 0.0398 data: 0.0021 max mem: 514
Epoch: [2] [1050/1415] eta: 0:00:14 lr: 0.000010 loss: 0.1711 (0.1861) labels_encoder: 0.1711 (0.1861) labels_encoder_unscaled: 0.1711 (0.1861) time: 0.0389 data: 0.0041 max mem: 514
Epoch: [2] [1100/1415] eta: 0:00:12 lr: 0.000010 loss: 0.1562 (0.1854) labels_encoder: 0.1562 (0.1854) labels_encoder_unscaled: 0.1562 (0.1854) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [2] [1150/1415] eta: 0:00:10 lr: 0.000010 loss: 0.1528 (0.1847) labels_encoder: 0.1528 (0.1847) labels_encoder_unscaled: 0.1528 (0.1847) time: 0.0388 data: 0.0056 max mem: 514
Epoch: [2] [1200/1415] eta: 0:00:08 lr: 0.000010 loss: 0.1839 (0.1842) labels_encoder: 0.1839 (0.1842) labels_encoder_unscaled: 0.1839 (0.1842) time: 0.0430 data: 0.0132 max mem: 514
Epoch: [2] [1250/1415] eta: 0:00:06 lr: 0.000010 loss: 0.1560 (0.1836) labels_encoder: 0.1560 (0.1836) labels_encoder_unscaled: 0.1560 (0.1836) time: 0.0377 data: 0.0071 max mem: 514
Epoch: [2] [1300/1415] eta: 0:00:04 lr: 0.000010 loss: 0.1709 (0.1832) labels_encoder: 0.1709 (0.1832) labels_encoder_unscaled: 0.1709 (0.1832) time: 0.0406 data: 0.0148 max mem: 514
Epoch: [2] [1350/1415] eta: 0:00:02 lr: 0.000010 loss: 0.1719 (0.1830) labels_encoder: 0.1719 (0.1830) labels_encoder_unscaled: 0.1719 (0.1830) time: 0.0383 data: 0.0045 max mem: 514
Epoch: [2] [1400/1415] eta: 0:00:00 lr: 0.000010 loss: 0.1608 (0.1830) labels_encoder: 0.1608 (0.1830) labels_encoder_unscaled: 0.1608 (0.1830) time: 0.0378 data: 0.0004 max mem: 514
Epoch: [2] [1414/1415] eta: 0:00:00 lr: 0.000010 loss: 0.1606 (0.1829) labels_encoder: 0.1606 (0.1829) labels_encoder_unscaled: 0.1606 (0.1829) time: 0.0362 data: 0.0019 max mem: 514
Epoch: [2] Total time: 0:00:57 (0.0404 s / it)
Averaged stats: lr: 0.000010 loss: 0.1606 (0.1829) labels_encoder: 0.1606 (0.1829) labels_encoder_unscaled: 0.1606 (0.1829)
Test: [ 0/1613] eta: 0:35:22 loss: 0.4486 (0.4486) labels_encoder: 0.4486 (0.4486) labels_encoder_unscaled: 0.4486 (0.4486) time: 1.3158 data: 1.2993 max mem: 514
Test: [ 50/1613] eta: 0:01:44 loss: 0.2533 (0.6072) labels_encoder: 0.2533 (0.6072) labels_encoder_unscaled: 0.2533 (0.6072) time: 0.0252 data: 0.0079 max mem: 514
Test: [ 100/1613] eta: 0:01:19 loss: 0.1281 (0.4509) labels_encoder: 0.1281 (0.4509) labels_encoder_unscaled: 0.1281 (0.4509) time: 0.0378 data: 0.0214 max mem: 514
Test: [ 150/1613] eta: 0:01:11 loss: 0.3590 (0.4310) labels_encoder: 0.3590 (0.4310) labels_encoder_unscaled: 0.3590 (0.4310) time: 0.0496 data: 0.0330 max mem: 514
Test: [ 200/1613] eta: 0:01:05 loss: 0.8844 (0.5056) labels_encoder: 0.8844 (0.5056) labels_encoder_unscaled: 0.8844 (0.5056) time: 0.0384 data: 0.0193 max mem: 514
Test: [ 250/1613] eta: 0:01:00 loss: 0.2957 (0.5576) labels_encoder: 0.2957 (0.5576) labels_encoder_unscaled: 0.2957 (0.5576) time: 0.0380 data: 0.0240 max mem: 514
Test: [ 300/1613] eta: 0:00:57 loss: 0.3159 (0.5862) labels_encoder: 0.3159 (0.5862) labels_encoder_unscaled: 0.3159 (0.5862) time: 0.0410 data: 0.0237 max mem: 514
Test: [ 350/1613] eta: 0:00:54 loss: 0.5848 (0.5824) labels_encoder: 0.5848 (0.5824) labels_encoder_unscaled: 0.5848 (0.5824) time: 0.0372 data: 0.0204 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.3821 (0.6549) labels_encoder: 0.3821 (0.6549) labels_encoder_unscaled: 0.3821 (0.6549) time: 0.0389 data: 0.0201 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.4810 (0.6945) labels_encoder: 0.4810 (0.6945) labels_encoder_unscaled: 0.4810 (0.6945) time: 0.0380 data: 0.0234 max mem: 514
Test: [ 500/1613] eta: 0:00:46 loss: 0.1904 (0.6641) labels_encoder: 0.1904 (0.6641) labels_encoder_unscaled: 0.1904 (0.6641) time: 0.0296 data: 0.0104 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.3962 (0.6636) labels_encoder: 0.3962 (0.6636) labels_encoder_unscaled: 0.3962 (0.6636) time: 0.0377 data: 0.0236 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.5621 (0.6906) labels_encoder: 0.5621 (0.6906) labels_encoder_unscaled: 0.5621 (0.6906) time: 0.0410 data: 0.0249 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.4315 (0.6749) labels_encoder: 0.4315 (0.6749) labels_encoder_unscaled: 0.4315 (0.6749) time: 0.0389 data: 0.0234 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.2853 (0.6595) labels_encoder: 0.2853 (0.6595) labels_encoder_unscaled: 0.2853 (0.6595) time: 0.0364 data: 0.0176 max mem: 514
