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oadtr_b1_recycling_fixed_127_seed4_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:4
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] [ 0/1404] eta: 0:48:25 lr: 0.000100 loss: 3.5723 (3.5723) labels_encoder: 3.5723 (3.5723) labels_encoder_unscaled: 3.5723 (3.5723) time: 2.0693 data: 1.9492 max mem: 416
Epoch: [1] [ 50/1404] eta: 0:01:45 lr: 0.000100 loss: 0.6283 (0.9149) labels_encoder: 0.6283 (0.9149) labels_encoder_unscaled: 0.6283 (0.9149) time: 0.0394 data: 0.0049 max mem: 514
Epoch: [1] [ 100/1404] eta: 0:01:15 lr: 0.000100 loss: 0.5387 (0.7354) labels_encoder: 0.5387 (0.7354) labels_encoder_unscaled: 0.5387 (0.7354) time: 0.0377 data: 0.0012 max mem: 514
Epoch: [1] [ 150/1404] eta: 0:01:03 lr: 0.000100 loss: 0.4668 (0.6627) labels_encoder: 0.4668 (0.6627) labels_encoder_unscaled: 0.4668 (0.6627) time: 0.0378 data: 0.0015 max mem: 514
Epoch: [1] [ 200/1404] eta: 0:00:57 lr: 0.000100 loss: 0.4787 (0.6090) labels_encoder: 0.4787 (0.6090) labels_encoder_unscaled: 0.4787 (0.6090) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [1] [ 250/1404] eta: 0:00:52 lr: 0.000100 loss: 0.3929 (0.5677) labels_encoder: 0.3929 (0.5677) labels_encoder_unscaled: 0.3929 (0.5677) time: 0.0360 data: 0.0002 max mem: 514
Epoch: [1] [ 300/1404] eta: 0:00:49 lr: 0.000100 loss: 0.4013 (0.5410) labels_encoder: 0.4013 (0.5410) labels_encoder_unscaled: 0.4013 (0.5410) time: 0.0406 data: 0.0053 max mem: 514
Epoch: [1] [ 350/1404] eta: 0:00:45 lr: 0.000100 loss: 0.3619 (0.5172) labels_encoder: 0.3619 (0.5172) labels_encoder_unscaled: 0.3619 (0.5172) time: 0.0392 data: 0.0013 max mem: 514
Epoch: [1] [ 400/1404] eta: 0:00:42 lr: 0.000100 loss: 0.3470 (0.4976) labels_encoder: 0.3470 (0.4976) labels_encoder_unscaled: 0.3470 (0.4976) time: 0.0373 data: 0.0002 max mem: 514
Epoch: [1] [ 450/1404] eta: 0:00:40 lr: 0.000100 loss: 0.3285 (0.4834) labels_encoder: 0.3285 (0.4834) labels_encoder_unscaled: 0.3285 (0.4834) time: 0.0368 data: 0.0002 max mem: 514
Epoch: [1] [ 500/1404] eta: 0:00:37 lr: 0.000100 loss: 0.3478 (0.4691) labels_encoder: 0.3478 (0.4691) labels_encoder_unscaled: 0.3478 (0.4691) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [1] [ 550/1404] eta: 0:00:35 lr: 0.000100 loss: 0.3297 (0.4568) labels_encoder: 0.3297 (0.4568) labels_encoder_unscaled: 0.3297 (0.4568) time: 0.0389 data: 0.0049 max mem: 514
Epoch: [1] [ 600/1404] eta: 0:00:33 lr: 0.000100 loss: 0.3104 (0.4474) labels_encoder: 0.3104 (0.4474) labels_encoder_unscaled: 0.3104 (0.4474) time: 0.0375 data: 0.0003 max mem: 514
Epoch: [1] [ 650/1404] eta: 0:00:30 lr: 0.000100 loss: 0.3437 (0.4385) labels_encoder: 0.3437 (0.4385) labels_encoder_unscaled: 0.3437 (0.4385) time: 0.0372 data: 0.0002 max mem: 514
Epoch: [1] [ 700/1404] eta: 0:00:28 lr: 0.000100 loss: 0.3059 (0.4293) labels_encoder: 0.3059 (0.4293) labels_encoder_unscaled: 0.3059 (0.4293) time: 0.0421 data: 0.0023 max mem: 514
Epoch: [1] [ 750/1404] eta: 0:00:26 lr: 0.000100 loss: 0.2936 (0.4209) labels_encoder: 0.2936 (0.4209) labels_encoder_unscaled: 0.2936 (0.4209) time: 0.0382 data: 0.0002 max mem: 514
Epoch: [1] [ 800/1404] eta: 0:00:24 lr: 0.000100 loss: 0.3132 (0.4136) labels_encoder: 0.3132 (0.4136) labels_encoder_unscaled: 0.3132 (0.4136) time: 0.0354 data: 0.0002 max mem: 514
Epoch: [1] [ 850/1404] eta: 0:00:22 lr: 0.000100 loss: 0.2749 (0.4063) labels_encoder: 0.2749 (0.4063) labels_encoder_unscaled: 0.2749 (0.4063) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [1] [ 900/1404] eta: 0:00:20 lr: 0.000100 loss: 0.2560 (0.3997) labels_encoder: 0.2560 (0.3997) labels_encoder_unscaled: 0.2560 (0.3997) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [1] [ 950/1404] eta: 0:00:18 lr: 0.000100 loss: 0.2631 (0.3925) labels_encoder: 0.2631 (0.3925) labels_encoder_unscaled: 0.2631 (0.3925) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [1] [1000/1404] eta: 0:00:16 lr: 0.000100 loss: 0.2843 (0.3866) labels_encoder: 0.2843 (0.3866) labels_encoder_unscaled: 0.2843 (0.3866) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [1] [1050/1404] eta: 0:00:14 lr: 0.000100 loss: 0.2505 (0.3815) labels_encoder: 0.2505 (0.3815) labels_encoder_unscaled: 0.2505 (0.3815) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [1] [1100/1404] eta: 0:00:12 lr: 0.000100 loss: 0.2424 (0.3757) labels_encoder: 0.2424 (0.3757) labels_encoder_unscaled: 0.2424 (0.3757) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [1] [1150/1404] eta: 0:00:10 lr: 0.000100 loss: 0.2637 (0.3712) labels_encoder: 0.2637 (0.3712) labels_encoder_unscaled: 0.2637 (0.3712) time: 0.0391 data: 0.0002 max mem: 514
Epoch: [1] [1200/1404] eta: 0:00:08 lr: 0.000100 loss: 0.2658 (0.3662) labels_encoder: 0.2658 (0.3662) labels_encoder_unscaled: 0.2658 (0.3662) time: 0.0371 data: 0.0002 max mem: 514
Epoch: [1] [1250/1404] eta: 0:00:06 lr: 0.000100 loss: 0.2681 (0.3621) labels_encoder: 0.2681 (0.3621) labels_encoder_unscaled: 0.2681 (0.3621) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [1] [1300/1404] eta: 0:00:04 lr: 0.000100 loss: 0.2700 (0.3586) labels_encoder: 0.2700 (0.3586) labels_encoder_unscaled: 0.2700 (0.3586) time: 0.0395 data: 0.0002 max mem: 514
Epoch: [1] [1350/1404] eta: 0:00:02 lr: 0.000100 loss: 0.2282 (0.3540) labels_encoder: 0.2282 (0.3540) labels_encoder_unscaled: 0.2282 (0.3540) time: 0.0404 data: 0.0002 max mem: 514
Epoch: [1] [1400/1404] eta: 0:00:00 lr: 0.000100 loss: 0.2241 (0.3502) labels_encoder: 0.2241 (0.3502) labels_encoder_unscaled: 0.2241 (0.3502) time: 0.0365 data: 0.0003 max mem: 514
Epoch: [1] [1403/1404] eta: 0:00:00 lr: 0.000100 loss: 0.2403 (0.3500) labels_encoder: 0.2403 (0.3500) labels_encoder_unscaled: 0.2403 (0.3500) time: 0.0353 data: 0.0003 max mem: 514
Epoch: [1] Total time: 0:00:55 (0.0398 s / it)
Averaged stats: lr: 0.000100 loss: 0.2403 (0.3500) labels_encoder: 0.2403 (0.3500) labels_encoder_unscaled: 0.2403 (0.3500)
Test: [ 0/1613] eta: 0:33:08 loss: 0.5592 (0.5592) labels_encoder: 0.5592 (0.5592) labels_encoder_unscaled: 0.5592 (0.5592) time: 1.2329 data: 1.2151 max mem: 514
