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oadtr_b1_recycling_fixed_64_seed1_anet.txt
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Unable to compile CoConv C++ implementation. Falling back to Python version.
[Errno 2] No such file or directory: '/home/lh/.conda/envs/oadtr/lib/python3.8/site-packages/continual/conv.cpp'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'conv_flops_counter_hook'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'MODULES_MAPPING'
Not using distributed mode
lr:0.0001
batch_size:128
weight_decay:0.0001
epochs:5
resize_feature:False
lr_drop:1
clip_max_norm:1.0
dataparallel:False
removelog:False
version:v3
query_num:8
decoder_layers:5
decoder_embedding_dim:1024
decoder_embedding_dim_out:1024
decoder_attn_dropout_rate:0.1
decoder_num_heads:4
classification_pred_loss_coef:0.5
enc_layers:64
lr_backbone:0.0001
feature:anet
dim_feature:3072
patch_dim:1
embedding_dim:1024
num_heads:8
num_layers:1
attn_dropout_rate:0.1
positional_encoding_type:recycling_fixed
num_embeddings: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:1
resume:
start_epoch:1
eval:False
num_workers:8
world_size:1
dist_url:tcp://127.0.0.1:12342
train_session_set:['video_validation_0000690', 'video_validation_0000288', 'video_validation_0000289', 'video_validation_0000416', 'video_validation_0000282', 'video_validation_0000283', 'video_validation_0000281', 'video_validation_0000286', 'video_validation_0000287', 'video_validation_0000284', 'video_validation_0000285', 'video_validation_0000202', 'video_validation_0000203', 'video_validation_0000201', 'video_validation_0000206', 'video_validation_0000207', 'video_validation_0000204', 'video_validation_0000205', 'video_validation_0000790', 'video_validation_0000208', 'video_validation_0000209', 'video_validation_0000420', 'video_validation_0000364', 'video_validation_0000853', 'video_validation_0000950', 'video_validation_0000937', 'video_validation_0000367', 'video_validation_0000290', 'video_validation_0000210', 'video_validation_0000059', 'video_validation_0000058', 'video_validation_0000057', 'video_validation_0000056', 'video_validation_0000055', 'video_validation_0000054', 'video_validation_0000053', 'video_validation_0000052', 'video_validation_0000051', 'video_validation_0000933', 'video_validation_0000949', 'video_validation_0000948', 'video_validation_0000945', 'video_validation_0000944', 'video_validation_0000947', 'video_validation_0000946', 'video_validation_0000941', 'video_validation_0000940', 'video_validation_0000190', 'video_validation_0000942', 'video_validation_0000261', 'video_validation_0000262', 'video_validation_0000263', 'video_validation_0000264', 'video_validation_0000265', 'video_validation_0000266', 'video_validation_0000267', 'video_validation_0000268', 'video_validation_0000269', 'video_validation_0000989', 'video_validation_0000060', 'video_validation_0000370', 'video_validation_0000938', 'video_validation_0000935', 'video_validation_0000668', 'video_validation_0000669', 'video_validation_0000664', 'video_validation_0000665', 'video_validation_0000932', 'video_validation_0000667', 'video_validation_0000934', 'video_validation_0000661', 'video_validation_0000662', 'video_validation_0000663', 'video_validation_0000181', 'video_validation_0000180', 'video_validation_0000183', 'video_validation_0000182', 'video_validation_0000185', 'video_validation_0000184', 'video_validation_0000187', 'video_validation_0000186', 'video_validation_0000189', 'video_validation_0000188', 'video_validation_0000936', 'video_validation_0000270', 'video_validation_0000854', 'video_validation_0000178', 'video_validation_0000179', 'video_validation_0000174', 'video_validation_0000175', 'video_validation_0000176', 'video_validation_0000177', 'video_validation_0000170', 'video_validation_0000171', 'video_validation_0000172', 'video_validation_0000173', 'video_validation_0000670', 'video_validation_0000419', 'video_validation_0000943', 'video_validation_0000485', 'video_validation_0000369', 'video_validation_0000368', 'video_validation_0000318', 'video_validation_0000319', 'video_validation_0000415', 'video_validation_0000414', 'video_validation_0000413', 'video_validation_0000412', 'video_validation_0000411', 'video_validation_0000311', 'video_validation_0000312', 'video_validation_0000313', 'video_validation_0000314', 'video_validation_0000315', 'video_validation_0000316', 'video_validation_0000317', 'video_validation_0000418', 'video_validation_0000365', 'video_validation_0000482', 'video_validation_0000169', 'video_validation_0000168', 'video_validation_0000167', 'video_validation_0000166', 'video_validation_0000165', 'video_validation_0000164', 'video_validation_0000163', 'video_validation_0000162', 'video_validation_0000161', 'video_validation_0000160', 'video_validation_0000857', 'video_validation_0000856', 'video_validation_0000855', 'video_validation_0000366', 'video_validation_0000488', 'video_validation_0000489', 'video_validation_0000851', 'video_validation_0000484', 'video_validation_0000361', 'video_validation_0000486', 'video_validation_0000487', 'video_validation_0000481', 'video_validation_0000910', 'video_validation_0000483', 'video_validation_0000363', 'video_validation_0000990', 'video_validation_0000939', 'video_validation_0000362', 'video_validation_0000987', 'video_validation_0000859', 'video_validation_0000787', 'video_validation_0000786', 'video_validation_0000785', 'video_validation_0000784', 'video_validation_0000783', 'video_validation_0000782', 'video_validation_0000781', 'video_validation_0000981', 'video_validation_0000983', 'video_validation_0000982', 'video_validation_0000985', 'video_validation_0000984', 'video_validation_0000417', 'video_validation_0000788', 'video_validation_0000152', 'video_validation_0000153', 'video_validation_0000151', 'video_validation_0000156', 'video_validation_0000157', 'video_validation_0000154', 'video_validation_0000155', 'video_validation_0000158', 'video_validation_0000159', 'video_validation_0000901', 'video_validation_0000903', 'video_validation_0000902', 'video_validation_0000905', 'video_validation_0000904', 'video_validation_0000907', 'video_validation_0000906', 'video_validation_0000909', 'video_validation_0000908', 'video_validation_0000490', 'video_validation_0000860', 'video_validation_0000858', 'video_validation_0000988', 'video_validation_0000320', 'video_validation_0000688', 'video_validation_0000689', 'video_validation_0000686', 'video_validation_0000687', 'video_validation_0000684', 'video_validation_0000685', 'video_validation_0000682', 'video_validation_0000683', 'video_validation_0000681', 'video_validation_0000789', 'video_validation_0000986', 'video_validation_0000931', 'video_validation_0000852', 'video_validation_0000666']