Test: [ 750/1613] eta: 0:00:34 loss: 0.4029 (0.6475) labels_encoder: 0.4029 (0.6475) labels_encoder_unscaled: 0.4029 (0.6475) time: 0.0404 data: 0.0259 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.6032 (0.6540) labels_encoder: 0.6032 (0.6540) labels_encoder_unscaled: 0.6032 (0.6540) time: 0.0374 data: 0.0219 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.6951 (0.6540) labels_encoder: 0.6951 (0.6540) labels_encoder_unscaled: 0.6951 (0.6540) time: 0.0391 data: 0.0238 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4212 (0.6706) labels_encoder: 0.4212 (0.6706) labels_encoder_unscaled: 0.4212 (0.6706) time: 0.0371 data: 0.0201 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.5346 (0.6615) labels_encoder: 0.5346 (0.6615) labels_encoder_unscaled: 0.5346 (0.6615) time: 0.0386 data: 0.0228 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3668 (0.6574) labels_encoder: 0.3668 (0.6574) labels_encoder_unscaled: 0.3668 (0.6574) time: 0.0381 data: 0.0236 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.5235 (0.6543) labels_encoder: 0.5235 (0.6543) labels_encoder_unscaled: 0.5235 (0.6543) time: 0.0410 data: 0.0244 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.4086 (0.6579) labels_encoder: 0.4086 (0.6579) labels_encoder_unscaled: 0.4086 (0.6579) time: 0.0403 data: 0.0245 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.2980 (0.6488) labels_encoder: 0.2980 (0.6488) labels_encoder_unscaled: 0.2980 (0.6488) time: 0.0386 data: 0.0240 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3683 (0.6506) labels_encoder: 0.3683 (0.6506) labels_encoder_unscaled: 0.3683 (0.6506) time: 0.0358 data: 0.0189 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2928 (0.6541) labels_encoder: 0.2928 (0.6541) labels_encoder_unscaled: 0.2928 (0.6541) time: 0.0371 data: 0.0213 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.3279 (0.6511) labels_encoder: 0.3279 (0.6511) labels_encoder_unscaled: 0.3279 (0.6511) time: 0.0466 data: 0.0320 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.6293 (0.6650) labels_encoder: 0.6293 (0.6650) labels_encoder_unscaled: 0.6293 (0.6650) time: 0.0383 data: 0.0199 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6316 (0.6642) labels_encoder: 0.6316 (0.6642) labels_encoder_unscaled: 0.6316 (0.6642) time: 0.0408 data: 0.0249 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.3112 (0.6735) labels_encoder: 0.3112 (0.6735) labels_encoder_unscaled: 0.3112 (0.6735) time: 0.0387 data: 0.0232 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4389 (0.6914) labels_encoder: 0.4389 (0.6914) labels_encoder_unscaled: 0.4389 (0.6914) time: 0.0379 data: 0.0191 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4847 (0.6865) labels_encoder: 0.4847 (0.6865) labels_encoder_unscaled: 0.4847 (0.6865) time: 0.0418 data: 0.0257 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6930 (0.6832) labels_encoder: 0.6930 (0.6832) labels_encoder_unscaled: 0.6930 (0.6832) time: 0.0391 data: 0.0233 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.6472 (0.6831) labels_encoder: 0.6472 (0.6831) labels_encoder_unscaled: 0.6472 (0.6831) time: 0.0364 data: 0.0215 max mem: 514
Test: Total time: 0:01:04 (0.0399 s / it)
Averaged stats: loss: 0.6472 (0.6831) labels_encoder: 0.6472 (0.6831) labels_encoder_unscaled: 0.6472 (0.6831)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5680, mcAP: 0.9748
BaseballPitch: 0.1921
BasketballDunk: 0.7473
Billiards: 0.3621
CleanAndJerk: 0.7828
CliffDiving: 0.8382
CricketBowling: 0.3493
CricketShot: 0.2024
Diving: 0.6910
FrisbeeCatch: 0.4107
GolfSwing: 0.5839
HammerThrow: 0.8541
HighJump: 0.5874
JavelinThrow: 0.6895
LongJump: 0.8211
