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oadtr_b1_recycling_fixed_64_seed5_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:64
hidden_dim:1024
dropout_rate:0.1
numclass:22
classification_x_loss_coef:0.3
classification_h_loss_coef:1
similar_loss_coef:0.1
margin:1.0
dataset:thumos
dataset_file:data/data_info_new.json
frozen_weights:None
thumos_data_path:/home/dancer/mycode/Temporal.Online.Detection/Online.TRN.Pytorch/preprocess/
thumos_anno_path:data/thumos_{}_anno.pickle
remove_difficult:False
device:cuda
output_dir:models
seed:5
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 | 37768 KB | 38308 KB | 73752 KB | 35983 KB |
|---------------------------------------------------------------------------|
| Active memory | 37768 KB | 38308 KB | 73752 KB | 35983 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 55296 KB | 55296 KB | 55296 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 17527 KB | 17527 KB | 70795 KB | 53268 KB |
|---------------------------------------------------------------------------|
| Allocations | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| Active allocs | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 4 | 4 | 4 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 3 | 5 | 312 | 309 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 38674944 39227904 38674944
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1412] eta: 0:41:55 lr: 0.000100 loss: 2.9858 (2.9858) labels_encoder: 2.9858 (2.9858) labels_encoder_unscaled: 2.9858 (2.9858) time: 1.7817 data: 1.6358 max mem: 416
Epoch: [1] [ 50/1412] eta: 0:01:45 lr: 0.000100 loss: 0.5889 (0.8988) labels_encoder: 0.5889 (0.8988) labels_encoder_unscaled: 0.5889 (0.8988) time: 0.0375 data: 0.0002 max mem: 513
Epoch: [1] [ 100/1412] eta: 0:01:18 lr: 0.000100 loss: 0.5800 (0.7240) labels_encoder: 0.5800 (0.7240) labels_encoder_unscaled: 0.5800 (0.7240) time: 0.0412 data: 0.0002 max mem: 513
Epoch: [1] [ 150/1412] eta: 0:01:06 lr: 0.000100 loss: 0.4858 (0.6376) labels_encoder: 0.4858 (0.6376) labels_encoder_unscaled: 0.4858 (0.6376) time: 0.0391 data: 0.0002 max mem: 513
Epoch: [1] [ 200/1412] eta: 0:00:59 lr: 0.000100 loss: 0.4476 (0.5882) labels_encoder: 0.4476 (0.5882) labels_encoder_unscaled: 0.4476 (0.5882) time: 0.0376 data: 0.0002 max mem: 513
Epoch: [1] [ 250/1412] eta: 0:00:55 lr: 0.000100 loss: 0.4206 (0.5547) labels_encoder: 0.4206 (0.5547) labels_encoder_unscaled: 0.4206 (0.5547) time: 0.0382 data: 0.0002 max mem: 513
Epoch: [1] [ 300/1412] eta: 0:00:50 lr: 0.000100 loss: 0.4521 (0.5322) labels_encoder: 0.4521 (0.5322) labels_encoder_unscaled: 0.4521 (0.5322) time: 0.0372 data: 0.0002 max mem: 513
Epoch: [1] [ 350/1412] eta: 0:00:47 lr: 0.000100 loss: 0.3691 (0.5100) labels_encoder: 0.3691 (0.5100) labels_encoder_unscaled: 0.3691 (0.5100) time: 0.0389 data: 0.0002 max mem: 513
Epoch: [1] [ 400/1412] eta: 0:00:44 lr: 0.000100 loss: 0.3986 (0.4938) labels_encoder: 0.3986 (0.4938) labels_encoder_unscaled: 0.3986 (0.4938) time: 0.0400 data: 0.0010 max mem: 513
Epoch: [1] [ 450/1412] eta: 0:00:41 lr: 0.000100 loss: 0.3889 (0.4814) labels_encoder: 0.3889 (0.4814) labels_encoder_unscaled: 0.3889 (0.4814) time: 0.0401 data: 0.0009 max mem: 513
Epoch: [1] [ 500/1412] eta: 0:00:39 lr: 0.000100 loss: 0.3781 (0.4722) labels_encoder: 0.3781 (0.4722) labels_encoder_unscaled: 0.3781 (0.4722) time: 0.0387 data: 0.0017 max mem: 513
Epoch: [1] [ 550/1412] eta: 0:00:36 lr: 0.000100 loss: 0.3542 (0.4607) labels_encoder: 0.3542 (0.4607) labels_encoder_unscaled: 0.3542 (0.4607) time: 0.0385 data: 0.0002 max mem: 513
Epoch: [1] [ 600/1412] eta: 0:00:34 lr: 0.000100 loss: 0.3275 (0.4509) labels_encoder: 0.3275 (0.4509) labels_encoder_unscaled: 0.3275 (0.4509) time: 0.0393 data: 0.0041 max mem: 513
Epoch: [1] [ 650/1412] eta: 0:00:32 lr: 0.000100 loss: 0.3136 (0.4432) labels_encoder: 0.3136 (0.4432) labels_encoder_unscaled: 0.3136 (0.4432) time: 0.0369 data: 0.0008 max mem: 513
Epoch: [1] [ 700/1412] eta: 0:00:29 lr: 0.000100 loss: 0.3468 (0.4359) labels_encoder: 0.3468 (0.4359) labels_encoder_unscaled: 0.3468 (0.4359) time: 0.0375 data: 0.0024 max mem: 513
Epoch: [1] [ 750/1412] eta: 0:00:27 lr: 0.000100 loss: 0.3490 (0.4297) labels_encoder: 0.3490 (0.4297) labels_encoder_unscaled: 0.3490 (0.4297) time: 0.0390 data: 0.0032 max mem: 513
Epoch: [1] [ 800/1412] eta: 0:00:25 lr: 0.000100 loss: 0.2936 (0.4220) labels_encoder: 0.2936 (0.4220) labels_encoder_unscaled: 0.2936 (0.4220) time: 0.0382 data: 0.0026 max mem: 513
Epoch: [1] [ 850/1412] eta: 0:00:23 lr: 0.000100 loss: 0.3023 (0.4159) labels_encoder: 0.3023 (0.4159) labels_encoder_unscaled: 0.3023 (0.4159) time: 0.0396 data: 0.0050 max mem: 513
Epoch: [1] [ 900/1412] eta: 0:00:21 lr: 0.000100 loss: 0.2969 (0.4101) labels_encoder: 0.2969 (0.4101) labels_encoder_unscaled: 0.2969 (0.4101) time: 0.0384 data: 0.0002 max mem: 513
Epoch: [1] [ 950/1412] eta: 0:00:18 lr: 0.000100 loss: 0.3020 (0.4048) labels_encoder: 0.3020 (0.4048) labels_encoder_unscaled: 0.3020 (0.4048) time: 0.0394 data: 0.0021 max mem: 513
Epoch: [1] [1000/1412] eta: 0:00:16 lr: 0.000100 loss: 0.2938 (0.4007) labels_encoder: 0.2938 (0.4007) labels_encoder_unscaled: 0.2938 (0.4007) time: 0.0375 data: 0.0003 max mem: 513
Epoch: [1] [1050/1412] eta: 0:00:14 lr: 0.000100 loss: 0.2748 (0.3964) labels_encoder: 0.2748 (0.3964) labels_encoder_unscaled: 0.2748 (0.3964) time: 0.0379 data: 0.0011 max mem: 513
Epoch: [1] [1100/1412] eta: 0:00:12 lr: 0.000100 loss: 0.3043 (0.3915) labels_encoder: 0.3043 (0.3915) labels_encoder_unscaled: 0.3043 (0.3915) time: 0.0380 data: 0.0002 max mem: 513
Epoch: [1] [1150/1412] eta: 0:00:10 lr: 0.000100 loss: 0.3159 (0.3877) labels_encoder: 0.3159 (0.3877) labels_encoder_unscaled: 0.3159 (0.3877) time: 0.0370 data: 0.0013 max mem: 513
Epoch: [1] [1200/1412] eta: 0:00:08 lr: 0.000100 loss: 0.2646 (0.3836) labels_encoder: 0.2646 (0.3836) labels_encoder_unscaled: 0.2646 (0.3836) time: 0.0385 data: 0.0032 max mem: 513
Epoch: [1] [1250/1412] eta: 0:00:06 lr: 0.000100 loss: 0.2737 (0.3808) labels_encoder: 0.2737 (0.3808) labels_encoder_unscaled: 0.2737 (0.3808) time: 0.0389 data: 0.0013 max mem: 513