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test_session_set:['video_test_0000292', 'video_test_0001078', 'video_test_0000896', 'video_test_0000897', 'video_test_0000950', 'video_test_0001159', 'video_test_0001079', 'video_test_0000807', 'video_test_0000179', 'video_test_0000173', 'video_test_0001072', 'video_test_0001075', 'video_test_0000767', 'video_test_0001076', 'video_test_0000007', 'video_test_0000006', 'video_test_0000556', 'video_test_0001307', 'video_test_0001153', 'video_test_0000718', 'video_test_0000716', 'video_test_0001309', 'video_test_0000714', 'video_test_0000558', 'video_test_0001267', 'video_test_0000367', 'video_test_0001324', 'video_test_0000085', 'video_test_0000887', 'video_test_0001281', 'video_test_0000882', 'video_test_0000671', 'video_test_0000964', 'video_test_0001164', 'video_test_0001114', 'video_test_0000771', 'video_test_0001163', 'video_test_0001118', 'video_test_0001201', 'video_test_0001040', 'video_test_0001207', 'video_test_0000723', 'video_test_0000569', 'video_test_0000672', 'video_test_0000673', 'video_test_0000278', 'video_test_0001162', 'video_test_0000405', 'video_test_0000073', 'video_test_0000560', 'video_test_0001276', 'video_test_0000270', 'video_test_0000273', 'video_test_0000374', 'video_test_0000372', 'video_test_0001168', 'video_test_0000379', 'video_test_0001446', 'video_test_0001447', 'video_test_0001098', 'video_test_0000873', 'video_test_0000039', 'video_test_0000442', 'video_test_0001219', 'video_test_0000762', 'video_test_0000611', 'video_test_0000617', 'video_test_0000615', 'video_test_0001270', 'video_test_0000740', 'video_test_0000293', 'video_test_0000504', 'video_test_0000505', 'video_test_0000665', 'video_test_0000664', 'video_test_0000577', 'video_test_0000814', 'video_test_0001369', 'video_test_0001194', 'video_test_0001195', 'video_test_0001512', 'video_test_0001235', 'video_test_0001459', 'video_test_0000691', 'video_test_0000765', 'video_test_0001452', 'video_test_0000188', 'video_test_0000591', 'video_test_0001268', 'video_test_0000593', 'video_test_0000864', 'video_test_0000601', 'video_test_0001135', 'video_test_0000004', 'video_test_0000903', 'video_test_0000285', 'video_test_0001174', 'video_test_0000046', 'video_test_0000045', 'video_test_0001223', 'video_test_0001358', 'video_test_0001134', 'video_test_0000698', 'video_test_0000461', 'video_test_0001182', 'video_test_0000450', 'video_test_0000602', 'video_test_0001229', 'video_test_0000989', 'video_test_0000357', 'video_test_0001039', 'video_test_0000355', 'video_test_0000353', 'video_test_0001508', 'video_test_0000981', 'video_test_0000242', 'video_test_0000854', 'video_test_0001484', 'video_test_0000635', 'video_test_0001129', 'video_test_0001339', 'video_test_0001483', 'video_test_0001123', 'video_test_0001127', 'video_test_0000689', 'video_test_0000756', 'video_test_0001431', 'video_test_0000129', 'video_test_0001433', 'video_test_0001343', 'video_test_0000324', 'video_test_0001064', 'video_test_0001531', 'video_test_0001532', 'video_test_0000413', 'video_test_0000991', 'video_test_0001255', 'video_test_0000464', 'video_test_0001202', 'video_test_0001080', 'video_test_0001081', 'video_test_0000847', 'video_test_0000028', 'video_test_0000844', 'video_test_0000622', 'video_test_0000026', 'video_test_0001325', 'video_test_0001496', 'video_test_0001495', 'video_test_0000624', 'video_test_0000724', 'video_test_0001409', 'video_test_0000131', 'video_test_0000448', 'video_test_0000444', 'video_test_0000443', 'video_test_0001038', 'video_test_0000238', 'video_test_0001527', 'video_test_0001522', 'video_test_0000051', 'video_test_0001058', 'video_test_0001391', 'video_test_0000429', 'video_test_0000426', 'video_test_0000785', 'video_test_0000786', 'video_test_0001314', 'video_test_0000392', 'video_test_0000423', 'video_test_0001146', 'video_test_0001313', 'video_test_0001008', 'video_test_0001247', 'video_test_0000737', 'video_test_0001319', 'video_test_0000308', 'video_test_0000730', 'video_test_0000058', 'video_test_0000538', 'video_test_0001556', 'video_test_0000113', 'video_test_0000626', 'video_test_0000839', 'video_test_0000220', 'video_test_0001389', 'video_test_0000437', 'video_test_0000940', 'video_test_0000211', 'video_test_0000946', 'video_test_0001558', 'video_test_0000796', 'video_test_0000062', 'video_test_0000793', 'video_test_0000987', 'video_test_0001066', 'video_test_0000412', 'video_test_0000798', 'video_test_0001549', 'video_test_0000011', 'video_test_0001257', 'video_test_0000541', 'video_test_0000701', 'video_test_0000250', 'video_test_0000254', 'video_test_0000549', 'video_test_0001209', 'video_test_0001463', 'video_test_0001460', 'video_test_0000319', 'video_test_0001468', 'video_test_0000846', 'video_test_0001292']
class_index:['Background', 'BaseballPitch', 'BasketballDunk', 'Billiards', 'CleanAndJerk', 'CliffDiving', 'CricketBowling', 'CricketShot', 'Diving', 'FrisbeeCatch', 'GolfSwing', 'HammerThrow', 'HighJump', 'JavelinThrow', 'LongJump', 'PoleVault', 'Shotput', 'SoccerPenalty', 'TennisSwing', 'ThrowDiscus', 'VolleyballSpiking', 'Ambiguous']
distributed:False
position encoding : recycling_fixed
Sequential(
9.463 M, 99.935% Params, 0.01 GMac, 100.000% MACs,
(0): Linear(3.147 M, 33.232% Params, 0.003 GMac, 32.782% MACs, in_features=3072, out_features=1024, bias=True, channel_dim=1)
(1): RecyclingPositionalEncoding(
0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs,
(pe): CyclicPositionalEncoding(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, )
)
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Sequential(
6.294 M, 66.465% Params, 0.006 GMac, 66.983% MACs,
(0): BroadcastReduce(
4.194 M, 44.295% Params, 0.004 GMac, 45.093% MACs, reduce=sum_last_pairs
(0): SelectOrDelay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): CoSiMultiheadAttention(
4.194 M, 44.295% Params, 0.004 GMac, 45.093% MACs,
(out_proj): NonDynamicallyQuantizableLinear(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=False)
)
)
(1): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(2): BroadcastReduce(
2.099 M, 22.169% Params, 0.002 GMac, 21.890% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 22.169% Params, 0.002 GMac, 21.890% MACs,
(0): Linear(1.05 M, 11.085% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.021% MACs, )
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Linear(1.05 M, 11.085% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(4): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
)
)
(3): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
)
(4): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(5): Linear(0.023 M, 0.238% Params, 0.0 GMac, 0.235% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 9598998.0
Model params: 9468950
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 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] [ 0/1415] eta: 0:41:37 lr: 0.000100 loss: 3.2153 (3.2153) labels_encoder: 3.2153 (3.2153) labels_encoder_unscaled: 3.2153 (3.2153) time: 1.7652 data: 1.6341 max mem: 416
Epoch: [1] [ 50/1415] eta: 0:01:50 lr: 0.000100 loss: 0.6439 (0.8876) labels_encoder: 0.6439 (0.8876) labels_encoder_unscaled: 0.6439 (0.8876) time: 0.0364 data: 0.0002 max mem: 513
Epoch: [1] [ 100/1415] eta: 0:01:18 lr: 0.000100 loss: 0.5716 (0.7247) labels_encoder: 0.5716 (0.7247) labels_encoder_unscaled: 0.5716 (0.7247) time: 0.0388 data: 0.0013 max mem: 513
Epoch: [1] [ 150/1415] eta: 0:01:09 lr: 0.000100 loss: 0.4503 (0.6467) labels_encoder: 0.4503 (0.6467) labels_encoder_unscaled: 0.4503 (0.6467) time: 0.0474 data: 0.0173 max mem: 513
Epoch: [1] [ 200/1415] eta: 0:01:04 lr: 0.000100 loss: 0.4043 (0.5974) labels_encoder: 0.4043 (0.5974) labels_encoder_unscaled: 0.4043 (0.5974) time: 0.0482 data: 0.0228 max mem: 513
Epoch: [1] [ 250/1415] eta: 0:00:59 lr: 0.000100 loss: 0.4262 (0.5604) labels_encoder: 0.4262 (0.5604) labels_encoder_unscaled: 0.4262 (0.5604) time: 0.0381 data: 0.0049 max mem: 513
Epoch: [1] [ 300/1415] eta: 0:00:54 lr: 0.000100 loss: 0.3833 (0.5363) labels_encoder: 0.3833 (0.5363) labels_encoder_unscaled: 0.3833 (0.5363) time: 0.0364 data: 0.0024 max mem: 513
Epoch: [1] [ 350/1415] eta: 0:00:50 lr: 0.000100 loss: 0.4001 (0.5203) labels_encoder: 0.4001 (0.5203) labels_encoder_unscaled: 0.4001 (0.5203) time: 0.0380 data: 0.0012 max mem: 513
Epoch: [1] [ 400/1415] eta: 0:00:47 lr: 0.000100 loss: 0.3662 (0.5030) labels_encoder: 0.3662 (0.5030) labels_encoder_unscaled: 0.3662 (0.5030) time: 0.0374 data: 0.0002 max mem: 513
