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oadtr_b1_recycling_fixed_127_seed2_anet.txt
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Unable to compile CoConv C++ implementation. Falling back to Python version.
[Errno 2] No such file or directory: '/home/lh/.conda/envs/oadtr/lib/python3.8/site-packages/continual/conv.cpp'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'conv_flops_counter_hook'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'MODULES_MAPPING'
Not using distributed mode
lr:0.0001
batch_size:128
weight_decay:0.0001
epochs:5
resize_feature:False
lr_drop:1
clip_max_norm:1.0
dataparallel:False
removelog:False
version:v3
query_num:8
decoder_layers:5
decoder_embedding_dim:1024
decoder_embedding_dim_out:1024
decoder_attn_dropout_rate:0.1
decoder_num_heads:4
classification_pred_loss_coef:0.5
enc_layers:64
lr_backbone:0.0001
feature:anet
dim_feature:3072
patch_dim:1
embedding_dim:1024
num_heads:8
num_layers:1
attn_dropout_rate:0.1
positional_encoding_type:recycling_fixed
num_embeddings:127
hidden_dim:1024
dropout_rate:0.1
numclass:22
classification_x_loss_coef:0.3
classification_h_loss_coef:1
similar_loss_coef:0.1
margin:1.0
dataset:thumos
dataset_file:data/data_info_new.json
frozen_weights:None
thumos_data_path:/home/dancer/mycode/Temporal.Online.Detection/Online.TRN.Pytorch/preprocess/
thumos_anno_path:data/thumos_{}_anno.pickle
remove_difficult:False
device:cuda
output_dir:models
seed:2
resume:
start_epoch:1
eval:False
num_workers:8
world_size:1
dist_url:tcp://127.0.0.1:12342
train_session_set:['video_validation_0000690', 'video_validation_0000288', 'video_validation_0000289', 'video_validation_0000416', 'video_validation_0000282', 'video_validation_0000283', 'video_validation_0000281', 'video_validation_0000286', 'video_validation_0000287', 'video_validation_0000284', 'video_validation_0000285', 'video_validation_0000202', 'video_validation_0000203', 'video_validation_0000201', 'video_validation_0000206', 'video_validation_0000207', 'video_validation_0000204', 'video_validation_0000205', 'video_validation_0000790', 'video_validation_0000208', 'video_validation_0000209', 'video_validation_0000420', 'video_validation_0000364', 'video_validation_0000853', 'video_validation_0000950', 'video_validation_0000937', 'video_validation_0000367', 'video_validation_0000290', 'video_validation_0000210', 'video_validation_0000059', 'video_validation_0000058', 'video_validation_0000057', 'video_validation_0000056', 'video_validation_0000055', 'video_validation_0000054', 'video_validation_0000053', 'video_validation_0000052', 'video_validation_0000051', 'video_validation_0000933', 'video_validation_0000949', 'video_validation_0000948', 'video_validation_0000945', 'video_validation_0000944', 'video_validation_0000947', 'video_validation_0000946', 'video_validation_0000941', 'video_validation_0000940', 'video_validation_0000190', 'video_validation_0000942', 'video_validation_0000261', 'video_validation_0000262', 'video_validation_0000263', 'video_validation_0000264', 'video_validation_0000265', 'video_validation_0000266', 'video_validation_0000267', 'video_validation_0000268', 'video_validation_0000269', 'video_validation_0000989', 'video_validation_0000060', 'video_validation_0000370', 'video_validation_0000938', 'video_validation_0000935', 'video_validation_0000668', 'video_validation_0000669', 'video_validation_0000664', 'video_validation_0000665', 'video_validation_0000932', 'video_validation_0000667', 'video_validation_0000934', 'video_validation_0000661', 'video_validation_0000662', 'video_validation_0000663', 'video_validation_0000181', 'video_validation_0000180', 'video_validation_0000183', 'video_validation_0000182', 'video_validation_0000185', 'video_validation_0000184', 'video_validation_0000187', 'video_validation_0000186', 'video_validation_0000189', 'video_validation_0000188', 'video_validation_0000936', 'video_validation_0000270', 'video_validation_0000854', 'video_validation_0000178', 'video_validation_0000179', 'video_validation_0000174', 'video_validation_0000175', 'video_validation_0000176', 'video_validation_0000177', 'video_validation_0000170', 'video_validation_0000171', 'video_validation_0000172', 'video_validation_0000173', 'video_validation_0000670', 'video_validation_0000419', 'video_validation_0000943', 'video_validation_0000485', 'video_validation_0000369', 'video_validation_0000368', 'video_validation_0000318', 'video_validation_0000319', 'video_validation_0000415', 'video_validation_0000414', 'video_validation_0000413', 'video_validation_0000412', 'video_validation_0000411', 'video_validation_0000311', 'video_validation_0000312', 'video_validation_0000313', 'video_validation_0000314', 'video_validation_0000315', 'video_validation_0000316', 'video_validation_0000317', 'video_validation_0000418', 'video_validation_0000365', 'video_validation_0000482', 'video_validation_0000169', 'video_validation_0000168', 'video_validation_0000167', 'video_validation_0000166', 'video_validation_0000165', 'video_validation_0000164', 'video_validation_0000163', 'video_validation_0000162', 'video_validation_0000161', 'video_validation_0000160', 'video_validation_0000857', 'video_validation_0000856', 'video_validation_0000855', 'video_validation_0000366', 'video_validation_0000488', 'video_validation_0000489', 'video_validation_0000851', 'video_validation_0000484', 'video_validation_0000361', 'video_validation_0000486', 'video_validation_0000487', 'video_validation_0000481', 'video_validation_0000910', 'video_validation_0000483', 'video_validation_0000363', 'video_validation_0000990', 'video_validation_0000939', 'video_validation_0000362', 'video_validation_0000987', 'video_validation_0000859', 'video_validation_0000787', 'video_validation_0000786', 'video_validation_0000785', 'video_validation_0000784', 'video_validation_0000783', 'video_validation_0000782', 'video_validation_0000781', 'video_validation_0000981', 'video_validation_0000983', 'video_validation_0000982', 'video_validation_0000985', 'video_validation_0000984', 'video_validation_0000417', 'video_validation_0000788', 'video_validation_0000152', 'video_validation_0000153', 'video_validation_0000151', 'video_validation_0000156', 'video_validation_0000157', 'video_validation_0000154', 'video_validation_0000155', 'video_validation_0000158', 'video_validation_0000159', 'video_validation_0000901', 'video_validation_0000903', 'video_validation_0000902', 'video_validation_0000905', 'video_validation_0000904', 'video_validation_0000907', 'video_validation_0000906', 'video_validation_0000909', 'video_validation_0000908', 'video_validation_0000490', 'video_validation_0000860', 'video_validation_0000858', 'video_validation_0000988', 'video_validation_0000320', 'video_validation_0000688', 'video_validation_0000689', 'video_validation_0000686', 'video_validation_0000687', 'video_validation_0000684', 'video_validation_0000685', 'video_validation_0000682', 'video_validation_0000683', 'video_validation_0000681', 'video_validation_0000789', 'video_validation_0000986', 'video_validation_0000931', 'video_validation_0000852', 'video_validation_0000666']