Test: [ 50/1613] eta: 0:01:47 loss: 0.2074 (0.5082) labels_encoder: 0.2074 (0.5082) labels_encoder_unscaled: 0.2074 (0.5082) time: 0.0266 data: 0.0084 max mem: 514
Test: [ 100/1613] eta: 0:01:25 loss: 0.0825 (0.4243) labels_encoder: 0.0825 (0.4243) labels_encoder_unscaled: 0.0825 (0.4243) time: 0.0405 data: 0.0248 max mem: 514
Test: [ 150/1613] eta: 0:01:13 loss: 0.2427 (0.4085) labels_encoder: 0.2427 (0.4085) labels_encoder_unscaled: 0.2427 (0.4085) time: 0.0415 data: 0.0244 max mem: 514
Test: [ 200/1613] eta: 0:01:07 loss: 0.8061 (0.4813) labels_encoder: 0.8061 (0.4813) labels_encoder_unscaled: 0.8061 (0.4813) time: 0.0391 data: 0.0226 max mem: 514
Test: [ 250/1613] eta: 0:01:02 loss: 0.2513 (0.5240) labels_encoder: 0.2513 (0.5240) labels_encoder_unscaled: 0.2513 (0.5240) time: 0.0406 data: 0.0246 max mem: 514
Test: [ 300/1613] eta: 0:00:59 loss: 0.2551 (0.5575) labels_encoder: 0.2551 (0.5575) labels_encoder_unscaled: 0.2551 (0.5575) time: 0.0371 data: 0.0207 max mem: 514
Test: [ 350/1613] eta: 0:00:56 loss: 0.6921 (0.5609) labels_encoder: 0.6921 (0.5609) labels_encoder_unscaled: 0.6921 (0.5609) time: 0.0379 data: 0.0195 max mem: 514
Test: [ 400/1613] eta: 0:00:53 loss: 0.5997 (0.6009) labels_encoder: 0.5997 (0.6009) labels_encoder_unscaled: 0.5997 (0.6009) time: 0.0423 data: 0.0247 max mem: 514
Test: [ 450/1613] eta: 0:00:50 loss: 0.4721 (0.6423) labels_encoder: 0.4721 (0.6423) labels_encoder_unscaled: 0.4721 (0.6423) time: 0.0407 data: 0.0244 max mem: 514
Test: [ 500/1613] eta: 0:00:47 loss: 0.1770 (0.6124) labels_encoder: 0.1770 (0.6124) labels_encoder_unscaled: 0.1770 (0.6124) time: 0.0414 data: 0.0250 max mem: 514
Test: [ 550/1613] eta: 0:00:45 loss: 0.4022 (0.6108) labels_encoder: 0.4022 (0.6108) labels_encoder_unscaled: 0.4022 (0.6108) time: 0.0388 data: 0.0221 max mem: 514
Test: [ 600/1613] eta: 0:00:42 loss: 0.6780 (0.6402) labels_encoder: 0.6780 (0.6402) labels_encoder_unscaled: 0.6780 (0.6402) time: 0.0412 data: 0.0253 max mem: 514
Test: [ 650/1613] eta: 0:00:40 loss: 0.5342 (0.6314) labels_encoder: 0.5342 (0.6314) labels_encoder_unscaled: 0.5342 (0.6314) time: 0.0369 data: 0.0227 max mem: 514
Test: [ 700/1613] eta: 0:00:38 loss: 0.3910 (0.6199) labels_encoder: 0.3910 (0.6199) labels_encoder_unscaled: 0.3910 (0.6199) time: 0.0393 data: 0.0215 max mem: 514
Test: [ 750/1613] eta: 0:00:36 loss: 0.3715 (0.6089) labels_encoder: 0.3715 (0.6089) labels_encoder_unscaled: 0.3715 (0.6089) time: 0.0373 data: 0.0190 max mem: 514
Test: [ 800/1613] eta: 0:00:33 loss: 0.7124 (0.6158) labels_encoder: 0.7124 (0.6158) labels_encoder_unscaled: 0.7124 (0.6158) time: 0.0329 data: 0.0154 max mem: 514
Test: [ 850/1613] eta: 0:00:31 loss: 1.0453 (0.6208) labels_encoder: 1.0453 (0.6208) labels_encoder_unscaled: 1.0453 (0.6208) time: 0.0414 data: 0.0257 max mem: 514
Test: [ 900/1613] eta: 0:00:29 loss: 0.4553 (0.6334) labels_encoder: 0.4553 (0.6334) labels_encoder_unscaled: 0.4553 (0.6334) time: 0.0393 data: 0.0251 max mem: 514
Test: [ 950/1613] eta: 0:00:27 loss: 0.7178 (0.6344) labels_encoder: 0.7178 (0.6344) labels_encoder_unscaled: 0.7178 (0.6344) time: 0.0382 data: 0.0225 max mem: 514
Test: [1000/1613] eta: 0:00:25 loss: 0.3219 (0.6257) labels_encoder: 0.3219 (0.6257) labels_encoder_unscaled: 0.3219 (0.6257) time: 0.0381 data: 0.0198 max mem: 514
Test: [1050/1613] eta: 0:00:23 loss: 0.5633 (0.6265) labels_encoder: 0.5633 (0.6265) labels_encoder_unscaled: 0.5633 (0.6265) time: 0.0387 data: 0.0232 max mem: 514
Test: [1100/1613] eta: 0:00:21 loss: 0.4426 (0.6327) labels_encoder: 0.4426 (0.6327) labels_encoder_unscaled: 0.4426 (0.6327) time: 0.0414 data: 0.0265 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.3277 (0.6281) labels_encoder: 0.3277 (0.6281) labels_encoder_unscaled: 0.3277 (0.6281) time: 0.0378 data: 0.0218 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.4252 (0.6325) labels_encoder: 0.4252 (0.6325) labels_encoder_unscaled: 0.4252 (0.6325) time: 0.0372 data: 0.0214 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.3297 (0.6382) labels_encoder: 0.3297 (0.6382) labels_encoder_unscaled: 0.3297 (0.6382) time: 0.0403 data: 0.0242 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2303 (0.6319) labels_encoder: 0.2303 (0.6319) labels_encoder_unscaled: 0.2303 (0.6319) time: 0.0398 data: 0.0234 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.5963 (0.6458) labels_encoder: 0.5963 (0.6458) labels_encoder_unscaled: 0.5963 (0.6458) time: 0.0382 data: 0.0234 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.5519 (0.6434) labels_encoder: 0.5519 (0.6434) labels_encoder_unscaled: 0.5519 (0.6434) time: 0.0380 data: 0.0202 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.4051 (0.6499) labels_encoder: 0.4051 (0.6499) labels_encoder_unscaled: 0.4051 (0.6499) time: 0.0379 data: 0.0219 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.3804 (0.6540) labels_encoder: 0.3804 (0.6540) labels_encoder_unscaled: 0.3804 (0.6540) time: 0.0374 data: 0.0220 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4457 (0.6517) labels_encoder: 0.4457 (0.6517) labels_encoder_unscaled: 0.4457 (0.6517) time: 0.0401 data: 0.0239 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.5985 (0.6497) labels_encoder: 0.5985 (0.6497) labels_encoder_unscaled: 0.5985 (0.6497) time: 0.0413 data: 0.0255 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.3382 (0.6487) labels_encoder: 0.3382 (0.6487) labels_encoder_unscaled: 0.3382 (0.6487) time: 0.0378 data: 0.0221 max mem: 514
Test: Total time: 0:01:05 (0.0406 s / it)
Averaged stats: loss: 0.3382 (0.6487) labels_encoder: 0.3382 (0.6487) labels_encoder_unscaled: 0.3382 (0.6487)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5584, mcAP: 0.9762
BaseballPitch: 0.1934
BasketballDunk: 0.7232
Billiards: 0.3753
CleanAndJerk: 0.8002
CliffDiving: 0.8138
CricketBowling: 0.3202
CricketShot: 0.2044
Diving: 0.6746
FrisbeeCatch: 0.3909
GolfSwing: 0.4522
HammerThrow: 0.8425
HighJump: 0.5879