PoleVault: 0.8581
Shotput: 0.6694
SoccerPenalty: 0.3367
TennisSwing: 0.4510
ThrowDiscus: 0.6317
VolleyballSpiking: 0.3021
Epoch: [3] [ 0/1415] eta: 0:34:38 lr: 0.000001 loss: 0.1805 (0.1805) labels_encoder: 0.1805 (0.1805) labels_encoder_unscaled: 0.1805 (0.1805) time: 1.4690 data: 1.4195 max mem: 514
Epoch: [3] [ 50/1415] eta: 0:01:34 lr: 0.000001 loss: 0.1628 (0.1559) labels_encoder: 0.1628 (0.1559) labels_encoder_unscaled: 0.1628 (0.1559) time: 0.0357 data: 0.0001 max mem: 514
Epoch: [3] [ 100/1415] eta: 0:01:11 lr: 0.000001 loss: 0.1589 (0.1554) labels_encoder: 0.1589 (0.1554) labels_encoder_unscaled: 0.1589 (0.1554) time: 0.0392 data: 0.0010 max mem: 514
Epoch: [3] [ 150/1415] eta: 0:01:04 lr: 0.000001 loss: 0.1388 (0.1592) labels_encoder: 0.1388 (0.1592) labels_encoder_unscaled: 0.1388 (0.1592) time: 0.0380 data: 0.0014 max mem: 514
Epoch: [3] [ 200/1415] eta: 0:00:58 lr: 0.000001 loss: 0.1817 (0.1611) labels_encoder: 0.1817 (0.1611) labels_encoder_unscaled: 0.1817 (0.1611) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [3] [ 250/1415] eta: 0:00:53 lr: 0.000001 loss: 0.1784 (0.1636) labels_encoder: 0.1784 (0.1636) labels_encoder_unscaled: 0.1784 (0.1636) time: 0.0367 data: 0.0010 max mem: 514
Epoch: [3] [ 300/1415] eta: 0:00:49 lr: 0.000001 loss: 0.1503 (0.1630) labels_encoder: 0.1503 (0.1630) labels_encoder_unscaled: 0.1503 (0.1630) time: 0.0388 data: 0.0061 max mem: 514
Epoch: [3] [ 350/1415] eta: 0:00:46 lr: 0.000001 loss: 0.1787 (0.1624) labels_encoder: 0.1787 (0.1624) labels_encoder_unscaled: 0.1787 (0.1624) time: 0.0409 data: 0.0033 max mem: 514
Epoch: [3] [ 400/1415] eta: 0:00:44 lr: 0.000001 loss: 0.1660 (0.1631) labels_encoder: 0.1660 (0.1631) labels_encoder_unscaled: 0.1660 (0.1631) time: 0.0466 data: 0.0131 max mem: 514
Epoch: [3] [ 450/1415] eta: 0:00:41 lr: 0.000001 loss: 0.1385 (0.1623) labels_encoder: 0.1385 (0.1623) labels_encoder_unscaled: 0.1385 (0.1623) time: 0.0378 data: 0.0002 max mem: 514
Epoch: [3] [ 500/1415] eta: 0:00:38 lr: 0.000001 loss: 0.1650 (0.1620) labels_encoder: 0.1650 (0.1620) labels_encoder_unscaled: 0.1650 (0.1620) time: 0.0386 data: 0.0103 max mem: 514
Epoch: [3] [ 550/1415] eta: 0:00:36 lr: 0.000001 loss: 0.1691 (0.1623) labels_encoder: 0.1691 (0.1623) labels_encoder_unscaled: 0.1691 (0.1623) time: 0.0382 data: 0.0012 max mem: 514
Epoch: [3] [ 600/1415] eta: 0:00:34 lr: 0.000001 loss: 0.1602 (0.1619) labels_encoder: 0.1602 (0.1619) labels_encoder_unscaled: 0.1602 (0.1619) time: 0.0391 data: 0.0058 max mem: 514
Epoch: [3] [ 650/1415] eta: 0:00:31 lr: 0.000001 loss: 0.1340 (0.1615) labels_encoder: 0.1340 (0.1615) labels_encoder_unscaled: 0.1340 (0.1615) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [3] [ 700/1415] eta: 0:00:29 lr: 0.000001 loss: 0.1419 (0.1613) labels_encoder: 0.1419 (0.1613) labels_encoder_unscaled: 0.1419 (0.1613) time: 0.0377 data: 0.0002 max mem: 514
Epoch: [3] [ 750/1415] eta: 0:00:27 lr: 0.000001 loss: 0.1707 (0.1618) labels_encoder: 0.1707 (0.1618) labels_encoder_unscaled: 0.1707 (0.1618) time: 0.0371 data: 0.0002 max mem: 514
Epoch: [3] [ 800/1415] eta: 0:00:25 lr: 0.000001 loss: 0.1548 (0.1615) labels_encoder: 0.1548 (0.1615) labels_encoder_unscaled: 0.1548 (0.1615) time: 0.0400 data: 0.0036 max mem: 514
Epoch: [3] [ 850/1415] eta: 0:00:23 lr: 0.000001 loss: 0.1412 (0.1613) labels_encoder: 0.1412 (0.1613) labels_encoder_unscaled: 0.1412 (0.1613) time: 0.0391 data: 0.0078 max mem: 514
Epoch: [3] [ 900/1415] eta: 0:00:21 lr: 0.000001 loss: 0.1557 (0.1614) labels_encoder: 0.1557 (0.1614) labels_encoder_unscaled: 0.1557 (0.1614) time: 0.0387 data: 0.0020 max mem: 514
Epoch: [3] [ 950/1415] eta: 0:00:18 lr: 0.000001 loss: 0.1516 (0.1615) labels_encoder: 0.1516 (0.1615) labels_encoder_unscaled: 0.1516 (0.1615) time: 0.0395 data: 0.0012 max mem: 514
Epoch: [3] [1000/1415] eta: 0:00:16 lr: 0.000001 loss: 0.1736 (0.1614) labels_encoder: 0.1736 (0.1614) labels_encoder_unscaled: 0.1736 (0.1614) time: 0.0390 data: 0.0014 max mem: 514
