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oadtr_b1_recycling_learned_64_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_learned
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: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_learned
Sequential(
9.463 M, 99.248% Params, 0.01 GMac, 100.000% MACs,
(0): Linear(3.147 M, 33.004% 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): Embedding(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 64, 1024)
)
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Sequential(
6.294 M, 66.008% Params, 0.006 GMac, 66.983% MACs,
(0): BroadcastReduce(
4.194 M, 43.991% 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, 43.991% 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, 22.017% 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, 22.017% Params, 0.002 GMac, 21.890% MACs,
(0): Linear(1.05 M, 11.008% 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, 11.008% 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, 0.237% Params, 0.0 GMac, 0.235% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 9598998.0
Model params: 9534486
Expected all tensors to be on the same device, but found at least two devices, cuda:0 and cpu! (when checking argument for argument index in method wrapper__index_select)
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1405] eta: 0:52:30 lr: 0.000100 loss: 3.4330 (3.4330) labels_encoder: 3.4330 (3.4330) labels_encoder_unscaled: 3.4330 (3.4330) time: 2.2427 data: 2.1293 max mem: 416
Epoch: [1] [ 50/1405] eta: 0:01:57 lr: 0.000100 loss: 0.6972 (1.0595) labels_encoder: 0.6972 (1.0595) labels_encoder_unscaled: 0.6972 (1.0595) time: 0.0497 data: 0.0233 max mem: 514
Epoch: [1] [ 100/1405] eta: 0:01:22 lr: 0.000100 loss: 0.5749 (0.8675) labels_encoder: 0.5749 (0.8675) labels_encoder_unscaled: 0.5749 (0.8675) time: 0.0405 data: 0.0002 max mem: 514
Epoch: [1] [ 150/1405] eta: 0:01:09 lr: 0.000100 loss: 0.4941 (0.7569) labels_encoder: 0.4941 (0.7569) labels_encoder_unscaled: 0.4941 (0.7569) time: 0.0388 data: 0.0020 max mem: 514
Epoch: [1] [ 200/1405] eta: 0:01:02 lr: 0.000100 loss: 0.5187 (0.7000) labels_encoder: 0.5187 (0.7000) labels_encoder_unscaled: 0.5187 (0.7000) time: 0.0405 data: 0.0017 max mem: 514
Epoch: [1] [ 250/1405] eta: 0:00:57 lr: 0.000100 loss: 0.4502 (0.6559) labels_encoder: 0.4502 (0.6559) labels_encoder_unscaled: 0.4502 (0.6559) time: 0.0423 data: 0.0053 max mem: 514
Epoch: [1] [ 300/1405] eta: 0:00:53 lr: 0.000100 loss: 0.4204 (0.6181) labels_encoder: 0.4204 (0.6181) labels_encoder_unscaled: 0.4204 (0.6181) time: 0.0401 data: 0.0012 max mem: 514
Epoch: [1] [ 350/1405] eta: 0:00:49 lr: 0.000100 loss: 0.4151 (0.5890) labels_encoder: 0.4151 (0.5890) labels_encoder_unscaled: 0.4151 (0.5890) time: 0.0443 data: 0.0075 max mem: 514
Epoch: [1] [ 400/1405] eta: 0:00:46 lr: 0.000100 loss: 0.4201 (0.5685) labels_encoder: 0.4201 (0.5685) labels_encoder_unscaled: 0.4201 (0.5685) time: 0.0420 data: 0.0038 max mem: 514
Epoch: [1] [ 450/1405] eta: 0:00:43 lr: 0.000100 loss: 0.4132 (0.5492) labels_encoder: 0.4132 (0.5492) labels_encoder_unscaled: 0.4132 (0.5492) time: 0.0378 data: 0.0002 max mem: 514
Epoch: [1] [ 500/1405] eta: 0:00:40 lr: 0.000100 loss: 0.3833 (0.5311) labels_encoder: 0.3833 (0.5311) labels_encoder_unscaled: 0.3833 (0.5311) time: 0.0443 data: 0.0083 max mem: 514
Epoch: [1] [ 550/1405] eta: 0:00:38 lr: 0.000100 loss: 0.3153 (0.5150) labels_encoder: 0.3153 (0.5150) labels_encoder_unscaled: 0.3153 (0.5150) time: 0.0393 data: 0.0020 max mem: 514
Epoch: [1] [ 600/1405] eta: 0:00:35 lr: 0.000100 loss: 0.3587 (0.5019) labels_encoder: 0.3587 (0.5019) labels_encoder_unscaled: 0.3587 (0.5019) time: 0.0418 data: 0.0031 max mem: 514
Epoch: [1] [ 650/1405] eta: 0:00:33 lr: 0.000100 loss: 0.3332 (0.4904) labels_encoder: 0.3332 (0.4904) labels_encoder_unscaled: 0.3332 (0.4904) time: 0.0409 data: 0.0044 max mem: 514
Epoch: [1] [ 700/1405] eta: 0:00:30 lr: 0.000100 loss: 0.3236 (0.4798) labels_encoder: 0.3236 (0.4798) labels_encoder_unscaled: 0.3236 (0.4798) time: 0.0399 data: 0.0014 max mem: 514
Epoch: [1] [ 750/1405] eta: 0:00:28 lr: 0.000100 loss: 0.3505 (0.4727) labels_encoder: 0.3505 (0.4727) labels_encoder_unscaled: 0.3505 (0.4727) time: 0.0375 data: 0.0002 max mem: 514
Epoch: [1] [ 800/1405] eta: 0:00:26 lr: 0.000100 loss: 0.3160 (0.4633) labels_encoder: 0.3160 (0.4633) labels_encoder_unscaled: 0.3160 (0.4633) time: 0.0384 data: 0.0002 max mem: 514