JavelinThrow: 0.7096
LongJump: 0.8224
PoleVault: 0.8558
Shotput: 0.6849
SoccerPenalty: 0.3390
TennisSwing: 0.4577
ThrowDiscus: 0.6166
VolleyballSpiking: 0.3036
Epoch: [2] [ 0/1404] eta: 0:34:39 lr: 0.000010 loss: 0.3054 (0.3054) labels_encoder: 0.3054 (0.3054) labels_encoder_unscaled: 0.3054 (0.3054) time: 1.4808 data: 1.4411 max mem: 514
Epoch: [2] [ 50/1404] eta: 0:01:37 lr: 0.000010 loss: 0.2094 (0.2132) labels_encoder: 0.2094 (0.2132) labels_encoder_unscaled: 0.2094 (0.2132) time: 0.0469 data: 0.0118 max mem: 514
Epoch: [2] [ 100/1404] eta: 0:01:10 lr: 0.000010 loss: 0.2166 (0.2135) labels_encoder: 0.2166 (0.2135) labels_encoder_unscaled: 0.2166 (0.2135) time: 0.0368 data: 0.0002 max mem: 514
Epoch: [2] [ 150/1404] eta: 0:01:00 lr: 0.000010 loss: 0.1901 (0.2104) labels_encoder: 0.1901 (0.2104) labels_encoder_unscaled: 0.1901 (0.2104) time: 0.0360 data: 0.0002 max mem: 514
Epoch: [2] [ 200/1404] eta: 0:00:54 lr: 0.000010 loss: 0.1947 (0.2070) labels_encoder: 0.1947 (0.2070) labels_encoder_unscaled: 0.1947 (0.2070) time: 0.0363 data: 0.0002 max mem: 514
Epoch: [2] [ 250/1404] eta: 0:00:50 lr: 0.000010 loss: 0.1836 (0.2039) labels_encoder: 0.1836 (0.2039) labels_encoder_unscaled: 0.1836 (0.2039) time: 0.0396 data: 0.0098 max mem: 514
Epoch: [2] [ 300/1404] eta: 0:00:47 lr: 0.000010 loss: 0.2023 (0.2039) labels_encoder: 0.2023 (0.2039) labels_encoder_unscaled: 0.2023 (0.2039) time: 0.0412 data: 0.0104 max mem: 514
Epoch: [2] [ 350/1404] eta: 0:00:45 lr: 0.000010 loss: 0.1867 (0.2013) labels_encoder: 0.1867 (0.2013) labels_encoder_unscaled: 0.1867 (0.2013) time: 0.0484 data: 0.0205 max mem: 514
Epoch: [2] [ 400/1404] eta: 0:00:43 lr: 0.000010 loss: 0.1799 (0.1995) labels_encoder: 0.1799 (0.1995) labels_encoder_unscaled: 0.1799 (0.1995) time: 0.0418 data: 0.0097 max mem: 514
Epoch: [2] [ 450/1404] eta: 0:00:40 lr: 0.000010 loss: 0.1930 (0.1991) labels_encoder: 0.1930 (0.1991) labels_encoder_unscaled: 0.1930 (0.1991) time: 0.0378 data: 0.0088 max mem: 514
Epoch: [2] [ 500/1404] eta: 0:00:37 lr: 0.000010 loss: 0.1758 (0.1975) labels_encoder: 0.1758 (0.1975) labels_encoder_unscaled: 0.1758 (0.1975) time: 0.0397 data: 0.0102 max mem: 514
Epoch: [2] [ 550/1404] eta: 0:00:35 lr: 0.000010 loss: 0.1860 (0.1971) labels_encoder: 0.1860 (0.1971) labels_encoder_unscaled: 0.1860 (0.1971) time: 0.0374 data: 0.0045 max mem: 514
Epoch: [2] [ 600/1404] eta: 0:00:33 lr: 0.000010 loss: 0.1936 (0.1962) labels_encoder: 0.1936 (0.1962) labels_encoder_unscaled: 0.1936 (0.1962) time: 0.0402 data: 0.0074 max mem: 514
Epoch: [2] [ 650/1404] eta: 0:00:31 lr: 0.000010 loss: 0.1810 (0.1950) labels_encoder: 0.1810 (0.1950) labels_encoder_unscaled: 0.1810 (0.1950) time: 0.0364 data: 0.0002 max mem: 514
Epoch: [2] [ 700/1404] eta: 0:00:28 lr: 0.000010 loss: 0.1720 (0.1940) labels_encoder: 0.1720 (0.1940) labels_encoder_unscaled: 0.1720 (0.1940) time: 0.0423 data: 0.0095 max mem: 514
Epoch: [2] [ 750/1404] eta: 0:00:26 lr: 0.000010 loss: 0.1892 (0.1934) labels_encoder: 0.1892 (0.1934) labels_encoder_unscaled: 0.1892 (0.1934) time: 0.0416 data: 0.0098 max mem: 514
Epoch: [2] [ 800/1404] eta: 0:00:24 lr: 0.000010 loss: 0.1915 (0.1929) labels_encoder: 0.1915 (0.1929) labels_encoder_unscaled: 0.1915 (0.1929) time: 0.0396 data: 0.0114 max mem: 514
Epoch: [2] [ 850/1404] eta: 0:00:22 lr: 0.000010 loss: 0.1725 (0.1925) labels_encoder: 0.1725 (0.1925) labels_encoder_unscaled: 0.1725 (0.1925) time: 0.0395 data: 0.0042 max mem: 514
Epoch: [2] [ 900/1404] eta: 0:00:20 lr: 0.000010 loss: 0.1830 (0.1920) labels_encoder: 0.1830 (0.1920) labels_encoder_unscaled: 0.1830 (0.1920) time: 0.0372 data: 0.0002 max mem: 514
Epoch: [2] [ 950/1404] eta: 0:00:18 lr: 0.000010 loss: 0.1668 (0.1914) labels_encoder: 0.1668 (0.1914) labels_encoder_unscaled: 0.1668 (0.1914) time: 0.0384 data: 0.0009 max mem: 514
Epoch: [2] [1000/1404] eta: 0:00:16 lr: 0.000010 loss: 0.1973 (0.1909) labels_encoder: 0.1973 (0.1909) labels_encoder_unscaled: 0.1973 (0.1909) time: 0.0391 data: 0.0075 max mem: 514
Epoch: [2] [1050/1404] eta: 0:00:14 lr: 0.000010 loss: 0.1614 (0.1903) labels_encoder: 0.1614 (0.1903) labels_encoder_unscaled: 0.1614 (0.1903) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [2] [1100/1404] eta: 0:00:12 lr: 0.000010 loss: 0.1548 (0.1895) labels_encoder: 0.1548 (0.1895) labels_encoder_unscaled: 0.1548 (0.1895) time: 0.0401 data: 0.0002 max mem: 514
Epoch: [2] [1150/1404] eta: 0:00:10 lr: 0.000010 loss: 0.1658 (0.1886) labels_encoder: 0.1658 (0.1886) labels_encoder_unscaled: 0.1658 (0.1886) time: 0.0406 data: 0.0122 max mem: 514
Epoch: [2] [1200/1404] eta: 0:00:08 lr: 0.000010 loss: 0.1769 (0.1880) labels_encoder: 0.1769 (0.1880) labels_encoder_unscaled: 0.1769 (0.1880) time: 0.0368 data: 0.0002 max mem: 514
Epoch: [2] [1250/1404] eta: 0:00:06 lr: 0.000010 loss: 0.1684 (0.1876) labels_encoder: 0.1684 (0.1876) labels_encoder_unscaled: 0.1684 (0.1876) time: 0.0384 data: 0.0002 max mem: 514
Epoch: [2] [1300/1404] eta: 0:00:04 lr: 0.000010 loss: 0.1569 (0.1867) labels_encoder: 0.1569 (0.1867) labels_encoder_unscaled: 0.1569 (0.1867) time: 0.0384 data: 0.0002 max mem: 514
Epoch: [2] [1350/1404] eta: 0:00:02 lr: 0.000010 loss: 0.1786 (0.1863) labels_encoder: 0.1786 (0.1863) labels_encoder_unscaled: 0.1786 (0.1863) time: 0.0410 data: 0.0035 max mem: 514
Epoch: [2] [1400/1404] eta: 0:00:00 lr: 0.000010 loss: 0.1627 (0.1856) labels_encoder: 0.1627 (0.1856) labels_encoder_unscaled: 0.1627 (0.1856) time: 0.0367 data: 0.0039 max mem: 514
Epoch: [2] [1403/1404] eta: 0:00:00 lr: 0.000010 loss: 0.1627 (0.1854) labels_encoder: 0.1627 (0.1854) labels_encoder_unscaled: 0.1627 (0.1854) time: 0.0359 data: 0.0039 max mem: 514
Epoch: [2] Total time: 0:00:56 (0.0402 s / it)
Averaged stats: lr: 0.000010 loss: 0.1627 (0.1854) labels_encoder: 0.1627 (0.1854) labels_encoder_unscaled: 0.1627 (0.1854)
Test: [ 0/1613] eta: 0:42:41 loss: 0.1580 (0.1580) labels_encoder: 0.1580 (0.1580) labels_encoder_unscaled: 0.1580 (0.1580) time: 1.5879 data: 1.5668 max mem: 514