Epoch: [3] [1050/1415] eta: 0:00:14 lr: 0.000001 loss: 0.1447 (0.1613) labels_encoder: 0.1447 (0.1613) labels_encoder_unscaled: 0.1447 (0.1613) time: 0.0405 data: 0.0067 max mem: 514
Epoch: [3] [1100/1415] eta: 0:00:12 lr: 0.000001 loss: 0.1587 (0.1617) labels_encoder: 0.1587 (0.1617) labels_encoder_unscaled: 0.1587 (0.1617) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [3] [1150/1415] eta: 0:00:10 lr: 0.000001 loss: 0.1670 (0.1619) labels_encoder: 0.1670 (0.1619) labels_encoder_unscaled: 0.1670 (0.1619) time: 0.0377 data: 0.0002 max mem: 514
Epoch: [3] [1200/1415] eta: 0:00:08 lr: 0.000001 loss: 0.1662 (0.1619) labels_encoder: 0.1662 (0.1619) labels_encoder_unscaled: 0.1662 (0.1619) time: 0.0404 data: 0.0034 max mem: 514
Epoch: [3] [1250/1415] eta: 0:00:06 lr: 0.000001 loss: 0.1495 (0.1616) labels_encoder: 0.1495 (0.1616) labels_encoder_unscaled: 0.1495 (0.1616) time: 0.0384 data: 0.0062 max mem: 514
Epoch: [3] [1300/1415] eta: 0:00:04 lr: 0.000001 loss: 0.1574 (0.1617) labels_encoder: 0.1574 (0.1617) labels_encoder_unscaled: 0.1574 (0.1617) time: 0.0454 data: 0.0096 max mem: 514
Epoch: [3] [1350/1415] eta: 0:00:02 lr: 0.000001 loss: 0.1710 (0.1616) labels_encoder: 0.1710 (0.1616) labels_encoder_unscaled: 0.1710 (0.1616) time: 0.0384 data: 0.0002 max mem: 514
Epoch: [3] [1400/1415] eta: 0:00:00 lr: 0.000001 loss: 0.1587 (0.1619) labels_encoder: 0.1587 (0.1619) labels_encoder_unscaled: 0.1587 (0.1619) time: 0.0405 data: 0.0088 max mem: 514
Epoch: [3] [1414/1415] eta: 0:00:00 lr: 0.000001 loss: 0.1510 (0.1619) labels_encoder: 0.1510 (0.1619) labels_encoder_unscaled: 0.1510 (0.1619) time: 0.0374 data: 0.0043 max mem: 514
Epoch: [3] Total time: 0:00:57 (0.0406 s / it)
Averaged stats: lr: 0.000001 loss: 0.1510 (0.1619) labels_encoder: 0.1510 (0.1619) labels_encoder_unscaled: 0.1510 (0.1619)
Test: [ 0/1613] eta: 0:41:38 loss: 0.2098 (0.2098) labels_encoder: 0.2098 (0.2098) labels_encoder_unscaled: 0.2098 (0.2098) time: 1.5492 data: 1.5314 max mem: 514
Test: [ 50/1613] eta: 0:01:44 loss: 0.2949 (0.6168) labels_encoder: 0.2949 (0.6168) labels_encoder_unscaled: 0.2949 (0.6168) time: 0.0353 data: 0.0171 max mem: 514
Test: [ 100/1613] eta: 0:01:19 loss: 0.0921 (0.4595) labels_encoder: 0.0921 (0.4595) labels_encoder_unscaled: 0.0921 (0.4595) time: 0.0363 data: 0.0206 max mem: 514
Test: [ 150/1613] eta: 0:01:09 loss: 0.5503 (0.4481) labels_encoder: 0.5503 (0.4481) labels_encoder_unscaled: 0.5503 (0.4481) time: 0.0367 data: 0.0204 max mem: 514
Test: [ 200/1613] eta: 0:01:03 loss: 0.6390 (0.4934) labels_encoder: 0.6390 (0.4934) labels_encoder_unscaled: 0.6390 (0.4934) time: 0.0375 data: 0.0206 max mem: 514
Test: [ 250/1613] eta: 0:00:59 loss: 0.2883 (0.5383) labels_encoder: 0.2883 (0.5383) labels_encoder_unscaled: 0.2883 (0.5383) time: 0.0385 data: 0.0210 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.3676 (0.5749) labels_encoder: 0.3676 (0.5749) labels_encoder_unscaled: 0.3676 (0.5749) time: 0.0395 data: 0.0210 max mem: 514
Test: [ 350/1613] eta: 0:00:53 loss: 0.5921 (0.5763) labels_encoder: 0.5921 (0.5763) labels_encoder_unscaled: 0.5921 (0.5763) time: 0.0389 data: 0.0235 max mem: 514
Test: [ 400/1613] eta: 0:00:50 loss: 0.4102 (0.6387) labels_encoder: 0.4102 (0.6387) labels_encoder_unscaled: 0.4102 (0.6387) time: 0.0306 data: 0.0086 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.5689 (0.6846) labels_encoder: 0.5689 (0.6846) labels_encoder_unscaled: 0.5689 (0.6846) time: 0.0375 data: 0.0233 max mem: 514
Test: [ 500/1613] eta: 0:00:45 loss: 0.1646 (0.6547) labels_encoder: 0.1646 (0.6547) labels_encoder_unscaled: 0.1646 (0.6547) time: 0.0372 data: 0.0236 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.4304 (0.6599) labels_encoder: 0.4304 (0.6599) labels_encoder_unscaled: 0.4304 (0.6599) time: 0.0372 data: 0.0214 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.7631 (0.6901) labels_encoder: 0.7631 (0.6901) labels_encoder_unscaled: 0.7631 (0.6901) time: 0.0373 data: 0.0194 max mem: 514