Epoch: [1] [1300/1412] eta: 0:00:04 lr: 0.000100 loss: 0.2712 (0.3776) labels_encoder: 0.2712 (0.3776) labels_encoder_unscaled: 0.2712 (0.3776) time: 0.0402 data: 0.0010 max mem: 513
Epoch: [1] [1350/1412] eta: 0:00:02 lr: 0.000100 loss: 0.2912 (0.3751) labels_encoder: 0.2912 (0.3751) labels_encoder_unscaled: 0.2912 (0.3751) time: 0.0426 data: 0.0031 max mem: 513
Epoch: [1] [1400/1412] eta: 0:00:00 lr: 0.000100 loss: 0.2787 (0.3717) labels_encoder: 0.2787 (0.3717) labels_encoder_unscaled: 0.2787 (0.3717) time: 0.0390 data: 0.0004 max mem: 513
Epoch: [1] [1411/1412] eta: 0:00:00 lr: 0.000100 loss: 0.3149 (0.3717) labels_encoder: 0.3149 (0.3717) labels_encoder_unscaled: 0.3149 (0.3717) time: 0.0387 data: 0.0003 max mem: 513
Epoch: [1] Total time: 0:00:57 (0.0406 s / it)
Averaged stats: lr: 0.000100 loss: 0.3149 (0.3717) labels_encoder: 0.3149 (0.3717) labels_encoder_unscaled: 0.3149 (0.3717)
Test: [ 0/1613] eta: 0:38:52 loss: 0.6418 (0.6418) labels_encoder: 0.6418 (0.6418) labels_encoder_unscaled: 0.6418 (0.6418) time: 1.4460 data: 1.4250 max mem: 513
Test: [ 50/1613] eta: 0:01:39 loss: 0.3956 (0.6835) labels_encoder: 0.3956 (0.6835) labels_encoder_unscaled: 0.3956 (0.6835) time: 0.0318 data: 0.0140 max mem: 513
Test: [ 100/1613] eta: 0:01:15 loss: 0.1681 (0.5646) labels_encoder: 0.1681 (0.5646) labels_encoder_unscaled: 0.1681 (0.5646) time: 0.0366 data: 0.0205 max mem: 513
Test: [ 150/1613] eta: 0:01:06 loss: 0.4462 (0.5620) labels_encoder: 0.4462 (0.5620) labels_encoder_unscaled: 0.4462 (0.5620) time: 0.0366 data: 0.0195 max mem: 513
Test: [ 200/1613] eta: 0:01:01 loss: 1.0504 (0.6948) labels_encoder: 1.0504 (0.6948) labels_encoder_unscaled: 1.0504 (0.6948) time: 0.0360 data: 0.0206 max mem: 513
Test: [ 250/1613] eta: 0:00:57 loss: 0.5625 (0.7430) labels_encoder: 0.5625 (0.7430) labels_encoder_unscaled: 0.5625 (0.7430) time: 0.0387 data: 0.0240 max mem: 513
Test: [ 300/1613] eta: 0:00:54 loss: 0.5918 (0.7905) labels_encoder: 0.5918 (0.7905) labels_encoder_unscaled: 0.5918 (0.7905) time: 0.0361 data: 0.0207 max mem: 513
Test: [ 350/1613] eta: 0:00:51 loss: 0.8447 (0.7803) labels_encoder: 0.8447 (0.7803) labels_encoder_unscaled: 0.8447 (0.7803) time: 0.0368 data: 0.0215 max mem: 513
Test: [ 400/1613] eta: 0:00:49 loss: 0.7799 (0.8326) labels_encoder: 0.7799 (0.8326) labels_encoder_unscaled: 0.7799 (0.8326) time: 0.0401 data: 0.0245 max mem: 513
Test: [ 450/1613] eta: 0:00:46 loss: 0.8131 (0.8950) labels_encoder: 0.8131 (0.8950) labels_encoder_unscaled: 0.8131 (0.8950) time: 0.0374 data: 0.0223 max mem: 513
Test: [ 500/1613] eta: 0:00:44 loss: 0.2316 (0.8430) labels_encoder: 0.2316 (0.8430) labels_encoder_unscaled: 0.2316 (0.8430) time: 0.0375 data: 0.0213 max mem: 513
Test: [ 550/1613] eta: 0:00:42 loss: 0.7516 (0.8523) labels_encoder: 0.7516 (0.8523) labels_encoder_unscaled: 0.7516 (0.8523) time: 0.0382 data: 0.0217 max mem: 513
Test: [ 600/1613] eta: 0:00:40 loss: 0.9147 (0.8574) labels_encoder: 0.9147 (0.8574) labels_encoder_unscaled: 0.9147 (0.8574) time: 0.0301 data: 0.0110 max mem: 513
Test: [ 650/1613] eta: 0:00:38 loss: 0.4303 (0.8413) labels_encoder: 0.4303 (0.8413) labels_encoder_unscaled: 0.4303 (0.8413) time: 0.0360 data: 0.0190 max mem: 513
Test: [ 700/1613] eta: 0:00:35 loss: 0.3383 (0.8144) labels_encoder: 0.3383 (0.8144) labels_encoder_unscaled: 0.3383 (0.8144) time: 0.0368 data: 0.0220 max mem: 513
Test: [ 750/1613] eta: 0:00:33 loss: 0.3529 (0.7875) labels_encoder: 0.3529 (0.7875) labels_encoder_unscaled: 0.3529 (0.7875) time: 0.0363 data: 0.0195 max mem: 513
Test: [ 800/1613] eta: 0:00:31 loss: 0.6390 (0.7920) labels_encoder: 0.6390 (0.7920) labels_encoder_unscaled: 0.6390 (0.7920) time: 0.0380 data: 0.0207 max mem: 513
Test: [ 850/1613] eta: 0:00:29 loss: 0.9256 (0.7878) labels_encoder: 0.9256 (0.7878) labels_encoder_unscaled: 0.9256 (0.7878) time: 0.0385 data: 0.0246 max mem: 513
Test: [ 900/1613] eta: 0:00:27 loss: 0.6837 (0.7901) labels_encoder: 0.6837 (0.7901) labels_encoder_unscaled: 0.6837 (0.7901) time: 0.0368 data: 0.0217 max mem: 513
Test: [ 950/1613] eta: 0:00:25 loss: 0.4964 (0.7787) labels_encoder: 0.4964 (0.7787) labels_encoder_unscaled: 0.4964 (0.7787) time: 0.0371 data: 0.0215 max mem: 513
Test: [1000/1613] eta: 0:00:23 loss: 0.4528 (0.7674) labels_encoder: 0.4528 (0.7674) labels_encoder_unscaled: 0.4528 (0.7674) time: 0.0368 data: 0.0214 max mem: 513
Test: [1050/1613] eta: 0:00:21 loss: 0.8027 (0.7717) labels_encoder: 0.8027 (0.7717) labels_encoder_unscaled: 0.8027 (0.7717) time: 0.0392 data: 0.0214 max mem: 513
Test: [1100/1613] eta: 0:00:19 loss: 0.4054 (0.7622) labels_encoder: 0.4054 (0.7622) labels_encoder_unscaled: 0.4054 (0.7622) time: 0.0389 data: 0.0228 max mem: 513
Test: [1150/1613] eta: 0:00:17 loss: 0.3593 (0.7498) labels_encoder: 0.3593 (0.7498) labels_encoder_unscaled: 0.3593 (0.7498) time: 0.0424 data: 0.0270 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.3213 (0.7470) labels_encoder: 0.3213 (0.7470) labels_encoder_unscaled: 0.3213 (0.7470) time: 0.0372 data: 0.0223 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.5386 (0.7508) labels_encoder: 0.5386 (0.7508) labels_encoder_unscaled: 0.5386 (0.7508) time: 0.0376 data: 0.0228 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.3538 (0.7488) labels_encoder: 0.3538 (0.7488) labels_encoder_unscaled: 0.3538 (0.7488) time: 0.0396 data: 0.0227 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.8313 (0.7549) labels_encoder: 0.8313 (0.7549) labels_encoder_unscaled: 0.8313 (0.7549) time: 0.0372 data: 0.0222 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.7131 (0.7576) labels_encoder: 0.7131 (0.7576) labels_encoder_unscaled: 0.7131 (0.7576) time: 0.0371 data: 0.0213 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3853 (0.7643) labels_encoder: 0.3853 (0.7643) labels_encoder_unscaled: 0.3853 (0.7643) time: 0.0407 data: 0.0237 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.5457 (0.7703) labels_encoder: 0.5457 (0.7703) labels_encoder_unscaled: 0.5457 (0.7703) time: 0.0389 data: 0.0230 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.6274 (0.7652) labels_encoder: 0.6274 (0.7652) labels_encoder_unscaled: 0.6274 (0.7652) time: 0.0378 data: 0.0219 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.3984 (0.7634) labels_encoder: 0.3984 (0.7634) labels_encoder_unscaled: 0.3984 (0.7634) time: 0.0384 data: 0.0227 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.1989 (0.7610) labels_encoder: 0.1989 (0.7610) labels_encoder_unscaled: 0.1989 (0.7610) time: 0.0354 data: 0.0199 max mem: 513