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test_session_set:['video_test_0000292', 'video_test_0001078', 'video_test_0000896', 'video_test_0000897', 'video_test_0000950', 'video_test_0001159', 'video_test_0001079', 'video_test_0000807', 'video_test_0000179', 'video_test_0000173', 'video_test_0001072', 'video_test_0001075', 'video_test_0000767', 'video_test_0001076', 'video_test_0000007', 'video_test_0000006', 'video_test_0000556', 'video_test_0001307', 'video_test_0001153', 'video_test_0000718', 'video_test_0000716', 'video_test_0001309', 'video_test_0000714', 'video_test_0000558', 'video_test_0001267', 'video_test_0000367', 'video_test_0001324', 'video_test_0000085', 'video_test_0000887', 'video_test_0001281', 'video_test_0000882', 'video_test_0000671', 'video_test_0000964', 'video_test_0001164', 'video_test_0001114', 'video_test_0000771', 'video_test_0001163', 'video_test_0001118', 'video_test_0001201', 'video_test_0001040', 'video_test_0001207', 'video_test_0000723', 'video_test_0000569', 'video_test_0000672', 'video_test_0000673', 'video_test_0000278', 'video_test_0001162', 'video_test_0000405', 'video_test_0000073', 'video_test_0000560', 'video_test_0001276', 'video_test_0000270', 'video_test_0000273', 'video_test_0000374', 'video_test_0000372', 'video_test_0001168', 'video_test_0000379', 'video_test_0001446', 'video_test_0001447', 'video_test_0001098', 'video_test_0000873', 'video_test_0000039', 'video_test_0000442', 'video_test_0001219', 'video_test_0000762', 'video_test_0000611', 'video_test_0000617', 'video_test_0000615', 'video_test_0001270', 'video_test_0000740', 'video_test_0000293', 'video_test_0000504', 'video_test_0000505', 'video_test_0000665', 'video_test_0000664', 'video_test_0000577', 'video_test_0000814', 'video_test_0001369', 'video_test_0001194', 'video_test_0001195', 'video_test_0001512', 'video_test_0001235', 'video_test_0001459', 'video_test_0000691', 'video_test_0000765', 'video_test_0001452', 'video_test_0000188', 'video_test_0000591', 'video_test_0001268', 'video_test_0000593', 'video_test_0000864', 'video_test_0000601', 'video_test_0001135', 'video_test_0000004', 'video_test_0000903', 'video_test_0000285', 'video_test_0001174', 'video_test_0000046', 'video_test_0000045', 'video_test_0001223', 'video_test_0001358', 'video_test_0001134', 'video_test_0000698', 'video_test_0000461', 'video_test_0001182', 'video_test_0000450', 'video_test_0000602', 'video_test_0001229', 'video_test_0000989', 'video_test_0000357', 'video_test_0001039', 'video_test_0000355', 'video_test_0000353', 'video_test_0001508', 'video_test_0000981', 'video_test_0000242', 'video_test_0000854', 'video_test_0001484', 'video_test_0000635', 'video_test_0001129', 'video_test_0001339', 'video_test_0001483', 'video_test_0001123', 'video_test_0001127', 'video_test_0000689', 'video_test_0000756', 'video_test_0001431', 'video_test_0000129', 'video_test_0001433', 'video_test_0001343', 'video_test_0000324', 'video_test_0001064', 'video_test_0001531', 'video_test_0001532', 'video_test_0000413', 'video_test_0000991', 'video_test_0001255', 'video_test_0000464', 'video_test_0001202', 'video_test_0001080', 'video_test_0001081', 'video_test_0000847', 'video_test_0000028', 'video_test_0000844', 'video_test_0000622', 'video_test_0000026', 'video_test_0001325', 'video_test_0001496', 'video_test_0001495', 'video_test_0000624', 'video_test_0000724', 'video_test_0001409', 'video_test_0000131', 'video_test_0000448', 'video_test_0000444', 'video_test_0000443', 'video_test_0001038', 'video_test_0000238', 'video_test_0001527', 'video_test_0001522', 'video_test_0000051', 'video_test_0001058', 'video_test_0001391', 'video_test_0000429', 'video_test_0000426', 'video_test_0000785', 'video_test_0000786', 'video_test_0001314', 'video_test_0000392', 'video_test_0000423', 'video_test_0001146', 'video_test_0001313', 'video_test_0001008', 'video_test_0001247', 'video_test_0000737', 'video_test_0001319', 'video_test_0000308', 'video_test_0000730', 'video_test_0000058', 'video_test_0000538', 'video_test_0001556', 'video_test_0000113', 'video_test_0000626', 'video_test_0000839', 'video_test_0000220', 'video_test_0001389', 'video_test_0000437', 'video_test_0000940', 'video_test_0000211', 'video_test_0000946', 'video_test_0001558', 'video_test_0000796', 'video_test_0000062', 'video_test_0000793', 'video_test_0000987', 'video_test_0001066', 'video_test_0000412', 'video_test_0000798', 'video_test_0001549', 'video_test_0000011', 'video_test_0001257', 'video_test_0000541', 'video_test_0000701', 'video_test_0000250', 'video_test_0000254', 'video_test_0000549', 'video_test_0001209', 'video_test_0001463', 'video_test_0001460', 'video_test_0000319', 'video_test_0001468', 'video_test_0000846', 'video_test_0001292']
class_index:['Background', 'BaseballPitch', 'BasketballDunk', 'Billiards', 'CleanAndJerk', 'CliffDiving', 'CricketBowling', 'CricketShot', 'Diving', 'FrisbeeCatch', 'GolfSwing', 'HammerThrow', 'HighJump', 'JavelinThrow', 'LongJump', 'PoleVault', 'Shotput', 'SoccerPenalty', 'TennisSwing', 'ThrowDiscus', 'VolleyballSpiking', 'Ambiguous']
distributed:False
position encoding : recycling_fixed
Sequential(
9.463 M, 99.935% Params, 0.01 GMac, 100.000% MACs,
(0): Linear(3.147 M, 33.232% Params, 0.003 GMac, 32.782% MACs, in_features=3072, out_features=1024, bias=True, channel_dim=1)
(1): RecyclingPositionalEncoding(
0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs,
(pe): CyclicPositionalEncoding(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, )
)
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Sequential(
6.294 M, 66.465% Params, 0.006 GMac, 66.983% MACs,
(0): BroadcastReduce(
4.194 M, 44.295% Params, 0.004 GMac, 45.093% MACs, reduce=sum_last_pairs
(0): SelectOrDelay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): CoSiMultiheadAttention(
4.194 M, 44.295% Params, 0.004 GMac, 45.093% MACs,
(out_proj): NonDynamicallyQuantizableLinear(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=False)
)
)
(1): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(2): BroadcastReduce(
2.099 M, 22.169% Params, 0.002 GMac, 21.890% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 22.169% Params, 0.002 GMac, 21.890% MACs,
(0): Linear(1.05 M, 11.085% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.021% MACs, )
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Linear(1.05 M, 11.085% Params, 0.001 GMac, 10.934% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(4): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
)
)
(3): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
)
(4): Lambda(LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True))
(5): Linear(0.023 M, 0.238% Params, 0.0 GMac, 0.235% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 9598998.0
Model params: 9468950
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 38020 KB | 38560 KB | 74004 KB | 35983 KB |
|---------------------------------------------------------------------------|
| Active memory | 38020 KB | 38560 KB | 74004 KB | 35983 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 55296 KB | 55296 KB | 55296 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 17275 KB | 17275 KB | 70795 KB | 53520 KB |
|---------------------------------------------------------------------------|
| Allocations | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| Active allocs | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 4 | 4 | 4 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 2 | 5 | 314 | 312 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 38932992 39485952 38932992
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1405] eta: 0:38:41 lr: 0.000100 loss: 3.0404 (3.0404) labels_encoder: 3.0404 (3.0404) labels_encoder_unscaled: 3.0404 (3.0404) time: 1.6522 data: 1.6181 max mem: 416
Epoch: [1] [ 50/1405] eta: 0:01:53 lr: 0.000100 loss: 0.6448 (0.8987) labels_encoder: 0.6448 (0.8987) labels_encoder_unscaled: 0.6448 (0.8987) time: 0.0379 data: 0.0003 max mem: 514
Epoch: [1] [ 100/1405] eta: 0:01:19 lr: 0.000100 loss: 0.5248 (0.7267) labels_encoder: 0.5248 (0.7267) labels_encoder_unscaled: 0.5248 (0.7267) time: 0.0385 data: 0.0002 max mem: 514
Epoch: [1] [ 150/1405] eta: 0:01:08 lr: 0.000100 loss: 0.4367 (0.6430) labels_encoder: 0.4367 (0.6430) labels_encoder_unscaled: 0.4367 (0.6430) time: 0.0404 data: 0.0002 max mem: 514