Epoch: [1] [ 850/1405] eta: 0:00:24 lr: 0.000100 loss: 0.2870 (0.4548) labels_encoder: 0.2870 (0.4548) labels_encoder_unscaled: 0.2870 (0.4548) time: 0.0392 data: 0.0002 max mem: 514
Epoch: [1] [ 900/1405] eta: 0:00:21 lr: 0.000100 loss: 0.2937 (0.4470) labels_encoder: 0.2937 (0.4470) labels_encoder_unscaled: 0.2937 (0.4470) time: 0.0399 data: 0.0002 max mem: 514
Epoch: [1] [ 950/1405] eta: 0:00:19 lr: 0.000100 loss: 0.2557 (0.4405) labels_encoder: 0.2557 (0.4405) labels_encoder_unscaled: 0.2557 (0.4405) time: 0.0395 data: 0.0002 max mem: 514
Epoch: [1] [1000/1405] eta: 0:00:17 lr: 0.000100 loss: 0.2820 (0.4341) labels_encoder: 0.2820 (0.4341) labels_encoder_unscaled: 0.2820 (0.4341) time: 0.0371 data: 0.0002 max mem: 514
Epoch: [1] [1050/1405] eta: 0:00:15 lr: 0.000100 loss: 0.2972 (0.4281) labels_encoder: 0.2972 (0.4281) labels_encoder_unscaled: 0.2972 (0.4281) time: 0.0378 data: 0.0002 max mem: 514
Epoch: [1] [1100/1405] eta: 0:00:12 lr: 0.000100 loss: 0.3691 (0.4243) labels_encoder: 0.3691 (0.4243) labels_encoder_unscaled: 0.3691 (0.4243) time: 0.0387 data: 0.0037 max mem: 514
Epoch: [1] [1150/1405] eta: 0:00:10 lr: 0.000100 loss: 0.2906 (0.4190) labels_encoder: 0.2906 (0.4190) labels_encoder_unscaled: 0.2906 (0.4190) time: 0.0371 data: 0.0002 max mem: 514
Epoch: [1] [1200/1405] eta: 0:00:08 lr: 0.000100 loss: 0.2679 (0.4144) labels_encoder: 0.2679 (0.4144) labels_encoder_unscaled: 0.2679 (0.4144) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [1] [1250/1405] eta: 0:00:06 lr: 0.000100 loss: 0.2985 (0.4101) labels_encoder: 0.2985 (0.4101) labels_encoder_unscaled: 0.2985 (0.4101) time: 0.0393 data: 0.0002 max mem: 514
Epoch: [1] [1300/1405] eta: 0:00:04 lr: 0.000100 loss: 0.2558 (0.4048) labels_encoder: 0.2558 (0.4048) labels_encoder_unscaled: 0.2558 (0.4048) time: 0.0381 data: 0.0002 max mem: 514
Epoch: [1] [1350/1405] eta: 0:00:02 lr: 0.000100 loss: 0.2593 (0.4001) labels_encoder: 0.2593 (0.4001) labels_encoder_unscaled: 0.2593 (0.4001) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [1] [1400/1405] eta: 0:00:00 lr: 0.000100 loss: 0.2739 (0.3963) labels_encoder: 0.2739 (0.3963) labels_encoder_unscaled: 0.2739 (0.3963) time: 0.0401 data: 0.0071 max mem: 514
Epoch: [1] [1404/1405] eta: 0:00:00 lr: 0.000100 loss: 0.2537 (0.3959) labels_encoder: 0.2537 (0.3959) labels_encoder_unscaled: 0.2537 (0.3959) time: 0.0399 data: 0.0071 max mem: 514
Epoch: [1] Total time: 0:00:58 (0.0418 s / it)
Averaged stats: lr: 0.000100 loss: 0.2537 (0.3959) labels_encoder: 0.2537 (0.3959) labels_encoder_unscaled: 0.2537 (0.3959)
Test: [ 0/1613] eta: 0:40:23 loss: 0.0868 (0.0868) labels_encoder: 0.0868 (0.0868) labels_encoder_unscaled: 0.0868 (0.0868) time: 1.5028 data: 1.4858 max mem: 514
Test: [ 50/1613] eta: 0:01:37 loss: 0.4221 (0.6906) labels_encoder: 0.4221 (0.6906) labels_encoder_unscaled: 0.4221 (0.6906) time: 0.0341 data: 0.0176 max mem: 514
Test: [ 100/1613] eta: 0:01:15 loss: 0.0729 (0.5318) labels_encoder: 0.0729 (0.5318) labels_encoder_unscaled: 0.0729 (0.5318) time: 0.0341 data: 0.0186 max mem: 514
Test: [ 150/1613] eta: 0:01:07 loss: 0.2595 (0.4900) labels_encoder: 0.2595 (0.4900) labels_encoder_unscaled: 0.2595 (0.4900) time: 0.0400 data: 0.0226 max mem: 514
Test: [ 200/1613] eta: 0:01:03 loss: 0.7715 (0.5679) labels_encoder: 0.7715 (0.5679) labels_encoder_unscaled: 0.7715 (0.5679) time: 0.0424 data: 0.0246 max mem: 514
Test: [ 250/1613] eta: 0:00:59 loss: 0.3218 (0.6247) labels_encoder: 0.3218 (0.6247) labels_encoder_unscaled: 0.3218 (0.6247) time: 0.0377 data: 0.0217 max mem: 514
Test: [ 300/1613] eta: 0:00:56 loss: 0.4492 (0.6412) labels_encoder: 0.4492 (0.6412) labels_encoder_unscaled: 0.4492 (0.6412) time: 0.0397 data: 0.0256 max mem: 514
Test: [ 350/1613] eta: 0:00:53 loss: 0.7189 (0.6539) labels_encoder: 0.7189 (0.6539) labels_encoder_unscaled: 0.7189 (0.6539) time: 0.0414 data: 0.0258 max mem: 514
Test: [ 400/1613] eta: 0:00:51 loss: 0.3850 (0.6889) labels_encoder: 0.3850 (0.6889) labels_encoder_unscaled: 0.3850 (0.6889) time: 0.0382 data: 0.0206 max mem: 514
Test: [ 450/1613] eta: 0:00:48 loss: 0.5799 (0.7180) labels_encoder: 0.5799 (0.7180) labels_encoder_unscaled: 0.5799 (0.7180) time: 0.0400 data: 0.0244 max mem: 514