Epoch: [1] [ 450/1415] eta: 0:00:43 lr: 0.000100 loss: 0.3382 (0.4887) labels_encoder: 0.3382 (0.4887) labels_encoder_unscaled: 0.3382 (0.4887) time: 0.0394 data: 0.0037 max mem: 513
Epoch: [1] [ 500/1415] eta: 0:00:40 lr: 0.000100 loss: 0.3670 (0.4759) labels_encoder: 0.3670 (0.4759) labels_encoder_unscaled: 0.3670 (0.4759) time: 0.0363 data: 0.0035 max mem: 513
Epoch: [1] [ 550/1415] eta: 0:00:38 lr: 0.000100 loss: 0.3822 (0.4653) labels_encoder: 0.3822 (0.4653) labels_encoder_unscaled: 0.3822 (0.4653) time: 0.0386 data: 0.0059 max mem: 513
Epoch: [1] [ 600/1415] eta: 0:00:35 lr: 0.000100 loss: 0.3228 (0.4548) labels_encoder: 0.3228 (0.4548) labels_encoder_unscaled: 0.3228 (0.4548) time: 0.0387 data: 0.0022 max mem: 513
Epoch: [1] [ 650/1415] eta: 0:00:33 lr: 0.000100 loss: 0.3270 (0.4459) labels_encoder: 0.3270 (0.4459) labels_encoder_unscaled: 0.3270 (0.4459) time: 0.0368 data: 0.0002 max mem: 513
Epoch: [1] [ 700/1415] eta: 0:00:30 lr: 0.000100 loss: 0.3557 (0.4397) labels_encoder: 0.3557 (0.4397) labels_encoder_unscaled: 0.3557 (0.4397) time: 0.0368 data: 0.0002 max mem: 513
Epoch: [1] [ 750/1415] eta: 0:00:28 lr: 0.000100 loss: 0.3198 (0.4330) labels_encoder: 0.3198 (0.4330) labels_encoder_unscaled: 0.3198 (0.4330) time: 0.0374 data: 0.0059 max mem: 513
Epoch: [1] [ 800/1415] eta: 0:00:26 lr: 0.000100 loss: 0.3460 (0.4270) labels_encoder: 0.3460 (0.4270) labels_encoder_unscaled: 0.3460 (0.4270) time: 0.0372 data: 0.0024 max mem: 513
Epoch: [1] [ 850/1415] eta: 0:00:23 lr: 0.000100 loss: 0.2936 (0.4207) labels_encoder: 0.2936 (0.4207) labels_encoder_unscaled: 0.2936 (0.4207) time: 0.0381 data: 0.0002 max mem: 513
Epoch: [1] [ 900/1415] eta: 0:00:21 lr: 0.000100 loss: 0.3257 (0.4155) labels_encoder: 0.3257 (0.4155) labels_encoder_unscaled: 0.3257 (0.4155) time: 0.0373 data: 0.0013 max mem: 513
Epoch: [1] [ 950/1415] eta: 0:00:19 lr: 0.000100 loss: 0.3013 (0.4112) labels_encoder: 0.3013 (0.4112) labels_encoder_unscaled: 0.3013 (0.4112) time: 0.0365 data: 0.0048 max mem: 513
Epoch: [1] [1000/1415] eta: 0:00:17 lr: 0.000100 loss: 0.2807 (0.4065) labels_encoder: 0.2807 (0.4065) labels_encoder_unscaled: 0.2807 (0.4065) time: 0.0377 data: 0.0065 max mem: 513
Epoch: [1] [1050/1415] eta: 0:00:15 lr: 0.000100 loss: 0.3485 (0.4029) labels_encoder: 0.3485 (0.4029) labels_encoder_unscaled: 0.3485 (0.4029) time: 0.0376 data: 0.0060 max mem: 513
Epoch: [1] [1100/1415] eta: 0:00:12 lr: 0.000100 loss: 0.2956 (0.3987) labels_encoder: 0.2956 (0.3987) labels_encoder_unscaled: 0.2956 (0.3987) time: 0.0381 data: 0.0041 max mem: 513
Epoch: [1] [1150/1415] eta: 0:00:10 lr: 0.000100 loss: 0.2866 (0.3943) labels_encoder: 0.2866 (0.3943) labels_encoder_unscaled: 0.2866 (0.3943) time: 0.0375 data: 0.0071 max mem: 513
Epoch: [1] [1200/1415] eta: 0:00:08 lr: 0.000100 loss: 0.2791 (0.3911) labels_encoder: 0.2791 (0.3911) labels_encoder_unscaled: 0.2791 (0.3911) time: 0.0381 data: 0.0049 max mem: 513
Epoch: [1] [1250/1415] eta: 0:00:06 lr: 0.000100 loss: 0.2968 (0.3872) labels_encoder: 0.2968 (0.3872) labels_encoder_unscaled: 0.2968 (0.3872) time: 0.0366 data: 0.0043 max mem: 513
Epoch: [1] [1300/1415] eta: 0:00:04 lr: 0.000100 loss: 0.3182 (0.3831) labels_encoder: 0.3182 (0.3831) labels_encoder_unscaled: 0.3182 (0.3831) time: 0.0387 data: 0.0061 max mem: 513
Epoch: [1] [1350/1415] eta: 0:00:02 lr: 0.000100 loss: 0.3198 (0.3808) labels_encoder: 0.3198 (0.3808) labels_encoder_unscaled: 0.3198 (0.3808) time: 0.0389 data: 0.0021 max mem: 513
Epoch: [1] [1400/1415] eta: 0:00:00 lr: 0.000100 loss: 0.2962 (0.3773) labels_encoder: 0.2962 (0.3773) labels_encoder_unscaled: 0.2962 (0.3773) time: 0.0427 data: 0.0120 max mem: 513
Epoch: [1] [1414/1415] eta: 0:00:00 lr: 0.000100 loss: 0.2492 (0.3763) labels_encoder: 0.2492 (0.3763) labels_encoder_unscaled: 0.2492 (0.3763) time: 0.0382 data: 0.0056 max mem: 513
Epoch: [1] Total time: 0:00:57 (0.0407 s / it)
Averaged stats: lr: 0.000100 loss: 0.2492 (0.3763) labels_encoder: 0.2492 (0.3763) labels_encoder_unscaled: 0.2492 (0.3763)
Test: [ 0/1613] eta: 0:37:58 loss: 0.1867 (0.1867) labels_encoder: 0.1867 (0.1867) labels_encoder_unscaled: 0.1867 (0.1867) time: 1.4127 data: 1.3963 max mem: 513
Test: [ 50/1613] eta: 0:01:38 loss: 0.2994 (0.6125) labels_encoder: 0.2994 (0.6125) labels_encoder_unscaled: 0.2994 (0.6125) time: 0.0350 data: 0.0166 max mem: 513
Test: [ 100/1613] eta: 0:01:15 loss: 0.0496 (0.4602) labels_encoder: 0.0496 (0.4602) labels_encoder_unscaled: 0.0496 (0.4602) time: 0.0371 data: 0.0215 max mem: 513
Test: [ 150/1613] eta: 0:01:06 loss: 0.2960 (0.4373) labels_encoder: 0.2960 (0.4373) labels_encoder_unscaled: 0.2960 (0.4373) time: 0.0350 data: 0.0187 max mem: 513
Test: [ 200/1613] eta: 0:01:02 loss: 0.8960 (0.5275) labels_encoder: 0.8960 (0.5275) labels_encoder_unscaled: 0.8960 (0.5275) time: 0.0402 data: 0.0234 max mem: 513
Test: [ 250/1613] eta: 0:00:58 loss: 0.3320 (0.5646) labels_encoder: 0.3320 (0.5646) labels_encoder_unscaled: 0.3320 (0.5646) time: 0.0402 data: 0.0231 max mem: 513
Test: [ 300/1613] eta: 0:00:55 loss: 0.3092 (0.6257) labels_encoder: 0.3092 (0.6257) labels_encoder_unscaled: 0.3092 (0.6257) time: 0.0362 data: 0.0201 max mem: 513
Test: [ 350/1613] eta: 0:00:52 loss: 0.7065 (0.6168) labels_encoder: 0.7065 (0.6168) labels_encoder_unscaled: 0.7065 (0.6168) time: 0.0362 data: 0.0188 max mem: 513
Test: [ 400/1613] eta: 0:00:49 loss: 0.7733 (0.6811) labels_encoder: 0.7733 (0.6811) labels_encoder_unscaled: 0.7733 (0.6811) time: 0.0375 data: 0.0203 max mem: 513
Test: [ 450/1613] eta: 0:00:47 loss: 0.5763 (0.7161) labels_encoder: 0.5763 (0.7161) labels_encoder_unscaled: 0.5763 (0.7161) time: 0.0373 data: 0.0233 max mem: 513
Test: [ 500/1613] eta: 0:00:44 loss: 0.1936 (0.6911) labels_encoder: 0.1936 (0.6911) labels_encoder_unscaled: 0.1936 (0.6911) time: 0.0284 data: 0.0092 max mem: 513
Test: [ 550/1613] eta: 0:00:42 loss: 0.3803 (0.6875) labels_encoder: 0.3803 (0.6875) labels_encoder_unscaled: 0.3803 (0.6875) time: 0.0351 data: 0.0194 max mem: 513
Test: [ 600/1613] eta: 0:00:40 loss: 0.5854 (0.7202) labels_encoder: 0.5854 (0.7202) labels_encoder_unscaled: 0.5854 (0.7202) time: 0.0345 data: 0.0170 max mem: 513
Test: [ 650/1613] eta: 0:00:38 loss: 0.8045 (0.7109) labels_encoder: 0.8045 (0.7109) labels_encoder_unscaled: 0.8045 (0.7109) time: 0.0369 data: 0.0214 max mem: 513
Test: [ 700/1613] eta: 0:00:36 loss: 0.3004 (0.6946) labels_encoder: 0.3004 (0.6946) labels_encoder_unscaled: 0.3004 (0.6946) time: 0.0369 data: 0.0219 max mem: 513
Test: [ 750/1613] eta: 0:00:34 loss: 0.5764 (0.6914) labels_encoder: 0.5764 (0.6914) labels_encoder_unscaled: 0.5764 (0.6914) time: 0.0369 data: 0.0215 max mem: 513
Test: [ 800/1613] eta: 0:00:31 loss: 0.7501 (0.7043) labels_encoder: 0.7501 (0.7043) labels_encoder_unscaled: 0.7501 (0.7043) time: 0.0389 data: 0.0250 max mem: 513
Test: [ 850/1613] eta: 0:00:29 loss: 0.5725 (0.7052) labels_encoder: 0.5725 (0.7052) labels_encoder_unscaled: 0.5725 (0.7052) time: 0.0389 data: 0.0217 max mem: 513
Test: [ 900/1613] eta: 0:00:27 loss: 0.4552 (0.7167) labels_encoder: 0.4552 (0.7167) labels_encoder_unscaled: 0.4552 (0.7167) time: 0.0358 data: 0.0172 max mem: 513
Test: [ 950/1613] eta: 0:00:25 loss: 0.7242 (0.7171) labels_encoder: 0.7242 (0.7171) labels_encoder_unscaled: 0.7242 (0.7171) time: 0.0371 data: 0.0231 max mem: 513
Test: [1000/1613] eta: 0:00:23 loss: 0.4413 (0.7082) labels_encoder: 0.4413 (0.7082) labels_encoder_unscaled: 0.4413 (0.7082) time: 0.0368 data: 0.0200 max mem: 513
Test: [1050/1613] eta: 0:00:21 loss: 0.9250 (0.7141) labels_encoder: 0.9250 (0.7141) labels_encoder_unscaled: 0.9250 (0.7141) time: 0.0379 data: 0.0213 max mem: 513