Epoch: [1] [ 200/1405] eta: 0:01:00 lr: 0.000100 loss: 0.5038 (0.5986) labels_encoder: 0.5038 (0.5986) labels_encoder_unscaled: 0.5038 (0.5986) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [1] [ 250/1405] eta: 0:00:55 lr: 0.000100 loss: 0.3829 (0.5615) labels_encoder: 0.3829 (0.5615) labels_encoder_unscaled: 0.3829 (0.5615) time: 0.0365 data: 0.0002 max mem: 514
Epoch: [1] [ 300/1405] eta: 0:00:50 lr: 0.000100 loss: 0.3284 (0.5327) labels_encoder: 0.3284 (0.5327) labels_encoder_unscaled: 0.3284 (0.5327) time: 0.0359 data: 0.0002 max mem: 514
Epoch: [1] [ 350/1405] eta: 0:00:47 lr: 0.000100 loss: 0.3423 (0.5097) labels_encoder: 0.3423 (0.5097) labels_encoder_unscaled: 0.3423 (0.5097) time: 0.0366 data: 0.0012 max mem: 514
Epoch: [1] [ 400/1405] eta: 0:00:44 lr: 0.000100 loss: 0.3340 (0.4912) labels_encoder: 0.3340 (0.4912) labels_encoder_unscaled: 0.3340 (0.4912) time: 0.0397 data: 0.0002 max mem: 514
Epoch: [1] [ 450/1405] eta: 0:00:41 lr: 0.000100 loss: 0.3543 (0.4772) labels_encoder: 0.3543 (0.4772) labels_encoder_unscaled: 0.3543 (0.4772) time: 0.0404 data: 0.0022 max mem: 514
Epoch: [1] [ 500/1405] eta: 0:00:39 lr: 0.000100 loss: 0.3246 (0.4630) labels_encoder: 0.3246 (0.4630) labels_encoder_unscaled: 0.3246 (0.4630) time: 0.0372 data: 0.0089 max mem: 514
Epoch: [1] [ 550/1405] eta: 0:00:36 lr: 0.000100 loss: 0.3378 (0.4517) labels_encoder: 0.3378 (0.4517) labels_encoder_unscaled: 0.3378 (0.4517) time: 0.0411 data: 0.0090 max mem: 514
Epoch: [1] [ 600/1405] eta: 0:00:34 lr: 0.000100 loss: 0.3129 (0.4407) labels_encoder: 0.3129 (0.4407) labels_encoder_unscaled: 0.3129 (0.4407) time: 0.0380 data: 0.0010 max mem: 514
Epoch: [1] [ 650/1405] eta: 0:00:31 lr: 0.000100 loss: 0.3133 (0.4319) labels_encoder: 0.3133 (0.4319) labels_encoder_unscaled: 0.3133 (0.4319) time: 0.0358 data: 0.0029 max mem: 514
Epoch: [1] [ 700/1405] eta: 0:00:29 lr: 0.000100 loss: 0.3068 (0.4227) labels_encoder: 0.3068 (0.4227) labels_encoder_unscaled: 0.3068 (0.4227) time: 0.0418 data: 0.0059 max mem: 514
Epoch: [1] [ 750/1405] eta: 0:00:27 lr: 0.000100 loss: 0.3052 (0.4147) labels_encoder: 0.3052 (0.4147) labels_encoder_unscaled: 0.3052 (0.4147) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [1] [ 800/1405] eta: 0:00:25 lr: 0.000100 loss: 0.2819 (0.4078) labels_encoder: 0.2819 (0.4078) labels_encoder_unscaled: 0.2819 (0.4078) time: 0.0372 data: 0.0018 max mem: 514
Epoch: [1] [ 850/1405] eta: 0:00:23 lr: 0.000100 loss: 0.2837 (0.4009) labels_encoder: 0.2837 (0.4009) labels_encoder_unscaled: 0.2837 (0.4009) time: 0.0414 data: 0.0002 max mem: 514
Epoch: [1] [ 900/1405] eta: 0:00:21 lr: 0.000100 loss: 0.2801 (0.3945) labels_encoder: 0.2801 (0.3945) labels_encoder_unscaled: 0.2801 (0.3945) time: 0.0398 data: 0.0002 max mem: 514
Epoch: [1] [ 950/1405] eta: 0:00:18 lr: 0.000100 loss: 0.2554 (0.3877) labels_encoder: 0.2554 (0.3877) labels_encoder_unscaled: 0.2554 (0.3877) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [1] [1000/1405] eta: 0:00:16 lr: 0.000100 loss: 0.2459 (0.3819) labels_encoder: 0.2459 (0.3819) labels_encoder_unscaled: 0.2459 (0.3819) time: 0.0381 data: 0.0002 max mem: 514
Epoch: [1] [1050/1405] eta: 0:00:14 lr: 0.000100 loss: 0.2801 (0.3764) labels_encoder: 0.2801 (0.3764) labels_encoder_unscaled: 0.2801 (0.3764) time: 0.0347 data: 0.0002 max mem: 514
Epoch: [1] [1100/1405] eta: 0:00:12 lr: 0.000100 loss: 0.2634 (0.3712) labels_encoder: 0.2634 (0.3712) labels_encoder_unscaled: 0.2634 (0.3712) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [1] [1150/1405] eta: 0:00:10 lr: 0.000100 loss: 0.2456 (0.3662) labels_encoder: 0.2456 (0.3662) labels_encoder_unscaled: 0.2456 (0.3662) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [1] [1200/1405] eta: 0:00:08 lr: 0.000100 loss: 0.2721 (0.3621) labels_encoder: 0.2721 (0.3621) labels_encoder_unscaled: 0.2721 (0.3621) time: 0.0411 data: 0.0002 max mem: 514
Epoch: [1] [1250/1405] eta: 0:00:06 lr: 0.000100 loss: 0.2549 (0.3575) labels_encoder: 0.2549 (0.3575) labels_encoder_unscaled: 0.2549 (0.3575) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [1] [1300/1405] eta: 0:00:04 lr: 0.000100 loss: 0.2181 (0.3529) labels_encoder: 0.2181 (0.3529) labels_encoder_unscaled: 0.2181 (0.3529) time: 0.0377 data: 0.0002 max mem: 514
Epoch: [1] [1350/1405] eta: 0:00:02 lr: 0.000100 loss: 0.2662 (0.3491) labels_encoder: 0.2662 (0.3491) labels_encoder_unscaled: 0.2662 (0.3491) time: 0.0408 data: 0.0118 max mem: 514
Epoch: [1] [1400/1405] eta: 0:00:00 lr: 0.000100 loss: 0.2681 (0.3459) labels_encoder: 0.2681 (0.3459) labels_encoder_unscaled: 0.2681 (0.3459) time: 0.0363 data: 0.0003 max mem: 514
Epoch: [1] [1404/1405] eta: 0:00:00 lr: 0.000100 loss: 0.2674 (0.3457) labels_encoder: 0.2674 (0.3457) labels_encoder_unscaled: 0.2674 (0.3457) time: 0.0358 data: 0.0002 max mem: 514
Epoch: [1] Total time: 0:00:57 (0.0409 s / it)
Averaged stats: lr: 0.000100 loss: 0.2674 (0.3457) labels_encoder: 0.2674 (0.3457) labels_encoder_unscaled: 0.2674 (0.3457)
Test: [ 0/1613] eta: 0:33:20 loss: 0.2867 (0.2867) labels_encoder: 0.2867 (0.2867) labels_encoder_unscaled: 0.2867 (0.2867) time: 1.2405 data: 1.2194 max mem: 514
Test: [ 50/1613] eta: 0:01:37 loss: 0.2828 (0.6164) labels_encoder: 0.2828 (0.6164) labels_encoder_unscaled: 0.2828 (0.6164) time: 0.0314 data: 0.0144 max mem: 514
Test: [ 100/1613] eta: 0:01:16 loss: 0.3493 (0.5167) labels_encoder: 0.3493 (0.5167) labels_encoder_unscaled: 0.3493 (0.5167) time: 0.0417 data: 0.0248 max mem: 514
Test: [ 150/1613] eta: 0:01:08 loss: 0.8234 (0.5272) labels_encoder: 0.8234 (0.5272) labels_encoder_unscaled: 0.8234 (0.5272) time: 0.0424 data: 0.0267 max mem: 514
Test: [ 200/1613] eta: 0:01:03 loss: 0.6018 (0.6085) labels_encoder: 0.6018 (0.6085) labels_encoder_unscaled: 0.6018 (0.6085) time: 0.0404 data: 0.0235 max mem: 514
Test: [ 250/1613] eta: 0:00:59 loss: 0.2753 (0.6215) labels_encoder: 0.2753 (0.6215) labels_encoder_unscaled: 0.2753 (0.6215) time: 0.0386 data: 0.0244 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.3257 (0.6283) labels_encoder: 0.3257 (0.6283) labels_encoder_unscaled: 0.3257 (0.6283) time: 0.0379 data: 0.0249 max mem: 514
Test: [ 350/1613] eta: 0:00:53 loss: 0.9154 (0.6444) labels_encoder: 0.9154 (0.6444) labels_encoder_unscaled: 0.9154 (0.6444) time: 0.0374 data: 0.0227 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.6847 (0.6895) labels_encoder: 0.6847 (0.6895) labels_encoder_unscaled: 0.6847 (0.6895) time: 0.0433 data: 0.0259 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.6479 (0.7462) labels_encoder: 0.6479 (0.7462) labels_encoder_unscaled: 0.6479 (0.7462) time: 0.0399 data: 0.0266 max mem: 514
Test: [ 500/1613] eta: 0:00:46 loss: 0.2049 (0.7197) labels_encoder: 0.2049 (0.7197) labels_encoder_unscaled: 0.2049 (0.7197) time: 0.0376 data: 0.0236 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.8132 (0.7258) labels_encoder: 0.8132 (0.7258) labels_encoder_unscaled: 0.8132 (0.7258) time: 0.0393 data: 0.0232 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.4926 (0.7756) labels_encoder: 0.4926 (0.7756) labels_encoder_unscaled: 0.4926 (0.7756) time: 0.0366 data: 0.0211 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.4248 (0.7598) labels_encoder: 0.4248 (0.7598) labels_encoder_unscaled: 0.4248 (0.7598) time: 0.0375 data: 0.0221 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.3937 (0.7450) labels_encoder: 0.3937 (0.7450) labels_encoder_unscaled: 0.3937 (0.7450) time: 0.0357 data: 0.0162 max mem: 514