Test: [ 500/1613] eta: 0:00:46 loss: 0.2143 (0.6832) labels_encoder: 0.2143 (0.6832) labels_encoder_unscaled: 0.2143 (0.6832) time: 0.0375 data: 0.0223 max mem: 514
Test: [ 550/1613] eta: 0:00:43 loss: 0.7164 (0.6811) labels_encoder: 0.7164 (0.6811) labels_encoder_unscaled: 0.7164 (0.6811) time: 0.0383 data: 0.0240 max mem: 514
Test: [ 600/1613] eta: 0:00:41 loss: 0.8895 (0.7015) labels_encoder: 0.8895 (0.7015) labels_encoder_unscaled: 0.8895 (0.7015) time: 0.0448 data: 0.0289 max mem: 514
Test: [ 650/1613] eta: 0:00:39 loss: 0.5898 (0.6880) labels_encoder: 0.5898 (0.6880) labels_encoder_unscaled: 0.5898 (0.6880) time: 0.0377 data: 0.0218 max mem: 514
Test: [ 700/1613] eta: 0:00:37 loss: 0.4097 (0.6777) labels_encoder: 0.4097 (0.6777) labels_encoder_unscaled: 0.4097 (0.6777) time: 0.0392 data: 0.0199 max mem: 514
Test: [ 750/1613] eta: 0:00:34 loss: 0.3824 (0.6686) labels_encoder: 0.3824 (0.6686) labels_encoder_unscaled: 0.3824 (0.6686) time: 0.0365 data: 0.0220 max mem: 514
Test: [ 800/1613] eta: 0:00:32 loss: 0.5495 (0.6803) labels_encoder: 0.5495 (0.6803) labels_encoder_unscaled: 0.5495 (0.6803) time: 0.0374 data: 0.0217 max mem: 514
Test: [ 850/1613] eta: 0:00:30 loss: 1.0681 (0.6871) labels_encoder: 1.0681 (0.6871) labels_encoder_unscaled: 1.0681 (0.6871) time: 0.0400 data: 0.0243 max mem: 514
Test: [ 900/1613] eta: 0:00:28 loss: 0.5763 (0.7016) labels_encoder: 0.5763 (0.7016) labels_encoder_unscaled: 0.5763 (0.7016) time: 0.0355 data: 0.0172 max mem: 514
Test: [ 950/1613] eta: 0:00:26 loss: 0.9042 (0.7243) labels_encoder: 0.9042 (0.7243) labels_encoder_unscaled: 0.9042 (0.7243) time: 0.0359 data: 0.0215 max mem: 514
Test: [1000/1613] eta: 0:00:24 loss: 0.3685 (0.7179) labels_encoder: 0.3685 (0.7179) labels_encoder_unscaled: 0.3685 (0.7179) time: 0.0410 data: 0.0241 max mem: 514
Test: [1050/1613] eta: 0:00:22 loss: 0.6905 (0.7192) labels_encoder: 0.6905 (0.7192) labels_encoder_unscaled: 0.6905 (0.7192) time: 0.0390 data: 0.0220 max mem: 514
Test: [1100/1613] eta: 0:00:20 loss: 0.3489 (0.7226) labels_encoder: 0.3489 (0.7226) labels_encoder_unscaled: 0.3489 (0.7226) time: 0.0377 data: 0.0222 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.3770 (0.7118) labels_encoder: 0.3770 (0.7118) labels_encoder_unscaled: 0.3770 (0.7118) time: 0.0395 data: 0.0244 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.3649 (0.7111) labels_encoder: 0.3649 (0.7111) labels_encoder_unscaled: 0.3649 (0.7111) time: 0.0457 data: 0.0293 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.3635 (0.7130) labels_encoder: 0.3635 (0.7130) labels_encoder_unscaled: 0.3635 (0.7130) time: 0.0380 data: 0.0225 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.4148 (0.7112) labels_encoder: 0.4148 (0.7112) labels_encoder_unscaled: 0.4148 (0.7112) time: 0.0378 data: 0.0234 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.7148 (0.7180) labels_encoder: 0.7148 (0.7180) labels_encoder_unscaled: 0.7148 (0.7180) time: 0.0392 data: 0.0233 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.5714 (0.7153) labels_encoder: 0.5714 (0.7153) labels_encoder_unscaled: 0.5714 (0.7153) time: 0.0382 data: 0.0225 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.4093 (0.7148) labels_encoder: 0.4093 (0.7148) labels_encoder_unscaled: 0.4093 (0.7148) time: 0.0402 data: 0.0271 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.4184 (0.7133) labels_encoder: 0.4184 (0.7133) labels_encoder_unscaled: 0.4184 (0.7133) time: 0.0399 data: 0.0239 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.5688 (0.7130) labels_encoder: 0.5688 (0.7130) labels_encoder_unscaled: 0.5688 (0.7130) time: 0.0421 data: 0.0273 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.3830 (0.7078) labels_encoder: 0.3830 (0.7078) labels_encoder_unscaled: 0.3830 (0.7078) time: 0.0400 data: 0.0227 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.3645 (0.7057) labels_encoder: 0.3645 (0.7057) labels_encoder_unscaled: 0.3645 (0.7057) time: 0.0386 data: 0.0223 max mem: 514
Test: Total time: 0:01:04 (0.0400 s / it)
Averaged stats: loss: 0.3645 (0.7057) labels_encoder: 0.3645 (0.7057) labels_encoder_unscaled: 0.3645 (0.7057)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5465, mcAP: 0.9741
BaseballPitch: 0.1775
BasketballDunk: 0.6725
Billiards: 0.3555
CleanAndJerk: 0.7543
CliffDiving: 0.8322
CricketBowling: 0.3428
CricketShot: 0.2036
Diving: 0.6715
FrisbeeCatch: 0.3978
GolfSwing: 0.5001