Test: [ 650/1613] eta: 0:00:38 loss: 0.5544 (0.6785) labels_encoder: 0.5544 (0.6785) labels_encoder_unscaled: 0.5544 (0.6785) time: 0.0375 data: 0.0224 max mem: 514
Test: [ 700/1613] eta: 0:00:36 loss: 0.2711 (0.6633) labels_encoder: 0.2711 (0.6633) labels_encoder_unscaled: 0.2711 (0.6633) time: 0.0378 data: 0.0216 max mem: 514
Test: [ 750/1613] eta: 0:00:34 loss: 0.2767 (0.6474) labels_encoder: 0.2767 (0.6474) labels_encoder_unscaled: 0.2767 (0.6474) time: 0.0406 data: 0.0265 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.4449 (0.6479) labels_encoder: 0.4449 (0.6479) labels_encoder_unscaled: 0.4449 (0.6479) time: 0.0409 data: 0.0266 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.7702 (0.6491) labels_encoder: 0.7702 (0.6491) labels_encoder_unscaled: 0.7702 (0.6491) time: 0.0383 data: 0.0249 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.3530 (0.6634) labels_encoder: 0.3530 (0.6634) labels_encoder_unscaled: 0.3530 (0.6634) time: 0.0375 data: 0.0221 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.5908 (0.6574) labels_encoder: 0.5908 (0.6574) labels_encoder_unscaled: 0.5908 (0.6574) time: 0.0404 data: 0.0255 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3359 (0.6510) labels_encoder: 0.3359 (0.6510) labels_encoder_unscaled: 0.3359 (0.6510) time: 0.0364 data: 0.0225 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.5275 (0.6470) labels_encoder: 0.5275 (0.6470) labels_encoder_unscaled: 0.5275 (0.6470) time: 0.0403 data: 0.0239 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.4100 (0.6516) labels_encoder: 0.4100 (0.6516) labels_encoder_unscaled: 0.4100 (0.6516) time: 0.0386 data: 0.0226 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.2965 (0.6445) labels_encoder: 0.2965 (0.6445) labels_encoder_unscaled: 0.2965 (0.6445) time: 0.0388 data: 0.0246 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3679 (0.6472) labels_encoder: 0.3679 (0.6472) labels_encoder_unscaled: 0.3679 (0.6472) time: 0.0389 data: 0.0221 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2355 (0.6500) labels_encoder: 0.2355 (0.6500) labels_encoder_unscaled: 0.2355 (0.6500) time: 0.0377 data: 0.0229 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.3316 (0.6488) labels_encoder: 0.3316 (0.6488) labels_encoder_unscaled: 0.3316 (0.6488) time: 0.0410 data: 0.0266 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.4998 (0.6632) labels_encoder: 0.4998 (0.6632) labels_encoder_unscaled: 0.4998 (0.6632) time: 0.0382 data: 0.0223 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.5309 (0.6601) labels_encoder: 0.5309 (0.6601) labels_encoder_unscaled: 0.5309 (0.6601) time: 0.0382 data: 0.0216 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.2828 (0.6683) labels_encoder: 0.2828 (0.6683) labels_encoder_unscaled: 0.2828 (0.6683) time: 0.0384 data: 0.0234 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.3885 (0.6796) labels_encoder: 0.3885 (0.6796) labels_encoder_unscaled: 0.3885 (0.6796) time: 0.0384 data: 0.0231 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4154 (0.6774) labels_encoder: 0.4154 (0.6774) labels_encoder_unscaled: 0.4154 (0.6774) time: 0.0395 data: 0.0256 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6762 (0.6727) labels_encoder: 0.6762 (0.6727) labels_encoder_unscaled: 0.6762 (0.6727) time: 0.0378 data: 0.0235 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.6762 (0.6726) labels_encoder: 0.6762 (0.6726) labels_encoder_unscaled: 0.6762 (0.6726) time: 0.0359 data: 0.0214 max mem: 514
Test: Total time: 0:01:03 (0.0396 s / it)
Averaged stats: loss: 0.6762 (0.6726) labels_encoder: 0.6762 (0.6726) labels_encoder_unscaled: 0.6762 (0.6726)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5683, mcAP: 0.9755
BaseballPitch: 0.2376
BasketballDunk: 0.7628
Billiards: 0.3821
CleanAndJerk: 0.7628
CliffDiving: 0.8486
CricketBowling: 0.3868
CricketShot: 0.2051
Diving: 0.6985
FrisbeeCatch: 0.4175
GolfSwing: 0.5317
HammerThrow: 0.8434
HighJump: 0.5667
JavelinThrow: 0.6878
LongJump: 0.8054
PoleVault: 0.8631
Shotput: 0.6609
SoccerPenalty: 0.3640
TennisSwing: 0.4715