Test: Total time: 0:01:02 (0.0390 s / it)
Averaged stats: loss: 0.1989 (0.7610) labels_encoder: 0.1989 (0.7610) labels_encoder_unscaled: 0.1989 (0.7610)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.4896, mcAP: 0.9666
BaseballPitch: 0.2576
BasketballDunk: 0.6899
Billiards: 0.2831
CleanAndJerk: 0.7183
CliffDiving: 0.6847
CricketBowling: 0.3791
CricketShot: 0.0677
Diving: 0.5394
FrisbeeCatch: 0.2976
GolfSwing: 0.4122
HammerThrow: 0.7971
HighJump: 0.5039
JavelinThrow: 0.6499
LongJump: 0.7860
PoleVault: 0.8486
Shotput: 0.6301
SoccerPenalty: 0.2105
TennisSwing: 0.2886
ThrowDiscus: 0.5790
VolleyballSpiking: 0.1679
Epoch: [2] [ 0/1412] eta: 0:36:13 lr: 0.000010 loss: 0.3093 (0.3093) labels_encoder: 0.3093 (0.3093) labels_encoder_unscaled: 0.3093 (0.3093) time: 1.5394 data: 1.4994 max mem: 513
Epoch: [2] [ 50/1412] eta: 0:01:41 lr: 0.000010 loss: 0.2572 (0.2952) labels_encoder: 0.2572 (0.2952) labels_encoder_unscaled: 0.2572 (0.2952) time: 0.0359 data: 0.0002 max mem: 513
Epoch: [2] [ 100/1412] eta: 0:01:14 lr: 0.000010 loss: 0.2695 (0.2795) labels_encoder: 0.2695 (0.2795) labels_encoder_unscaled: 0.2695 (0.2795) time: 0.0382 data: 0.0023 max mem: 513
Epoch: [2] [ 150/1412] eta: 0:01:03 lr: 0.000010 loss: 0.2362 (0.2674) labels_encoder: 0.2362 (0.2674) labels_encoder_unscaled: 0.2362 (0.2674) time: 0.0376 data: 0.0002 max mem: 513
Epoch: [2] [ 200/1412] eta: 0:00:57 lr: 0.000010 loss: 0.2114 (0.2571) labels_encoder: 0.2114 (0.2571) labels_encoder_unscaled: 0.2114 (0.2571) time: 0.0402 data: 0.0009 max mem: 513
Epoch: [2] [ 250/1412] eta: 0:00:53 lr: 0.000010 loss: 0.2076 (0.2500) labels_encoder: 0.2076 (0.2500) labels_encoder_unscaled: 0.2076 (0.2500) time: 0.0385 data: 0.0017 max mem: 513
Epoch: [2] [ 300/1412] eta: 0:00:50 lr: 0.000010 loss: 0.2263 (0.2452) labels_encoder: 0.2263 (0.2452) labels_encoder_unscaled: 0.2263 (0.2452) time: 0.0396 data: 0.0043 max mem: 513
Epoch: [2] [ 350/1412] eta: 0:00:46 lr: 0.000010 loss: 0.2022 (0.2403) labels_encoder: 0.2022 (0.2403) labels_encoder_unscaled: 0.2022 (0.2403) time: 0.0367 data: 0.0002 max mem: 513
Epoch: [2] [ 400/1412] eta: 0:00:43 lr: 0.000010 loss: 0.2069 (0.2363) labels_encoder: 0.2069 (0.2363) labels_encoder_unscaled: 0.2069 (0.2363) time: 0.0399 data: 0.0002 max mem: 513
Epoch: [2] [ 450/1412] eta: 0:00:41 lr: 0.000010 loss: 0.1780 (0.2320) labels_encoder: 0.1780 (0.2320) labels_encoder_unscaled: 0.1780 (0.2320) time: 0.0439 data: 0.0056 max mem: 513
Epoch: [2] [ 500/1412] eta: 0:00:39 lr: 0.000010 loss: 0.2136 (0.2306) labels_encoder: 0.2136 (0.2306) labels_encoder_unscaled: 0.2136 (0.2306) time: 0.0497 data: 0.0138 max mem: 513
Epoch: [2] [ 550/1412] eta: 0:00:36 lr: 0.000010 loss: 0.1961 (0.2284) labels_encoder: 0.1961 (0.2284) labels_encoder_unscaled: 0.1961 (0.2284) time: 0.0397 data: 0.0001 max mem: 513
Epoch: [2] [ 600/1412] eta: 0:00:34 lr: 0.000010 loss: 0.1820 (0.2261) labels_encoder: 0.1820 (0.2261) labels_encoder_unscaled: 0.1820 (0.2261) time: 0.0388 data: 0.0002 max mem: 513
Epoch: [2] [ 650/1412] eta: 0:00:32 lr: 0.000010 loss: 0.1787 (0.2243) labels_encoder: 0.1787 (0.2243) labels_encoder_unscaled: 0.1787 (0.2243) time: 0.0378 data: 0.0030 max mem: 513
Epoch: [2] [ 700/1412] eta: 0:00:29 lr: 0.000010 loss: 0.1860 (0.2226) labels_encoder: 0.1860 (0.2226) labels_encoder_unscaled: 0.1860 (0.2226) time: 0.0362 data: 0.0003 max mem: 513
Epoch: [2] [ 750/1412] eta: 0:00:27 lr: 0.000010 loss: 0.2127 (0.2217) labels_encoder: 0.2127 (0.2217) labels_encoder_unscaled: 0.2127 (0.2217) time: 0.0361 data: 0.0011 max mem: 513
Epoch: [2] [ 800/1412] eta: 0:00:25 lr: 0.000010 loss: 0.2113 (0.2206) labels_encoder: 0.2113 (0.2206) labels_encoder_unscaled: 0.2113 (0.2206) time: 0.0381 data: 0.0099 max mem: 513
Epoch: [2] [ 850/1412] eta: 0:00:23 lr: 0.000010 loss: 0.2013 (0.2201) labels_encoder: 0.2013 (0.2201) labels_encoder_unscaled: 0.2013 (0.2201) time: 0.0407 data: 0.0122 max mem: 513
Epoch: [2] [ 900/1412] eta: 0:00:21 lr: 0.000010 loss: 0.1958 (0.2195) labels_encoder: 0.1958 (0.2195) labels_encoder_unscaled: 0.1958 (0.2195) time: 0.0406 data: 0.0110 max mem: 513
Epoch: [2] [ 950/1412] eta: 0:00:19 lr: 0.000010 loss: 0.1932 (0.2186) labels_encoder: 0.1932 (0.2186) labels_encoder_unscaled: 0.1932 (0.2186) time: 0.0387 data: 0.0105 max mem: 513
Epoch: [2] [1000/1412] eta: 0:00:17 lr: 0.000010 loss: 0.2036 (0.2178) labels_encoder: 0.2036 (0.2178) labels_encoder_unscaled: 0.2036 (0.2178) time: 0.0442 data: 0.0144 max mem: 513
Epoch: [2] [1050/1412] eta: 0:00:14 lr: 0.000010 loss: 0.1791 (0.2166) labels_encoder: 0.1791 (0.2166) labels_encoder_unscaled: 0.1791 (0.2166) time: 0.0415 data: 0.0103 max mem: 513
Epoch: [2] [1100/1412] eta: 0:00:12 lr: 0.000010 loss: 0.1760 (0.2156) labels_encoder: 0.1760 (0.2156) labels_encoder_unscaled: 0.1760 (0.2156) time: 0.0372 data: 0.0010 max mem: 513
Epoch: [2] [1150/1412] eta: 0:00:10 lr: 0.000010 loss: 0.1903 (0.2149) labels_encoder: 0.1903 (0.2149) labels_encoder_unscaled: 0.1903 (0.2149) time: 0.0383 data: 0.0011 max mem: 513
Epoch: [2] [1200/1412] eta: 0:00:08 lr: 0.000010 loss: 0.1977 (0.2142) labels_encoder: 0.1977 (0.2142) labels_encoder_unscaled: 0.1977 (0.2142) time: 0.0376 data: 0.0030 max mem: 513
Epoch: [2] [1250/1412] eta: 0:00:06 lr: 0.000010 loss: 0.2003 (0.2136) labels_encoder: 0.2003 (0.2136) labels_encoder_unscaled: 0.2003 (0.2136) time: 0.0385 data: 0.0044 max mem: 513
Epoch: [2] [1300/1412] eta: 0:00:04 lr: 0.000010 loss: 0.1797 (0.2129) labels_encoder: 0.1797 (0.2129) labels_encoder_unscaled: 0.1797 (0.2129) time: 0.0375 data: 0.0013 max mem: 513
Epoch: [2] [1350/1412] eta: 0:00:02 lr: 0.000010 loss: 0.1914 (0.2123) labels_encoder: 0.1914 (0.2123) labels_encoder_unscaled: 0.1914 (0.2123) time: 0.0417 data: 0.0070 max mem: 513