Test: [1100/1613] eta: 0:00:20 loss: 0.4698 (0.7119) labels_encoder: 0.4698 (0.7119) labels_encoder_unscaled: 0.4698 (0.7119) time: 0.0405 data: 0.0255 max mem: 513
Test: [1150/1613] eta: 0:00:18 loss: 0.4788 (0.7023) labels_encoder: 0.4788 (0.7023) labels_encoder_unscaled: 0.4788 (0.7023) time: 0.0375 data: 0.0227 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.4336 (0.7061) labels_encoder: 0.4336 (0.7061) labels_encoder_unscaled: 0.4336 (0.7061) time: 0.0378 data: 0.0220 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.3228 (0.7077) labels_encoder: 0.3228 (0.7077) labels_encoder_unscaled: 0.3228 (0.7077) time: 0.0385 data: 0.0239 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.3685 (0.7026) labels_encoder: 0.3685 (0.7026) labels_encoder_unscaled: 0.3685 (0.7026) time: 0.0378 data: 0.0229 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.5065 (0.7140) labels_encoder: 0.5065 (0.7140) labels_encoder_unscaled: 0.5065 (0.7140) time: 0.0391 data: 0.0232 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.4627 (0.7070) labels_encoder: 0.4627 (0.7070) labels_encoder_unscaled: 0.4627 (0.7070) time: 0.0377 data: 0.0235 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3146 (0.7176) labels_encoder: 0.3146 (0.7176) labels_encoder_unscaled: 0.3146 (0.7176) time: 0.0386 data: 0.0255 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.4215 (0.7247) labels_encoder: 0.4215 (0.7247) labels_encoder_unscaled: 0.4215 (0.7247) time: 0.0404 data: 0.0258 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.6238 (0.7239) labels_encoder: 0.6238 (0.7239) labels_encoder_unscaled: 0.6238 (0.7239) time: 0.0379 data: 0.0221 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.5318 (0.7236) labels_encoder: 0.5318 (0.7236) labels_encoder_unscaled: 0.5318 (0.7236) time: 0.0363 data: 0.0219 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.4695 (0.7217) labels_encoder: 0.4695 (0.7217) labels_encoder_unscaled: 0.4695 (0.7217) time: 0.0350 data: 0.0203 max mem: 513
Test: Total time: 0:01:02 (0.0389 s / it)
Averaged stats: loss: 0.4695 (0.7217) labels_encoder: 0.4695 (0.7217) labels_encoder_unscaled: 0.4695 (0.7217)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5396, mcAP: 0.9699
BaseballPitch: 0.1862
BasketballDunk: 0.6697
Billiards: 0.3999
CleanAndJerk: 0.7869
CliffDiving: 0.7961
CricketBowling: 0.3526
CricketShot: 0.1699
Diving: 0.6762
FrisbeeCatch: 0.3791
GolfSwing: 0.5101
HammerThrow: 0.8187
HighJump: 0.4589
JavelinThrow: 0.6612
LongJump: 0.7812
PoleVault: 0.8724
Shotput: 0.6261
SoccerPenalty: 0.3274
TennisSwing: 0.4409
ThrowDiscus: 0.6305
VolleyballSpiking: 0.2484
Epoch: [2] [ 0/1415] eta: 0:40:28 lr: 0.000010 loss: 0.2334 (0.2334) labels_encoder: 0.2334 (0.2334) labels_encoder_unscaled: 0.2334 (0.2334) time: 1.7165 data: 1.6892 max mem: 513
Epoch: [2] [ 50/1415] eta: 0:01:41 lr: 0.000010 loss: 0.2926 (0.2786) labels_encoder: 0.2926 (0.2786) labels_encoder_unscaled: 0.2926 (0.2786) time: 0.0431 data: 0.0072 max mem: 513
Epoch: [2] [ 100/1415] eta: 0:01:14 lr: 0.000010 loss: 0.2483 (0.2625) labels_encoder: 0.2483 (0.2625) labels_encoder_unscaled: 0.2483 (0.2625) time: 0.0370 data: 0.0002 max mem: 513
Epoch: [2] [ 150/1415] eta: 0:01:03 lr: 0.000010 loss: 0.2019 (0.2474) labels_encoder: 0.2019 (0.2474) labels_encoder_unscaled: 0.2019 (0.2474) time: 0.0385 data: 0.0063 max mem: 513
Epoch: [2] [ 200/1415] eta: 0:00:58 lr: 0.000010 loss: 0.2147 (0.2417) labels_encoder: 0.2147 (0.2417) labels_encoder_unscaled: 0.2147 (0.2417) time: 0.0378 data: 0.0002 max mem: 513
Epoch: [2] [ 250/1415] eta: 0:00:53 lr: 0.000010 loss: 0.2178 (0.2379) labels_encoder: 0.2178 (0.2379) labels_encoder_unscaled: 0.2178 (0.2379) time: 0.0378 data: 0.0003 max mem: 513
Epoch: [2] [ 300/1415] eta: 0:00:49 lr: 0.000010 loss: 0.2101 (0.2332) labels_encoder: 0.2101 (0.2332) labels_encoder_unscaled: 0.2101 (0.2332) time: 0.0381 data: 0.0002 max mem: 513
Epoch: [2] [ 350/1415] eta: 0:00:46 lr: 0.000010 loss: 0.1957 (0.2299) labels_encoder: 0.1957 (0.2299) labels_encoder_unscaled: 0.1957 (0.2299) time: 0.0417 data: 0.0002 max mem: 513
Epoch: [2] [ 400/1415] eta: 0:00:44 lr: 0.000010 loss: 0.2080 (0.2285) labels_encoder: 0.2080 (0.2285) labels_encoder_unscaled: 0.2080 (0.2285) time: 0.0398 data: 0.0060 max mem: 513
Epoch: [2] [ 450/1415] eta: 0:00:41 lr: 0.000010 loss: 0.2140 (0.2264) labels_encoder: 0.2140 (0.2264) labels_encoder_unscaled: 0.2140 (0.2264) time: 0.0391 data: 0.0002 max mem: 513
Epoch: [2] [ 500/1415] eta: 0:00:39 lr: 0.000010 loss: 0.2096 (0.2258) labels_encoder: 0.2096 (0.2258) labels_encoder_unscaled: 0.2096 (0.2258) time: 0.0480 data: 0.0140 max mem: 513
Epoch: [2] [ 550/1415] eta: 0:00:36 lr: 0.000010 loss: 0.1811 (0.2238) labels_encoder: 0.1811 (0.2238) labels_encoder_unscaled: 0.1811 (0.2238) time: 0.0396 data: 0.0002 max mem: 513
Epoch: [2] [ 600/1415] eta: 0:00:34 lr: 0.000010 loss: 0.1817 (0.2212) labels_encoder: 0.1817 (0.2212) labels_encoder_unscaled: 0.1817 (0.2212) time: 0.0368 data: 0.0002 max mem: 513
Epoch: [2] [ 650/1415] eta: 0:00:32 lr: 0.000010 loss: 0.1990 (0.2205) labels_encoder: 0.1990 (0.2205) labels_encoder_unscaled: 0.1990 (0.2205) time: 0.0382 data: 0.0002 max mem: 513
Epoch: [2] [ 700/1415] eta: 0:00:29 lr: 0.000010 loss: 0.2078 (0.2190) labels_encoder: 0.2078 (0.2190) labels_encoder_unscaled: 0.2078 (0.2190) time: 0.0377 data: 0.0001 max mem: 513
Epoch: [2] [ 750/1415] eta: 0:00:27 lr: 0.000010 loss: 0.1952 (0.2181) labels_encoder: 0.1952 (0.2181) labels_encoder_unscaled: 0.1952 (0.2181) time: 0.0366 data: 0.0002 max mem: 513
Epoch: [2] [ 800/1415] eta: 0:00:25 lr: 0.000010 loss: 0.1736 (0.2174) labels_encoder: 0.1736 (0.2174) labels_encoder_unscaled: 0.1736 (0.2174) time: 0.0368 data: 0.0001 max mem: 513
Epoch: [2] [ 850/1415] eta: 0:00:23 lr: 0.000010 loss: 0.1913 (0.2161) labels_encoder: 0.1913 (0.2161) labels_encoder_unscaled: 0.1913 (0.2161) time: 0.0370 data: 0.0029 max mem: 513
Epoch: [2] [ 900/1415] eta: 0:00:20 lr: 0.000010 loss: 0.1935 (0.2154) labels_encoder: 0.1935 (0.2154) labels_encoder_unscaled: 0.1935 (0.2154) time: 0.0384 data: 0.0002 max mem: 513
Epoch: [2] [ 950/1415] eta: 0:00:18 lr: 0.000010 loss: 0.1931 (0.2143) labels_encoder: 0.1931 (0.2143) labels_encoder_unscaled: 0.1931 (0.2143) time: 0.0383 data: 0.0002 max mem: 513
Epoch: [2] [1000/1415] eta: 0:00:16 lr: 0.000010 loss: 0.2034 (0.2140) labels_encoder: 0.2034 (0.2140) labels_encoder_unscaled: 0.2034 (0.2140) time: 0.0404 data: 0.0058 max mem: 513
Epoch: [2] [1050/1415] eta: 0:00:14 lr: 0.000010 loss: 0.1837 (0.2126) labels_encoder: 0.1837 (0.2126) labels_encoder_unscaled: 0.1837 (0.2126) time: 0.0370 data: 0.0002 max mem: 513
Epoch: [2] [1100/1415] eta: 0:00:12 lr: 0.000010 loss: 0.1841 (0.2115) labels_encoder: 0.1841 (0.2115) labels_encoder_unscaled: 0.1841 (0.2115) time: 0.0367 data: 0.0003 max mem: 513
Epoch: [2] [1150/1415] eta: 0:00:10 lr: 0.000010 loss: 0.1885 (0.2108) labels_encoder: 0.1885 (0.2108) labels_encoder_unscaled: 0.1885 (0.2108) time: 0.0379 data: 0.0002 max mem: 513
Epoch: [2] [1200/1415] eta: 0:00:08 lr: 0.000010 loss: 0.2009 (0.2098) labels_encoder: 0.2009 (0.2098) labels_encoder_unscaled: 0.2009 (0.2098) time: 0.0414 data: 0.0040 max mem: 513
Epoch: [2] [1250/1415] eta: 0:00:06 lr: 0.000010 loss: 0.1746 (0.2092) labels_encoder: 0.1746 (0.2092) labels_encoder_unscaled: 0.1746 (0.2092) time: 0.0385 data: 0.0034 max mem: 513
Epoch: [2] [1300/1415] eta: 0:00:04 lr: 0.000010 loss: 0.1795 (0.2084) labels_encoder: 0.1795 (0.2084) labels_encoder_unscaled: 0.1795 (0.2084) time: 0.0386 data: 0.0002 max mem: 513
Epoch: [2] [1350/1415] eta: 0:00:02 lr: 0.000010 loss: 0.1940 (0.2079) labels_encoder: 0.1940 (0.2079) labels_encoder_unscaled: 0.1940 (0.2079) time: 0.0399 data: 0.0070 max mem: 513