ThrowDiscus: 0.5891
VolleyballSpiking: 0.2797
Epoch: [4] [ 0/1415] eta: 0:35:00 lr: 0.000000 loss: 0.1613 (0.1613) labels_encoder: 0.1613 (0.1613) labels_encoder_unscaled: 0.1613 (0.1613) time: 1.4846 data: 1.4454 max mem: 514
Epoch: [4] [ 50/1415] eta: 0:01:32 lr: 0.000000 loss: 0.1352 (0.1570) labels_encoder: 0.1352 (0.1570) labels_encoder_unscaled: 0.1352 (0.1570) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [4] [ 100/1415] eta: 0:01:10 lr: 0.000000 loss: 0.1623 (0.1657) labels_encoder: 0.1623 (0.1657) labels_encoder_unscaled: 0.1623 (0.1657) time: 0.0361 data: 0.0002 max mem: 514
Epoch: [4] [ 150/1415] eta: 0:01:01 lr: 0.000000 loss: 0.1571 (0.1636) labels_encoder: 0.1571 (0.1636) labels_encoder_unscaled: 0.1571 (0.1636) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [4] [ 200/1415] eta: 0:00:55 lr: 0.000000 loss: 0.1502 (0.1635) labels_encoder: 0.1502 (0.1635) labels_encoder_unscaled: 0.1502 (0.1635) time: 0.0365 data: 0.0002 max mem: 514
Epoch: [4] [ 250/1415] eta: 0:00:51 lr: 0.000000 loss: 0.1499 (0.1622) labels_encoder: 0.1499 (0.1622) labels_encoder_unscaled: 0.1499 (0.1622) time: 0.0378 data: 0.0002 max mem: 514
Epoch: [4] [ 300/1415] eta: 0:00:48 lr: 0.000000 loss: 0.1449 (0.1613) labels_encoder: 0.1449 (0.1613) labels_encoder_unscaled: 0.1449 (0.1613) time: 0.0438 data: 0.0124 max mem: 514
Epoch: [4] [ 350/1415] eta: 0:00:45 lr: 0.000000 loss: 0.1472 (0.1604) labels_encoder: 0.1472 (0.1604) labels_encoder_unscaled: 0.1472 (0.1604) time: 0.0368 data: 0.0002 max mem: 514
Epoch: [4] [ 400/1415] eta: 0:00:42 lr: 0.000000 loss: 0.1449 (0.1606) labels_encoder: 0.1449 (0.1606) labels_encoder_unscaled: 0.1449 (0.1606) time: 0.0402 data: 0.0036 max mem: 514
Epoch: [4] [ 450/1415] eta: 0:00:40 lr: 0.000000 loss: 0.1487 (0.1604) labels_encoder: 0.1487 (0.1604) labels_encoder_unscaled: 0.1487 (0.1604) time: 0.0397 data: 0.0060 max mem: 514
Epoch: [4] [ 500/1415] eta: 0:00:37 lr: 0.000000 loss: 0.1395 (0.1600) labels_encoder: 0.1395 (0.1600) labels_encoder_unscaled: 0.1395 (0.1600) time: 0.0368 data: 0.0029 max mem: 514
Epoch: [4] [ 550/1415] eta: 0:00:35 lr: 0.000000 loss: 0.1471 (0.1598) labels_encoder: 0.1471 (0.1598) labels_encoder_unscaled: 0.1471 (0.1598) time: 0.0400 data: 0.0033 max mem: 514
Epoch: [4] [ 600/1415] eta: 0:00:33 lr: 0.000000 loss: 0.1519 (0.1598) labels_encoder: 0.1519 (0.1598) labels_encoder_unscaled: 0.1519 (0.1598) time: 0.0380 data: 0.0001 max mem: 514
Epoch: [4] [ 650/1415] eta: 0:00:31 lr: 0.000000 loss: 0.1397 (0.1599) labels_encoder: 0.1397 (0.1599) labels_encoder_unscaled: 0.1397 (0.1599) time: 0.0405 data: 0.0033 max mem: 514
Epoch: [4] [ 700/1415] eta: 0:00:28 lr: 0.000000 loss: 0.1505 (0.1597) labels_encoder: 0.1505 (0.1597) labels_encoder_unscaled: 0.1505 (0.1597) time: 0.0389 data: 0.0003 max mem: 514
Epoch: [4] [ 750/1415] eta: 0:00:26 lr: 0.000000 loss: 0.1441 (0.1588) labels_encoder: 0.1441 (0.1588) labels_encoder_unscaled: 0.1441 (0.1588) time: 0.0388 data: 0.0042 max mem: 514
Epoch: [4] [ 800/1415] eta: 0:00:24 lr: 0.000000 loss: 0.1396 (0.1581) labels_encoder: 0.1396 (0.1581) labels_encoder_unscaled: 0.1396 (0.1581) time: 0.0440 data: 0.0077 max mem: 514
Epoch: [4] [ 850/1415] eta: 0:00:22 lr: 0.000000 loss: 0.1623 (0.1586) labels_encoder: 0.1623 (0.1586) labels_encoder_unscaled: 0.1623 (0.1586) time: 0.0398 data: 0.0090 max mem: 514
Epoch: [4] [ 900/1415] eta: 0:00:20 lr: 0.000000 loss: 0.1646 (0.1585) labels_encoder: 0.1646 (0.1585) labels_encoder_unscaled: 0.1646 (0.1585) time: 0.0403 data: 0.0046 max mem: 514
Epoch: [4] [ 950/1415] eta: 0:00:18 lr: 0.000000 loss: 0.1436 (0.1582) labels_encoder: 0.1436 (0.1582) labels_encoder_unscaled: 0.1436 (0.1582) time: 0.0373 data: 0.0067 max mem: 514
Epoch: [4] [1000/1415] eta: 0:00:16 lr: 0.000000 loss: 0.1406 (0.1578) labels_encoder: 0.1406 (0.1578) labels_encoder_unscaled: 0.1406 (0.1578) time: 0.0374 data: 0.0028 max mem: 514
Epoch: [4] [1050/1415] eta: 0:00:14 lr: 0.000000 loss: 0.1645 (0.1576) labels_encoder: 0.1645 (0.1576) labels_encoder_unscaled: 0.1645 (0.1576) time: 0.0403 data: 0.0016 max mem: 514