Epoch: [2] [1400/1412] eta: 0:00:00 lr: 0.000010 loss: 0.2026 (0.2119) labels_encoder: 0.2026 (0.2119) labels_encoder_unscaled: 0.2026 (0.2119) time: 0.0413 data: 0.0087 max mem: 513
Epoch: [2] [1411/1412] eta: 0:00:00 lr: 0.000010 loss: 0.1890 (0.2116) labels_encoder: 0.1890 (0.2116) labels_encoder_unscaled: 0.1890 (0.2116) time: 0.0406 data: 0.0086 max mem: 513
Epoch: [2] Total time: 0:00:57 (0.0409 s / it)
Averaged stats: lr: 0.000010 loss: 0.1890 (0.2116) labels_encoder: 0.1890 (0.2116) labels_encoder_unscaled: 0.1890 (0.2116)
Test: [ 0/1613] eta: 0:37:31 loss: 0.2482 (0.2482) labels_encoder: 0.2482 (0.2482) labels_encoder_unscaled: 0.2482 (0.2482) time: 1.3956 data: 1.3780 max mem: 513
Test: [ 50/1613] eta: 0:01:40 loss: 0.3156 (0.6824) labels_encoder: 0.3156 (0.6824) labels_encoder_unscaled: 0.3156 (0.6824) time: 0.0357 data: 0.0179 max mem: 513
Test: [ 100/1613] eta: 0:01:17 loss: 0.0863 (0.5004) labels_encoder: 0.0863 (0.5004) labels_encoder_unscaled: 0.0863 (0.5004) time: 0.0377 data: 0.0212 max mem: 513
Test: [ 150/1613] eta: 0:01:07 loss: 0.2136 (0.4561) labels_encoder: 0.2136 (0.4561) labels_encoder_unscaled: 0.2136 (0.4561) time: 0.0365 data: 0.0205 max mem: 513
Test: [ 200/1613] eta: 0:01:02 loss: 0.7521 (0.5219) labels_encoder: 0.7521 (0.5219) labels_encoder_unscaled: 0.7521 (0.5219) time: 0.0393 data: 0.0238 max mem: 513
Test: [ 250/1613] eta: 0:00:59 loss: 0.2741 (0.5768) labels_encoder: 0.2741 (0.5768) labels_encoder_unscaled: 0.2741 (0.5768) time: 0.0370 data: 0.0217 max mem: 513
Test: [ 300/1613] eta: 0:00:55 loss: 0.3968 (0.6293) labels_encoder: 0.3968 (0.6293) labels_encoder_unscaled: 0.3968 (0.6293) time: 0.0375 data: 0.0213 max mem: 513
Test: [ 350/1613] eta: 0:00:53 loss: 0.9048 (0.6303) labels_encoder: 0.9048 (0.6303) labels_encoder_unscaled: 0.9048 (0.6303) time: 0.0373 data: 0.0216 max mem: 513
Test: [ 400/1613] eta: 0:00:50 loss: 0.4355 (0.6941) labels_encoder: 0.4355 (0.6941) labels_encoder_unscaled: 0.4355 (0.6941) time: 0.0383 data: 0.0182 max mem: 513
Test: [ 450/1613] eta: 0:00:48 loss: 0.5567 (0.7473) labels_encoder: 0.5567 (0.7473) labels_encoder_unscaled: 0.5567 (0.7473) time: 0.0412 data: 0.0272 max mem: 513
Test: [ 500/1613] eta: 0:00:45 loss: 0.2055 (0.7130) labels_encoder: 0.2055 (0.7130) labels_encoder_unscaled: 0.2055 (0.7130) time: 0.0312 data: 0.0132 max mem: 513
Test: [ 550/1613] eta: 0:00:43 loss: 0.4187 (0.7142) labels_encoder: 0.4187 (0.7142) labels_encoder_unscaled: 0.4187 (0.7142) time: 0.0383 data: 0.0220 max mem: 513
Test: [ 600/1613] eta: 0:00:40 loss: 0.7753 (0.7369) labels_encoder: 0.7753 (0.7369) labels_encoder_unscaled: 0.7753 (0.7369) time: 0.0360 data: 0.0203 max mem: 513
Test: [ 650/1613] eta: 0:00:38 loss: 0.4772 (0.7192) labels_encoder: 0.4772 (0.7192) labels_encoder_unscaled: 0.4772 (0.7192) time: 0.0384 data: 0.0216 max mem: 513
Test: [ 700/1613] eta: 0:00:36 loss: 0.2745 (0.7062) labels_encoder: 0.2745 (0.7062) labels_encoder_unscaled: 0.2745 (0.7062) time: 0.0398 data: 0.0229 max mem: 513
Test: [ 750/1613] eta: 0:00:34 loss: 0.4234 (0.6927) labels_encoder: 0.4234 (0.6927) labels_encoder_unscaled: 0.4234 (0.6927) time: 0.0413 data: 0.0273 max mem: 513
Test: [ 800/1613] eta: 0:00:32 loss: 0.6551 (0.6946) labels_encoder: 0.6551 (0.6946) labels_encoder_unscaled: 0.6551 (0.6946) time: 0.0378 data: 0.0226 max mem: 513
Test: [ 850/1613] eta: 0:00:30 loss: 1.1076 (0.7012) labels_encoder: 1.1076 (0.7012) labels_encoder_unscaled: 1.1076 (0.7012) time: 0.0374 data: 0.0213 max mem: 513
Test: [ 900/1613] eta: 0:00:28 loss: 0.5204 (0.7120) labels_encoder: 0.5204 (0.7120) labels_encoder_unscaled: 0.5204 (0.7120) time: 0.0373 data: 0.0216 max mem: 513
Test: [ 950/1613] eta: 0:00:26 loss: 0.7049 (0.7128) labels_encoder: 0.7049 (0.7128) labels_encoder_unscaled: 0.7049 (0.7128) time: 0.0375 data: 0.0211 max mem: 513
Test: [1000/1613] eta: 0:00:24 loss: 0.3878 (0.7061) labels_encoder: 0.3878 (0.7061) labels_encoder_unscaled: 0.3878 (0.7061) time: 0.0365 data: 0.0210 max mem: 513
Test: [1050/1613] eta: 0:00:22 loss: 0.5770 (0.7038) labels_encoder: 0.5770 (0.7038) labels_encoder_unscaled: 0.5770 (0.7038) time: 0.0367 data: 0.0216 max mem: 513
Test: [1100/1613] eta: 0:00:20 loss: 0.5732 (0.7109) labels_encoder: 0.5732 (0.7109) labels_encoder_unscaled: 0.5732 (0.7109) time: 0.0381 data: 0.0232 max mem: 513
Test: [1150/1613] eta: 0:00:18 loss: 0.3424 (0.6995) labels_encoder: 0.3424 (0.6995) labels_encoder_unscaled: 0.3424 (0.6995) time: 0.0423 data: 0.0274 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.4327 (0.7010) labels_encoder: 0.4327 (0.7010) labels_encoder_unscaled: 0.4327 (0.7010) time: 0.0375 data: 0.0231 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.3182 (0.7047) labels_encoder: 0.3182 (0.7047) labels_encoder_unscaled: 0.3182 (0.7047) time: 0.0376 data: 0.0200 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.3438 (0.7012) labels_encoder: 0.3438 (0.7012) labels_encoder_unscaled: 0.3438 (0.7012) time: 0.0368 data: 0.0216 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.5620 (0.7128) labels_encoder: 0.5620 (0.7128) labels_encoder_unscaled: 0.5620 (0.7128) time: 0.0370 data: 0.0224 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.7836 (0.7130) labels_encoder: 0.7836 (0.7130) labels_encoder_unscaled: 0.7836 (0.7130) time: 0.0370 data: 0.0225 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3653 (0.7275) labels_encoder: 0.3653 (0.7275) labels_encoder_unscaled: 0.3653 (0.7275) time: 0.0395 data: 0.0224 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.5066 (0.7349) labels_encoder: 0.5066 (0.7349) labels_encoder_unscaled: 0.5066 (0.7349) time: 0.0417 data: 0.0237 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.6269 (0.7330) labels_encoder: 0.6269 (0.7330) labels_encoder_unscaled: 0.6269 (0.7330) time: 0.0363 data: 0.0192 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.6830 (0.7287) labels_encoder: 0.6830 (0.7287) labels_encoder_unscaled: 0.6830 (0.7287) time: 0.0406 data: 0.0259 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.3672 (0.7276) labels_encoder: 0.3672 (0.7276) labels_encoder_unscaled: 0.3672 (0.7276) time: 0.0358 data: 0.0221 max mem: 513