Test: [ 750/1613] eta: 0:00:34 loss: 0.2628 (0.7216) labels_encoder: 0.2628 (0.7216) labels_encoder_unscaled: 0.2628 (0.7216) time: 0.0379 data: 0.0221 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.4783 (0.7215) labels_encoder: 0.4783 (0.7215) labels_encoder_unscaled: 0.4783 (0.7215) time: 0.0295 data: 0.0097 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.7727 (0.7168) labels_encoder: 0.7727 (0.7168) labels_encoder_unscaled: 0.7727 (0.7168) time: 0.0352 data: 0.0172 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4521 (0.7225) labels_encoder: 0.4521 (0.7225) labels_encoder_unscaled: 0.4521 (0.7225) time: 0.0372 data: 0.0216 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.7929 (0.7171) labels_encoder: 0.7929 (0.7171) labels_encoder_unscaled: 0.7929 (0.7171) time: 0.0370 data: 0.0222 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3641 (0.7087) labels_encoder: 0.3641 (0.7087) labels_encoder_unscaled: 0.3641 (0.7087) time: 0.0369 data: 0.0219 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.6224 (0.7089) labels_encoder: 0.6224 (0.7089) labels_encoder_unscaled: 0.6224 (0.7089) time: 0.0376 data: 0.0212 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.5987 (0.7144) labels_encoder: 0.5987 (0.7144) labels_encoder_unscaled: 0.5987 (0.7144) time: 0.0383 data: 0.0243 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.2741 (0.7025) labels_encoder: 0.2741 (0.7025) labels_encoder_unscaled: 0.2741 (0.7025) time: 0.0377 data: 0.0236 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.5835 (0.7121) labels_encoder: 0.5835 (0.7121) labels_encoder_unscaled: 0.5835 (0.7121) time: 0.0394 data: 0.0233 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2068 (0.7119) labels_encoder: 0.2068 (0.7119) labels_encoder_unscaled: 0.2068 (0.7119) time: 0.0405 data: 0.0244 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2909 (0.7015) labels_encoder: 0.2909 (0.7015) labels_encoder_unscaled: 0.2909 (0.7015) time: 0.0367 data: 0.0208 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.4959 (0.7102) labels_encoder: 0.4959 (0.7102) labels_encoder_unscaled: 0.4959 (0.7102) time: 0.0372 data: 0.0213 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6175 (0.7043) labels_encoder: 0.6175 (0.7043) labels_encoder_unscaled: 0.6175 (0.7043) time: 0.0378 data: 0.0230 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.3754 (0.7205) labels_encoder: 0.3754 (0.7205) labels_encoder_unscaled: 0.3754 (0.7205) time: 0.0390 data: 0.0238 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4916 (0.7287) labels_encoder: 0.4916 (0.7287) labels_encoder_unscaled: 0.4916 (0.7287) time: 0.0367 data: 0.0208 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.6401 (0.7264) labels_encoder: 0.6401 (0.7264) labels_encoder_unscaled: 0.6401 (0.7264) time: 0.0403 data: 0.0241 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.3817 (0.7192) labels_encoder: 0.3817 (0.7192) labels_encoder_unscaled: 0.3817 (0.7192) time: 0.0368 data: 0.0220 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.2086 (0.7173) labels_encoder: 0.2086 (0.7173) labels_encoder_unscaled: 0.2086 (0.7173) time: 0.0358 data: 0.0212 max mem: 514
Test: Total time: 0:01:03 (0.0391 s / it)
Averaged stats: loss: 0.2086 (0.7173) labels_encoder: 0.2086 (0.7173) labels_encoder_unscaled: 0.2086 (0.7173)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5492, mcAP: 0.9726
BaseballPitch: 0.2304
BasketballDunk: 0.7569
Billiards: 0.3653
CleanAndJerk: 0.7890
CliffDiving: 0.8309
CricketBowling: 0.3361
CricketShot: 0.1944
Diving: 0.6848
FrisbeeCatch: 0.2206
GolfSwing: 0.5963
HammerThrow: 0.8467
HighJump: 0.4744
JavelinThrow: 0.6420
LongJump: 0.8090
PoleVault: 0.8187
Shotput: 0.6755
SoccerPenalty: 0.3182
TennisSwing: 0.5053
ThrowDiscus: 0.6084
VolleyballSpiking: 0.2804
Epoch: [2] [ 0/1405] eta: 0:37:13 lr: 0.000010 loss: 0.1749 (0.1749) labels_encoder: 0.1749 (0.1749) labels_encoder_unscaled: 0.1749 (0.1749) time: 1.5895 data: 1.5486 max mem: 514
Epoch: [2] [ 50/1405] eta: 0:01:34 lr: 0.000010 loss: 0.1990 (0.2073) labels_encoder: 0.1990 (0.2073) labels_encoder_unscaled: 0.1990 (0.2073) time: 0.0372 data: 0.0002 max mem: 514
Epoch: [2] [ 100/1405] eta: 0:01:10 lr: 0.000010 loss: 0.2139 (0.2100) labels_encoder: 0.2139 (0.2100) labels_encoder_unscaled: 0.2139 (0.2100) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [2] [ 150/1405] eta: 0:01:01 lr: 0.000010 loss: 0.1915 (0.2054) labels_encoder: 0.1915 (0.2054) labels_encoder_unscaled: 0.1915 (0.2054) time: 0.0389 data: 0.0002 max mem: 514
Epoch: [2] [ 200/1405] eta: 0:00:56 lr: 0.000010 loss: 0.1969 (0.1994) labels_encoder: 0.1969 (0.1994) labels_encoder_unscaled: 0.1969 (0.1994) time: 0.0389 data: 0.0002 max mem: 514
Epoch: [2] [ 250/1405] eta: 0:00:52 lr: 0.000010 loss: 0.1819 (0.1990) labels_encoder: 0.1819 (0.1990) labels_encoder_unscaled: 0.1819 (0.1990) time: 0.0406 data: 0.0002 max mem: 514
Epoch: [2] [ 300/1405] eta: 0:00:48 lr: 0.000010 loss: 0.1903 (0.1985) labels_encoder: 0.1903 (0.1985) labels_encoder_unscaled: 0.1903 (0.1985) time: 0.0406 data: 0.0002 max mem: 514
Epoch: [2] [ 350/1405] eta: 0:00:45 lr: 0.000010 loss: 0.1766 (0.1959) labels_encoder: 0.1766 (0.1959) labels_encoder_unscaled: 0.1766 (0.1959) time: 0.0385 data: 0.0002 max mem: 514
Epoch: [2] [ 400/1405] eta: 0:00:43 lr: 0.000010 loss: 0.1685 (0.1942) labels_encoder: 0.1685 (0.1942) labels_encoder_unscaled: 0.1685 (0.1942) time: 0.0372 data: 0.0012 max mem: 514
Epoch: [2] [ 450/1405] eta: 0:00:40 lr: 0.000010 loss: 0.1786 (0.1940) labels_encoder: 0.1786 (0.1940) labels_encoder_unscaled: 0.1786 (0.1940) time: 0.0390 data: 0.0009 max mem: 514
Epoch: [2] [ 500/1405] eta: 0:00:38 lr: 0.000010 loss: 0.1905 (0.1933) labels_encoder: 0.1905 (0.1933) labels_encoder_unscaled: 0.1905 (0.1933) time: 0.0430 data: 0.0058 max mem: 514
Epoch: [2] [ 550/1405] eta: 0:00:35 lr: 0.000010 loss: 0.1729 (0.1922) labels_encoder: 0.1729 (0.1922) labels_encoder_unscaled: 0.1729 (0.1922) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [2] [ 600/1405] eta: 0:00:33 lr: 0.000010 loss: 0.1626 (0.1907) labels_encoder: 0.1626 (0.1907) labels_encoder_unscaled: 0.1626 (0.1907) time: 0.0430 data: 0.0071 max mem: 514
Epoch: [2] [ 650/1405] eta: 0:00:31 lr: 0.000010 loss: 0.1827 (0.1901) labels_encoder: 0.1827 (0.1901) labels_encoder_unscaled: 0.1827 (0.1901) time: 0.0362 data: 0.0002 max mem: 514
Epoch: [2] [ 700/1405] eta: 0:00:29 lr: 0.000010 loss: 0.1786 (0.1897) labels_encoder: 0.1786 (0.1897) labels_encoder_unscaled: 0.1786 (0.1897) time: 0.0369 data: 0.0002 max mem: 514
Epoch: [2] [ 750/1405] eta: 0:00:26 lr: 0.000010 loss: 0.1825 (0.1888) labels_encoder: 0.1825 (0.1888) labels_encoder_unscaled: 0.1825 (0.1888) time: 0.0372 data: 0.0002 max mem: 514
Epoch: [2] [ 800/1405] eta: 0:00:24 lr: 0.000010 loss: 0.1808 (0.1877) labels_encoder: 0.1808 (0.1877) labels_encoder_unscaled: 0.1808 (0.1877) time: 0.0391 data: 0.0035 max mem: 514
Epoch: [2] [ 850/1405] eta: 0:00:22 lr: 0.000010 loss: 0.1670 (0.1868) labels_encoder: 0.1670 (0.1868) labels_encoder_unscaled: 0.1670 (0.1868) time: 0.0370 data: 0.0023 max mem: 514
Epoch: [2] [ 900/1405] eta: 0:00:20 lr: 0.000010 loss: 0.1765 (0.1863) labels_encoder: 0.1765 (0.1863) labels_encoder_unscaled: 0.1765 (0.1863) time: 0.0383 data: 0.0002 max mem: 514
Epoch: [2] [ 950/1405] eta: 0:00:18 lr: 0.000010 loss: 0.1683 (0.1858) labels_encoder: 0.1683 (0.1858) labels_encoder_unscaled: 0.1683 (0.1858) time: 0.0381 data: 0.0002 max mem: 514
Epoch: [2] [1000/1405] eta: 0:00:16 lr: 0.000010 loss: 0.1717 (0.1852) labels_encoder: 0.1717 (0.1852) labels_encoder_unscaled: 0.1717 (0.1852) time: 0.0361 data: 0.0043 max mem: 514
Epoch: [2] [1050/1405] eta: 0:00:14 lr: 0.000010 loss: 0.1654 (0.1847) labels_encoder: 0.1654 (0.1847) labels_encoder_unscaled: 0.1654 (0.1847) time: 0.0400 data: 0.0016 max mem: 514
Epoch: [2] [1100/1405] eta: 0:00:12 lr: 0.000010 loss: 0.2008 (0.1844) labels_encoder: 0.2008 (0.1844) labels_encoder_unscaled: 0.2008 (0.1844) time: 0.0386 data: 0.0028 max mem: 514
Epoch: [2] [1150/1405] eta: 0:00:10 lr: 0.000010 loss: 0.1664 (0.1838) labels_encoder: 0.1664 (0.1838) labels_encoder_unscaled: 0.1664 (0.1838) time: 0.0374 data: 0.0002 max mem: 514
Epoch: [2] [1200/1405] eta: 0:00:08 lr: 0.000010 loss: 0.1677 (0.1838) labels_encoder: 0.1677 (0.1838) labels_encoder_unscaled: 0.1677 (0.1838) time: 0.0379 data: 0.0002 max mem: 514