HammerThrow: 0.8296
HighJump: 0.5053
JavelinThrow: 0.6659
LongJump: 0.7704
PoleVault: 0.8538
Shotput: 0.6381
SoccerPenalty: 0.3275
TennisSwing: 0.5191
ThrowDiscus: 0.6332
VolleyballSpiking: 0.2794
Epoch: [2] [ 0/1405] eta: 0:43:22 lr: 0.000010 loss: 0.2854 (0.2854) labels_encoder: 0.2854 (0.2854) labels_encoder_unscaled: 0.2854 (0.2854) time: 1.8525 data: 1.7979 max mem: 514
Epoch: [2] [ 50/1405] eta: 0:01:42 lr: 0.000010 loss: 0.2309 (0.2372) labels_encoder: 0.2309 (0.2372) labels_encoder_unscaled: 0.2309 (0.2372) time: 0.0404 data: 0.0002 max mem: 514
Epoch: [2] [ 100/1405] eta: 0:01:14 lr: 0.000010 loss: 0.2158 (0.2375) labels_encoder: 0.2158 (0.2375) labels_encoder_unscaled: 0.2158 (0.2375) time: 0.0378 data: 0.0002 max mem: 514
Epoch: [2] [ 150/1405] eta: 0:01:04 lr: 0.000010 loss: 0.2237 (0.2350) labels_encoder: 0.2237 (0.2350) labels_encoder_unscaled: 0.2237 (0.2350) time: 0.0383 data: 0.0010 max mem: 514
Epoch: [2] [ 200/1405] eta: 0:00:57 lr: 0.000010 loss: 0.2296 (0.2319) labels_encoder: 0.2296 (0.2319) labels_encoder_unscaled: 0.2296 (0.2319) time: 0.0370 data: 0.0047 max mem: 514
Epoch: [2] [ 250/1405] eta: 0:00:52 lr: 0.000010 loss: 0.2225 (0.2321) labels_encoder: 0.2225 (0.2321) labels_encoder_unscaled: 0.2225 (0.2321) time: 0.0363 data: 0.0002 max mem: 514
Epoch: [2] [ 300/1405] eta: 0:00:48 lr: 0.000010 loss: 0.2017 (0.2299) labels_encoder: 0.2017 (0.2299) labels_encoder_unscaled: 0.2017 (0.2299) time: 0.0370 data: 0.0002 max mem: 514
Epoch: [2] [ 350/1405] eta: 0:00:45 lr: 0.000010 loss: 0.1955 (0.2285) labels_encoder: 0.1955 (0.2285) labels_encoder_unscaled: 0.1955 (0.2285) time: 0.0377 data: 0.0002 max mem: 514
Epoch: [2] [ 400/1405] eta: 0:00:42 lr: 0.000010 loss: 0.1701 (0.2267) labels_encoder: 0.1701 (0.2267) labels_encoder_unscaled: 0.1701 (0.2267) time: 0.0396 data: 0.0002 max mem: 514
Epoch: [2] [ 450/1405] eta: 0:00:40 lr: 0.000010 loss: 0.2062 (0.2267) labels_encoder: 0.2062 (0.2267) labels_encoder_unscaled: 0.2062 (0.2267) time: 0.0388 data: 0.0002 max mem: 514
Epoch: [2] [ 500/1405] eta: 0:00:38 lr: 0.000010 loss: 0.1805 (0.2250) labels_encoder: 0.1805 (0.2250) labels_encoder_unscaled: 0.1805 (0.2250) time: 0.0408 data: 0.0002 max mem: 514
Epoch: [2] [ 550/1405] eta: 0:00:35 lr: 0.000010 loss: 0.1984 (0.2239) labels_encoder: 0.1984 (0.2239) labels_encoder_unscaled: 0.1984 (0.2239) time: 0.0382 data: 0.0002 max mem: 514
Epoch: [2] [ 600/1405] eta: 0:00:33 lr: 0.000010 loss: 0.2038 (0.2222) labels_encoder: 0.2038 (0.2222) labels_encoder_unscaled: 0.2038 (0.2222) time: 0.0422 data: 0.0106 max mem: 514
Epoch: [2] [ 650/1405] eta: 0:00:31 lr: 0.000010 loss: 0.1897 (0.2210) labels_encoder: 0.1897 (0.2210) labels_encoder_unscaled: 0.1897 (0.2210) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [2] [ 700/1405] eta: 0:00:29 lr: 0.000010 loss: 0.1938 (0.2203) labels_encoder: 0.1938 (0.2203) labels_encoder_unscaled: 0.1938 (0.2203) time: 0.0366 data: 0.0002 max mem: 514
Epoch: [2] [ 750/1405] eta: 0:00:26 lr: 0.000010 loss: 0.2102 (0.2200) labels_encoder: 0.2102 (0.2200) labels_encoder_unscaled: 0.2102 (0.2200) time: 0.0385 data: 0.0008 max mem: 514
Epoch: [2] [ 800/1405] eta: 0:00:24 lr: 0.000010 loss: 0.1856 (0.2187) labels_encoder: 0.1856 (0.2187) labels_encoder_unscaled: 0.1856 (0.2187) time: 0.0403 data: 0.0002 max mem: 514
Epoch: [2] [ 850/1405] eta: 0:00:22 lr: 0.000010 loss: 0.2164 (0.2187) labels_encoder: 0.2164 (0.2187) labels_encoder_unscaled: 0.2164 (0.2187) time: 0.0392 data: 0.0002 max mem: 514
Epoch: [2] [ 900/1405] eta: 0:00:20 lr: 0.000010 loss: 0.1871 (0.2181) labels_encoder: 0.1871 (0.2181) labels_encoder_unscaled: 0.1871 (0.2181) time: 0.0386 data: 0.0001 max mem: 514
Epoch: [2] [ 950/1405] eta: 0:00:18 lr: 0.000010 loss: 0.2011 (0.2177) labels_encoder: 0.2011 (0.2177) labels_encoder_unscaled: 0.2011 (0.2177) time: 0.0447 data: 0.0110 max mem: 514
Epoch: [2] [1000/1405] eta: 0:00:16 lr: 0.000010 loss: 0.1865 (0.2166) labels_encoder: 0.1865 (0.2166) labels_encoder_unscaled: 0.1865 (0.2166) time: 0.0376 data: 0.0045 max mem: 514
Epoch: [2] [1050/1405] eta: 0:00:14 lr: 0.000010 loss: 0.2046 (0.2165) labels_encoder: 0.2046 (0.2165) labels_encoder_unscaled: 0.2046 (0.2165) time: 0.0381 data: 0.0002 max mem: 514
Epoch: [2] [1100/1405] eta: 0:00:12 lr: 0.000010 loss: 0.1946 (0.2154) labels_encoder: 0.1946 (0.2154) labels_encoder_unscaled: 0.1946 (0.2154) time: 0.0397 data: 0.0002 max mem: 514