Test: Total time: 0:01:03 (0.0394 s / it)
Averaged stats: loss: 0.3672 (0.7276) labels_encoder: 0.3672 (0.7276) labels_encoder_unscaled: 0.3672 (0.7276)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5397, mcAP: 0.9721
BaseballPitch: 0.2357
BasketballDunk: 0.7346
Billiards: 0.4018
CleanAndJerk: 0.7288
CliffDiving: 0.7887
CricketBowling: 0.3635
CricketShot: 0.1534
Diving: 0.6575
FrisbeeCatch: 0.2753
GolfSwing: 0.4847
HammerThrow: 0.8297
HighJump: 0.5493
JavelinThrow: 0.6861
LongJump: 0.8067
PoleVault: 0.8522
Shotput: 0.6281
SoccerPenalty: 0.3095
TennisSwing: 0.4163
ThrowDiscus: 0.6252
VolleyballSpiking: 0.2667
Epoch: [3] [ 0/1412] eta: 0:34:20 lr: 0.000001 loss: 0.2129 (0.2129) labels_encoder: 0.2129 (0.2129) labels_encoder_unscaled: 0.2129 (0.2129) time: 1.4590 data: 1.4188 max mem: 513
Epoch: [3] [ 50/1412] eta: 0:01:32 lr: 0.000001 loss: 0.1881 (0.2040) labels_encoder: 0.1881 (0.2040) labels_encoder_unscaled: 0.1881 (0.2040) time: 0.0379 data: 0.0002 max mem: 513
Epoch: [3] [ 100/1412] eta: 0:01:09 lr: 0.000001 loss: 0.1838 (0.1983) labels_encoder: 0.1838 (0.1983) labels_encoder_unscaled: 0.1838 (0.1983) time: 0.0375 data: 0.0002 max mem: 513
Epoch: [3] [ 150/1412] eta: 0:01:01 lr: 0.000001 loss: 0.1931 (0.1925) labels_encoder: 0.1931 (0.1925) labels_encoder_unscaled: 0.1931 (0.1925) time: 0.0388 data: 0.0002 max mem: 513
Epoch: [3] [ 200/1412] eta: 0:00:55 lr: 0.000001 loss: 0.1852 (0.1912) labels_encoder: 0.1852 (0.1912) labels_encoder_unscaled: 0.1852 (0.1912) time: 0.0411 data: 0.0012 max mem: 513
Epoch: [3] [ 250/1412] eta: 0:00:51 lr: 0.000001 loss: 0.1759 (0.1877) labels_encoder: 0.1759 (0.1877) labels_encoder_unscaled: 0.1759 (0.1877) time: 0.0413 data: 0.0070 max mem: 513
Epoch: [3] [ 300/1412] eta: 0:00:48 lr: 0.000001 loss: 0.1798 (0.1867) labels_encoder: 0.1798 (0.1867) labels_encoder_unscaled: 0.1798 (0.1867) time: 0.0396 data: 0.0002 max mem: 513
Epoch: [3] [ 350/1412] eta: 0:00:45 lr: 0.000001 loss: 0.1959 (0.1862) labels_encoder: 0.1959 (0.1862) labels_encoder_unscaled: 0.1959 (0.1862) time: 0.0379 data: 0.0002 max mem: 513
Epoch: [3] [ 400/1412] eta: 0:00:43 lr: 0.000001 loss: 0.1714 (0.1859) labels_encoder: 0.1714 (0.1859) labels_encoder_unscaled: 0.1714 (0.1859) time: 0.0455 data: 0.0141 max mem: 513
Epoch: [3] [ 450/1412] eta: 0:00:40 lr: 0.000001 loss: 0.1710 (0.1860) labels_encoder: 0.1710 (0.1860) labels_encoder_unscaled: 0.1710 (0.1860) time: 0.0375 data: 0.0002 max mem: 513
Epoch: [3] [ 500/1412] eta: 0:00:38 lr: 0.000001 loss: 0.1796 (0.1860) labels_encoder: 0.1796 (0.1860) labels_encoder_unscaled: 0.1796 (0.1860) time: 0.0409 data: 0.0092 max mem: 513
Epoch: [3] [ 550/1412] eta: 0:00:35 lr: 0.000001 loss: 0.1595 (0.1845) labels_encoder: 0.1595 (0.1845) labels_encoder_unscaled: 0.1595 (0.1845) time: 0.0392 data: 0.0008 max mem: 513
Epoch: [3] [ 600/1412] eta: 0:00:33 lr: 0.000001 loss: 0.1677 (0.1847) labels_encoder: 0.1677 (0.1847) labels_encoder_unscaled: 0.1677 (0.1847) time: 0.0375 data: 0.0010 max mem: 513
Epoch: [3] [ 650/1412] eta: 0:00:31 lr: 0.000001 loss: 0.1758 (0.1846) labels_encoder: 0.1758 (0.1846) labels_encoder_unscaled: 0.1758 (0.1846) time: 0.0374 data: 0.0015 max mem: 513
Epoch: [3] [ 700/1412] eta: 0:00:29 lr: 0.000001 loss: 0.1717 (0.1845) labels_encoder: 0.1717 (0.1845) labels_encoder_unscaled: 0.1717 (0.1845) time: 0.0431 data: 0.0093 max mem: 513
Epoch: [3] [ 750/1412] eta: 0:00:27 lr: 0.000001 loss: 0.1640 (0.1842) labels_encoder: 0.1640 (0.1842) labels_encoder_unscaled: 0.1640 (0.1842) time: 0.0432 data: 0.0075 max mem: 513
Epoch: [3] [ 800/1412] eta: 0:00:25 lr: 0.000001 loss: 0.1859 (0.1845) labels_encoder: 0.1859 (0.1845) labels_encoder_unscaled: 0.1859 (0.1845) time: 0.0365 data: 0.0002 max mem: 513
Epoch: [3] [ 850/1412] eta: 0:00:23 lr: 0.000001 loss: 0.1892 (0.1839) labels_encoder: 0.1892 (0.1839) labels_encoder_unscaled: 0.1892 (0.1839) time: 0.0409 data: 0.0002 max mem: 513
Epoch: [3] [ 900/1412] eta: 0:00:20 lr: 0.000001 loss: 0.1853 (0.1837) labels_encoder: 0.1853 (0.1837) labels_encoder_unscaled: 0.1853 (0.1837) time: 0.0374 data: 0.0038 max mem: 513
Epoch: [3] [ 950/1412] eta: 0:00:18 lr: 0.000001 loss: 0.1981 (0.1840) labels_encoder: 0.1981 (0.1840) labels_encoder_unscaled: 0.1981 (0.1840) time: 0.0380 data: 0.0058 max mem: 513
Epoch: [3] [1000/1412] eta: 0:00:16 lr: 0.000001 loss: 0.1638 (0.1835) labels_encoder: 0.1638 (0.1835) labels_encoder_unscaled: 0.1638 (0.1835) time: 0.0397 data: 0.0097 max mem: 513
Epoch: [3] [1050/1412] eta: 0:00:14 lr: 0.000001 loss: 0.1635 (0.1831) labels_encoder: 0.1635 (0.1831) labels_encoder_unscaled: 0.1635 (0.1831) time: 0.0413 data: 0.0092 max mem: 513
Epoch: [3] [1100/1412] eta: 0:00:12 lr: 0.000001 loss: 0.1718 (0.1828) labels_encoder: 0.1718 (0.1828) labels_encoder_unscaled: 0.1718 (0.1828) time: 0.0417 data: 0.0059 max mem: 513
Epoch: [3] [1150/1412] eta: 0:00:10 lr: 0.000001 loss: 0.1881 (0.1829) labels_encoder: 0.1881 (0.1829) labels_encoder_unscaled: 0.1881 (0.1829) time: 0.0392 data: 0.0002 max mem: 513
Epoch: [3] [1200/1412] eta: 0:00:08 lr: 0.000001 loss: 0.1845 (0.1825) labels_encoder: 0.1845 (0.1825) labels_encoder_unscaled: 0.1845 (0.1825) time: 0.0393 data: 0.0013 max mem: 513
Epoch: [3] [1250/1412] eta: 0:00:06 lr: 0.000001 loss: 0.1616 (0.1824) labels_encoder: 0.1616 (0.1824) labels_encoder_unscaled: 0.1616 (0.1824) time: 0.0388 data: 0.0082 max mem: 513
Epoch: [3] [1300/1412] eta: 0:00:04 lr: 0.000001 loss: 0.1769 (0.1823) labels_encoder: 0.1769 (0.1823) labels_encoder_unscaled: 0.1769 (0.1823) time: 0.0399 data: 0.0013 max mem: 513
Epoch: [3] [1350/1412] eta: 0:00:02 lr: 0.000001 loss: 0.1767 (0.1821) labels_encoder: 0.1767 (0.1821) labels_encoder_unscaled: 0.1767 (0.1821) time: 0.0367 data: 0.0026 max mem: 513
Epoch: [3] [1400/1412] eta: 0:00:00 lr: 0.000001 loss: 0.1689 (0.1819) labels_encoder: 0.1689 (0.1819) labels_encoder_unscaled: 0.1689 (0.1819) time: 0.0416 data: 0.0122 max mem: 513
Epoch: [3] [1411/1412] eta: 0:00:00 lr: 0.000001 loss: 0.1684 (0.1818) labels_encoder: 0.1684 (0.1818) labels_encoder_unscaled: 0.1684 (0.1818) time: 0.0423 data: 0.0096 max mem: 513