Epoch: [2] [1250/1405] eta: 0:00:06 lr: 0.000010 loss: 0.1618 (0.1832) labels_encoder: 0.1618 (0.1832) labels_encoder_unscaled: 0.1618 (0.1832) time: 0.0375 data: 0.0030 max mem: 514
Epoch: [2] [1300/1405] eta: 0:00:04 lr: 0.000010 loss: 0.1695 (0.1827) labels_encoder: 0.1695 (0.1827) labels_encoder_unscaled: 0.1695 (0.1827) time: 0.0389 data: 0.0088 max mem: 514
Epoch: [2] [1350/1405] eta: 0:00:02 lr: 0.000010 loss: 0.1527 (0.1823) labels_encoder: 0.1527 (0.1823) labels_encoder_unscaled: 0.1527 (0.1823) time: 0.0424 data: 0.0092 max mem: 514
Epoch: [2] [1400/1405] eta: 0:00:00 lr: 0.000010 loss: 0.1678 (0.1820) labels_encoder: 0.1678 (0.1820) labels_encoder_unscaled: 0.1678 (0.1820) time: 0.0427 data: 0.0121 max mem: 514
Epoch: [2] [1404/1405] eta: 0:00:00 lr: 0.000010 loss: 0.1721 (0.1821) labels_encoder: 0.1721 (0.1821) labels_encoder_unscaled: 0.1721 (0.1821) time: 0.0424 data: 0.0114 max mem: 514
Epoch: [2] Total time: 0:00:56 (0.0402 s / it)
Averaged stats: lr: 0.000010 loss: 0.1721 (0.1821) labels_encoder: 0.1721 (0.1821) labels_encoder_unscaled: 0.1721 (0.1821)
Test: [ 0/1613] eta: 0:41:59 loss: 0.8173 (0.8173) labels_encoder: 0.8173 (0.8173) labels_encoder_unscaled: 0.8173 (0.8173) time: 1.5621 data: 1.5449 max mem: 514
Test: [ 50/1613] eta: 0:01:42 loss: 0.2802 (0.5536) labels_encoder: 0.2802 (0.5536) labels_encoder_unscaled: 0.2802 (0.5536) time: 0.0394 data: 0.0228 max mem: 514
Test: [ 100/1613] eta: 0:01:18 loss: 0.2349 (0.4532) labels_encoder: 0.2349 (0.4532) labels_encoder_unscaled: 0.2349 (0.4532) time: 0.0396 data: 0.0229 max mem: 514
Test: [ 150/1613] eta: 0:01:09 loss: 0.5945 (0.4519) labels_encoder: 0.5945 (0.4519) labels_encoder_unscaled: 0.5945 (0.4519) time: 0.0392 data: 0.0221 max mem: 514
Test: [ 200/1613] eta: 0:01:03 loss: 0.6459 (0.5099) labels_encoder: 0.6459 (0.5099) labels_encoder_unscaled: 0.6459 (0.5099) time: 0.0387 data: 0.0236 max mem: 514
Test: [ 250/1613] eta: 0:01:00 loss: 0.2364 (0.5331) labels_encoder: 0.2364 (0.5331) labels_encoder_unscaled: 0.2364 (0.5331) time: 0.0395 data: 0.0231 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.3353 (0.5481) labels_encoder: 0.3353 (0.5481) labels_encoder_unscaled: 0.3353 (0.5481) time: 0.0378 data: 0.0213 max mem: 514
Test: [ 350/1613] eta: 0:00:53 loss: 0.8747 (0.5586) labels_encoder: 0.8747 (0.5586) labels_encoder_unscaled: 0.8747 (0.5586) time: 0.0414 data: 0.0256 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.4612 (0.6285) labels_encoder: 0.4612 (0.6285) labels_encoder_unscaled: 0.4612 (0.6285) time: 0.0386 data: 0.0227 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.7166 (0.6855) labels_encoder: 0.7166 (0.6855) labels_encoder_unscaled: 0.7166 (0.6855) time: 0.0379 data: 0.0232 max mem: 514
Test: [ 500/1613] eta: 0:00:45 loss: 0.2103 (0.6575) labels_encoder: 0.2103 (0.6575) labels_encoder_unscaled: 0.2103 (0.6575) time: 0.0378 data: 0.0218 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.6497 (0.6690) labels_encoder: 0.6497 (0.6690) labels_encoder_unscaled: 0.6497 (0.6690) time: 0.0383 data: 0.0234 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.3948 (0.7232) labels_encoder: 0.3948 (0.7232) labels_encoder_unscaled: 0.3948 (0.7232) time: 0.0418 data: 0.0224 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.5512 (0.7119) labels_encoder: 0.5512 (0.7119) labels_encoder_unscaled: 0.5512 (0.7119) time: 0.0378 data: 0.0221 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.2947 (0.6922) labels_encoder: 0.2947 (0.6922) labels_encoder_unscaled: 0.2947 (0.6922) time: 0.0374 data: 0.0234 max mem: 514
Test: [ 750/1613] eta: 0:00:35 loss: 0.3174 (0.6717) labels_encoder: 0.3174 (0.6717) labels_encoder_unscaled: 0.3174 (0.6717) time: 0.0387 data: 0.0250 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.4972 (0.6740) labels_encoder: 0.4972 (0.6740) labels_encoder_unscaled: 0.4972 (0.6740) time: 0.0379 data: 0.0218 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.8881 (0.6751) labels_encoder: 0.8881 (0.6751) labels_encoder_unscaled: 0.8881 (0.6751) time: 0.0421 data: 0.0223 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4613 (0.6873) labels_encoder: 0.4613 (0.6873) labels_encoder_unscaled: 0.4613 (0.6873) time: 0.0392 data: 0.0252 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.4289 (0.6760) labels_encoder: 0.4289 (0.6760) labels_encoder_unscaled: 0.4289 (0.6760) time: 0.0387 data: 0.0224 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3217 (0.6656) labels_encoder: 0.3217 (0.6656) labels_encoder_unscaled: 0.3217 (0.6656) time: 0.0392 data: 0.0229 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.6385 (0.6612) labels_encoder: 0.6385 (0.6612) labels_encoder_unscaled: 0.6385 (0.6612) time: 0.0385 data: 0.0219 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.3529 (0.6631) labels_encoder: 0.3529 (0.6631) labels_encoder_unscaled: 0.3529 (0.6631) time: 0.0379 data: 0.0216 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.4402 (0.6541) labels_encoder: 0.4402 (0.6541) labels_encoder_unscaled: 0.4402 (0.6541) time: 0.0400 data: 0.0221 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3490 (0.6581) labels_encoder: 0.3490 (0.6581) labels_encoder_unscaled: 0.3490 (0.6581) time: 0.0390 data: 0.0237 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.3422 (0.6566) labels_encoder: 0.3422 (0.6566) labels_encoder_unscaled: 0.3422 (0.6566) time: 0.0365 data: 0.0199 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2745 (0.6498) labels_encoder: 0.2745 (0.6498) labels_encoder_unscaled: 0.2745 (0.6498) time: 0.0378 data: 0.0223 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.4978 (0.6566) labels_encoder: 0.4978 (0.6566) labels_encoder_unscaled: 0.4978 (0.6566) time: 0.0377 data: 0.0223 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6699 (0.6538) labels_encoder: 0.6699 (0.6538) labels_encoder_unscaled: 0.6699 (0.6538) time: 0.0413 data: 0.0267 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.2723 (0.6617) labels_encoder: 0.2723 (0.6617) labels_encoder_unscaled: 0.2723 (0.6617) time: 0.0384 data: 0.0220 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4566 (0.6691) labels_encoder: 0.4566 (0.6691) labels_encoder_unscaled: 0.4566 (0.6691) time: 0.0374 data: 0.0216 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4815 (0.6681) labels_encoder: 0.4815 (0.6681) labels_encoder_unscaled: 0.4815 (0.6681) time: 0.0385 data: 0.0238 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.4397 (0.6627) labels_encoder: 0.4397 (0.6627) labels_encoder_unscaled: 0.4397 (0.6627) time: 0.0389 data: 0.0235 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.3647 (0.6619) labels_encoder: 0.3647 (0.6619) labels_encoder_unscaled: 0.3647 (0.6619) time: 0.0376 data: 0.0226 max mem: 514
Test: Total time: 0:01:04 (0.0399 s / it)
Averaged stats: loss: 0.3647 (0.6619) labels_encoder: 0.3647 (0.6619) labels_encoder_unscaled: 0.3647 (0.6619)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5585, mcAP: 0.9740
BaseballPitch: 0.2957
BasketballDunk: 0.7547
Billiards: 0.4026
CleanAndJerk: 0.7760
CliffDiving: 0.8241
CricketBowling: 0.3350
CricketShot: 0.1787
Diving: 0.6792
FrisbeeCatch: 0.3353
GolfSwing: 0.5249
HammerThrow: 0.8464
HighJump: 0.5358
JavelinThrow: 0.7014
LongJump: 0.7878
PoleVault: 0.8597
Shotput: 0.6662
SoccerPenalty: 0.3088
TennisSwing: 0.4882
ThrowDiscus: 0.5906
VolleyballSpiking: 0.2785
Epoch: [3] [ 0/1405] eta: 0:36:03 lr: 0.000001 loss: 0.2040 (0.2040) labels_encoder: 0.2040 (0.2040) labels_encoder_unscaled: 0.2040 (0.2040) time: 1.5396 data: 1.5129 max mem: 514
Epoch: [3] [ 50/1405] eta: 0:01:31 lr: 0.000001 loss: 0.1567 (0.1708) labels_encoder: 0.1567 (0.1708) labels_encoder_unscaled: 0.1567 (0.1708) time: 0.0366 data: 0.0002 max mem: 514
Epoch: [3] [ 100/1405] eta: 0:01:11 lr: 0.000001 loss: 0.1510 (0.1711) labels_encoder: 0.1510 (0.1711) labels_encoder_unscaled: 0.1510 (0.1711) time: 0.0432 data: 0.0053 max mem: 514