Test: [ 50/1613] eta: 0:01:46 loss: 0.2657 (0.5928) labels_encoder: 0.2657 (0.5928) labels_encoder_unscaled: 0.2657 (0.5928) time: 0.0338 data: 0.0144 max mem: 514
Test: [ 100/1613] eta: 0:01:27 loss: 0.0922 (0.4522) labels_encoder: 0.0922 (0.4522) labels_encoder_unscaled: 0.0922 (0.4522) time: 0.0519 data: 0.0373 max mem: 514
Test: [ 150/1613] eta: 0:01:16 loss: 0.4329 (0.4458) labels_encoder: 0.4329 (0.4458) labels_encoder_unscaled: 0.4329 (0.4458) time: 0.0399 data: 0.0251 max mem: 514
Test: [ 200/1613] eta: 0:01:09 loss: 0.9149 (0.5337) labels_encoder: 0.9149 (0.5337) labels_encoder_unscaled: 0.9149 (0.5337) time: 0.0384 data: 0.0223 max mem: 514
Test: [ 250/1613] eta: 0:01:04 loss: 0.2781 (0.5693) labels_encoder: 0.2781 (0.5693) labels_encoder_unscaled: 0.2781 (0.5693) time: 0.0367 data: 0.0191 max mem: 514
Test: [ 300/1613] eta: 0:01:00 loss: 0.2318 (0.6022) labels_encoder: 0.2318 (0.6022) labels_encoder_unscaled: 0.2318 (0.6022) time: 0.0398 data: 0.0242 max mem: 514
Test: [ 350/1613] eta: 0:00:56 loss: 0.6761 (0.5937) labels_encoder: 0.6761 (0.5937) labels_encoder_unscaled: 0.6761 (0.5937) time: 0.0372 data: 0.0199 max mem: 514
Test: [ 400/1613] eta: 0:00:53 loss: 0.4008 (0.6768) labels_encoder: 0.4008 (0.6768) labels_encoder_unscaled: 0.4008 (0.6768) time: 0.0376 data: 0.0199 max mem: 514
Test: [ 450/1613] eta: 0:00:50 loss: 0.5606 (0.7208) labels_encoder: 0.5606 (0.7208) labels_encoder_unscaled: 0.5606 (0.7208) time: 0.0399 data: 0.0224 max mem: 514
Test: [ 500/1613] eta: 0:00:48 loss: 0.1760 (0.6864) labels_encoder: 0.1760 (0.6864) labels_encoder_unscaled: 0.1760 (0.6864) time: 0.0384 data: 0.0220 max mem: 514
Test: [ 550/1613] eta: 0:00:45 loss: 0.6523 (0.6891) labels_encoder: 0.6523 (0.6891) labels_encoder_unscaled: 0.6523 (0.6891) time: 0.0399 data: 0.0226 max mem: 514
Test: [ 600/1613] eta: 0:00:43 loss: 0.6758 (0.6913) labels_encoder: 0.6758 (0.6913) labels_encoder_unscaled: 0.6758 (0.6913) time: 0.0378 data: 0.0213 max mem: 514
Test: [ 650/1613] eta: 0:00:40 loss: 0.4803 (0.6764) labels_encoder: 0.4803 (0.6764) labels_encoder_unscaled: 0.4803 (0.6764) time: 0.0436 data: 0.0286 max mem: 514
Test: [ 700/1613] eta: 0:00:38 loss: 0.2918 (0.6598) labels_encoder: 0.2918 (0.6598) labels_encoder_unscaled: 0.2918 (0.6598) time: 0.0413 data: 0.0255 max mem: 514
Test: [ 750/1613] eta: 0:00:36 loss: 0.4931 (0.6452) labels_encoder: 0.4931 (0.6452) labels_encoder_unscaled: 0.4931 (0.6452) time: 0.0406 data: 0.0250 max mem: 514
Test: [ 800/1613] eta: 0:00:33 loss: 0.4158 (0.6399) labels_encoder: 0.4158 (0.6399) labels_encoder_unscaled: 0.4158 (0.6399) time: 0.0388 data: 0.0196 max mem: 514
Test: [ 850/1613] eta: 0:00:32 loss: 0.9009 (0.6464) labels_encoder: 0.9009 (0.6464) labels_encoder_unscaled: 0.9009 (0.6464) time: 0.0494 data: 0.0334 max mem: 514
Test: [ 900/1613] eta: 0:00:30 loss: 0.4262 (0.6580) labels_encoder: 0.4262 (0.6580) labels_encoder_unscaled: 0.4262 (0.6580) time: 0.0513 data: 0.0350 max mem: 514
Test: [ 950/1613] eta: 0:00:28 loss: 0.8503 (0.6541) labels_encoder: 0.8503 (0.6541) labels_encoder_unscaled: 0.8503 (0.6541) time: 0.0463 data: 0.0314 max mem: 514
Test: [1000/1613] eta: 0:00:26 loss: 0.2644 (0.6472) labels_encoder: 0.2644 (0.6472) labels_encoder_unscaled: 0.2644 (0.6472) time: 0.0496 data: 0.0341 max mem: 514
Test: [1050/1613] eta: 0:00:24 loss: 0.4878 (0.6444) labels_encoder: 0.4878 (0.6444) labels_encoder_unscaled: 0.4878 (0.6444) time: 0.0442 data: 0.0273 max mem: 514
Test: [1100/1613] eta: 0:00:22 loss: 0.5519 (0.6530) labels_encoder: 0.5519 (0.6530) labels_encoder_unscaled: 0.5519 (0.6530) time: 0.0397 data: 0.0219 max mem: 514
Test: [1150/1613] eta: 0:00:19 loss: 0.2772 (0.6435) labels_encoder: 0.2772 (0.6435) labels_encoder_unscaled: 0.2772 (0.6435) time: 0.0381 data: 0.0199 max mem: 514
Test: [1200/1613] eta: 0:00:17 loss: 0.4766 (0.6472) labels_encoder: 0.4766 (0.6472) labels_encoder_unscaled: 0.4766 (0.6472) time: 0.0412 data: 0.0241 max mem: 514
Test: [1250/1613] eta: 0:00:15 loss: 0.2501 (0.6503) labels_encoder: 0.2501 (0.6503) labels_encoder_unscaled: 0.2501 (0.6503) time: 0.0401 data: 0.0241 max mem: 514
Test: [1300/1613] eta: 0:00:13 loss: 0.1737 (0.6471) labels_encoder: 0.1737 (0.6471) labels_encoder_unscaled: 0.1737 (0.6471) time: 0.0426 data: 0.0262 max mem: 514
Test: [1350/1613] eta: 0:00:11 loss: 0.6444 (0.6614) labels_encoder: 0.6444 (0.6614) labels_encoder_unscaled: 0.6444 (0.6614) time: 0.0398 data: 0.0238 max mem: 514
Test: [1400/1613] eta: 0:00:09 loss: 0.6037 (0.6614) labels_encoder: 0.6037 (0.6614) labels_encoder_unscaled: 0.6037 (0.6614) time: 0.0392 data: 0.0220 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.3088 (0.6724) labels_encoder: 0.3088 (0.6724) labels_encoder_unscaled: 0.3088 (0.6724) time: 0.0477 data: 0.0310 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.7838 (0.6862) labels_encoder: 0.7838 (0.6862) labels_encoder_unscaled: 0.7838 (0.6862) time: 0.0383 data: 0.0215 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4964 (0.6841) labels_encoder: 0.4964 (0.6841) labels_encoder_unscaled: 0.4964 (0.6841) time: 0.0387 data: 0.0219 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6083 (0.6811) labels_encoder: 0.6083 (0.6811) labels_encoder_unscaled: 0.6083 (0.6811) time: 0.0403 data: 0.0223 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.5213 (0.6800) labels_encoder: 0.5213 (0.6800) labels_encoder_unscaled: 0.5213 (0.6800) time: 0.0366 data: 0.0205 max mem: 514
Test: Total time: 0:01:08 (0.0425 s / it)
Averaged stats: loss: 0.5213 (0.6800) labels_encoder: 0.5213 (0.6800) labels_encoder_unscaled: 0.5213 (0.6800)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5709, mcAP: 0.9762
BaseballPitch: 0.2562
BasketballDunk: 0.7308
Billiards: 0.3744
CleanAndJerk: 0.8168
CliffDiving: 0.8221
CricketBowling: 0.3707
CricketShot: 0.1994
Diving: 0.7065
FrisbeeCatch: 0.3189
GolfSwing: 0.5027
HammerThrow: 0.8584
HighJump: 0.6044
JavelinThrow: 0.6763
LongJump: 0.8034
PoleVault: 0.8654
Shotput: 0.6956
SoccerPenalty: 0.3463