Epoch: [2] [1400/1415] eta: 0:00:00 lr: 0.000010 loss: 0.1962 (0.2078) labels_encoder: 0.1962 (0.2078) labels_encoder_unscaled: 0.1962 (0.2078) time: 0.0392 data: 0.0026 max mem: 513
Epoch: [2] [1414/1415] eta: 0:00:00 lr: 0.000010 loss: 0.2055 (0.2078) labels_encoder: 0.2055 (0.2078) labels_encoder_unscaled: 0.2055 (0.2078) time: 0.0369 data: 0.0066 max mem: 513
Epoch: [2] Total time: 0:00:56 (0.0402 s / it)
Averaged stats: lr: 0.000010 loss: 0.2055 (0.2078) labels_encoder: 0.2055 (0.2078) labels_encoder_unscaled: 0.2055 (0.2078)
Test: [ 0/1613] eta: 0:41:34 loss: 0.8006 (0.8006) labels_encoder: 0.8006 (0.8006) labels_encoder_unscaled: 0.8006 (0.8006) time: 1.5463 data: 1.5293 max mem: 513
Test: [ 50/1613] eta: 0:01:47 loss: 0.3072 (0.6704) labels_encoder: 0.3072 (0.6704) labels_encoder_unscaled: 0.3072 (0.6704) time: 0.0357 data: 0.0200 max mem: 513
Test: [ 100/1613] eta: 0:01:21 loss: 0.1878 (0.5010) labels_encoder: 0.1878 (0.5010) labels_encoder_unscaled: 0.1878 (0.5010) time: 0.0381 data: 0.0245 max mem: 513
Test: [ 150/1613] eta: 0:01:11 loss: 0.5272 (0.4768) labels_encoder: 0.5272 (0.4768) labels_encoder_unscaled: 0.5272 (0.4768) time: 0.0385 data: 0.0242 max mem: 513
Test: [ 200/1613] eta: 0:01:05 loss: 0.7348 (0.5456) labels_encoder: 0.7348 (0.5456) labels_encoder_unscaled: 0.7348 (0.5456) time: 0.0377 data: 0.0219 max mem: 513
Test: [ 250/1613] eta: 0:01:00 loss: 0.2693 (0.5614) labels_encoder: 0.2693 (0.5614) labels_encoder_unscaled: 0.2693 (0.5614) time: 0.0410 data: 0.0262 max mem: 513
Test: [ 300/1613] eta: 0:00:57 loss: 0.3805 (0.5992) labels_encoder: 0.3805 (0.5992) labels_encoder_unscaled: 0.3805 (0.5992) time: 0.0379 data: 0.0235 max mem: 513
Test: [ 350/1613] eta: 0:00:54 loss: 0.8856 (0.6004) labels_encoder: 0.8856 (0.6004) labels_encoder_unscaled: 0.8856 (0.6004) time: 0.0413 data: 0.0274 max mem: 513
Test: [ 400/1613] eta: 0:00:51 loss: 0.4539 (0.6679) labels_encoder: 0.4539 (0.6679) labels_encoder_unscaled: 0.4539 (0.6679) time: 0.0325 data: 0.0141 max mem: 513
Test: [ 450/1613] eta: 0:00:48 loss: 0.6233 (0.7100) labels_encoder: 0.6233 (0.7100) labels_encoder_unscaled: 0.6233 (0.7100) time: 0.0368 data: 0.0217 max mem: 513
Test: [ 500/1613] eta: 0:00:46 loss: 0.2223 (0.6739) labels_encoder: 0.2223 (0.6739) labels_encoder_unscaled: 0.2223 (0.6739) time: 0.0373 data: 0.0216 max mem: 513
Test: [ 550/1613] eta: 0:00:44 loss: 0.4883 (0.6795) labels_encoder: 0.4883 (0.6795) labels_encoder_unscaled: 0.4883 (0.6795) time: 0.0377 data: 0.0213 max mem: 513
Test: [ 600/1613] eta: 0:00:41 loss: 0.6360 (0.7067) labels_encoder: 0.6360 (0.7067) labels_encoder_unscaled: 0.6360 (0.7067) time: 0.0367 data: 0.0208 max mem: 513
Test: [ 650/1613] eta: 0:00:39 loss: 0.4022 (0.6934) labels_encoder: 0.4022 (0.6934) labels_encoder_unscaled: 0.4022 (0.6934) time: 0.0402 data: 0.0236 max mem: 513
Test: [ 700/1613] eta: 0:00:37 loss: 0.3362 (0.6777) labels_encoder: 0.3362 (0.6777) labels_encoder_unscaled: 0.3362 (0.6777) time: 0.0376 data: 0.0231 max mem: 513
Test: [ 750/1613] eta: 0:00:35 loss: 0.3212 (0.6583) labels_encoder: 0.3212 (0.6583) labels_encoder_unscaled: 0.3212 (0.6583) time: 0.0379 data: 0.0235 max mem: 513
Test: [ 800/1613] eta: 0:00:33 loss: 0.4381 (0.6549) labels_encoder: 0.4381 (0.6549) labels_encoder_unscaled: 0.4381 (0.6549) time: 0.0372 data: 0.0234 max mem: 513
Test: [ 850/1613] eta: 0:00:30 loss: 0.7583 (0.6550) labels_encoder: 0.7583 (0.6550) labels_encoder_unscaled: 0.7583 (0.6550) time: 0.0382 data: 0.0233 max mem: 513
Test: [ 900/1613] eta: 0:00:28 loss: 0.4035 (0.6706) labels_encoder: 0.4035 (0.6706) labels_encoder_unscaled: 0.4035 (0.6706) time: 0.0374 data: 0.0222 max mem: 513
Test: [ 950/1613] eta: 0:00:26 loss: 0.3683 (0.6624) labels_encoder: 0.3683 (0.6624) labels_encoder_unscaled: 0.3683 (0.6624) time: 0.0388 data: 0.0239 max mem: 513
Test: [1000/1613] eta: 0:00:24 loss: 0.3185 (0.6530) labels_encoder: 0.3185 (0.6530) labels_encoder_unscaled: 0.3185 (0.6530) time: 0.0410 data: 0.0264 max mem: 513
Test: [1050/1613] eta: 0:00:22 loss: 0.5103 (0.6464) labels_encoder: 0.5103 (0.6464) labels_encoder_unscaled: 0.5103 (0.6464) time: 0.0387 data: 0.0223 max mem: 513
Test: [1100/1613] eta: 0:00:20 loss: 0.4129 (0.6436) labels_encoder: 0.4129 (0.6436) labels_encoder_unscaled: 0.4129 (0.6436) time: 0.0402 data: 0.0251 max mem: 513
Test: [1150/1613] eta: 0:00:18 loss: 0.3899 (0.6358) labels_encoder: 0.3899 (0.6358) labels_encoder_unscaled: 0.3899 (0.6358) time: 0.0372 data: 0.0234 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.3312 (0.6392) labels_encoder: 0.3312 (0.6392) labels_encoder_unscaled: 0.3312 (0.6392) time: 0.0380 data: 0.0222 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.2942 (0.6421) labels_encoder: 0.2942 (0.6421) labels_encoder_unscaled: 0.2942 (0.6421) time: 0.0394 data: 0.0242 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.3291 (0.6398) labels_encoder: 0.3291 (0.6398) labels_encoder_unscaled: 0.3291 (0.6398) time: 0.0369 data: 0.0202 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.5148 (0.6480) labels_encoder: 0.5148 (0.6480) labels_encoder_unscaled: 0.5148 (0.6480) time: 0.0420 data: 0.0273 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.6042 (0.6461) labels_encoder: 0.6042 (0.6461) labels_encoder_unscaled: 0.6042 (0.6461) time: 0.0415 data: 0.0271 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.2611 (0.6579) labels_encoder: 0.2611 (0.6579) labels_encoder_unscaled: 0.2611 (0.6579) time: 0.0380 data: 0.0231 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.3375 (0.6620) labels_encoder: 0.3375 (0.6620) labels_encoder_unscaled: 0.3375 (0.6620) time: 0.0379 data: 0.0240 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.4719 (0.6598) labels_encoder: 0.4719 (0.6598) labels_encoder_unscaled: 0.4719 (0.6598) time: 0.0376 data: 0.0231 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.6472 (0.6566) labels_encoder: 0.6472 (0.6566) labels_encoder_unscaled: 0.6472 (0.6566) time: 0.0367 data: 0.0221 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.3734 (0.6551) labels_encoder: 0.3734 (0.6551) labels_encoder_unscaled: 0.3734 (0.6551) time: 0.0344 data: 0.0199 max mem: 513
Test: Total time: 0:01:03 (0.0396 s / it)
Averaged stats: loss: 0.3734 (0.6551) labels_encoder: 0.3734 (0.6551) labels_encoder_unscaled: 0.3734 (0.6551)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5670, mcAP: 0.9733
BaseballPitch: 0.2644
BasketballDunk: 0.7527
Billiards: 0.4016
CleanAndJerk: 0.7880
CliffDiving: 0.8320
CricketBowling: 0.3755
CricketShot: 0.2006
Diving: 0.6993
FrisbeeCatch: 0.3901
GolfSwing: 0.5535
HammerThrow: 0.8374
HighJump: 0.5428
JavelinThrow: 0.7051
LongJump: 0.8081
PoleVault: 0.8647
Shotput: 0.6678
SoccerPenalty: 0.3065
TennisSwing: 0.4945
ThrowDiscus: 0.5981
VolleyballSpiking: 0.2581
Epoch: [3] [ 0/1415] eta: 0:35:12 lr: 0.000001 loss: 0.2098 (0.2098) labels_encoder: 0.2098 (0.2098) labels_encoder_unscaled: 0.2098 (0.2098) time: 1.4928 data: 1.4544 max mem: 513
Epoch: [3] [ 50/1415] eta: 0:01:37 lr: 0.000001 loss: 0.1691 (0.1750) labels_encoder: 0.1691 (0.1750) labels_encoder_unscaled: 0.1691 (0.1750) time: 0.0426 data: 0.0081 max mem: 513
Epoch: [3] [ 100/1415] eta: 0:01:15 lr: 0.000001 loss: 0.1633 (0.1734) labels_encoder: 0.1633 (0.1734) labels_encoder_unscaled: 0.1633 (0.1734) time: 0.0394 data: 0.0002 max mem: 513
Epoch: [3] [ 150/1415] eta: 0:01:06 lr: 0.000001 loss: 0.1662 (0.1759) labels_encoder: 0.1662 (0.1759) labels_encoder_unscaled: 0.1662 (0.1759) time: 0.0403 data: 0.0012 max mem: 513
Epoch: [3] [ 200/1415] eta: 0:00:59 lr: 0.000001 loss: 0.2013 (0.1784) labels_encoder: 0.2013 (0.1784) labels_encoder_unscaled: 0.2013 (0.1784) time: 0.0378 data: 0.0047 max mem: 513