Epoch: [3] [ 150/1405] eta: 0:01:01 lr: 0.000001 loss: 0.1560 (0.1680) labels_encoder: 0.1560 (0.1680) labels_encoder_unscaled: 0.1560 (0.1680) time: 0.0372 data: 0.0002 max mem: 514
Epoch: [3] [ 200/1405] eta: 0:00:56 lr: 0.000001 loss: 0.1590 (0.1663) labels_encoder: 0.1590 (0.1663) labels_encoder_unscaled: 0.1590 (0.1663) time: 0.0386 data: 0.0015 max mem: 514
Epoch: [3] [ 250/1405] eta: 0:00:52 lr: 0.000001 loss: 0.1504 (0.1645) labels_encoder: 0.1504 (0.1645) labels_encoder_unscaled: 0.1504 (0.1645) time: 0.0417 data: 0.0026 max mem: 514
Epoch: [3] [ 300/1405] eta: 0:00:49 lr: 0.000001 loss: 0.1599 (0.1650) labels_encoder: 0.1599 (0.1650) labels_encoder_unscaled: 0.1599 (0.1650) time: 0.0420 data: 0.0098 max mem: 514
Epoch: [3] [ 350/1405] eta: 0:00:46 lr: 0.000001 loss: 0.1618 (0.1647) labels_encoder: 0.1618 (0.1647) labels_encoder_unscaled: 0.1618 (0.1647) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [3] [ 400/1405] eta: 0:00:43 lr: 0.000001 loss: 0.1453 (0.1643) labels_encoder: 0.1453 (0.1643) labels_encoder_unscaled: 0.1453 (0.1643) time: 0.0412 data: 0.0033 max mem: 514
Epoch: [3] [ 450/1405] eta: 0:00:41 lr: 0.000001 loss: 0.1538 (0.1643) labels_encoder: 0.1538 (0.1643) labels_encoder_unscaled: 0.1538 (0.1643) time: 0.0432 data: 0.0076 max mem: 514
Epoch: [3] [ 500/1405] eta: 0:00:39 lr: 0.000001 loss: 0.1603 (0.1647) labels_encoder: 0.1603 (0.1647) labels_encoder_unscaled: 0.1603 (0.1647) time: 0.0433 data: 0.0055 max mem: 514
Epoch: [3] [ 550/1405] eta: 0:00:37 lr: 0.000001 loss: 0.1729 (0.1646) labels_encoder: 0.1729 (0.1646) labels_encoder_unscaled: 0.1729 (0.1646) time: 0.0406 data: 0.0002 max mem: 514
Epoch: [3] [ 600/1405] eta: 0:00:34 lr: 0.000001 loss: 0.1591 (0.1642) labels_encoder: 0.1591 (0.1642) labels_encoder_unscaled: 0.1591 (0.1642) time: 0.0365 data: 0.0013 max mem: 514
Epoch: [3] [ 650/1405] eta: 0:00:32 lr: 0.000001 loss: 0.1495 (0.1644) labels_encoder: 0.1495 (0.1644) labels_encoder_unscaled: 0.1495 (0.1644) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [3] [ 700/1405] eta: 0:00:29 lr: 0.000001 loss: 0.1572 (0.1640) labels_encoder: 0.1572 (0.1640) labels_encoder_unscaled: 0.1572 (0.1640) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [3] [ 750/1405] eta: 0:00:27 lr: 0.000001 loss: 0.1686 (0.1641) labels_encoder: 0.1686 (0.1641) labels_encoder_unscaled: 0.1686 (0.1641) time: 0.0376 data: 0.0009 max mem: 514
Epoch: [3] [ 800/1405] eta: 0:00:25 lr: 0.000001 loss: 0.1550 (0.1644) labels_encoder: 0.1550 (0.1644) labels_encoder_unscaled: 0.1550 (0.1644) time: 0.0382 data: 0.0002 max mem: 514
Epoch: [3] [ 850/1405] eta: 0:00:23 lr: 0.000001 loss: 0.1510 (0.1644) labels_encoder: 0.1510 (0.1644) labels_encoder_unscaled: 0.1510 (0.1644) time: 0.0410 data: 0.0002 max mem: 514
Epoch: [3] [ 900/1405] eta: 0:00:21 lr: 0.000001 loss: 0.1579 (0.1639) labels_encoder: 0.1579 (0.1639) labels_encoder_unscaled: 0.1579 (0.1639) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [3] [ 950/1405] eta: 0:00:18 lr: 0.000001 loss: 0.1442 (0.1633) labels_encoder: 0.1442 (0.1633) labels_encoder_unscaled: 0.1442 (0.1633) time: 0.0391 data: 0.0002 max mem: 514
Epoch: [3] [1000/1405] eta: 0:00:16 lr: 0.000001 loss: 0.1348 (0.1630) labels_encoder: 0.1348 (0.1630) labels_encoder_unscaled: 0.1348 (0.1630) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [3] [1050/1405] eta: 0:00:14 lr: 0.000001 loss: 0.1623 (0.1631) labels_encoder: 0.1623 (0.1631) labels_encoder_unscaled: 0.1623 (0.1631) time: 0.0403 data: 0.0002 max mem: 514
Epoch: [3] [1100/1405] eta: 0:00:12 lr: 0.000001 loss: 0.1631 (0.1633) labels_encoder: 0.1631 (0.1633) labels_encoder_unscaled: 0.1631 (0.1633) time: 0.0405 data: 0.0002 max mem: 514
Epoch: [3] [1150/1405] eta: 0:00:10 lr: 0.000001 loss: 0.1400 (0.1629) labels_encoder: 0.1400 (0.1629) labels_encoder_unscaled: 0.1400 (0.1629) time: 0.0403 data: 0.0030 max mem: 514
Epoch: [3] [1200/1405] eta: 0:00:08 lr: 0.000001 loss: 0.1589 (0.1625) labels_encoder: 0.1589 (0.1625) labels_encoder_unscaled: 0.1589 (0.1625) time: 0.0430 data: 0.0097 max mem: 514
Epoch: [3] [1250/1405] eta: 0:00:06 lr: 0.000001 loss: 0.1519 (0.1626) labels_encoder: 0.1519 (0.1626) labels_encoder_unscaled: 0.1519 (0.1626) time: 0.0449 data: 0.0120 max mem: 514
Epoch: [3] [1300/1405] eta: 0:00:04 lr: 0.000001 loss: 0.1503 (0.1624) labels_encoder: 0.1503 (0.1624) labels_encoder_unscaled: 0.1503 (0.1624) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [3] [1350/1405] eta: 0:00:02 lr: 0.000001 loss: 0.1590 (0.1626) labels_encoder: 0.1590 (0.1626) labels_encoder_unscaled: 0.1590 (0.1626) time: 0.0408 data: 0.0061 max mem: 514
Epoch: [3] [1400/1405] eta: 0:00:00 lr: 0.000001 loss: 0.1476 (0.1623) labels_encoder: 0.1476 (0.1623) labels_encoder_unscaled: 0.1476 (0.1623) time: 0.0392 data: 0.0025 max mem: 514
Epoch: [3] [1404/1405] eta: 0:00:00 lr: 0.000001 loss: 0.1740 (0.1625) labels_encoder: 0.1740 (0.1625) labels_encoder_unscaled: 0.1740 (0.1625) time: 0.0374 data: 0.0017 max mem: 514
Epoch: [3] Total time: 0:00:58 (0.0414 s / it)
Averaged stats: lr: 0.000001 loss: 0.1740 (0.1625) labels_encoder: 0.1740 (0.1625) labels_encoder_unscaled: 0.1740 (0.1625)
Test: [ 0/1613] eta: 0:37:27 loss: 0.5735 (0.5735) labels_encoder: 0.5735 (0.5735) labels_encoder_unscaled: 0.5735 (0.5735) time: 1.3933 data: 1.3745 max mem: 514
Test: [ 50/1613] eta: 0:01:45 loss: 0.3017 (0.6669) labels_encoder: 0.3017 (0.6669) labels_encoder_unscaled: 0.3017 (0.6669) time: 0.0276 data: 0.0064 max mem: 514
Test: [ 100/1613] eta: 0:01:21 loss: 0.2065 (0.4906) labels_encoder: 0.2065 (0.4906) labels_encoder_unscaled: 0.2065 (0.4906) time: 0.0436 data: 0.0290 max mem: 514
Test: [ 150/1613] eta: 0:01:10 loss: 0.3639 (0.4576) labels_encoder: 0.3639 (0.4576) labels_encoder_unscaled: 0.3639 (0.4576) time: 0.0373 data: 0.0217 max mem: 514
Test: [ 200/1613] eta: 0:01:04 loss: 0.6545 (0.5167) labels_encoder: 0.6545 (0.5167) labels_encoder_unscaled: 0.6545 (0.5167) time: 0.0372 data: 0.0221 max mem: 514
Test: [ 250/1613] eta: 0:01:00 loss: 0.2252 (0.5512) labels_encoder: 0.2252 (0.5512) labels_encoder_unscaled: 0.2252 (0.5512) time: 0.0356 data: 0.0195 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.3286 (0.5773) labels_encoder: 0.3286 (0.5773) labels_encoder_unscaled: 0.3286 (0.5773) time: 0.0365 data: 0.0227 max mem: 514
Test: [ 350/1613] eta: 0:00:53 loss: 0.7332 (0.5832) labels_encoder: 0.7332 (0.5832) labels_encoder_unscaled: 0.7332 (0.5832) time: 0.0374 data: 0.0236 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.4227 (0.6518) labels_encoder: 0.4227 (0.6518) labels_encoder_unscaled: 0.4227 (0.6518) time: 0.0424 data: 0.0263 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.5867 (0.7044) labels_encoder: 0.5867 (0.7044) labels_encoder_unscaled: 0.5867 (0.7044) time: 0.0390 data: 0.0218 max mem: 514
Test: [ 500/1613] eta: 0:00:47 loss: 0.2252 (0.6729) labels_encoder: 0.2252 (0.6729) labels_encoder_unscaled: 0.2252 (0.6729) time: 0.0479 data: 0.0292 max mem: 514
Test: [ 550/1613] eta: 0:00:44 loss: 0.3701 (0.6821) labels_encoder: 0.3701 (0.6821) labels_encoder_unscaled: 0.3701 (0.6821) time: 0.0379 data: 0.0230 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.5344 (0.7300) labels_encoder: 0.5344 (0.7300) labels_encoder_unscaled: 0.5344 (0.7300) time: 0.0395 data: 0.0237 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.4031 (0.7130) labels_encoder: 0.4031 (0.7130) labels_encoder_unscaled: 0.4031 (0.7130) time: 0.0377 data: 0.0207 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.4233 (0.6983) labels_encoder: 0.4233 (0.6983) labels_encoder_unscaled: 0.4233 (0.6983) time: 0.0396 data: 0.0231 max mem: 514