Epoch: [4] [1100/1415] eta: 0:00:12 lr: 0.000000 loss: 0.1520 (0.1573) labels_encoder: 0.1520 (0.1573) labels_encoder_unscaled: 0.1520 (0.1573) time: 0.0384 data: 0.0002 max mem: 514
Epoch: [4] [1150/1415] eta: 0:00:10 lr: 0.000000 loss: 0.1445 (0.1574) labels_encoder: 0.1445 (0.1574) labels_encoder_unscaled: 0.1445 (0.1574) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [4] [1200/1415] eta: 0:00:08 lr: 0.000000 loss: 0.1643 (0.1573) labels_encoder: 0.1643 (0.1573) labels_encoder_unscaled: 0.1643 (0.1573) time: 0.0370 data: 0.0003 max mem: 514
Epoch: [4] [1250/1415] eta: 0:00:06 lr: 0.000000 loss: 0.1462 (0.1578) labels_encoder: 0.1462 (0.1578) labels_encoder_unscaled: 0.1462 (0.1578) time: 0.0388 data: 0.0028 max mem: 514
Epoch: [4] [1300/1415] eta: 0:00:04 lr: 0.000000 loss: 0.1530 (0.1577) labels_encoder: 0.1530 (0.1577) labels_encoder_unscaled: 0.1530 (0.1577) time: 0.0397 data: 0.0027 max mem: 514
Epoch: [4] [1350/1415] eta: 0:00:02 lr: 0.000000 loss: 0.1386 (0.1579) labels_encoder: 0.1386 (0.1579) labels_encoder_unscaled: 0.1386 (0.1579) time: 0.0385 data: 0.0074 max mem: 514
Epoch: [4] [1400/1415] eta: 0:00:00 lr: 0.000000 loss: 0.1374 (0.1575) labels_encoder: 0.1374 (0.1575) labels_encoder_unscaled: 0.1374 (0.1575) time: 0.0381 data: 0.0060 max mem: 514
Epoch: [4] [1414/1415] eta: 0:00:00 lr: 0.000000 loss: 0.1663 (0.1576) labels_encoder: 0.1663 (0.1576) labels_encoder_unscaled: 0.1663 (0.1576) time: 0.0365 data: 0.0025 max mem: 514
Epoch: [4] Total time: 0:00:56 (0.0400 s / it)
Averaged stats: lr: 0.000000 loss: 0.1663 (0.1576) labels_encoder: 0.1663 (0.1576) labels_encoder_unscaled: 0.1663 (0.1576)
Test: [ 0/1613] eta: 0:41:52 loss: 0.3177 (0.3177) labels_encoder: 0.3177 (0.3177) labels_encoder_unscaled: 0.3177 (0.3177) time: 1.5576 data: 1.5414 max mem: 514
Test: [ 50/1613] eta: 0:01:42 loss: 0.2814 (0.6657) labels_encoder: 0.2814 (0.6657) labels_encoder_unscaled: 0.2814 (0.6657) time: 0.0372 data: 0.0188 max mem: 514
Test: [ 100/1613] eta: 0:01:18 loss: 0.1297 (0.5004) labels_encoder: 0.1297 (0.5004) labels_encoder_unscaled: 0.1297 (0.5004) time: 0.0374 data: 0.0208 max mem: 514
Test: [ 150/1613] eta: 0:01:08 loss: 0.4556 (0.4653) labels_encoder: 0.4556 (0.4653) labels_encoder_unscaled: 0.4556 (0.4653) time: 0.0369 data: 0.0214 max mem: 514
Test: [ 200/1613] eta: 0:01:03 loss: 0.6390 (0.5059) labels_encoder: 0.6390 (0.5059) labels_encoder_unscaled: 0.6390 (0.5059) time: 0.0424 data: 0.0231 max mem: 514
Test: [ 250/1613] eta: 0:00:59 loss: 0.2973 (0.5471) labels_encoder: 0.2973 (0.5471) labels_encoder_unscaled: 0.2973 (0.5471) time: 0.0384 data: 0.0232 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.3269 (0.5855) labels_encoder: 0.3269 (0.5855) labels_encoder_unscaled: 0.3269 (0.5855) time: 0.0305 data: 0.0089 max mem: 514
Test: [ 350/1613] eta: 0:00:52 loss: 0.6891 (0.5822) labels_encoder: 0.6891 (0.5822) labels_encoder_unscaled: 0.6891 (0.5822) time: 0.0372 data: 0.0209 max mem: 514
Test: [ 400/1613] eta: 0:00:50 loss: 0.4325 (0.6539) labels_encoder: 0.4325 (0.6539) labels_encoder_unscaled: 0.4325 (0.6539) time: 0.0400 data: 0.0244 max mem: 514
Test: [ 450/1613] eta: 0:00:47 loss: 0.5723 (0.6928) labels_encoder: 0.5723 (0.6928) labels_encoder_unscaled: 0.5723 (0.6928) time: 0.0367 data: 0.0219 max mem: 514
Test: [ 500/1613] eta: 0:00:45 loss: 0.1849 (0.6620) labels_encoder: 0.1849 (0.6620) labels_encoder_unscaled: 0.1849 (0.6620) time: 0.0383 data: 0.0213 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.4530 (0.6622) labels_encoder: 0.4530 (0.6622) labels_encoder_unscaled: 0.4530 (0.6622) time: 0.0383 data: 0.0235 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.6730 (0.6878) labels_encoder: 0.6730 (0.6878) labels_encoder_unscaled: 0.6730 (0.6878) time: 0.0369 data: 0.0212 max mem: 514
Test: [ 650/1613] eta: 0:00:38 loss: 0.4218 (0.6739) labels_encoder: 0.4218 (0.6739) labels_encoder_unscaled: 0.4218 (0.6739) time: 0.0384 data: 0.0220 max mem: 514