Epoch: [2] [1150/1405] eta: 0:00:10 lr: 0.000010 loss: 0.1996 (0.2151) labels_encoder: 0.1996 (0.2151) labels_encoder_unscaled: 0.1996 (0.2151) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [2] [1200/1405] eta: 0:00:08 lr: 0.000010 loss: 0.2024 (0.2147) labels_encoder: 0.2024 (0.2147) labels_encoder_unscaled: 0.2024 (0.2147) time: 0.0397 data: 0.0002 max mem: 514
Epoch: [2] [1250/1405] eta: 0:00:06 lr: 0.000010 loss: 0.1967 (0.2140) labels_encoder: 0.1967 (0.2140) labels_encoder_unscaled: 0.1967 (0.2140) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [2] [1300/1405] eta: 0:00:04 lr: 0.000010 loss: 0.2009 (0.2141) labels_encoder: 0.2009 (0.2141) labels_encoder_unscaled: 0.2009 (0.2141) time: 0.0382 data: 0.0002 max mem: 514
Epoch: [2] [1350/1405] eta: 0:00:02 lr: 0.000010 loss: 0.2070 (0.2136) labels_encoder: 0.2070 (0.2136) labels_encoder_unscaled: 0.2070 (0.2136) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [2] [1400/1405] eta: 0:00:00 lr: 0.000010 loss: 0.1910 (0.2133) labels_encoder: 0.1910 (0.2133) labels_encoder_unscaled: 0.1910 (0.2133) time: 0.0398 data: 0.0003 max mem: 514
Epoch: [2] [1404/1405] eta: 0:00:00 lr: 0.000010 loss: 0.1814 (0.2133) labels_encoder: 0.1814 (0.2133) labels_encoder_unscaled: 0.1814 (0.2133) time: 0.0346 data: 0.0003 max mem: 514
Epoch: [2] Total time: 0:00:56 (0.0405 s / it)
Averaged stats: lr: 0.000010 loss: 0.1814 (0.2133) labels_encoder: 0.1814 (0.2133) labels_encoder_unscaled: 0.1814 (0.2133)
Test: [ 0/1613] eta: 0:37:58 loss: 0.3603 (0.3603) labels_encoder: 0.3603 (0.3603) labels_encoder_unscaled: 0.3603 (0.3603) time: 1.4128 data: 1.3942 max mem: 514
Test: [ 50/1613] eta: 0:01:41 loss: 0.3251 (0.6546) labels_encoder: 0.3251 (0.6546) labels_encoder_unscaled: 0.3251 (0.6546) time: 0.0360 data: 0.0194 max mem: 514
Test: [ 100/1613] eta: 0:01:18 loss: 0.0584 (0.4797) labels_encoder: 0.0584 (0.4797) labels_encoder_unscaled: 0.0584 (0.4797) time: 0.0387 data: 0.0212 max mem: 514
Test: [ 150/1613] eta: 0:01:10 loss: 0.3414 (0.4512) labels_encoder: 0.3414 (0.4512) labels_encoder_unscaled: 0.3414 (0.4512) time: 0.0389 data: 0.0236 max mem: 514
Test: [ 200/1613] eta: 0:01:04 loss: 0.7403 (0.5202) labels_encoder: 0.7403 (0.5202) labels_encoder_unscaled: 0.7403 (0.5202) time: 0.0376 data: 0.0229 max mem: 514
Test: [ 250/1613] eta: 0:01:00 loss: 0.3200 (0.5576) labels_encoder: 0.3200 (0.5576) labels_encoder_unscaled: 0.3200 (0.5576) time: 0.0377 data: 0.0235 max mem: 514
Test: [ 300/1613] eta: 0:00:57 loss: 0.3601 (0.5854) labels_encoder: 0.3601 (0.5854) labels_encoder_unscaled: 0.3601 (0.5854) time: 0.0407 data: 0.0243 max mem: 514
Test: [ 350/1613] eta: 0:00:54 loss: 0.9852 (0.5939) labels_encoder: 0.9852 (0.5939) labels_encoder_unscaled: 0.9852 (0.5939) time: 0.0441 data: 0.0273 max mem: 514
Test: [ 400/1613] eta: 0:00:52 loss: 0.3992 (0.6644) labels_encoder: 0.3992 (0.6644) labels_encoder_unscaled: 0.3992 (0.6644) time: 0.0386 data: 0.0238 max mem: 514
Test: [ 450/1613] eta: 0:00:49 loss: 0.5311 (0.7053) labels_encoder: 0.5311 (0.7053) labels_encoder_unscaled: 0.5311 (0.7053) time: 0.0386 data: 0.0241 max mem: 514
Test: [ 500/1613] eta: 0:00:47 loss: 0.2228 (0.6751) labels_encoder: 0.2228 (0.6751) labels_encoder_unscaled: 0.2228 (0.6751) time: 0.0433 data: 0.0271 max mem: 514
Test: [ 550/1613] eta: 0:00:45 loss: 0.5493 (0.6817) labels_encoder: 0.5493 (0.6817) labels_encoder_unscaled: 0.5493 (0.6817) time: 0.0384 data: 0.0211 max mem: 514
Test: [ 600/1613] eta: 0:00:42 loss: 0.6857 (0.7097) labels_encoder: 0.6857 (0.7097) labels_encoder_unscaled: 0.6857 (0.7097) time: 0.0454 data: 0.0273 max mem: 514
Test: [ 650/1613] eta: 0:00:40 loss: 0.6573 (0.6986) labels_encoder: 0.6573 (0.6986) labels_encoder_unscaled: 0.6573 (0.6986) time: 0.0362 data: 0.0174 max mem: 514
Test: [ 700/1613] eta: 0:00:38 loss: 0.4046 (0.6853) labels_encoder: 0.4046 (0.6853) labels_encoder_unscaled: 0.4046 (0.6853) time: 0.0391 data: 0.0231 max mem: 514
Test: [ 750/1613] eta: 0:00:35 loss: 0.3226 (0.6678) labels_encoder: 0.3226 (0.6678) labels_encoder_unscaled: 0.3226 (0.6678) time: 0.0375 data: 0.0221 max mem: 514
Test: [ 800/1613] eta: 0:00:33 loss: 0.4112 (0.6618) labels_encoder: 0.4112 (0.6618) labels_encoder_unscaled: 0.4112 (0.6618) time: 0.0396 data: 0.0238 max mem: 514