TennisSwing: 0.5508
ThrowDiscus: 0.6168
VolleyballSpiking: 0.3027
Epoch: [3] [ 0/1404] eta: 0:34:41 lr: 0.000001 loss: 0.1583 (0.1583) labels_encoder: 0.1583 (0.1583) labels_encoder_unscaled: 0.1583 (0.1583) time: 1.4825 data: 1.4402 max mem: 514
Epoch: [3] [ 50/1404] eta: 0:01:32 lr: 0.000001 loss: 0.1488 (0.1583) labels_encoder: 0.1488 (0.1583) labels_encoder_unscaled: 0.1488 (0.1583) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [3] [ 100/1404] eta: 0:01:09 lr: 0.000001 loss: 0.1554 (0.1612) labels_encoder: 0.1554 (0.1612) labels_encoder_unscaled: 0.1554 (0.1612) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [3] [ 150/1404] eta: 0:01:02 lr: 0.000001 loss: 0.1668 (0.1620) labels_encoder: 0.1668 (0.1620) labels_encoder_unscaled: 0.1668 (0.1620) time: 0.0465 data: 0.0110 max mem: 514
Epoch: [3] [ 200/1404] eta: 0:00:56 lr: 0.000001 loss: 0.1495 (0.1629) labels_encoder: 0.1495 (0.1629) labels_encoder_unscaled: 0.1495 (0.1629) time: 0.0390 data: 0.0013 max mem: 514
Epoch: [3] [ 250/1404] eta: 0:00:52 lr: 0.000001 loss: 0.1565 (0.1634) labels_encoder: 0.1565 (0.1634) labels_encoder_unscaled: 0.1565 (0.1634) time: 0.0366 data: 0.0001 max mem: 514
Epoch: [3] [ 300/1404] eta: 0:00:48 lr: 0.000001 loss: 0.1524 (0.1633) labels_encoder: 0.1524 (0.1633) labels_encoder_unscaled: 0.1524 (0.1633) time: 0.0393 data: 0.0002 max mem: 514
Epoch: [3] [ 350/1404] eta: 0:00:45 lr: 0.000001 loss: 0.1794 (0.1642) labels_encoder: 0.1794 (0.1642) labels_encoder_unscaled: 0.1794 (0.1642) time: 0.0363 data: 0.0002 max mem: 514
Epoch: [3] [ 400/1404] eta: 0:00:42 lr: 0.000001 loss: 0.1515 (0.1646) labels_encoder: 0.1515 (0.1646) labels_encoder_unscaled: 0.1515 (0.1646) time: 0.0383 data: 0.0002 max mem: 514
Epoch: [3] [ 450/1404] eta: 0:00:40 lr: 0.000001 loss: 0.1537 (0.1636) labels_encoder: 0.1537 (0.1636) labels_encoder_unscaled: 0.1537 (0.1636) time: 0.0392 data: 0.0079 max mem: 514
Epoch: [3] [ 500/1404] eta: 0:00:37 lr: 0.000001 loss: 0.1555 (0.1636) labels_encoder: 0.1555 (0.1636) labels_encoder_unscaled: 0.1555 (0.1636) time: 0.0424 data: 0.0153 max mem: 514
Epoch: [3] [ 550/1404] eta: 0:00:35 lr: 0.000001 loss: 0.1632 (0.1639) labels_encoder: 0.1632 (0.1639) labels_encoder_unscaled: 0.1632 (0.1639) time: 0.0346 data: 0.0002 max mem: 514
Epoch: [3] [ 600/1404] eta: 0:00:33 lr: 0.000001 loss: 0.1589 (0.1645) labels_encoder: 0.1589 (0.1645) labels_encoder_unscaled: 0.1589 (0.1645) time: 0.0380 data: 0.0011 max mem: 514
Epoch: [3] [ 650/1404] eta: 0:00:30 lr: 0.000001 loss: 0.1617 (0.1640) labels_encoder: 0.1617 (0.1640) labels_encoder_unscaled: 0.1617 (0.1640) time: 0.0371 data: 0.0030 max mem: 514
Epoch: [3] [ 700/1404] eta: 0:00:28 lr: 0.000001 loss: 0.1629 (0.1641) labels_encoder: 0.1629 (0.1641) labels_encoder_unscaled: 0.1629 (0.1641) time: 0.0381 data: 0.0083 max mem: 514
Epoch: [3] [ 750/1404] eta: 0:00:26 lr: 0.000001 loss: 0.1621 (0.1639) labels_encoder: 0.1621 (0.1639) labels_encoder_unscaled: 0.1621 (0.1639) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [3] [ 800/1404] eta: 0:00:24 lr: 0.000001 loss: 0.1627 (0.1642) labels_encoder: 0.1627 (0.1642) labels_encoder_unscaled: 0.1627 (0.1642) time: 0.0371 data: 0.0002 max mem: 514
Epoch: [3] [ 850/1404] eta: 0:00:22 lr: 0.000001 loss: 0.1591 (0.1643) labels_encoder: 0.1591 (0.1643) labels_encoder_unscaled: 0.1591 (0.1643) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [3] [ 900/1404] eta: 0:00:20 lr: 0.000001 loss: 0.1412 (0.1640) labels_encoder: 0.1412 (0.1640) labels_encoder_unscaled: 0.1412 (0.1640) time: 0.0390 data: 0.0031 max mem: 514
Epoch: [3] [ 950/1404] eta: 0:00:18 lr: 0.000001 loss: 0.1481 (0.1633) labels_encoder: 0.1481 (0.1633) labels_encoder_unscaled: 0.1481 (0.1633) time: 0.0379 data: 0.0055 max mem: 514
Epoch: [3] [1000/1404] eta: 0:00:16 lr: 0.000001 loss: 0.1582 (0.1631) labels_encoder: 0.1582 (0.1631) labels_encoder_unscaled: 0.1582 (0.1631) time: 0.0385 data: 0.0073 max mem: 514
Epoch: [3] [1050/1404] eta: 0:00:14 lr: 0.000001 loss: 0.1614 (0.1635) labels_encoder: 0.1614 (0.1635) labels_encoder_unscaled: 0.1614 (0.1635) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [3] [1100/1404] eta: 0:00:12 lr: 0.000001 loss: 0.1488 (0.1633) labels_encoder: 0.1488 (0.1633) labels_encoder_unscaled: 0.1488 (0.1633) time: 0.0429 data: 0.0077 max mem: 514
Epoch: [3] [1150/1404] eta: 0:00:10 lr: 0.000001 loss: 0.1762 (0.1636) labels_encoder: 0.1762 (0.1636) labels_encoder_unscaled: 0.1762 (0.1636) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [3] [1200/1404] eta: 0:00:08 lr: 0.000001 loss: 0.1478 (0.1636) labels_encoder: 0.1478 (0.1636) labels_encoder_unscaled: 0.1478 (0.1636) time: 0.0373 data: 0.0002 max mem: 514
Epoch: [3] [1250/1404] eta: 0:00:06 lr: 0.000001 loss: 0.1572 (0.1638) labels_encoder: 0.1572 (0.1638) labels_encoder_unscaled: 0.1572 (0.1638) time: 0.0380 data: 0.0011 max mem: 514
Epoch: [3] [1300/1404] eta: 0:00:04 lr: 0.000001 loss: 0.1486 (0.1635) labels_encoder: 0.1486 (0.1635) labels_encoder_unscaled: 0.1486 (0.1635) time: 0.0411 data: 0.0002 max mem: 514
Epoch: [3] [1350/1404] eta: 0:00:02 lr: 0.000001 loss: 0.1551 (0.1635) labels_encoder: 0.1551 (0.1635) labels_encoder_unscaled: 0.1551 (0.1635) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [3] [1400/1404] eta: 0:00:00 lr: 0.000001 loss: 0.1439 (0.1631) labels_encoder: 0.1439 (0.1631) labels_encoder_unscaled: 0.1439 (0.1631) time: 0.0383 data: 0.0012 max mem: 514
Epoch: [3] [1403/1404] eta: 0:00:00 lr: 0.000001 loss: 0.1439 (0.1630) labels_encoder: 0.1439 (0.1630) labels_encoder_unscaled: 0.1439 (0.1630) time: 0.0367 data: 0.0011 max mem: 514
Epoch: [3] Total time: 0:00:56 (0.0399 s / it)
Averaged stats: lr: 0.000001 loss: 0.1439 (0.1630) labels_encoder: 0.1439 (0.1630) labels_encoder_unscaled: 0.1439 (0.1630)
Test: [ 0/1613] eta: 0:37:29 loss: 0.1424 (0.1424) labels_encoder: 0.1424 (0.1424) labels_encoder_unscaled: 0.1424 (0.1424) time: 1.3946 data: 1.3803 max mem: 514