Epoch: [3] Total time: 0:00:57 (0.0409 s / it)
Averaged stats: lr: 0.000001 loss: 0.1684 (0.1818) labels_encoder: 0.1684 (0.1818) labels_encoder_unscaled: 0.1684 (0.1818)
Test: [ 0/1613] eta: 0:35:41 loss: 0.5280 (0.5280) labels_encoder: 0.5280 (0.5280) labels_encoder_unscaled: 0.5280 (0.5280) time: 1.3276 data: 1.3103 max mem: 513
Test: [ 50/1613] eta: 0:01:47 loss: 0.2446 (0.6363) labels_encoder: 0.2446 (0.6363) labels_encoder_unscaled: 0.2446 (0.6363) time: 0.0379 data: 0.0213 max mem: 513
Test: [ 100/1613] eta: 0:01:22 loss: 0.1334 (0.4842) labels_encoder: 0.1334 (0.4842) labels_encoder_unscaled: 0.1334 (0.4842) time: 0.0385 data: 0.0232 max mem: 513
Test: [ 150/1613] eta: 0:01:12 loss: 0.2805 (0.4473) labels_encoder: 0.2805 (0.4473) labels_encoder_unscaled: 0.2805 (0.4473) time: 0.0377 data: 0.0232 max mem: 513
Test: [ 200/1613] eta: 0:01:05 loss: 0.7530 (0.5078) labels_encoder: 0.7530 (0.5078) labels_encoder_unscaled: 0.7530 (0.5078) time: 0.0382 data: 0.0179 max mem: 513
Test: [ 250/1613] eta: 0:01:01 loss: 0.2737 (0.5501) labels_encoder: 0.2737 (0.5501) labels_encoder_unscaled: 0.2737 (0.5501) time: 0.0392 data: 0.0230 max mem: 513
Test: [ 300/1613] eta: 0:00:58 loss: 0.3504 (0.5917) labels_encoder: 0.3504 (0.5917) labels_encoder_unscaled: 0.3504 (0.5917) time: 0.0469 data: 0.0287 max mem: 513
Test: [ 350/1613] eta: 0:00:54 loss: 0.7308 (0.5910) labels_encoder: 0.7308 (0.5910) labels_encoder_unscaled: 0.7308 (0.5910) time: 0.0414 data: 0.0258 max mem: 513
Test: [ 400/1613] eta: 0:00:51 loss: 0.4044 (0.6580) labels_encoder: 0.4044 (0.6580) labels_encoder_unscaled: 0.4044 (0.6580) time: 0.0397 data: 0.0244 max mem: 513
Test: [ 450/1613] eta: 0:00:49 loss: 0.5787 (0.7095) labels_encoder: 0.5787 (0.7095) labels_encoder_unscaled: 0.5787 (0.7095) time: 0.0408 data: 0.0263 max mem: 513
Test: [ 500/1613] eta: 0:00:47 loss: 0.1861 (0.6737) labels_encoder: 0.1861 (0.6737) labels_encoder_unscaled: 0.1861 (0.6737) time: 0.0382 data: 0.0215 max mem: 513
Test: [ 550/1613] eta: 0:00:44 loss: 0.3641 (0.6770) labels_encoder: 0.3641 (0.6770) labels_encoder_unscaled: 0.3641 (0.6770) time: 0.0410 data: 0.0249 max mem: 513
Test: [ 600/1613] eta: 0:00:42 loss: 0.7248 (0.7010) labels_encoder: 0.7248 (0.7010) labels_encoder_unscaled: 0.7248 (0.7010) time: 0.0383 data: 0.0228 max mem: 513
Test: [ 650/1613] eta: 0:00:40 loss: 0.4689 (0.6873) labels_encoder: 0.4689 (0.6873) labels_encoder_unscaled: 0.4689 (0.6873) time: 0.0394 data: 0.0200 max mem: 513
Test: [ 700/1613] eta: 0:00:38 loss: 0.3624 (0.6722) labels_encoder: 0.3624 (0.6722) labels_encoder_unscaled: 0.3624 (0.6722) time: 0.0459 data: 0.0291 max mem: 513
Test: [ 750/1613] eta: 0:00:36 loss: 0.3933 (0.6556) labels_encoder: 0.3933 (0.6556) labels_encoder_unscaled: 0.3933 (0.6556) time: 0.0387 data: 0.0204 max mem: 513
Test: [ 800/1613] eta: 0:00:33 loss: 0.5234 (0.6529) labels_encoder: 0.5234 (0.6529) labels_encoder_unscaled: 0.5234 (0.6529) time: 0.0372 data: 0.0218 max mem: 513
Test: [ 850/1613] eta: 0:00:31 loss: 0.9935 (0.6562) labels_encoder: 0.9935 (0.6562) labels_encoder_unscaled: 0.9935 (0.6562) time: 0.0380 data: 0.0229 max mem: 513
Test: [ 900/1613] eta: 0:00:29 loss: 0.5273 (0.6727) labels_encoder: 0.5273 (0.6727) labels_encoder_unscaled: 0.5273 (0.6727) time: 0.0391 data: 0.0243 max mem: 513
Test: [ 950/1613] eta: 0:00:27 loss: 0.5007 (0.6663) labels_encoder: 0.5007 (0.6663) labels_encoder_unscaled: 0.5007 (0.6663) time: 0.0378 data: 0.0199 max mem: 513
Test: [1000/1613] eta: 0:00:25 loss: 0.3536 (0.6587) labels_encoder: 0.3536 (0.6587) labels_encoder_unscaled: 0.3536 (0.6587) time: 0.0391 data: 0.0242 max mem: 513
Test: [1050/1613] eta: 0:00:23 loss: 0.5489 (0.6545) labels_encoder: 0.5489 (0.6545) labels_encoder_unscaled: 0.5489 (0.6545) time: 0.0388 data: 0.0237 max mem: 513
Test: [1100/1613] eta: 0:00:21 loss: 0.5196 (0.6588) labels_encoder: 0.5196 (0.6588) labels_encoder_unscaled: 0.5196 (0.6588) time: 0.0406 data: 0.0235 max mem: 513
Test: [1150/1613] eta: 0:00:19 loss: 0.3740 (0.6510) labels_encoder: 0.3740 (0.6510) labels_encoder_unscaled: 0.3740 (0.6510) time: 0.0423 data: 0.0277 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.3753 (0.6541) labels_encoder: 0.3753 (0.6541) labels_encoder_unscaled: 0.3753 (0.6541) time: 0.0390 data: 0.0233 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.3087 (0.6571) labels_encoder: 0.3087 (0.6571) labels_encoder_unscaled: 0.3087 (0.6571) time: 0.0381 data: 0.0233 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.3392 (0.6526) labels_encoder: 0.3392 (0.6526) labels_encoder_unscaled: 0.3392 (0.6526) time: 0.0390 data: 0.0193 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.4653 (0.6601) labels_encoder: 0.4653 (0.6601) labels_encoder_unscaled: 0.4653 (0.6601) time: 0.0373 data: 0.0219 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.6061 (0.6585) labels_encoder: 0.6061 (0.6585) labels_encoder_unscaled: 0.6061 (0.6585) time: 0.0392 data: 0.0229 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3059 (0.6738) labels_encoder: 0.3059 (0.6738) labels_encoder_unscaled: 0.3059 (0.6738) time: 0.0377 data: 0.0216 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.4081 (0.6812) labels_encoder: 0.4081 (0.6812) labels_encoder_unscaled: 0.4081 (0.6812) time: 0.0377 data: 0.0213 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.5854 (0.6792) labels_encoder: 0.5854 (0.6792) labels_encoder_unscaled: 0.5854 (0.6792) time: 0.0402 data: 0.0251 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.6087 (0.6753) labels_encoder: 0.6087 (0.6753) labels_encoder_unscaled: 0.6087 (0.6753) time: 0.0404 data: 0.0254 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.4612 (0.6747) labels_encoder: 0.4612 (0.6747) labels_encoder_unscaled: 0.4612 (0.6747) time: 0.0381 data: 0.0228 max mem: 513
Test: Total time: 0:01:05 (0.0407 s / it)
Averaged stats: loss: 0.4612 (0.6747) labels_encoder: 0.4612 (0.6747) labels_encoder_unscaled: 0.4612 (0.6747)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5529, mcAP: 0.9726
BaseballPitch: 0.2485
BasketballDunk: 0.7444
Billiards: 0.4073