Test: [ 850/1613] eta: 0:00:31 loss: 0.9742 (0.6632) labels_encoder: 0.9742 (0.6632) labels_encoder_unscaled: 0.9742 (0.6632) time: 0.0364 data: 0.0211 max mem: 514
Test: [ 900/1613] eta: 0:00:29 loss: 0.5183 (0.6800) labels_encoder: 0.5183 (0.6800) labels_encoder_unscaled: 0.5183 (0.6800) time: 0.0403 data: 0.0231 max mem: 514
Test: [ 950/1613] eta: 0:00:27 loss: 0.4171 (0.6745) labels_encoder: 0.4171 (0.6745) labels_encoder_unscaled: 0.4171 (0.6745) time: 0.0435 data: 0.0264 max mem: 514
Test: [1000/1613] eta: 0:00:25 loss: 0.3255 (0.6658) labels_encoder: 0.3255 (0.6658) labels_encoder_unscaled: 0.3255 (0.6658) time: 0.0382 data: 0.0233 max mem: 514
Test: [1050/1613] eta: 0:00:23 loss: 0.5686 (0.6610) labels_encoder: 0.5686 (0.6610) labels_encoder_unscaled: 0.5686 (0.6610) time: 0.0474 data: 0.0320 max mem: 514
Test: [1100/1613] eta: 0:00:21 loss: 0.6178 (0.6662) labels_encoder: 0.6178 (0.6662) labels_encoder_unscaled: 0.6178 (0.6662) time: 0.0375 data: 0.0243 max mem: 514
Test: [1150/1613] eta: 0:00:18 loss: 0.4433 (0.6593) labels_encoder: 0.4433 (0.6593) labels_encoder_unscaled: 0.4433 (0.6593) time: 0.0383 data: 0.0227 max mem: 514
Test: [1200/1613] eta: 0:00:16 loss: 0.2924 (0.6609) labels_encoder: 0.2924 (0.6609) labels_encoder_unscaled: 0.2924 (0.6609) time: 0.0388 data: 0.0251 max mem: 514
Test: [1250/1613] eta: 0:00:14 loss: 0.2892 (0.6605) labels_encoder: 0.2892 (0.6605) labels_encoder_unscaled: 0.2892 (0.6605) time: 0.0395 data: 0.0237 max mem: 514
Test: [1300/1613] eta: 0:00:12 loss: 0.2909 (0.6599) labels_encoder: 0.2909 (0.6599) labels_encoder_unscaled: 0.2909 (0.6599) time: 0.0388 data: 0.0227 max mem: 514
Test: [1350/1613] eta: 0:00:10 loss: 0.5005 (0.6699) labels_encoder: 0.5005 (0.6699) labels_encoder_unscaled: 0.5005 (0.6699) time: 0.0384 data: 0.0240 max mem: 514
Test: [1400/1613] eta: 0:00:08 loss: 0.6897 (0.6698) labels_encoder: 0.6897 (0.6698) labels_encoder_unscaled: 0.6897 (0.6698) time: 0.0359 data: 0.0213 max mem: 514
Test: [1450/1613] eta: 0:00:06 loss: 0.3001 (0.6827) labels_encoder: 0.3001 (0.6827) labels_encoder_unscaled: 0.3001 (0.6827) time: 0.0458 data: 0.0299 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.6893 (0.6943) labels_encoder: 0.6893 (0.6943) labels_encoder_unscaled: 0.6893 (0.6943) time: 0.0381 data: 0.0242 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.5499 (0.6906) labels_encoder: 0.5499 (0.6906) labels_encoder_unscaled: 0.5499 (0.6906) time: 0.0414 data: 0.0269 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6136 (0.6861) labels_encoder: 0.6136 (0.6861) labels_encoder_unscaled: 0.6136 (0.6861) time: 0.0402 data: 0.0227 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.4399 (0.6847) labels_encoder: 0.4399 (0.6847) labels_encoder_unscaled: 0.4399 (0.6847) time: 0.0365 data: 0.0187 max mem: 514
Test: Total time: 0:01:06 (0.0410 s / it)
Averaged stats: loss: 0.4399 (0.6847) labels_encoder: 0.4399 (0.6847) labels_encoder_unscaled: 0.4399 (0.6847)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5539, mcAP: 0.9738
BaseballPitch: 0.1732
BasketballDunk: 0.7406
Billiards: 0.3778
CleanAndJerk: 0.7700
CliffDiving: 0.8321
CricketBowling: 0.3641
CricketShot: 0.1937
Diving: 0.6827
FrisbeeCatch: 0.3958
GolfSwing: 0.4743
HammerThrow: 0.8332
HighJump: 0.5404
JavelinThrow: 0.6555
LongJump: 0.7816
PoleVault: 0.8459
Shotput: 0.6714
SoccerPenalty: 0.3204
TennisSwing: 0.5079
ThrowDiscus: 0.6521
VolleyballSpiking: 0.2660
Epoch: [3] [ 0/1405] eta: 0:36:52 lr: 0.000001 loss: 0.2236 (0.2236) labels_encoder: 0.2236 (0.2236) labels_encoder_unscaled: 0.2236 (0.2236) time: 1.5750 data: 1.5309 max mem: 514
Epoch: [3] [ 50/1405] eta: 0:01:34 lr: 0.000001 loss: 0.1764 (0.1867) labels_encoder: 0.1764 (0.1867) labels_encoder_unscaled: 0.1764 (0.1867) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [3] [ 100/1405] eta: 0:01:11 lr: 0.000001 loss: 0.1952 (0.1878) labels_encoder: 0.1952 (0.1878) labels_encoder_unscaled: 0.1952 (0.1878) time: 0.0402 data: 0.0002 max mem: 514
Epoch: [3] [ 150/1405] eta: 0:01:01 lr: 0.000001 loss: 0.1699 (0.1865) labels_encoder: 0.1699 (0.1865) labels_encoder_unscaled: 0.1699 (0.1865) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [3] [ 200/1405] eta: 0:00:56 lr: 0.000001 loss: 0.1986 (0.1896) labels_encoder: 0.1986 (0.1896) labels_encoder_unscaled: 0.1986 (0.1896) time: 0.0378 data: 0.0028 max mem: 514