Test: [ 700/1613] eta: 0:00:36 loss: 0.2942 (0.6621) labels_encoder: 0.2942 (0.6621) labels_encoder_unscaled: 0.2942 (0.6621) time: 0.0397 data: 0.0238 max mem: 514
Test: [ 750/1613] eta: 0:00:34 loss: 0.4067 (0.6484) labels_encoder: 0.4067 (0.6484) labels_encoder_unscaled: 0.4067 (0.6484) time: 0.0376 data: 0.0228 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.4551 (0.6515) labels_encoder: 0.4551 (0.6515) labels_encoder_unscaled: 0.4551 (0.6515) time: 0.0385 data: 0.0236 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.8337 (0.6528) labels_encoder: 0.8337 (0.6528) labels_encoder_unscaled: 0.8337 (0.6528) time: 0.0386 data: 0.0224 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4161 (0.6678) labels_encoder: 0.4161 (0.6678) labels_encoder_unscaled: 0.4161 (0.6678) time: 0.0377 data: 0.0206 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.6362 (0.6659) labels_encoder: 0.6362 (0.6659) labels_encoder_unscaled: 0.6362 (0.6659) time: 0.0399 data: 0.0249 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3499 (0.6597) labels_encoder: 0.3499 (0.6597) labels_encoder_unscaled: 0.3499 (0.6597) time: 0.0377 data: 0.0223 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.5124 (0.6566) labels_encoder: 0.5124 (0.6566) labels_encoder_unscaled: 0.5124 (0.6566) time: 0.0352 data: 0.0192 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.3861 (0.6632) labels_encoder: 0.3861 (0.6632) labels_encoder_unscaled: 0.3861 (0.6632) time: 0.0393 data: 0.0228 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.3807 (0.6547) labels_encoder: 0.3807 (0.6547) labels_encoder_unscaled: 0.3807 (0.6547) time: 0.0432 data: 0.0286 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3392 (0.6581) labels_encoder: 0.3392 (0.6581) labels_encoder_unscaled: 0.3392 (0.6581) time: 0.0351 data: 0.0183 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2690 (0.6586) labels_encoder: 0.2690 (0.6586) labels_encoder_unscaled: 0.2690 (0.6586) time: 0.0394 data: 0.0240 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2654 (0.6552) labels_encoder: 0.2654 (0.6552) labels_encoder_unscaled: 0.2654 (0.6552) time: 0.0383 data: 0.0225 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.6608 (0.6688) labels_encoder: 0.6608 (0.6688) labels_encoder_unscaled: 0.6608 (0.6688) time: 0.0382 data: 0.0244 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6239 (0.6659) labels_encoder: 0.6239 (0.6659) labels_encoder_unscaled: 0.6239 (0.6659) time: 0.0382 data: 0.0225 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.2828 (0.6773) labels_encoder: 0.2828 (0.6773) labels_encoder_unscaled: 0.2828 (0.6773) time: 0.0402 data: 0.0254 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4931 (0.6874) labels_encoder: 0.4931 (0.6874) labels_encoder_unscaled: 0.4931 (0.6874) time: 0.0439 data: 0.0279 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4619 (0.6841) labels_encoder: 0.4619 (0.6841) labels_encoder_unscaled: 0.4619 (0.6841) time: 0.0400 data: 0.0268 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6142 (0.6797) labels_encoder: 0.6142 (0.6797) labels_encoder_unscaled: 0.6142 (0.6797) time: 0.0370 data: 0.0220 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.6142 (0.6792) labels_encoder: 0.6142 (0.6792) labels_encoder_unscaled: 0.6142 (0.6792) time: 0.0345 data: 0.0217 max mem: 514
Test: Total time: 0:01:03 (0.0396 s / it)
Averaged stats: loss: 0.6142 (0.6792) labels_encoder: 0.6142 (0.6792) labels_encoder_unscaled: 0.6142 (0.6792)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5666, mcAP: 0.9739
BaseballPitch: 0.2292
BasketballDunk: 0.7620
Billiards: 0.3820
CleanAndJerk: 0.7822
CliffDiving: 0.8457
CricketBowling: 0.3894
CricketShot: 0.1951
Diving: 0.6970
FrisbeeCatch: 0.4008
GolfSwing: 0.5622
HammerThrow: 0.8465
HighJump: 0.5665
JavelinThrow: 0.6722
LongJump: 0.8114
PoleVault: 0.8609
Shotput: 0.6432
SoccerPenalty: 0.3492
TennisSwing: 0.4501
ThrowDiscus: 0.5999
VolleyballSpiking: 0.2871
Training time 0:08:16