Test: [ 50/1613] eta: 0:01:46 loss: 0.2446 (0.5387) labels_encoder: 0.2446 (0.5387) labels_encoder_unscaled: 0.2446 (0.5387) time: 0.0407 data: 0.0267 max mem: 514
Test: [ 100/1613] eta: 0:01:20 loss: 0.1038 (0.4255) labels_encoder: 0.1038 (0.4255) labels_encoder_unscaled: 0.1038 (0.4255) time: 0.0379 data: 0.0238 max mem: 514
Test: [ 150/1613] eta: 0:01:10 loss: 0.5011 (0.4252) labels_encoder: 0.5011 (0.4252) labels_encoder_unscaled: 0.5011 (0.4252) time: 0.0379 data: 0.0234 max mem: 514
Test: [ 200/1613] eta: 0:01:04 loss: 0.7172 (0.4890) labels_encoder: 0.7172 (0.4890) labels_encoder_unscaled: 0.7172 (0.4890) time: 0.0374 data: 0.0221 max mem: 514
Test: [ 250/1613] eta: 0:00:59 loss: 0.2849 (0.5288) labels_encoder: 0.2849 (0.5288) labels_encoder_unscaled: 0.2849 (0.5288) time: 0.0381 data: 0.0226 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.2335 (0.5700) labels_encoder: 0.2335 (0.5700) labels_encoder_unscaled: 0.2335 (0.5700) time: 0.0401 data: 0.0253 max mem: 514
Test: [ 350/1613] eta: 0:00:54 loss: 0.7262 (0.5678) labels_encoder: 0.7262 (0.5678) labels_encoder_unscaled: 0.7262 (0.5678) time: 0.0408 data: 0.0253 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.4345 (0.6274) labels_encoder: 0.4345 (0.6274) labels_encoder_unscaled: 0.4345 (0.6274) time: 0.0403 data: 0.0253 max mem: 514
Test: [ 450/1613] eta: 0:00:49 loss: 0.6013 (0.6775) labels_encoder: 0.6013 (0.6775) labels_encoder_unscaled: 0.6013 (0.6775) time: 0.0396 data: 0.0225 max mem: 514
Test: [ 500/1613] eta: 0:00:47 loss: 0.1501 (0.6418) labels_encoder: 0.1501 (0.6418) labels_encoder_unscaled: 0.1501 (0.6418) time: 0.0437 data: 0.0246 max mem: 514
Test: [ 550/1613] eta: 0:00:44 loss: 0.5098 (0.6432) labels_encoder: 0.5098 (0.6432) labels_encoder_unscaled: 0.5098 (0.6432) time: 0.0366 data: 0.0220 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.7980 (0.6673) labels_encoder: 0.7980 (0.6673) labels_encoder_unscaled: 0.7980 (0.6673) time: 0.0382 data: 0.0234 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.4466 (0.6530) labels_encoder: 0.4466 (0.6530) labels_encoder_unscaled: 0.4466 (0.6530) time: 0.0372 data: 0.0195 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.3262 (0.6377) labels_encoder: 0.3262 (0.6377) labels_encoder_unscaled: 0.3262 (0.6377) time: 0.0376 data: 0.0225 max mem: 514
Test: [ 750/1613] eta: 0:00:35 loss: 0.3288 (0.6226) labels_encoder: 0.3288 (0.6226) labels_encoder_unscaled: 0.3288 (0.6226) time: 0.0418 data: 0.0255 max mem: 514
Test: [ 800/1613] eta: 0:00:33 loss: 0.4025 (0.6225) labels_encoder: 0.4025 (0.6225) labels_encoder_unscaled: 0.4025 (0.6225) time: 0.0389 data: 0.0201 max mem: 514
Test: [ 850/1613] eta: 0:00:31 loss: 0.9476 (0.6292) labels_encoder: 0.9476 (0.6292) labels_encoder_unscaled: 0.9476 (0.6292) time: 0.0381 data: 0.0232 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4169 (0.6399) labels_encoder: 0.4169 (0.6399) labels_encoder_unscaled: 0.4169 (0.6399) time: 0.0374 data: 0.0229 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.4884 (0.6341) labels_encoder: 0.4884 (0.6341) labels_encoder_unscaled: 0.4884 (0.6341) time: 0.0381 data: 0.0201 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.2763 (0.6252) labels_encoder: 0.2763 (0.6252) labels_encoder_unscaled: 0.2763 (0.6252) time: 0.0377 data: 0.0216 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.5071 (0.6231) labels_encoder: 0.5071 (0.6231) labels_encoder_unscaled: 0.5071 (0.6231) time: 0.0367 data: 0.0197 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.5584 (0.6262) labels_encoder: 0.5584 (0.6262) labels_encoder_unscaled: 0.5584 (0.6262) time: 0.0380 data: 0.0193 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.2647 (0.6188) labels_encoder: 0.2647 (0.6188) labels_encoder_unscaled: 0.2647 (0.6188) time: 0.0384 data: 0.0249 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3549 (0.6229) labels_encoder: 0.3549 (0.6229) labels_encoder_unscaled: 0.3549 (0.6229) time: 0.0384 data: 0.0230 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2270 (0.6248) labels_encoder: 0.2270 (0.6248) labels_encoder_unscaled: 0.2270 (0.6248) time: 0.0381 data: 0.0223 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2029 (0.6222) labels_encoder: 0.2029 (0.6222) labels_encoder_unscaled: 0.2029 (0.6222) time: 0.0405 data: 0.0226 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.5415 (0.6314) labels_encoder: 0.5415 (0.6314) labels_encoder_unscaled: 0.5415 (0.6314) time: 0.0413 data: 0.0275 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6265 (0.6309) labels_encoder: 0.6265 (0.6309) labels_encoder_unscaled: 0.6265 (0.6309) time: 0.0403 data: 0.0258 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.3515 (0.6438) labels_encoder: 0.3515 (0.6438) labels_encoder_unscaled: 0.3515 (0.6438) time: 0.0378 data: 0.0228 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4847 (0.6563) labels_encoder: 0.4847 (0.6563) labels_encoder_unscaled: 0.4847 (0.6563) time: 0.0386 data: 0.0234 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4670 (0.6545) labels_encoder: 0.4670 (0.6545) labels_encoder_unscaled: 0.4670 (0.6545) time: 0.0404 data: 0.0243 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6514 (0.6509) labels_encoder: 0.6514 (0.6509) labels_encoder_unscaled: 0.6514 (0.6509) time: 0.0379 data: 0.0231 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.4403 (0.6498) labels_encoder: 0.4403 (0.6498) labels_encoder_unscaled: 0.4403 (0.6498) time: 0.0375 data: 0.0218 max mem: 514
Test: Total time: 0:01:04 (0.0399 s / it)
Averaged stats: loss: 0.4403 (0.6498) labels_encoder: 0.4403 (0.6498) labels_encoder_unscaled: 0.4403 (0.6498)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5738, mcAP: 0.9769
BaseballPitch: 0.2766
BasketballDunk: 0.7427
Billiards: 0.3756
CleanAndJerk: 0.7905
CliffDiving: 0.8353
CricketBowling: 0.3728
CricketShot: 0.1920
Diving: 0.7138
FrisbeeCatch: 0.3853
GolfSwing: 0.5383
HammerThrow: 0.8483
HighJump: 0.5969
JavelinThrow: 0.7175
LongJump: 0.8231
PoleVault: 0.8693
Shotput: 0.6872
SoccerPenalty: 0.3471
TennisSwing: 0.5030