CleanAndJerk: 0.7694
CliffDiving: 0.8283
CricketBowling: 0.3514
CricketShot: 0.1701
Diving: 0.6716
FrisbeeCatch: 0.3118
GolfSwing: 0.4965
HammerThrow: 0.8379
HighJump: 0.5515
JavelinThrow: 0.7078
LongJump: 0.8041
PoleVault: 0.8623
Shotput: 0.6690
SoccerPenalty: 0.3096
TennisSwing: 0.4493
ThrowDiscus: 0.6013
VolleyballSpiking: 0.2652
Epoch: [4] [ 0/1412] eta: 0:33:04 lr: 0.000000 loss: 0.1202 (0.1202) labels_encoder: 0.1202 (0.1202) labels_encoder_unscaled: 0.1202 (0.1202) time: 1.4055 data: 1.3774 max mem: 513
Epoch: [4] [ 50/1412] eta: 0:01:37 lr: 0.000000 loss: 0.1612 (0.1761) labels_encoder: 0.1612 (0.1761) labels_encoder_unscaled: 0.1612 (0.1761) time: 0.0379 data: 0.0002 max mem: 513
Epoch: [4] [ 100/1412] eta: 0:01:12 lr: 0.000000 loss: 0.1684 (0.1774) labels_encoder: 0.1684 (0.1774) labels_encoder_unscaled: 0.1684 (0.1774) time: 0.0404 data: 0.0044 max mem: 513
Epoch: [4] [ 150/1412] eta: 0:01:03 lr: 0.000000 loss: 0.1782 (0.1800) labels_encoder: 0.1782 (0.1800) labels_encoder_unscaled: 0.1782 (0.1800) time: 0.0388 data: 0.0013 max mem: 513
Epoch: [4] [ 200/1412] eta: 0:00:57 lr: 0.000000 loss: 0.1676 (0.1810) labels_encoder: 0.1676 (0.1810) labels_encoder_unscaled: 0.1676 (0.1810) time: 0.0378 data: 0.0048 max mem: 513
Epoch: [4] [ 250/1412] eta: 0:00:54 lr: 0.000000 loss: 0.1652 (0.1799) labels_encoder: 0.1652 (0.1799) labels_encoder_unscaled: 0.1652 (0.1799) time: 0.0393 data: 0.0002 max mem: 513
Epoch: [4] [ 300/1412] eta: 0:00:50 lr: 0.000000 loss: 0.1842 (0.1804) labels_encoder: 0.1842 (0.1804) labels_encoder_unscaled: 0.1842 (0.1804) time: 0.0393 data: 0.0055 max mem: 513
Epoch: [4] [ 350/1412] eta: 0:00:47 lr: 0.000000 loss: 0.1830 (0.1788) labels_encoder: 0.1830 (0.1788) labels_encoder_unscaled: 0.1830 (0.1788) time: 0.0368 data: 0.0002 max mem: 513
Epoch: [4] [ 400/1412] eta: 0:00:44 lr: 0.000000 loss: 0.1661 (0.1779) labels_encoder: 0.1661 (0.1779) labels_encoder_unscaled: 0.1661 (0.1779) time: 0.0378 data: 0.0002 max mem: 513
Epoch: [4] [ 450/1412] eta: 0:00:41 lr: 0.000000 loss: 0.1698 (0.1778) labels_encoder: 0.1698 (0.1778) labels_encoder_unscaled: 0.1698 (0.1778) time: 0.0449 data: 0.0076 max mem: 513
Epoch: [4] [ 500/1412] eta: 0:00:39 lr: 0.000000 loss: 0.1599 (0.1770) labels_encoder: 0.1599 (0.1770) labels_encoder_unscaled: 0.1599 (0.1770) time: 0.0380 data: 0.0011 max mem: 513
Epoch: [4] [ 550/1412] eta: 0:00:36 lr: 0.000000 loss: 0.1629 (0.1772) labels_encoder: 0.1629 (0.1772) labels_encoder_unscaled: 0.1629 (0.1772) time: 0.0381 data: 0.0002 max mem: 513
Epoch: [4] [ 600/1412] eta: 0:00:34 lr: 0.000000 loss: 0.1840 (0.1775) labels_encoder: 0.1840 (0.1775) labels_encoder_unscaled: 0.1840 (0.1775) time: 0.0371 data: 0.0002 max mem: 513
Epoch: [4] [ 650/1412] eta: 0:00:32 lr: 0.000000 loss: 0.1757 (0.1779) labels_encoder: 0.1757 (0.1779) labels_encoder_unscaled: 0.1757 (0.1779) time: 0.0440 data: 0.0096 max mem: 513
Epoch: [4] [ 700/1412] eta: 0:00:29 lr: 0.000000 loss: 0.1624 (0.1775) labels_encoder: 0.1624 (0.1775) labels_encoder_unscaled: 0.1624 (0.1775) time: 0.0386 data: 0.0051 max mem: 513
Epoch: [4] [ 750/1412] eta: 0:00:27 lr: 0.000000 loss: 0.1798 (0.1779) labels_encoder: 0.1798 (0.1779) labels_encoder_unscaled: 0.1798 (0.1779) time: 0.0385 data: 0.0002 max mem: 513
Epoch: [4] [ 800/1412] eta: 0:00:25 lr: 0.000000 loss: 0.1646 (0.1777) labels_encoder: 0.1646 (0.1777) labels_encoder_unscaled: 0.1646 (0.1777) time: 0.0378 data: 0.0091 max mem: 513
Epoch: [4] [ 850/1412] eta: 0:00:23 lr: 0.000000 loss: 0.1726 (0.1772) labels_encoder: 0.1726 (0.1772) labels_encoder_unscaled: 0.1726 (0.1772) time: 0.0395 data: 0.0066 max mem: 513
Epoch: [4] [ 900/1412] eta: 0:00:21 lr: 0.000000 loss: 0.1903 (0.1773) labels_encoder: 0.1903 (0.1773) labels_encoder_unscaled: 0.1903 (0.1773) time: 0.0398 data: 0.0003 max mem: 513
Epoch: [4] [ 950/1412] eta: 0:00:19 lr: 0.000000 loss: 0.1652 (0.1777) labels_encoder: 0.1652 (0.1777) labels_encoder_unscaled: 0.1652 (0.1777) time: 0.0381 data: 0.0002 max mem: 513
Epoch: [4] [1000/1412] eta: 0:00:17 lr: 0.000000 loss: 0.1818 (0.1778) labels_encoder: 0.1818 (0.1778) labels_encoder_unscaled: 0.1818 (0.1778) time: 0.0486 data: 0.0121 max mem: 513
Epoch: [4] [1050/1412] eta: 0:00:15 lr: 0.000000 loss: 0.1698 (0.1779) labels_encoder: 0.1698 (0.1779) labels_encoder_unscaled: 0.1698 (0.1779) time: 0.0375 data: 0.0024 max mem: 513
Epoch: [4] [1100/1412] eta: 0:00:13 lr: 0.000000 loss: 0.1734 (0.1777) labels_encoder: 0.1734 (0.1777) labels_encoder_unscaled: 0.1734 (0.1777) time: 0.0464 data: 0.0170 max mem: 513
Epoch: [4] [1150/1412] eta: 0:00:10 lr: 0.000000 loss: 0.1502 (0.1778) labels_encoder: 0.1502 (0.1778) labels_encoder_unscaled: 0.1502 (0.1778) time: 0.0368 data: 0.0011 max mem: 513
Epoch: [4] [1200/1412] eta: 0:00:08 lr: 0.000000 loss: 0.1728 (0.1777) labels_encoder: 0.1728 (0.1777) labels_encoder_unscaled: 0.1728 (0.1777) time: 0.0371 data: 0.0037 max mem: 513
Epoch: [4] [1250/1412] eta: 0:00:06 lr: 0.000000 loss: 0.1703 (0.1777) labels_encoder: 0.1703 (0.1777) labels_encoder_unscaled: 0.1703 (0.1777) time: 0.0378 data: 0.0048 max mem: 513
Epoch: [4] [1300/1412] eta: 0:00:04 lr: 0.000000 loss: 0.1670 (0.1771) labels_encoder: 0.1670 (0.1771) labels_encoder_unscaled: 0.1670 (0.1771) time: 0.0383 data: 0.0017 max mem: 513
Epoch: [4] [1350/1412] eta: 0:00:02 lr: 0.000000 loss: 0.1714 (0.1771) labels_encoder: 0.1714 (0.1771) labels_encoder_unscaled: 0.1714 (0.1771) time: 0.0448 data: 0.0108 max mem: 513
Epoch: [4] [1400/1412] eta: 0:00:00 lr: 0.000000 loss: 0.1736 (0.1767) labels_encoder: 0.1736 (0.1767) labels_encoder_unscaled: 0.1736 (0.1767) time: 0.0406 data: 0.0004 max mem: 513
Epoch: [4] [1411/1412] eta: 0:00:00 lr: 0.000000 loss: 0.1742 (0.1768) labels_encoder: 0.1742 (0.1768) labels_encoder_unscaled: 0.1742 (0.1768) time: 0.0387 data: 0.0015 max mem: 513
Epoch: [4] Total time: 0:00:58 (0.0415 s / it)
Averaged stats: lr: 0.000000 loss: 0.1742 (0.1768) labels_encoder: 0.1742 (0.1768) labels_encoder_unscaled: 0.1742 (0.1768)
Test: [ 0/1613] eta: 0:38:04 loss: 0.3534 (0.3534) labels_encoder: 0.3534 (0.3534) labels_encoder_unscaled: 0.3534 (0.3534) time: 1.4166 data: 1.3986 max mem: 513