Epoch: [3] [ 250/1415] eta: 0:00:55 lr: 0.000001 loss: 0.2056 (0.1809) labels_encoder: 0.2056 (0.1809) labels_encoder_unscaled: 0.2056 (0.1809) time: 0.0373 data: 0.0012 max mem: 513
Epoch: [3] [ 300/1415] eta: 0:00:51 lr: 0.000001 loss: 0.1744 (0.1804) labels_encoder: 0.1744 (0.1804) labels_encoder_unscaled: 0.1744 (0.1804) time: 0.0374 data: 0.0002 max mem: 513
Epoch: [3] [ 350/1415] eta: 0:00:47 lr: 0.000001 loss: 0.1839 (0.1797) labels_encoder: 0.1839 (0.1797) labels_encoder_unscaled: 0.1839 (0.1797) time: 0.0399 data: 0.0013 max mem: 513
Epoch: [3] [ 400/1415] eta: 0:00:45 lr: 0.000001 loss: 0.1729 (0.1796) labels_encoder: 0.1729 (0.1796) labels_encoder_unscaled: 0.1729 (0.1796) time: 0.0545 data: 0.0177 max mem: 513
Epoch: [3] [ 450/1415] eta: 0:00:42 lr: 0.000001 loss: 0.1664 (0.1791) labels_encoder: 0.1664 (0.1791) labels_encoder_unscaled: 0.1664 (0.1791) time: 0.0361 data: 0.0002 max mem: 513
Epoch: [3] [ 500/1415] eta: 0:00:39 lr: 0.000001 loss: 0.1625 (0.1781) labels_encoder: 0.1625 (0.1781) labels_encoder_unscaled: 0.1625 (0.1781) time: 0.0396 data: 0.0002 max mem: 513
Epoch: [3] [ 550/1415] eta: 0:00:37 lr: 0.000001 loss: 0.1760 (0.1778) labels_encoder: 0.1760 (0.1778) labels_encoder_unscaled: 0.1760 (0.1778) time: 0.0355 data: 0.0044 max mem: 513
Epoch: [3] [ 600/1415] eta: 0:00:34 lr: 0.000001 loss: 0.1631 (0.1774) labels_encoder: 0.1631 (0.1774) labels_encoder_unscaled: 0.1631 (0.1774) time: 0.0381 data: 0.0015 max mem: 513
Epoch: [3] [ 650/1415] eta: 0:00:32 lr: 0.000001 loss: 0.1512 (0.1773) labels_encoder: 0.1512 (0.1773) labels_encoder_unscaled: 0.1512 (0.1773) time: 0.0374 data: 0.0002 max mem: 513
Epoch: [3] [ 700/1415] eta: 0:00:30 lr: 0.000001 loss: 0.1657 (0.1770) labels_encoder: 0.1657 (0.1770) labels_encoder_unscaled: 0.1657 (0.1770) time: 0.0393 data: 0.0002 max mem: 513
Epoch: [3] [ 750/1415] eta: 0:00:27 lr: 0.000001 loss: 0.1865 (0.1774) labels_encoder: 0.1865 (0.1774) labels_encoder_unscaled: 0.1865 (0.1774) time: 0.0378 data: 0.0022 max mem: 513
Epoch: [3] [ 800/1415] eta: 0:00:25 lr: 0.000001 loss: 0.1814 (0.1773) labels_encoder: 0.1814 (0.1773) labels_encoder_unscaled: 0.1814 (0.1773) time: 0.0375 data: 0.0002 max mem: 513
Epoch: [3] [ 850/1415] eta: 0:00:23 lr: 0.000001 loss: 0.1554 (0.1768) labels_encoder: 0.1554 (0.1768) labels_encoder_unscaled: 0.1554 (0.1768) time: 0.0455 data: 0.0135 max mem: 513
Epoch: [3] [ 900/1415] eta: 0:00:21 lr: 0.000001 loss: 0.1657 (0.1769) labels_encoder: 0.1657 (0.1769) labels_encoder_unscaled: 0.1657 (0.1769) time: 0.0401 data: 0.0106 max mem: 513
Epoch: [3] [ 950/1415] eta: 0:00:19 lr: 0.000001 loss: 0.1726 (0.1770) labels_encoder: 0.1726 (0.1770) labels_encoder_unscaled: 0.1726 (0.1770) time: 0.0381 data: 0.0002 max mem: 513
Epoch: [3] [1000/1415] eta: 0:00:17 lr: 0.000001 loss: 0.1786 (0.1767) labels_encoder: 0.1786 (0.1767) labels_encoder_unscaled: 0.1786 (0.1767) time: 0.0392 data: 0.0018 max mem: 513
Epoch: [3] [1050/1415] eta: 0:00:15 lr: 0.000001 loss: 0.1701 (0.1767) labels_encoder: 0.1701 (0.1767) labels_encoder_unscaled: 0.1701 (0.1767) time: 0.0379 data: 0.0012 max mem: 513
Epoch: [3] [1100/1415] eta: 0:00:12 lr: 0.000001 loss: 0.1845 (0.1773) labels_encoder: 0.1845 (0.1773) labels_encoder_unscaled: 0.1845 (0.1773) time: 0.0377 data: 0.0058 max mem: 513
Epoch: [3] [1150/1415] eta: 0:00:10 lr: 0.000001 loss: 0.1836 (0.1774) labels_encoder: 0.1836 (0.1774) labels_encoder_unscaled: 0.1836 (0.1774) time: 0.0374 data: 0.0066 max mem: 513
Epoch: [3] [1200/1415] eta: 0:00:08 lr: 0.000001 loss: 0.1781 (0.1774) labels_encoder: 0.1781 (0.1774) labels_encoder_unscaled: 0.1781 (0.1774) time: 0.0374 data: 0.0002 max mem: 513
Epoch: [3] [1250/1415] eta: 0:00:06 lr: 0.000001 loss: 0.1627 (0.1771) labels_encoder: 0.1627 (0.1771) labels_encoder_unscaled: 0.1627 (0.1771) time: 0.0389 data: 0.0001 max mem: 513
Epoch: [3] [1300/1415] eta: 0:00:04 lr: 0.000001 loss: 0.1774 (0.1772) labels_encoder: 0.1774 (0.1772) labels_encoder_unscaled: 0.1774 (0.1772) time: 0.0401 data: 0.0045 max mem: 513
Epoch: [3] [1350/1415] eta: 0:00:02 lr: 0.000001 loss: 0.1901 (0.1772) labels_encoder: 0.1901 (0.1772) labels_encoder_unscaled: 0.1901 (0.1772) time: 0.0409 data: 0.0118 max mem: 513
Epoch: [3] [1400/1415] eta: 0:00:00 lr: 0.000001 loss: 0.1778 (0.1778) labels_encoder: 0.1778 (0.1778) labels_encoder_unscaled: 0.1778 (0.1778) time: 0.0407 data: 0.0068 max mem: 513
Epoch: [3] [1414/1415] eta: 0:00:00 lr: 0.000001 loss: 0.1778 (0.1778) labels_encoder: 0.1778 (0.1778) labels_encoder_unscaled: 0.1778 (0.1778) time: 0.0381 data: 0.0037 max mem: 513
Epoch: [3] Total time: 0:00:57 (0.0410 s / it)
Averaged stats: lr: 0.000001 loss: 0.1778 (0.1778) labels_encoder: 0.1778 (0.1778) labels_encoder_unscaled: 0.1778 (0.1778)
Test: [ 0/1613] eta: 0:38:25 loss: 0.2492 (0.2492) labels_encoder: 0.2492 (0.2492) labels_encoder_unscaled: 0.2492 (0.2492) time: 1.4292 data: 1.4100 max mem: 513
Test: [ 50/1613] eta: 0:01:37 loss: 0.3184 (0.6426) labels_encoder: 0.3184 (0.6426) labels_encoder_unscaled: 0.3184 (0.6426) time: 0.0321 data: 0.0165 max mem: 513
Test: [ 100/1613] eta: 0:01:15 loss: 0.1414 (0.4799) labels_encoder: 0.1414 (0.4799) labels_encoder_unscaled: 0.1414 (0.4799) time: 0.0397 data: 0.0248 max mem: 513
Test: [ 150/1613] eta: 0:01:08 loss: 0.5230 (0.4581) labels_encoder: 0.5230 (0.4581) labels_encoder_unscaled: 0.5230 (0.4581) time: 0.0390 data: 0.0218 max mem: 513
Test: [ 200/1613] eta: 0:01:02 loss: 0.7204 (0.5261) labels_encoder: 0.7204 (0.5261) labels_encoder_unscaled: 0.7204 (0.5261) time: 0.0371 data: 0.0225 max mem: 513
Test: [ 250/1613] eta: 0:00:58 loss: 0.2995 (0.5609) labels_encoder: 0.2995 (0.5609) labels_encoder_unscaled: 0.2995 (0.5609) time: 0.0404 data: 0.0229 max mem: 513
Test: [ 300/1613] eta: 0:00:56 loss: 0.3405 (0.6029) labels_encoder: 0.3405 (0.6029) labels_encoder_unscaled: 0.3405 (0.6029) time: 0.0395 data: 0.0191 max mem: 513
Test: [ 350/1613] eta: 0:00:53 loss: 0.8315 (0.6020) labels_encoder: 0.8315 (0.6020) labels_encoder_unscaled: 0.8315 (0.6020) time: 0.0375 data: 0.0227 max mem: 513
Test: [ 400/1613] eta: 0:00:50 loss: 0.4387 (0.6825) labels_encoder: 0.4387 (0.6825) labels_encoder_unscaled: 0.4387 (0.6825) time: 0.0405 data: 0.0235 max mem: 513
Test: [ 450/1613] eta: 0:00:47 loss: 0.5934 (0.7254) labels_encoder: 0.5934 (0.7254) labels_encoder_unscaled: 0.5934 (0.7254) time: 0.0377 data: 0.0210 max mem: 513
Test: [ 500/1613] eta: 0:00:45 loss: 0.1785 (0.6898) labels_encoder: 0.1785 (0.6898) labels_encoder_unscaled: 0.1785 (0.6898) time: 0.0402 data: 0.0242 max mem: 513
Test: [ 550/1613] eta: 0:00:43 loss: 0.3560 (0.6874) labels_encoder: 0.3560 (0.6874) labels_encoder_unscaled: 0.3560 (0.6874) time: 0.0378 data: 0.0224 max mem: 513
Test: [ 600/1613] eta: 0:00:40 loss: 0.8530 (0.7070) labels_encoder: 0.8530 (0.7070) labels_encoder_unscaled: 0.8530 (0.7070) time: 0.0366 data: 0.0213 max mem: 513
Test: [ 650/1613] eta: 0:00:38 loss: 0.4513 (0.6902) labels_encoder: 0.4513 (0.6902) labels_encoder_unscaled: 0.4513 (0.6902) time: 0.0414 data: 0.0252 max mem: 513
Test: [ 700/1613] eta: 0:00:36 loss: 0.3045 (0.6739) labels_encoder: 0.3045 (0.6739) labels_encoder_unscaled: 0.3045 (0.6739) time: 0.0386 data: 0.0242 max mem: 513
Test: [ 750/1613] eta: 0:00:34 loss: 0.3830 (0.6564) labels_encoder: 0.3830 (0.6564) labels_encoder_unscaled: 0.3830 (0.6564) time: 0.0380 data: 0.0229 max mem: 513
Test: [ 800/1613] eta: 0:00:32 loss: 0.4285 (0.6542) labels_encoder: 0.4285 (0.6542) labels_encoder_unscaled: 0.4285 (0.6542) time: 0.0379 data: 0.0214 max mem: 513