Test: [ 750/1613] eta: 0:00:35 loss: 0.3771 (0.6808) labels_encoder: 0.3771 (0.6808) labels_encoder_unscaled: 0.3771 (0.6808) time: 0.0387 data: 0.0245 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.5324 (0.6855) labels_encoder: 0.5324 (0.6855) labels_encoder_unscaled: 0.5324 (0.6855) time: 0.0396 data: 0.0251 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.9328 (0.6890) labels_encoder: 0.9328 (0.6890) labels_encoder_unscaled: 0.9328 (0.6890) time: 0.0377 data: 0.0206 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4222 (0.7020) labels_encoder: 0.4222 (0.7020) labels_encoder_unscaled: 0.4222 (0.7020) time: 0.0382 data: 0.0224 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.4161 (0.6942) labels_encoder: 0.4161 (0.6942) labels_encoder_unscaled: 0.4161 (0.6942) time: 0.0402 data: 0.0254 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3391 (0.6867) labels_encoder: 0.3391 (0.6867) labels_encoder_unscaled: 0.3391 (0.6867) time: 0.0387 data: 0.0222 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.5694 (0.6828) labels_encoder: 0.5694 (0.6828) labels_encoder_unscaled: 0.5694 (0.6828) time: 0.0396 data: 0.0230 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.2925 (0.6839) labels_encoder: 0.2925 (0.6839) labels_encoder_unscaled: 0.2925 (0.6839) time: 0.0400 data: 0.0244 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.3830 (0.6732) labels_encoder: 0.3830 (0.6732) labels_encoder_unscaled: 0.3830 (0.6732) time: 0.0383 data: 0.0229 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3352 (0.6760) labels_encoder: 0.3352 (0.6760) labels_encoder_unscaled: 0.3352 (0.6760) time: 0.0392 data: 0.0247 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2757 (0.6782) labels_encoder: 0.2757 (0.6782) labels_encoder_unscaled: 0.2757 (0.6782) time: 0.0400 data: 0.0242 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2668 (0.6744) labels_encoder: 0.2668 (0.6744) labels_encoder_unscaled: 0.2668 (0.6744) time: 0.0411 data: 0.0254 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.4917 (0.6826) labels_encoder: 0.4917 (0.6826) labels_encoder_unscaled: 0.4917 (0.6826) time: 0.0420 data: 0.0278 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6505 (0.6807) labels_encoder: 0.6505 (0.6807) labels_encoder_unscaled: 0.6505 (0.6807) time: 0.0378 data: 0.0214 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.2832 (0.6941) labels_encoder: 0.2832 (0.6941) labels_encoder_unscaled: 0.2832 (0.6941) time: 0.0409 data: 0.0243 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4809 (0.6983) labels_encoder: 0.4809 (0.6983) labels_encoder_unscaled: 0.4809 (0.6983) time: 0.0387 data: 0.0225 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4708 (0.6958) labels_encoder: 0.4708 (0.6958) labels_encoder_unscaled: 0.4708 (0.6958) time: 0.0399 data: 0.0252 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.5569 (0.6908) labels_encoder: 0.5569 (0.6908) labels_encoder_unscaled: 0.5569 (0.6908) time: 0.0396 data: 0.0221 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.5493 (0.6898) labels_encoder: 0.5493 (0.6898) labels_encoder_unscaled: 0.5493 (0.6898) time: 0.0383 data: 0.0213 max mem: 514
Test: Total time: 0:01:04 (0.0402 s / it)
Averaged stats: loss: 0.5493 (0.6898) labels_encoder: 0.5493 (0.6898) labels_encoder_unscaled: 0.5493 (0.6898)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5525, mcAP: 0.9735
BaseballPitch: 0.2791
BasketballDunk: 0.7494
Billiards: 0.4004
CleanAndJerk: 0.7108
CliffDiving: 0.8222
CricketBowling: 0.3786
CricketShot: 0.1823
Diving: 0.6912
FrisbeeCatch: 0.2799
GolfSwing: 0.5073
HammerThrow: 0.8384
HighJump: 0.5413
JavelinThrow: 0.7105
LongJump: 0.8044
PoleVault: 0.8661
Shotput: 0.6565
SoccerPenalty: 0.3332
TennisSwing: 0.4425
ThrowDiscus: 0.5898
VolleyballSpiking: 0.2663
Epoch: [4] [ 0/1405] eta: 0:35:43 lr: 0.000000 loss: 0.1600 (0.1600) labels_encoder: 0.1600 (0.1600) labels_encoder_unscaled: 0.1600 (0.1600) time: 1.5256 data: 1.4794 max mem: 514
Epoch: [4] [ 50/1405] eta: 0:01:31 lr: 0.000000 loss: 0.1677 (0.1714) labels_encoder: 0.1677 (0.1714) labels_encoder_unscaled: 0.1677 (0.1714) time: 0.0358 data: 0.0002 max mem: 514
Epoch: [4] [ 100/1405] eta: 0:01:09 lr: 0.000000 loss: 0.1356 (0.1616) labels_encoder: 0.1356 (0.1616) labels_encoder_unscaled: 0.1356 (0.1616) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [4] [ 150/1405] eta: 0:01:00 lr: 0.000000 loss: 0.1450 (0.1606) labels_encoder: 0.1450 (0.1606) labels_encoder_unscaled: 0.1450 (0.1606) time: 0.0392 data: 0.0002 max mem: 514
Epoch: [4] [ 200/1405] eta: 0:00:55 lr: 0.000000 loss: 0.1553 (0.1594) labels_encoder: 0.1553 (0.1594) labels_encoder_unscaled: 0.1553 (0.1594) time: 0.0379 data: 0.0002 max mem: 514
Epoch: [4] [ 250/1405] eta: 0:00:51 lr: 0.000000 loss: 0.1483 (0.1590) labels_encoder: 0.1483 (0.1590) labels_encoder_unscaled: 0.1483 (0.1590) time: 0.0387 data: 0.0052 max mem: 514
Epoch: [4] [ 300/1405] eta: 0:00:48 lr: 0.000000 loss: 0.1716 (0.1597) labels_encoder: 0.1716 (0.1597) labels_encoder_unscaled: 0.1716 (0.1597) time: 0.0413 data: 0.0033 max mem: 514
Epoch: [4] [ 350/1405] eta: 0:00:45 lr: 0.000000 loss: 0.1501 (0.1576) labels_encoder: 0.1501 (0.1576) labels_encoder_unscaled: 0.1501 (0.1576) time: 0.0392 data: 0.0054 max mem: 514
Epoch: [4] [ 400/1405] eta: 0:00:43 lr: 0.000000 loss: 0.1445 (0.1575) labels_encoder: 0.1445 (0.1575) labels_encoder_unscaled: 0.1445 (0.1575) time: 0.0413 data: 0.0130 max mem: 514
Epoch: [4] [ 450/1405] eta: 0:00:40 lr: 0.000000 loss: 0.1768 (0.1584) labels_encoder: 0.1768 (0.1584) labels_encoder_unscaled: 0.1768 (0.1584) time: 0.0385 data: 0.0001 max mem: 514
Epoch: [4] [ 500/1405] eta: 0:00:38 lr: 0.000000 loss: 0.1497 (0.1583) labels_encoder: 0.1497 (0.1583) labels_encoder_unscaled: 0.1497 (0.1583) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [4] [ 550/1405] eta: 0:00:35 lr: 0.000000 loss: 0.1450 (0.1581) labels_encoder: 0.1450 (0.1581) labels_encoder_unscaled: 0.1450 (0.1581) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [4] [ 600/1405] eta: 0:00:33 lr: 0.000000 loss: 0.1464 (0.1577) labels_encoder: 0.1464 (0.1577) labels_encoder_unscaled: 0.1464 (0.1577) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [4] [ 650/1405] eta: 0:00:31 lr: 0.000000 loss: 0.1573 (0.1577) labels_encoder: 0.1573 (0.1577) labels_encoder_unscaled: 0.1573 (0.1577) time: 0.0373 data: 0.0002 max mem: 514
Epoch: [4] [ 700/1405] eta: 0:00:29 lr: 0.000000 loss: 0.1613 (0.1578) labels_encoder: 0.1613 (0.1578) labels_encoder_unscaled: 0.1613 (0.1578) time: 0.0391 data: 0.0062 max mem: 514
Epoch: [4] [ 750/1405] eta: 0:00:26 lr: 0.000000 loss: 0.1513 (0.1579) labels_encoder: 0.1513 (0.1579) labels_encoder_unscaled: 0.1513 (0.1579) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [4] [ 800/1405] eta: 0:00:24 lr: 0.000000 loss: 0.1552 (0.1574) labels_encoder: 0.1552 (0.1574) labels_encoder_unscaled: 0.1552 (0.1574) time: 0.0433 data: 0.0094 max mem: 514
Epoch: [4] [ 850/1405] eta: 0:00:22 lr: 0.000000 loss: 0.1597 (0.1578) labels_encoder: 0.1597 (0.1578) labels_encoder_unscaled: 0.1597 (0.1578) time: 0.0413 data: 0.0052 max mem: 514
Epoch: [4] [ 900/1405] eta: 0:00:20 lr: 0.000000 loss: 0.1430 (0.1574) labels_encoder: 0.1430 (0.1574) labels_encoder_unscaled: 0.1430 (0.1574) time: 0.0388 data: 0.0058 max mem: 514
Epoch: [4] [ 950/1405] eta: 0:00:18 lr: 0.000000 loss: 0.1620 (0.1576) labels_encoder: 0.1620 (0.1576) labels_encoder_unscaled: 0.1620 (0.1576) time: 0.0391 data: 0.0111 max mem: 514
Epoch: [4] [1000/1405] eta: 0:00:16 lr: 0.000000 loss: 0.1545 (0.1581) labels_encoder: 0.1545 (0.1581) labels_encoder_unscaled: 0.1545 (0.1581) time: 0.0420 data: 0.0054 max mem: 514
Epoch: [4] [1050/1405] eta: 0:00:14 lr: 0.000000 loss: 0.1488 (0.1583) labels_encoder: 0.1488 (0.1583) labels_encoder_unscaled: 0.1488 (0.1583) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [4] [1100/1405] eta: 0:00:12 lr: 0.000000 loss: 0.1448 (0.1581) labels_encoder: 0.1448 (0.1581) labels_encoder_unscaled: 0.1448 (0.1581) time: 0.0386 data: 0.0025 max mem: 514