ThrowDiscus: 0.5580
VolleyballSpiking: 0.3030
Epoch: [4] [ 0/1404] eta: 0:34:02 lr: 0.000000 loss: 0.1453 (0.1453) labels_encoder: 0.1453 (0.1453) labels_encoder_unscaled: 0.1453 (0.1453) time: 1.4547 data: 1.4100 max mem: 514
Epoch: [4] [ 50/1404] eta: 0:01:37 lr: 0.000000 loss: 0.1563 (0.1600) labels_encoder: 0.1563 (0.1600) labels_encoder_unscaled: 0.1563 (0.1600) time: 0.0358 data: 0.0002 max mem: 514
Epoch: [4] [ 100/1404] eta: 0:01:14 lr: 0.000000 loss: 0.1623 (0.1653) labels_encoder: 0.1623 (0.1653) labels_encoder_unscaled: 0.1623 (0.1653) time: 0.0394 data: 0.0002 max mem: 514
Epoch: [4] [ 150/1404] eta: 0:01:02 lr: 0.000000 loss: 0.1516 (0.1652) labels_encoder: 0.1516 (0.1652) labels_encoder_unscaled: 0.1516 (0.1652) time: 0.0354 data: 0.0002 max mem: 514
Epoch: [4] [ 200/1404] eta: 0:00:56 lr: 0.000000 loss: 0.1470 (0.1641) labels_encoder: 0.1470 (0.1641) labels_encoder_unscaled: 0.1470 (0.1641) time: 0.0382 data: 0.0029 max mem: 514
Epoch: [4] [ 250/1404] eta: 0:00:51 lr: 0.000000 loss: 0.1407 (0.1635) labels_encoder: 0.1407 (0.1635) labels_encoder_unscaled: 0.1407 (0.1635) time: 0.0378 data: 0.0044 max mem: 514
Epoch: [4] [ 300/1404] eta: 0:00:48 lr: 0.000000 loss: 0.1515 (0.1629) labels_encoder: 0.1515 (0.1629) labels_encoder_unscaled: 0.1515 (0.1629) time: 0.0404 data: 0.0014 max mem: 514
Epoch: [4] [ 350/1404] eta: 0:00:46 lr: 0.000000 loss: 0.1497 (0.1623) labels_encoder: 0.1497 (0.1623) labels_encoder_unscaled: 0.1497 (0.1623) time: 0.0382 data: 0.0018 max mem: 514
Epoch: [4] [ 400/1404] eta: 0:00:43 lr: 0.000000 loss: 0.1698 (0.1615) labels_encoder: 0.1698 (0.1615) labels_encoder_unscaled: 0.1698 (0.1615) time: 0.0416 data: 0.0002 max mem: 514
Epoch: [4] [ 450/1404] eta: 0:00:41 lr: 0.000000 loss: 0.1558 (0.1610) labels_encoder: 0.1558 (0.1610) labels_encoder_unscaled: 0.1558 (0.1610) time: 0.0383 data: 0.0002 max mem: 514
Epoch: [4] [ 500/1404] eta: 0:00:38 lr: 0.000000 loss: 0.1492 (0.1610) labels_encoder: 0.1492 (0.1610) labels_encoder_unscaled: 0.1492 (0.1610) time: 0.0382 data: 0.0002 max mem: 514
Epoch: [4] [ 550/1404] eta: 0:00:35 lr: 0.000000 loss: 0.1390 (0.1607) labels_encoder: 0.1390 (0.1607) labels_encoder_unscaled: 0.1390 (0.1607) time: 0.0365 data: 0.0002 max mem: 514
Epoch: [4] [ 600/1404] eta: 0:00:33 lr: 0.000000 loss: 0.1417 (0.1599) labels_encoder: 0.1417 (0.1599) labels_encoder_unscaled: 0.1417 (0.1599) time: 0.0351 data: 0.0002 max mem: 514
Epoch: [4] [ 650/1404] eta: 0:00:31 lr: 0.000000 loss: 0.1508 (0.1595) labels_encoder: 0.1508 (0.1595) labels_encoder_unscaled: 0.1508 (0.1595) time: 0.0364 data: 0.0009 max mem: 514
Epoch: [4] [ 700/1404] eta: 0:00:28 lr: 0.000000 loss: 0.1620 (0.1596) labels_encoder: 0.1620 (0.1596) labels_encoder_unscaled: 0.1620 (0.1596) time: 0.0379 data: 0.0002 max mem: 514
Epoch: [4] [ 750/1404] eta: 0:00:26 lr: 0.000000 loss: 0.1445 (0.1594) labels_encoder: 0.1445 (0.1594) labels_encoder_unscaled: 0.1445 (0.1594) time: 0.0404 data: 0.0002 max mem: 514
Epoch: [4] [ 800/1404] eta: 0:00:24 lr: 0.000000 loss: 0.1578 (0.1594) labels_encoder: 0.1578 (0.1594) labels_encoder_unscaled: 0.1578 (0.1594) time: 0.0400 data: 0.0023 max mem: 514
Epoch: [4] [ 850/1404] eta: 0:00:22 lr: 0.000000 loss: 0.1469 (0.1603) labels_encoder: 0.1469 (0.1603) labels_encoder_unscaled: 0.1469 (0.1603) time: 0.0405 data: 0.0030 max mem: 514
Epoch: [4] [ 900/1404] eta: 0:00:20 lr: 0.000000 loss: 0.1427 (0.1604) labels_encoder: 0.1427 (0.1604) labels_encoder_unscaled: 0.1427 (0.1604) time: 0.0387 data: 0.0015 max mem: 514
Epoch: [4] [ 950/1404] eta: 0:00:18 lr: 0.000000 loss: 0.1431 (0.1601) labels_encoder: 0.1431 (0.1601) labels_encoder_unscaled: 0.1431 (0.1601) time: 0.0379 data: 0.0002 max mem: 514
Epoch: [4] [1000/1404] eta: 0:00:16 lr: 0.000000 loss: 0.1594 (0.1597) labels_encoder: 0.1594 (0.1597) labels_encoder_unscaled: 0.1594 (0.1597) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [4] [1050/1404] eta: 0:00:14 lr: 0.000000 loss: 0.1450 (0.1596) labels_encoder: 0.1450 (0.1596) labels_encoder_unscaled: 0.1450 (0.1596) time: 0.0379 data: 0.0013 max mem: 514
Epoch: [4] [1100/1404] eta: 0:00:12 lr: 0.000000 loss: 0.1527 (0.1599) labels_encoder: 0.1527 (0.1599) labels_encoder_unscaled: 0.1527 (0.1599) time: 0.0394 data: 0.0014 max mem: 514
Epoch: [4] [1150/1404] eta: 0:00:10 lr: 0.000000 loss: 0.1492 (0.1597) labels_encoder: 0.1492 (0.1597) labels_encoder_unscaled: 0.1492 (0.1597) time: 0.0401 data: 0.0002 max mem: 514
Epoch: [4] [1200/1404] eta: 0:00:08 lr: 0.000000 loss: 0.1555 (0.1597) labels_encoder: 0.1555 (0.1597) labels_encoder_unscaled: 0.1555 (0.1597) time: 0.0415 data: 0.0047 max mem: 514
Epoch: [4] [1250/1404] eta: 0:00:06 lr: 0.000000 loss: 0.1606 (0.1600) labels_encoder: 0.1606 (0.1600) labels_encoder_unscaled: 0.1606 (0.1600) time: 0.0376 data: 0.0013 max mem: 514
Epoch: [4] [1300/1404] eta: 0:00:04 lr: 0.000000 loss: 0.1508 (0.1595) labels_encoder: 0.1508 (0.1595) labels_encoder_unscaled: 0.1508 (0.1595) time: 0.0375 data: 0.0003 max mem: 514
Epoch: [4] [1350/1404] eta: 0:00:02 lr: 0.000000 loss: 0.1656 (0.1593) labels_encoder: 0.1656 (0.1593) labels_encoder_unscaled: 0.1656 (0.1593) time: 0.0397 data: 0.0002 max mem: 514
Epoch: [4] [1400/1404] eta: 0:00:00 lr: 0.000000 loss: 0.1470 (0.1595) labels_encoder: 0.1470 (0.1595) labels_encoder_unscaled: 0.1470 (0.1595) time: 0.0368 data: 0.0012 max mem: 514
Epoch: [4] [1403/1404] eta: 0:00:00 lr: 0.000000 loss: 0.1470 (0.1594) labels_encoder: 0.1470 (0.1594) labels_encoder_unscaled: 0.1470 (0.1594) time: 0.0353 data: 0.0012 max mem: 514
Epoch: [4] Total time: 0:00:56 (0.0401 s / it)
Averaged stats: lr: 0.000000 loss: 0.1470 (0.1594) labels_encoder: 0.1470 (0.1594) labels_encoder_unscaled: 0.1470 (0.1594)
Test: [ 0/1613] eta: 0:47:43 loss: 0.1694 (0.1694) labels_encoder: 0.1694 (0.1694) labels_encoder_unscaled: 0.1694 (0.1694) time: 1.7753 data: 1.7581 max mem: 514
Test: [ 50/1613] eta: 0:01:54 loss: 0.2445 (0.5614) labels_encoder: 0.2445 (0.5614) labels_encoder_unscaled: 0.2445 (0.5614) time: 0.0306 data: 0.0109 max mem: 514