Test: [ 850/1613] eta: 0:00:30 loss: 0.8169 (0.6559) labels_encoder: 0.8169 (0.6559) labels_encoder_unscaled: 0.8169 (0.6559) time: 0.0378 data: 0.0218 max mem: 513
Test: [ 900/1613] eta: 0:00:28 loss: 0.4099 (0.6739) labels_encoder: 0.4099 (0.6739) labels_encoder_unscaled: 0.4099 (0.6739) time: 0.0381 data: 0.0237 max mem: 513
Test: [ 950/1613] eta: 0:00:26 loss: 0.4526 (0.6687) labels_encoder: 0.4526 (0.6687) labels_encoder_unscaled: 0.4526 (0.6687) time: 0.0378 data: 0.0236 max mem: 513
Test: [1000/1613] eta: 0:00:24 loss: 0.3097 (0.6597) labels_encoder: 0.3097 (0.6597) labels_encoder_unscaled: 0.3097 (0.6597) time: 0.0375 data: 0.0221 max mem: 513
Test: [1050/1613] eta: 0:00:22 loss: 0.4852 (0.6545) labels_encoder: 0.4852 (0.6545) labels_encoder_unscaled: 0.4852 (0.6545) time: 0.0390 data: 0.0225 max mem: 513
Test: [1100/1613] eta: 0:00:20 loss: 0.3470 (0.6528) labels_encoder: 0.3470 (0.6528) labels_encoder_unscaled: 0.3470 (0.6528) time: 0.0390 data: 0.0249 max mem: 513
Test: [1150/1613] eta: 0:00:18 loss: 0.3491 (0.6450) labels_encoder: 0.3491 (0.6450) labels_encoder_unscaled: 0.3491 (0.6450) time: 0.0416 data: 0.0257 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.3664 (0.6480) labels_encoder: 0.3664 (0.6480) labels_encoder_unscaled: 0.3664 (0.6480) time: 0.0396 data: 0.0234 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.3075 (0.6506) labels_encoder: 0.3075 (0.6506) labels_encoder_unscaled: 0.3075 (0.6506) time: 0.0377 data: 0.0216 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.2053 (0.6474) labels_encoder: 0.2053 (0.6474) labels_encoder_unscaled: 0.2053 (0.6474) time: 0.0368 data: 0.0216 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.5704 (0.6571) labels_encoder: 0.5704 (0.6571) labels_encoder_unscaled: 0.5704 (0.6571) time: 0.0383 data: 0.0233 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.5742 (0.6553) labels_encoder: 0.5742 (0.6553) labels_encoder_unscaled: 0.5742 (0.6553) time: 0.0379 data: 0.0248 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3264 (0.6649) labels_encoder: 0.3264 (0.6649) labels_encoder_unscaled: 0.3264 (0.6649) time: 0.0389 data: 0.0232 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.3708 (0.6705) labels_encoder: 0.3708 (0.6705) labels_encoder_unscaled: 0.3708 (0.6705) time: 0.0380 data: 0.0220 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.5330 (0.6689) labels_encoder: 0.5330 (0.6689) labels_encoder_unscaled: 0.5330 (0.6689) time: 0.0369 data: 0.0204 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.5800 (0.6652) labels_encoder: 0.5800 (0.6652) labels_encoder_unscaled: 0.5800 (0.6652) time: 0.0406 data: 0.0250 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.4892 (0.6638) labels_encoder: 0.4892 (0.6638) labels_encoder_unscaled: 0.4892 (0.6638) time: 0.0336 data: 0.0185 max mem: 513
Test: Total time: 0:01:03 (0.0393 s / it)
Averaged stats: loss: 0.4892 (0.6638) labels_encoder: 0.4892 (0.6638) labels_encoder_unscaled: 0.4892 (0.6638)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5660, mcAP: 0.9728
BaseballPitch: 0.2193
BasketballDunk: 0.7427
Billiards: 0.4045
CleanAndJerk: 0.7776
CliffDiving: 0.8298
CricketBowling: 0.3831
CricketShot: 0.1907
Diving: 0.6888
FrisbeeCatch: 0.4060
GolfSwing: 0.5493
HammerThrow: 0.8379
HighJump: 0.5543
JavelinThrow: 0.6917
LongJump: 0.8085
PoleVault: 0.8665
Shotput: 0.6585
SoccerPenalty: 0.3566
TennisSwing: 0.4850
ThrowDiscus: 0.5962
VolleyballSpiking: 0.2726
Epoch: [4] [ 0/1415] eta: 0:35:26 lr: 0.000000 loss: 0.1822 (0.1822) labels_encoder: 0.1822 (0.1822) labels_encoder_unscaled: 0.1822 (0.1822) time: 1.5026 data: 1.4761 max mem: 513
Epoch: [4] [ 50/1415] eta: 0:01:34 lr: 0.000000 loss: 0.1483 (0.1735) labels_encoder: 0.1483 (0.1735) labels_encoder_unscaled: 0.1483 (0.1735) time: 0.0386 data: 0.0002 max mem: 513
Epoch: [4] [ 100/1415] eta: 0:01:15 lr: 0.000000 loss: 0.1745 (0.1833) labels_encoder: 0.1745 (0.1833) labels_encoder_unscaled: 0.1745 (0.1833) time: 0.0391 data: 0.0002 max mem: 513
Epoch: [4] [ 150/1415] eta: 0:01:05 lr: 0.000000 loss: 0.1801 (0.1812) labels_encoder: 0.1801 (0.1812) labels_encoder_unscaled: 0.1801 (0.1812) time: 0.0416 data: 0.0073 max mem: 513
Epoch: [4] [ 200/1415] eta: 0:00:59 lr: 0.000000 loss: 0.1678 (0.1799) labels_encoder: 0.1678 (0.1799) labels_encoder_unscaled: 0.1678 (0.1799) time: 0.0411 data: 0.0046 max mem: 513
Epoch: [4] [ 250/1415] eta: 0:00:55 lr: 0.000000 loss: 0.1709 (0.1799) labels_encoder: 0.1709 (0.1799) labels_encoder_unscaled: 0.1709 (0.1799) time: 0.0366 data: 0.0002 max mem: 513
Epoch: [4] [ 300/1415] eta: 0:00:50 lr: 0.000000 loss: 0.1727 (0.1795) labels_encoder: 0.1727 (0.1795) labels_encoder_unscaled: 0.1727 (0.1795) time: 0.0373 data: 0.0002 max mem: 513
Epoch: [4] [ 350/1415] eta: 0:00:47 lr: 0.000000 loss: 0.1605 (0.1781) labels_encoder: 0.1605 (0.1781) labels_encoder_unscaled: 0.1605 (0.1781) time: 0.0392 data: 0.0008 max mem: 513
Epoch: [4] [ 400/1415] eta: 0:00:44 lr: 0.000000 loss: 0.1683 (0.1784) labels_encoder: 0.1683 (0.1784) labels_encoder_unscaled: 0.1683 (0.1784) time: 0.0389 data: 0.0002 max mem: 513
Epoch: [4] [ 450/1415] eta: 0:00:41 lr: 0.000000 loss: 0.1794 (0.1781) labels_encoder: 0.1794 (0.1781) labels_encoder_unscaled: 0.1794 (0.1781) time: 0.0366 data: 0.0001 max mem: 513
Epoch: [4] [ 500/1415] eta: 0:00:38 lr: 0.000000 loss: 0.1555 (0.1776) labels_encoder: 0.1555 (0.1776) labels_encoder_unscaled: 0.1555 (0.1776) time: 0.0401 data: 0.0002 max mem: 513
Epoch: [4] [ 550/1415] eta: 0:00:36 lr: 0.000000 loss: 0.1743 (0.1774) labels_encoder: 0.1743 (0.1774) labels_encoder_unscaled: 0.1743 (0.1774) time: 0.0374 data: 0.0002 max mem: 513
Epoch: [4] [ 600/1415] eta: 0:00:34 lr: 0.000000 loss: 0.1674 (0.1772) labels_encoder: 0.1674 (0.1772) labels_encoder_unscaled: 0.1674 (0.1772) time: 0.0408 data: 0.0053 max mem: 513
Epoch: [4] [ 650/1415] eta: 0:00:31 lr: 0.000000 loss: 0.1527 (0.1771) labels_encoder: 0.1527 (0.1771) labels_encoder_unscaled: 0.1527 (0.1771) time: 0.0370 data: 0.0002 max mem: 513
Epoch: [4] [ 700/1415] eta: 0:00:29 lr: 0.000000 loss: 0.1668 (0.1770) labels_encoder: 0.1668 (0.1770) labels_encoder_unscaled: 0.1668 (0.1770) time: 0.0390 data: 0.0020 max mem: 513
Epoch: [4] [ 750/1415] eta: 0:00:27 lr: 0.000000 loss: 0.1577 (0.1761) labels_encoder: 0.1577 (0.1761) labels_encoder_unscaled: 0.1577 (0.1761) time: 0.0374 data: 0.0001 max mem: 513
Epoch: [4] [ 800/1415] eta: 0:00:25 lr: 0.000000 loss: 0.1589 (0.1754) labels_encoder: 0.1589 (0.1754) labels_encoder_unscaled: 0.1589 (0.1754) time: 0.0382 data: 0.0002 max mem: 513
Epoch: [4] [ 850/1415] eta: 0:00:23 lr: 0.000000 loss: 0.1705 (0.1757) labels_encoder: 0.1705 (0.1757) labels_encoder_unscaled: 0.1705 (0.1757) time: 0.0387 data: 0.0002 max mem: 513
Epoch: [4] [ 900/1415] eta: 0:00:20 lr: 0.000000 loss: 0.1795 (0.1756) labels_encoder: 0.1795 (0.1756) labels_encoder_unscaled: 0.1795 (0.1756) time: 0.0392 data: 0.0002 max mem: 513
Epoch: [4] [ 950/1415] eta: 0:00:18 lr: 0.000000 loss: 0.1407 (0.1752) labels_encoder: 0.1407 (0.1752) labels_encoder_unscaled: 0.1407 (0.1752) time: 0.0389 data: 0.0002 max mem: 513
Epoch: [4] [1000/1415] eta: 0:00:16 lr: 0.000000 loss: 0.1624 (0.1750) labels_encoder: 0.1624 (0.1750) labels_encoder_unscaled: 0.1624 (0.1750) time: 0.0386 data: 0.0002 max mem: 513
Epoch: [4] [1050/1415] eta: 0:00:14 lr: 0.000000 loss: 0.1885 (0.1748) labels_encoder: 0.1885 (0.1748) labels_encoder_unscaled: 0.1885 (0.1748) time: 0.0414 data: 0.0002 max mem: 513
Epoch: [4] [1100/1415] eta: 0:00:12 lr: 0.000000 loss: 0.1676 (0.1746) labels_encoder: 0.1676 (0.1746) labels_encoder_unscaled: 0.1676 (0.1746) time: 0.0371 data: 0.0002 max mem: 513