Epoch: [3] [ 250/1405] eta: 0:00:51 lr: 0.000001 loss: 0.2033 (0.1907) labels_encoder: 0.2033 (0.1907) labels_encoder_unscaled: 0.2033 (0.1907) time: 0.0361 data: 0.0001 max mem: 514
Epoch: [3] [ 300/1405] eta: 0:00:48 lr: 0.000001 loss: 0.2104 (0.1930) labels_encoder: 0.2104 (0.1930) labels_encoder_unscaled: 0.2104 (0.1930) time: 0.0385 data: 0.0002 max mem: 514
Epoch: [3] [ 350/1405] eta: 0:00:45 lr: 0.000001 loss: 0.1988 (0.1921) labels_encoder: 0.1988 (0.1921) labels_encoder_unscaled: 0.1988 (0.1921) time: 0.0380 data: 0.0002 max mem: 514
Epoch: [3] [ 400/1405] eta: 0:00:43 lr: 0.000001 loss: 0.1957 (0.1917) labels_encoder: 0.1957 (0.1917) labels_encoder_unscaled: 0.1957 (0.1917) time: 0.0394 data: 0.0002 max mem: 514
Epoch: [3] [ 450/1405] eta: 0:00:40 lr: 0.000001 loss: 0.1913 (0.1919) labels_encoder: 0.1913 (0.1919) labels_encoder_unscaled: 0.1913 (0.1919) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [3] [ 500/1405] eta: 0:00:38 lr: 0.000001 loss: 0.1883 (0.1919) labels_encoder: 0.1883 (0.1919) labels_encoder_unscaled: 0.1883 (0.1919) time: 0.0429 data: 0.0060 max mem: 514
Epoch: [3] [ 550/1405] eta: 0:00:36 lr: 0.000001 loss: 0.1925 (0.1925) labels_encoder: 0.1925 (0.1925) labels_encoder_unscaled: 0.1925 (0.1925) time: 0.0377 data: 0.0001 max mem: 514
Epoch: [3] [ 600/1405] eta: 0:00:33 lr: 0.000001 loss: 0.1969 (0.1927) labels_encoder: 0.1969 (0.1927) labels_encoder_unscaled: 0.1969 (0.1927) time: 0.0376 data: 0.0002 max mem: 514
Epoch: [3] [ 650/1405] eta: 0:00:31 lr: 0.000001 loss: 0.1879 (0.1934) labels_encoder: 0.1879 (0.1934) labels_encoder_unscaled: 0.1879 (0.1934) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [3] [ 700/1405] eta: 0:00:29 lr: 0.000001 loss: 0.1809 (0.1932) labels_encoder: 0.1809 (0.1932) labels_encoder_unscaled: 0.1809 (0.1932) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [3] [ 750/1405] eta: 0:00:27 lr: 0.000001 loss: 0.1866 (0.1932) labels_encoder: 0.1866 (0.1932) labels_encoder_unscaled: 0.1866 (0.1932) time: 0.0398 data: 0.0002 max mem: 514
Epoch: [3] [ 800/1405] eta: 0:00:25 lr: 0.000001 loss: 0.1950 (0.1929) labels_encoder: 0.1950 (0.1929) labels_encoder_unscaled: 0.1950 (0.1929) time: 0.0379 data: 0.0009 max mem: 514
Epoch: [3] [ 850/1405] eta: 0:00:22 lr: 0.000001 loss: 0.1827 (0.1929) labels_encoder: 0.1827 (0.1929) labels_encoder_unscaled: 0.1827 (0.1929) time: 0.0389 data: 0.0002 max mem: 514
Epoch: [3] [ 900/1405] eta: 0:00:20 lr: 0.000001 loss: 0.1952 (0.1933) labels_encoder: 0.1952 (0.1933) labels_encoder_unscaled: 0.1952 (0.1933) time: 0.0403 data: 0.0038 max mem: 514
Epoch: [3] [ 950/1405] eta: 0:00:18 lr: 0.000001 loss: 0.2027 (0.1934) labels_encoder: 0.2027 (0.1934) labels_encoder_unscaled: 0.2027 (0.1934) time: 0.0383 data: 0.0022 max mem: 514
Epoch: [3] [1000/1405] eta: 0:00:16 lr: 0.000001 loss: 0.1767 (0.1933) labels_encoder: 0.1767 (0.1933) labels_encoder_unscaled: 0.1767 (0.1933) time: 0.0392 data: 0.0002 max mem: 514
Epoch: [3] [1050/1405] eta: 0:00:14 lr: 0.000001 loss: 0.2094 (0.1938) labels_encoder: 0.2094 (0.1938) labels_encoder_unscaled: 0.2094 (0.1938) time: 0.0379 data: 0.0002 max mem: 514
Epoch: [3] [1100/1405] eta: 0:00:12 lr: 0.000001 loss: 0.1784 (0.1934) labels_encoder: 0.1784 (0.1934) labels_encoder_unscaled: 0.1784 (0.1934) time: 0.0406 data: 0.0002 max mem: 514
Epoch: [3] [1150/1405] eta: 0:00:10 lr: 0.000001 loss: 0.1804 (0.1934) labels_encoder: 0.1804 (0.1934) labels_encoder_unscaled: 0.1804 (0.1934) time: 0.0406 data: 0.0002 max mem: 514
Epoch: [3] [1200/1405] eta: 0:00:08 lr: 0.000001 loss: 0.1740 (0.1934) labels_encoder: 0.1740 (0.1934) labels_encoder_unscaled: 0.1740 (0.1934) time: 0.0381 data: 0.0002 max mem: 514
Epoch: [3] [1250/1405] eta: 0:00:06 lr: 0.000001 loss: 0.1948 (0.1935) labels_encoder: 0.1948 (0.1935) labels_encoder_unscaled: 0.1948 (0.1935) time: 0.0404 data: 0.0002 max mem: 514
Epoch: [3] [1300/1405] eta: 0:00:04 lr: 0.000001 loss: 0.1761 (0.1933) labels_encoder: 0.1761 (0.1933) labels_encoder_unscaled: 0.1761 (0.1933) time: 0.0384 data: 0.0003 max mem: 514
Epoch: [3] [1350/1405] eta: 0:00:02 lr: 0.000001 loss: 0.1735 (0.1931) labels_encoder: 0.1735 (0.1931) labels_encoder_unscaled: 0.1735 (0.1931) time: 0.0417 data: 0.0025 max mem: 514
Epoch: [3] [1400/1405] eta: 0:00:00 lr: 0.000001 loss: 0.1821 (0.1933) labels_encoder: 0.1821 (0.1933) labels_encoder_unscaled: 0.1821 (0.1933) time: 0.0369 data: 0.0046 max mem: 514