Test: [ 50/1613] eta: 0:01:41 loss: 0.2527 (0.5994) labels_encoder: 0.2527 (0.5994) labels_encoder_unscaled: 0.2527 (0.5994) time: 0.0343 data: 0.0180 max mem: 513
Test: [ 100/1613] eta: 0:01:17 loss: 0.1651 (0.4567) labels_encoder: 0.1651 (0.4567) labels_encoder_unscaled: 0.1651 (0.4567) time: 0.0373 data: 0.0213 max mem: 513
Test: [ 150/1613] eta: 0:01:09 loss: 0.3875 (0.4362) labels_encoder: 0.3875 (0.4362) labels_encoder_unscaled: 0.3875 (0.4362) time: 0.0407 data: 0.0244 max mem: 513
Test: [ 200/1613] eta: 0:01:04 loss: 0.7319 (0.5010) labels_encoder: 0.7319 (0.5010) labels_encoder_unscaled: 0.7319 (0.5010) time: 0.0467 data: 0.0301 max mem: 513
Test: [ 250/1613] eta: 0:00:59 loss: 0.2861 (0.5399) labels_encoder: 0.2861 (0.5399) labels_encoder_unscaled: 0.2861 (0.5399) time: 0.0437 data: 0.0272 max mem: 513
Test: [ 300/1613] eta: 0:00:56 loss: 0.3263 (0.5777) labels_encoder: 0.3263 (0.5777) labels_encoder_unscaled: 0.3263 (0.5777) time: 0.0438 data: 0.0285 max mem: 513
Test: [ 350/1613] eta: 0:00:53 loss: 0.7210 (0.5768) labels_encoder: 0.7210 (0.5768) labels_encoder_unscaled: 0.7210 (0.5768) time: 0.0383 data: 0.0223 max mem: 513
Test: [ 400/1613] eta: 0:00:51 loss: 0.4479 (0.6426) labels_encoder: 0.4479 (0.6426) labels_encoder_unscaled: 0.4479 (0.6426) time: 0.0394 data: 0.0242 max mem: 513
Test: [ 450/1613] eta: 0:00:48 loss: 0.5686 (0.6957) labels_encoder: 0.5686 (0.6957) labels_encoder_unscaled: 0.5686 (0.6957) time: 0.0413 data: 0.0246 max mem: 513
Test: [ 500/1613] eta: 0:00:46 loss: 0.1648 (0.6617) labels_encoder: 0.1648 (0.6617) labels_encoder_unscaled: 0.1648 (0.6617) time: 0.0388 data: 0.0221 max mem: 513
Test: [ 550/1613] eta: 0:00:44 loss: 0.4142 (0.6704) labels_encoder: 0.4142 (0.6704) labels_encoder_unscaled: 0.4142 (0.6704) time: 0.0381 data: 0.0207 max mem: 513
Test: [ 600/1613] eta: 0:00:41 loss: 0.7568 (0.6982) labels_encoder: 0.7568 (0.6982) labels_encoder_unscaled: 0.7568 (0.6982) time: 0.0373 data: 0.0229 max mem: 513
Test: [ 650/1613] eta: 0:00:39 loss: 0.4723 (0.6833) labels_encoder: 0.4723 (0.6833) labels_encoder_unscaled: 0.4723 (0.6833) time: 0.0395 data: 0.0239 max mem: 513
Test: [ 700/1613] eta: 0:00:37 loss: 0.3334 (0.6685) labels_encoder: 0.3334 (0.6685) labels_encoder_unscaled: 0.3334 (0.6685) time: 0.0393 data: 0.0231 max mem: 513
Test: [ 750/1613] eta: 0:00:35 loss: 0.3413 (0.6541) labels_encoder: 0.3413 (0.6541) labels_encoder_unscaled: 0.3413 (0.6541) time: 0.0387 data: 0.0224 max mem: 513
Test: [ 800/1613] eta: 0:00:33 loss: 0.4632 (0.6516) labels_encoder: 0.4632 (0.6516) labels_encoder_unscaled: 0.4632 (0.6516) time: 0.0415 data: 0.0247 max mem: 513
Test: [ 850/1613] eta: 0:00:31 loss: 0.9356 (0.6560) labels_encoder: 0.9356 (0.6560) labels_encoder_unscaled: 0.9356 (0.6560) time: 0.0387 data: 0.0225 max mem: 513
Test: [ 900/1613] eta: 0:00:28 loss: 0.5591 (0.6699) labels_encoder: 0.5591 (0.6699) labels_encoder_unscaled: 0.5591 (0.6699) time: 0.0383 data: 0.0226 max mem: 513
Test: [ 950/1613] eta: 0:00:26 loss: 0.6498 (0.6643) labels_encoder: 0.6498 (0.6643) labels_encoder_unscaled: 0.6498 (0.6643) time: 0.0380 data: 0.0225 max mem: 513
Test: [1000/1613] eta: 0:00:24 loss: 0.3408 (0.6566) labels_encoder: 0.3408 (0.6566) labels_encoder_unscaled: 0.3408 (0.6566) time: 0.0372 data: 0.0198 max mem: 513
Test: [1050/1613] eta: 0:00:22 loss: 0.5445 (0.6541) labels_encoder: 0.5445 (0.6541) labels_encoder_unscaled: 0.5445 (0.6541) time: 0.0377 data: 0.0219 max mem: 513
Test: [1100/1613] eta: 0:00:20 loss: 0.5408 (0.6595) labels_encoder: 0.5408 (0.6595) labels_encoder_unscaled: 0.5408 (0.6595) time: 0.0416 data: 0.0260 max mem: 513
Test: [1150/1613] eta: 0:00:18 loss: 0.3687 (0.6517) labels_encoder: 0.3687 (0.6517) labels_encoder_unscaled: 0.3687 (0.6517) time: 0.0388 data: 0.0239 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.3640 (0.6544) labels_encoder: 0.3640 (0.6544) labels_encoder_unscaled: 0.3640 (0.6544) time: 0.0393 data: 0.0247 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.2831 (0.6572) labels_encoder: 0.2831 (0.6572) labels_encoder_unscaled: 0.2831 (0.6572) time: 0.0399 data: 0.0250 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.3284 (0.6534) labels_encoder: 0.3284 (0.6534) labels_encoder_unscaled: 0.3284 (0.6534) time: 0.0381 data: 0.0237 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.4804 (0.6611) labels_encoder: 0.4804 (0.6611) labels_encoder_unscaled: 0.4804 (0.6611) time: 0.0393 data: 0.0257 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.5422 (0.6587) labels_encoder: 0.5422 (0.6587) labels_encoder_unscaled: 0.5422 (0.6587) time: 0.0387 data: 0.0241 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3154 (0.6754) labels_encoder: 0.3154 (0.6754) labels_encoder_unscaled: 0.3154 (0.6754) time: 0.0375 data: 0.0204 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.4126 (0.6840) labels_encoder: 0.4126 (0.6840) labels_encoder_unscaled: 0.4126 (0.6840) time: 0.0399 data: 0.0234 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.4876 (0.6815) labels_encoder: 0.4876 (0.6815) labels_encoder_unscaled: 0.4876 (0.6815) time: 0.0390 data: 0.0223 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.6682 (0.6770) labels_encoder: 0.6682 (0.6770) labels_encoder_unscaled: 0.6682 (0.6770) time: 0.0424 data: 0.0252 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.4716 (0.6765) labels_encoder: 0.4716 (0.6765) labels_encoder_unscaled: 0.4716 (0.6765) time: 0.0375 data: 0.0226 max mem: 513
Test: Total time: 0:01:04 (0.0401 s / it)
Averaged stats: loss: 0.4716 (0.6765) labels_encoder: 0.4716 (0.6765) labels_encoder_unscaled: 0.4716 (0.6765)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5548, mcAP: 0.9735
BaseballPitch: 0.2867
BasketballDunk: 0.7462
Billiards: 0.4137
CleanAndJerk: 0.7697
CliffDiving: 0.8233
CricketBowling: 0.3516
CricketShot: 0.1732
Diving: 0.6713
FrisbeeCatch: 0.2972
GolfSwing: 0.5118
HammerThrow: 0.8428
HighJump: 0.5407
JavelinThrow: 0.6988
LongJump: 0.8062
PoleVault: 0.8608
Shotput: 0.6553
SoccerPenalty: 0.3192
TennisSwing: 0.4496
ThrowDiscus: 0.5940
VolleyballSpiking: 0.2830
Training time 0:08:19