Epoch: [4] [1150/1415] eta: 0:00:10 lr: 0.000000 loss: 0.1510 (0.1747) labels_encoder: 0.1510 (0.1747) labels_encoder_unscaled: 0.1510 (0.1747) time: 0.0383 data: 0.0002 max mem: 513
Epoch: [4] [1200/1415] eta: 0:00:08 lr: 0.000000 loss: 0.1766 (0.1746) labels_encoder: 0.1766 (0.1746) labels_encoder_unscaled: 0.1766 (0.1746) time: 0.0369 data: 0.0002 max mem: 513
Epoch: [4] [1250/1415] eta: 0:00:06 lr: 0.000000 loss: 0.1661 (0.1751) labels_encoder: 0.1661 (0.1751) labels_encoder_unscaled: 0.1661 (0.1751) time: 0.0362 data: 0.0002 max mem: 513
Epoch: [4] [1300/1415] eta: 0:00:04 lr: 0.000000 loss: 0.1544 (0.1746) labels_encoder: 0.1544 (0.1746) labels_encoder_unscaled: 0.1544 (0.1746) time: 0.0388 data: 0.0002 max mem: 513
Epoch: [4] [1350/1415] eta: 0:00:02 lr: 0.000000 loss: 0.1610 (0.1749) labels_encoder: 0.1610 (0.1749) labels_encoder_unscaled: 0.1610 (0.1749) time: 0.0375 data: 0.0002 max mem: 513
Epoch: [4] [1400/1415] eta: 0:00:00 lr: 0.000000 loss: 0.1549 (0.1746) labels_encoder: 0.1549 (0.1746) labels_encoder_unscaled: 0.1549 (0.1746) time: 0.0384 data: 0.0011 max mem: 513
Epoch: [4] [1414/1415] eta: 0:00:00 lr: 0.000000 loss: 0.1734 (0.1747) labels_encoder: 0.1734 (0.1747) labels_encoder_unscaled: 0.1734 (0.1747) time: 0.0345 data: 0.0010 max mem: 513
Epoch: [4] Total time: 0:00:56 (0.0401 s / it)
Averaged stats: lr: 0.000000 loss: 0.1734 (0.1747) labels_encoder: 0.1734 (0.1747) labels_encoder_unscaled: 0.1734 (0.1747)
Test: [ 0/1613] eta: 0:38:54 loss: 0.3367 (0.3367) labels_encoder: 0.3367 (0.3367) labels_encoder_unscaled: 0.3367 (0.3367) time: 1.4472 data: 1.4313 max mem: 513
Test: [ 50/1613] eta: 0:01:43 loss: 0.2922 (0.6013) labels_encoder: 0.2922 (0.6013) labels_encoder_unscaled: 0.2922 (0.6013) time: 0.0337 data: 0.0168 max mem: 513
Test: [ 100/1613] eta: 0:01:17 loss: 0.1223 (0.4513) labels_encoder: 0.1223 (0.4513) labels_encoder_unscaled: 0.1223 (0.4513) time: 0.0374 data: 0.0234 max mem: 513
Test: [ 150/1613] eta: 0:01:09 loss: 0.5422 (0.4425) labels_encoder: 0.5422 (0.4425) labels_encoder_unscaled: 0.5422 (0.4425) time: 0.0401 data: 0.0250 max mem: 513
Test: [ 200/1613] eta: 0:01:03 loss: 0.7439 (0.5085) labels_encoder: 0.7439 (0.5085) labels_encoder_unscaled: 0.7439 (0.5085) time: 0.0390 data: 0.0217 max mem: 513
Test: [ 250/1613] eta: 0:00:59 loss: 0.3107 (0.5456) labels_encoder: 0.3107 (0.5456) labels_encoder_unscaled: 0.3107 (0.5456) time: 0.0392 data: 0.0237 max mem: 513
Test: [ 300/1613] eta: 0:00:56 loss: 0.3834 (0.5896) labels_encoder: 0.3834 (0.5896) labels_encoder_unscaled: 0.3834 (0.5896) time: 0.0411 data: 0.0260 max mem: 513
Test: [ 350/1613] eta: 0:00:53 loss: 0.8902 (0.5929) labels_encoder: 0.8902 (0.5929) labels_encoder_unscaled: 0.8902 (0.5929) time: 0.0378 data: 0.0239 max mem: 513
Test: [ 400/1613] eta: 0:00:50 loss: 0.4227 (0.6695) labels_encoder: 0.4227 (0.6695) labels_encoder_unscaled: 0.4227 (0.6695) time: 0.0379 data: 0.0239 max mem: 513
Test: [ 450/1613] eta: 0:00:48 loss: 0.6649 (0.7108) labels_encoder: 0.6649 (0.7108) labels_encoder_unscaled: 0.6649 (0.7108) time: 0.0378 data: 0.0240 max mem: 513
Test: [ 500/1613] eta: 0:00:45 loss: 0.2108 (0.6750) labels_encoder: 0.2108 (0.6750) labels_encoder_unscaled: 0.2108 (0.6750) time: 0.0380 data: 0.0209 max mem: 513
Test: [ 550/1613] eta: 0:00:43 loss: 0.4477 (0.6773) labels_encoder: 0.4477 (0.6773) labels_encoder_unscaled: 0.4477 (0.6773) time: 0.0341 data: 0.0168 max mem: 513
Test: [ 600/1613] eta: 0:00:41 loss: 0.8234 (0.6946) labels_encoder: 0.8234 (0.6946) labels_encoder_unscaled: 0.8234 (0.6946) time: 0.0371 data: 0.0223 max mem: 513
Test: [ 650/1613] eta: 0:00:38 loss: 0.4828 (0.6798) labels_encoder: 0.4828 (0.6798) labels_encoder_unscaled: 0.4828 (0.6798) time: 0.0391 data: 0.0242 max mem: 513
Test: [ 700/1613] eta: 0:00:36 loss: 0.2960 (0.6644) labels_encoder: 0.2960 (0.6644) labels_encoder_unscaled: 0.2960 (0.6644) time: 0.0421 data: 0.0231 max mem: 513
Test: [ 750/1613] eta: 0:00:34 loss: 0.3564 (0.6496) labels_encoder: 0.3564 (0.6496) labels_encoder_unscaled: 0.3564 (0.6496) time: 0.0385 data: 0.0242 max mem: 513
Test: [ 800/1613] eta: 0:00:32 loss: 0.4129 (0.6481) labels_encoder: 0.4129 (0.6481) labels_encoder_unscaled: 0.4129 (0.6481) time: 0.0394 data: 0.0246 max mem: 513
Test: [ 850/1613] eta: 0:00:30 loss: 0.7872 (0.6500) labels_encoder: 0.7872 (0.6500) labels_encoder_unscaled: 0.7872 (0.6500) time: 0.0376 data: 0.0229 max mem: 513
Test: [ 900/1613] eta: 0:00:28 loss: 0.4221 (0.6676) labels_encoder: 0.4221 (0.6676) labels_encoder_unscaled: 0.4221 (0.6676) time: 0.0407 data: 0.0241 max mem: 513
Test: [ 950/1613] eta: 0:00:26 loss: 0.5482 (0.6637) labels_encoder: 0.5482 (0.6637) labels_encoder_unscaled: 0.5482 (0.6637) time: 0.0369 data: 0.0188 max mem: 513
Test: [1000/1613] eta: 0:00:24 loss: 0.3340 (0.6563) labels_encoder: 0.3340 (0.6563) labels_encoder_unscaled: 0.3340 (0.6563) time: 0.0402 data: 0.0215 max mem: 513
Test: [1050/1613] eta: 0:00:22 loss: 0.5974 (0.6537) labels_encoder: 0.5974 (0.6537) labels_encoder_unscaled: 0.5974 (0.6537) time: 0.0387 data: 0.0228 max mem: 513
Test: [1100/1613] eta: 0:00:20 loss: 0.3677 (0.6524) labels_encoder: 0.3677 (0.6524) labels_encoder_unscaled: 0.3677 (0.6524) time: 0.0391 data: 0.0237 max mem: 513
Test: [1150/1613] eta: 0:00:18 loss: 0.3430 (0.6445) labels_encoder: 0.3430 (0.6445) labels_encoder_unscaled: 0.3430 (0.6445) time: 0.0368 data: 0.0232 max mem: 513
Test: [1200/1613] eta: 0:00:16 loss: 0.3463 (0.6470) labels_encoder: 0.3463 (0.6470) labels_encoder_unscaled: 0.3463 (0.6470) time: 0.0380 data: 0.0227 max mem: 513
Test: [1250/1613] eta: 0:00:14 loss: 0.2629 (0.6497) labels_encoder: 0.2629 (0.6497) labels_encoder_unscaled: 0.2629 (0.6497) time: 0.0357 data: 0.0207 max mem: 513
Test: [1300/1613] eta: 0:00:12 loss: 0.2403 (0.6465) labels_encoder: 0.2403 (0.6465) labels_encoder_unscaled: 0.2403 (0.6465) time: 0.0376 data: 0.0219 max mem: 513
Test: [1350/1613] eta: 0:00:10 loss: 0.5449 (0.6562) labels_encoder: 0.5449 (0.6562) labels_encoder_unscaled: 0.5449 (0.6562) time: 0.0428 data: 0.0271 max mem: 513
Test: [1400/1613] eta: 0:00:08 loss: 0.5717 (0.6544) labels_encoder: 0.5717 (0.6544) labels_encoder_unscaled: 0.5717 (0.6544) time: 0.0369 data: 0.0235 max mem: 513
Test: [1450/1613] eta: 0:00:06 loss: 0.3244 (0.6644) labels_encoder: 0.3244 (0.6644) labels_encoder_unscaled: 0.3244 (0.6644) time: 0.0376 data: 0.0228 max mem: 513
Test: [1500/1613] eta: 0:00:04 loss: 0.4172 (0.6710) labels_encoder: 0.4172 (0.6710) labels_encoder_unscaled: 0.4172 (0.6710) time: 0.0388 data: 0.0240 max mem: 513
Test: [1550/1613] eta: 0:00:02 loss: 0.5869 (0.6688) labels_encoder: 0.5869 (0.6688) labels_encoder_unscaled: 0.5869 (0.6688) time: 0.0367 data: 0.0193 max mem: 513
Test: [1600/1613] eta: 0:00:00 loss: 0.7281 (0.6656) labels_encoder: 0.7281 (0.6656) labels_encoder_unscaled: 0.7281 (0.6656) time: 0.0371 data: 0.0221 max mem: 513
Test: [1612/1613] eta: 0:00:00 loss: 0.5712 (0.6642) labels_encoder: 0.5712 (0.6642) labels_encoder_unscaled: 0.5712 (0.6642) time: 0.0339 data: 0.0197 max mem: 513
Test: Total time: 0:01:03 (0.0393 s / it)
Averaged stats: loss: 0.5712 (0.6642) labels_encoder: 0.5712 (0.6642) labels_encoder_unscaled: 0.5712 (0.6642)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5635, mcAP: 0.9732
BaseballPitch: 0.2035
BasketballDunk: 0.7413
Billiards: 0.4085
CleanAndJerk: 0.7853
CliffDiving: 0.8323
CricketBowling: 0.3816
CricketShot: 0.1828
Diving: 0.6922
FrisbeeCatch: 0.3493
GolfSwing: 0.5601
HammerThrow: 0.8414
HighJump: 0.5543
JavelinThrow: 0.7011
LongJump: 0.8124
PoleVault: 0.8634
Shotput: 0.6552
SoccerPenalty: 0.3312
TennisSwing: 0.4782
ThrowDiscus: 0.6206
VolleyballSpiking: 0.2756
Training time 0:08:13