Epoch: [4] [1150/1405] eta: 0:00:10 lr: 0.000000 loss: 0.1774 (0.1586) labels_encoder: 0.1774 (0.1586) labels_encoder_unscaled: 0.1774 (0.1586) time: 0.0418 data: 0.0057 max mem: 514
Epoch: [4] [1200/1405] eta: 0:00:08 lr: 0.000000 loss: 0.1423 (0.1583) labels_encoder: 0.1423 (0.1583) labels_encoder_unscaled: 0.1423 (0.1583) time: 0.0393 data: 0.0046 max mem: 514
Epoch: [4] [1250/1405] eta: 0:00:06 lr: 0.000000 loss: 0.1546 (0.1581) labels_encoder: 0.1546 (0.1581) labels_encoder_unscaled: 0.1546 (0.1581) time: 0.0389 data: 0.0137 max mem: 514
Epoch: [4] [1300/1405] eta: 0:00:04 lr: 0.000000 loss: 0.1590 (0.1579) labels_encoder: 0.1590 (0.1579) labels_encoder_unscaled: 0.1590 (0.1579) time: 0.0404 data: 0.0147 max mem: 514
Epoch: [4] [1350/1405] eta: 0:00:02 lr: 0.000000 loss: 0.1336 (0.1576) labels_encoder: 0.1336 (0.1576) labels_encoder_unscaled: 0.1336 (0.1576) time: 0.0385 data: 0.0094 max mem: 514
Epoch: [4] [1400/1405] eta: 0:00:00 lr: 0.000000 loss: 0.1415 (0.1577) labels_encoder: 0.1415 (0.1577) labels_encoder_unscaled: 0.1415 (0.1577) time: 0.0431 data: 0.0092 max mem: 514
Epoch: [4] [1404/1405] eta: 0:00:00 lr: 0.000000 loss: 0.1471 (0.1577) labels_encoder: 0.1471 (0.1577) labels_encoder_unscaled: 0.1471 (0.1577) time: 0.0393 data: 0.0056 max mem: 514
Epoch: [4] Total time: 0:00:56 (0.0405 s / it)
Averaged stats: lr: 0.000000 loss: 0.1471 (0.1577) labels_encoder: 0.1471 (0.1577) labels_encoder_unscaled: 0.1471 (0.1577)
Test: [ 0/1613] eta: 0:36:56 loss: 0.4226 (0.4226) labels_encoder: 0.4226 (0.4226) labels_encoder_unscaled: 0.4226 (0.4226) time: 1.3742 data: 1.3496 max mem: 514
Test: [ 50/1613] eta: 0:01:45 loss: 0.2614 (0.6138) labels_encoder: 0.2614 (0.6138) labels_encoder_unscaled: 0.2614 (0.6138) time: 0.0251 data: 0.0045 max mem: 514
Test: [ 100/1613] eta: 0:01:19 loss: 0.1699 (0.4642) labels_encoder: 0.1699 (0.4642) labels_encoder_unscaled: 0.1699 (0.4642) time: 0.0378 data: 0.0216 max mem: 514
Test: [ 150/1613] eta: 0:01:10 loss: 0.4149 (0.4476) labels_encoder: 0.4149 (0.4476) labels_encoder_unscaled: 0.4149 (0.4476) time: 0.0374 data: 0.0218 max mem: 514
Test: [ 200/1613] eta: 0:01:05 loss: 0.6682 (0.5116) labels_encoder: 0.6682 (0.5116) labels_encoder_unscaled: 0.6682 (0.5116) time: 0.0396 data: 0.0248 max mem: 514
Test: [ 250/1613] eta: 0:01:00 loss: 0.2486 (0.5477) labels_encoder: 0.2486 (0.5477) labels_encoder_unscaled: 0.2486 (0.5477) time: 0.0374 data: 0.0246 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.3337 (0.5701) labels_encoder: 0.3337 (0.5701) labels_encoder_unscaled: 0.3337 (0.5701) time: 0.0374 data: 0.0215 max mem: 514
Test: [ 350/1613] eta: 0:00:53 loss: 0.6911 (0.5713) labels_encoder: 0.6911 (0.5713) labels_encoder_unscaled: 0.6911 (0.5713) time: 0.0382 data: 0.0216 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.3844 (0.6410) labels_encoder: 0.3844 (0.6410) labels_encoder_unscaled: 0.3844 (0.6410) time: 0.0385 data: 0.0222 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.5865 (0.6916) labels_encoder: 0.5865 (0.6916) labels_encoder_unscaled: 0.5865 (0.6916) time: 0.0387 data: 0.0243 max mem: 514
Test: [ 500/1613] eta: 0:00:45 loss: 0.1788 (0.6605) labels_encoder: 0.1788 (0.6605) labels_encoder_unscaled: 0.1788 (0.6605) time: 0.0386 data: 0.0243 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.4584 (0.6685) labels_encoder: 0.4584 (0.6685) labels_encoder_unscaled: 0.4584 (0.6685) time: 0.0382 data: 0.0234 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.6748 (0.7105) labels_encoder: 0.6748 (0.7105) labels_encoder_unscaled: 0.6748 (0.7105) time: 0.0387 data: 0.0234 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.4977 (0.6958) labels_encoder: 0.4977 (0.6958) labels_encoder_unscaled: 0.4977 (0.6958) time: 0.0388 data: 0.0241 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.3310 (0.6792) labels_encoder: 0.3310 (0.6792) labels_encoder_unscaled: 0.3310 (0.6792) time: 0.0378 data: 0.0198 max mem: 514
Test: [ 750/1613] eta: 0:00:34 loss: 0.3333 (0.6632) labels_encoder: 0.3333 (0.6632) labels_encoder_unscaled: 0.3333 (0.6632) time: 0.0366 data: 0.0210 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.3942 (0.6664) labels_encoder: 0.3942 (0.6664) labels_encoder_unscaled: 0.3942 (0.6664) time: 0.0372 data: 0.0221 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 0.8613 (0.6704) labels_encoder: 0.8613 (0.6704) labels_encoder_unscaled: 0.8613 (0.6704) time: 0.0412 data: 0.0245 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.4080 (0.6841) labels_encoder: 0.4080 (0.6841) labels_encoder_unscaled: 0.4080 (0.6841) time: 0.0389 data: 0.0241 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.5279 (0.6813) labels_encoder: 0.5279 (0.6813) labels_encoder_unscaled: 0.5279 (0.6813) time: 0.0383 data: 0.0192 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3146 (0.6735) labels_encoder: 0.3146 (0.6735) labels_encoder_unscaled: 0.3146 (0.6735) time: 0.0380 data: 0.0233 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.5643 (0.6694) labels_encoder: 0.5643 (0.6694) labels_encoder_unscaled: 0.5643 (0.6694) time: 0.0413 data: 0.0247 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.4068 (0.6720) labels_encoder: 0.4068 (0.6720) labels_encoder_unscaled: 0.4068 (0.6720) time: 0.0397 data: 0.0244 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.4074 (0.6625) labels_encoder: 0.4074 (0.6625) labels_encoder_unscaled: 0.4074 (0.6625) time: 0.0397 data: 0.0229 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3721 (0.6653) labels_encoder: 0.3721 (0.6653) labels_encoder_unscaled: 0.3721 (0.6653) time: 0.0381 data: 0.0218 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2470 (0.6665) labels_encoder: 0.2470 (0.6665) labels_encoder_unscaled: 0.2470 (0.6665) time: 0.0375 data: 0.0206 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2337 (0.6645) labels_encoder: 0.2337 (0.6645) labels_encoder_unscaled: 0.2337 (0.6645) time: 0.0363 data: 0.0190 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.5806 (0.6743) labels_encoder: 0.5806 (0.6743) labels_encoder_unscaled: 0.5806 (0.6743) time: 0.0396 data: 0.0262 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6358 (0.6724) labels_encoder: 0.6358 (0.6724) labels_encoder_unscaled: 0.6358 (0.6724) time: 0.0373 data: 0.0220 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.2880 (0.6850) labels_encoder: 0.2880 (0.6850) labels_encoder_unscaled: 0.2880 (0.6850) time: 0.0396 data: 0.0227 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4610 (0.6928) labels_encoder: 0.4610 (0.6928) labels_encoder_unscaled: 0.4610 (0.6928) time: 0.0380 data: 0.0252 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4397 (0.6906) labels_encoder: 0.4397 (0.6906) labels_encoder_unscaled: 0.4397 (0.6906) time: 0.0379 data: 0.0215 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.4739 (0.6852) labels_encoder: 0.4739 (0.6852) labels_encoder_unscaled: 0.4739 (0.6852) time: 0.0372 data: 0.0215 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.4519 (0.6840) labels_encoder: 0.4519 (0.6840) labels_encoder_unscaled: 0.4519 (0.6840) time: 0.0349 data: 0.0205 max mem: 514
Test: Total time: 0:01:04 (0.0397 s / it)
Averaged stats: loss: 0.4519 (0.6840) labels_encoder: 0.4519 (0.6840) labels_encoder_unscaled: 0.4519 (0.6840)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5616, mcAP: 0.9741
BaseballPitch: 0.2966
BasketballDunk: 0.7529
Billiards: 0.3993
CleanAndJerk: 0.7344
CliffDiving: 0.8162
CricketBowling: 0.3659
CricketShot: 0.1896
Diving: 0.6918
FrisbeeCatch: 0.3634
GolfSwing: 0.5242
HammerThrow: 0.8480
HighJump: 0.5509
JavelinThrow: 0.7124
LongJump: 0.8113
PoleVault: 0.8692
Shotput: 0.6424
SoccerPenalty: 0.3320
TennisSwing: 0.4852
ThrowDiscus: 0.5755
VolleyballSpiking: 0.2701
Training time 0:08:16