Test: [ 100/1613] eta: 0:01:27 loss: 0.1730 (0.4440) labels_encoder: 0.1730 (0.4440) labels_encoder_unscaled: 0.1730 (0.4440) time: 0.0419 data: 0.0282 max mem: 514
Test: [ 150/1613] eta: 0:01:15 loss: 0.4367 (0.4340) labels_encoder: 0.4367 (0.4340) labels_encoder_unscaled: 0.4367 (0.4340) time: 0.0380 data: 0.0243 max mem: 514
Test: [ 200/1613] eta: 0:01:08 loss: 0.7240 (0.4960) labels_encoder: 0.7240 (0.4960) labels_encoder_unscaled: 0.7240 (0.4960) time: 0.0420 data: 0.0270 max mem: 514
Test: [ 250/1613] eta: 0:01:02 loss: 0.2567 (0.5300) labels_encoder: 0.2567 (0.5300) labels_encoder_unscaled: 0.2567 (0.5300) time: 0.0390 data: 0.0230 max mem: 514
Test: [ 300/1613] eta: 0:00:58 loss: 0.2753 (0.5733) labels_encoder: 0.2753 (0.5733) labels_encoder_unscaled: 0.2753 (0.5733) time: 0.0376 data: 0.0222 max mem: 514
Test: [ 350/1613] eta: 0:00:55 loss: 0.6809 (0.5660) labels_encoder: 0.6809 (0.5660) labels_encoder_unscaled: 0.6809 (0.5660) time: 0.0375 data: 0.0224 max mem: 514
Test: [ 400/1613] eta: 0:00:52 loss: 0.4355 (0.6339) labels_encoder: 0.4355 (0.6339) labels_encoder_unscaled: 0.4355 (0.6339) time: 0.0424 data: 0.0264 max mem: 514
Test: [ 450/1613] eta: 0:00:49 loss: 0.5338 (0.6860) labels_encoder: 0.5338 (0.6860) labels_encoder_unscaled: 0.5338 (0.6860) time: 0.0369 data: 0.0207 max mem: 514
Test: [ 500/1613] eta: 0:00:46 loss: 0.1487 (0.6531) labels_encoder: 0.1487 (0.6531) labels_encoder_unscaled: 0.1487 (0.6531) time: 0.0383 data: 0.0231 max mem: 514
Test: [ 550/1613] eta: 0:00:44 loss: 0.5410 (0.6556) labels_encoder: 0.5410 (0.6556) labels_encoder_unscaled: 0.5410 (0.6556) time: 0.0416 data: 0.0264 max mem: 514
Test: [ 600/1613] eta: 0:00:42 loss: 0.6838 (0.6777) labels_encoder: 0.6838 (0.6777) labels_encoder_unscaled: 0.6838 (0.6777) time: 0.0371 data: 0.0231 max mem: 514
Test: [ 650/1613] eta: 0:00:40 loss: 0.3444 (0.6620) labels_encoder: 0.3444 (0.6620) labels_encoder_unscaled: 0.3444 (0.6620) time: 0.0410 data: 0.0209 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.3091 (0.6451) labels_encoder: 0.3091 (0.6451) labels_encoder_unscaled: 0.3091 (0.6451) time: 0.0363 data: 0.0181 max mem: 514
Test: [ 750/1613] eta: 0:00:35 loss: 0.2973 (0.6289) labels_encoder: 0.2973 (0.6289) labels_encoder_unscaled: 0.2973 (0.6289) time: 0.0365 data: 0.0225 max mem: 514
Test: [ 800/1613] eta: 0:00:33 loss: 0.4206 (0.6289) labels_encoder: 0.4206 (0.6289) labels_encoder_unscaled: 0.4206 (0.6289) time: 0.0410 data: 0.0254 max mem: 514
Test: [ 850/1613] eta: 0:00:31 loss: 0.9912 (0.6340) labels_encoder: 0.9912 (0.6340) labels_encoder_unscaled: 0.9912 (0.6340) time: 0.0387 data: 0.0209 max mem: 514
Test: [ 900/1613] eta: 0:00:29 loss: 0.4172 (0.6451) labels_encoder: 0.4172 (0.6451) labels_encoder_unscaled: 0.4172 (0.6451) time: 0.0413 data: 0.0271 max mem: 514
Test: [ 950/1613] eta: 0:00:27 loss: 0.4047 (0.6401) labels_encoder: 0.4047 (0.6401) labels_encoder_unscaled: 0.4047 (0.6401) time: 0.0406 data: 0.0242 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.2792 (0.6318) labels_encoder: 0.2792 (0.6318) labels_encoder_unscaled: 0.2792 (0.6318) time: 0.0406 data: 0.0240 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.4862 (0.6292) labels_encoder: 0.4862 (0.6292) labels_encoder_unscaled: 0.4862 (0.6292) time: 0.0391 data: 0.0241 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.4159 (0.6330) labels_encoder: 0.4159 (0.6330) labels_encoder_unscaled: 0.4159 (0.6330) time: 0.0377 data: 0.0228 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.2843 (0.6252) labels_encoder: 0.2843 (0.6252) labels_encoder_unscaled: 0.2843 (0.6252) time: 0.0365 data: 0.0215 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3293 (0.6283) labels_encoder: 0.3293 (0.6283) labels_encoder_unscaled: 0.3293 (0.6283) time: 0.0368 data: 0.0216 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2549 (0.6312) labels_encoder: 0.2549 (0.6312) labels_encoder_unscaled: 0.2549 (0.6312) time: 0.0442 data: 0.0260 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2121 (0.6281) labels_encoder: 0.2121 (0.6281) labels_encoder_unscaled: 0.2121 (0.6281) time: 0.0367 data: 0.0210 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.5615 (0.6372) labels_encoder: 0.5615 (0.6372) labels_encoder_unscaled: 0.5615 (0.6372) time: 0.0383 data: 0.0225 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6689 (0.6362) labels_encoder: 0.6689 (0.6362) labels_encoder_unscaled: 0.6689 (0.6362) time: 0.0373 data: 0.0227 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.3852 (0.6487) labels_encoder: 0.3852 (0.6487) labels_encoder_unscaled: 0.3852 (0.6487) time: 0.0399 data: 0.0224 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.6072 (0.6612) labels_encoder: 0.6072 (0.6612) labels_encoder_unscaled: 0.6072 (0.6612) time: 0.0381 data: 0.0201 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4741 (0.6590) labels_encoder: 0.4741 (0.6590) labels_encoder_unscaled: 0.4741 (0.6590) time: 0.0395 data: 0.0214 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.5798 (0.6553) labels_encoder: 0.5798 (0.6553) labels_encoder_unscaled: 0.5798 (0.6553) time: 0.0370 data: 0.0197 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.3881 (0.6540) labels_encoder: 0.3881 (0.6540) labels_encoder_unscaled: 0.3881 (0.6540) time: 0.0352 data: 0.0185 max mem: 514
Test: Total time: 0:01:04 (0.0401 s / it)
Averaged stats: loss: 0.3881 (0.6540) labels_encoder: 0.3881 (0.6540) labels_encoder_unscaled: 0.3881 (0.6540)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5737, mcAP: 0.9772
BaseballPitch: 0.2915
BasketballDunk: 0.7464
Billiards: 0.3795
CleanAndJerk: 0.7904
CliffDiving: 0.8254
CricketBowling: 0.3813
CricketShot: 0.2029
Diving: 0.7046
FrisbeeCatch: 0.3446
GolfSwing: 0.5357
HammerThrow: 0.8500
HighJump: 0.5782
JavelinThrow: 0.7055
LongJump: 0.8092
PoleVault: 0.8618
Shotput: 0.7009
SoccerPenalty: 0.3551
TennisSwing: 0.5227
ThrowDiscus: 0.5867
VolleyballSpiking: 0.3018
Training time 0:08:18