Epoch: [3] [1404/1405] eta: 0:00:00 lr: 0.000001 loss: 0.1862 (0.1933) labels_encoder: 0.1862 (0.1933) labels_encoder_unscaled: 0.1862 (0.1933) time: 0.0360 data: 0.0045 max mem: 514
Epoch: [3] Total time: 0:00:56 (0.0405 s / it)
Averaged stats: lr: 0.000001 loss: 0.1862 (0.1933) labels_encoder: 0.1862 (0.1933) labels_encoder_unscaled: 0.1862 (0.1933)
Test: [ 0/1613] eta: 0:39:08 loss: 0.4278 (0.4278) labels_encoder: 0.4278 (0.4278) labels_encoder_unscaled: 0.4278 (0.4278) time: 1.4561 data: 1.4407 max mem: 514
Test: [ 50/1613] eta: 0:01:46 loss: 0.3235 (0.6844) labels_encoder: 0.3235 (0.6844) labels_encoder_unscaled: 0.3235 (0.6844) time: 0.0484 data: 0.0337 max mem: 514
Test: [ 100/1613] eta: 0:01:29 loss: 0.0638 (0.5002) labels_encoder: 0.0638 (0.5002) labels_encoder_unscaled: 0.0638 (0.5002) time: 0.0503 data: 0.0352 max mem: 514
Test: [ 150/1613] eta: 0:01:20 loss: 0.4711 (0.4710) labels_encoder: 0.4711 (0.4710) labels_encoder_unscaled: 0.4711 (0.4710) time: 0.0396 data: 0.0253 max mem: 514
Test: [ 200/1613] eta: 0:01:14 loss: 0.7605 (0.5358) labels_encoder: 0.7605 (0.5358) labels_encoder_unscaled: 0.7605 (0.5358) time: 0.0474 data: 0.0319 max mem: 514
Test: [ 250/1613] eta: 0:01:08 loss: 0.2947 (0.5665) labels_encoder: 0.2947 (0.5665) labels_encoder_unscaled: 0.2947 (0.5665) time: 0.0391 data: 0.0226 max mem: 514
Test: [ 300/1613] eta: 0:01:03 loss: 0.3701 (0.5913) labels_encoder: 0.3701 (0.5913) labels_encoder_unscaled: 0.3701 (0.5913) time: 0.0396 data: 0.0242 max mem: 514
Test: [ 350/1613] eta: 0:00:59 loss: 0.8668 (0.5979) labels_encoder: 0.8668 (0.5979) labels_encoder_unscaled: 0.8668 (0.5979) time: 0.0377 data: 0.0220 max mem: 514
Test: [ 400/1613] eta: 0:00:56 loss: 0.3988 (0.6605) labels_encoder: 0.3988 (0.6605) labels_encoder_unscaled: 0.3988 (0.6605) time: 0.0418 data: 0.0254 max mem: 514
Test: [ 450/1613] eta: 0:00:54 loss: 0.5590 (0.6990) labels_encoder: 0.5590 (0.6990) labels_encoder_unscaled: 0.5590 (0.6990) time: 0.0541 data: 0.0384 max mem: 514
Test: [ 500/1613] eta: 0:00:52 loss: 0.2008 (0.6655) labels_encoder: 0.2008 (0.6655) labels_encoder_unscaled: 0.2008 (0.6655) time: 0.0501 data: 0.0347 max mem: 514
Test: [ 550/1613] eta: 0:00:49 loss: 0.4821 (0.6716) labels_encoder: 0.4821 (0.6716) labels_encoder_unscaled: 0.4821 (0.6716) time: 0.0429 data: 0.0279 max mem: 514
Test: [ 600/1613] eta: 0:00:47 loss: 0.7561 (0.6992) labels_encoder: 0.7561 (0.6992) labels_encoder_unscaled: 0.7561 (0.6992) time: 0.0393 data: 0.0234 max mem: 514
Test: [ 650/1613] eta: 0:00:44 loss: 0.6147 (0.6876) labels_encoder: 0.6147 (0.6876) labels_encoder_unscaled: 0.6147 (0.6876) time: 0.0396 data: 0.0211 max mem: 514
Test: [ 700/1613] eta: 0:00:41 loss: 0.3495 (0.6749) labels_encoder: 0.3495 (0.6749) labels_encoder_unscaled: 0.3495 (0.6749) time: 0.0379 data: 0.0223 max mem: 514
Test: [ 750/1613] eta: 0:00:38 loss: 0.3166 (0.6588) labels_encoder: 0.3166 (0.6588) labels_encoder_unscaled: 0.3166 (0.6588) time: 0.0453 data: 0.0301 max mem: 514
Test: [ 800/1613] eta: 0:00:36 loss: 0.4412 (0.6557) labels_encoder: 0.4412 (0.6557) labels_encoder_unscaled: 0.4412 (0.6557) time: 0.0439 data: 0.0286 max mem: 514
Test: [ 850/1613] eta: 0:00:34 loss: 0.9964 (0.6600) labels_encoder: 0.9964 (0.6600) labels_encoder_unscaled: 0.9964 (0.6600) time: 0.0424 data: 0.0269 max mem: 514
Test: [ 900/1613] eta: 0:00:31 loss: 0.3997 (0.6772) labels_encoder: 0.3997 (0.6772) labels_encoder_unscaled: 0.3997 (0.6772) time: 0.0376 data: 0.0231 max mem: 514
Test: [ 950/1613] eta: 0:00:29 loss: 0.4349 (0.6724) labels_encoder: 0.4349 (0.6724) labels_encoder_unscaled: 0.4349 (0.6724) time: 0.0465 data: 0.0310 max mem: 514
Test: [1000/1613] eta: 0:00:27 loss: 0.3214 (0.6628) labels_encoder: 0.3214 (0.6628) labels_encoder_unscaled: 0.3214 (0.6628) time: 0.0469 data: 0.0317 max mem: 514
Test: [1050/1613] eta: 0:00:24 loss: 0.6482 (0.6586) labels_encoder: 0.6482 (0.6586) labels_encoder_unscaled: 0.6482 (0.6586) time: 0.0399 data: 0.0243 max mem: 514
Test: [1100/1613] eta: 0:00:22 loss: 0.5271 (0.6628) labels_encoder: 0.5271 (0.6628) labels_encoder_unscaled: 0.5271 (0.6628) time: 0.0416 data: 0.0247 max mem: 514
Test: [1150/1613] eta: 0:00:20 loss: 0.3414 (0.6550) labels_encoder: 0.3414 (0.6550) labels_encoder_unscaled: 0.3414 (0.6550) time: 0.0403 data: 0.0257 max mem: 514
Test: [1200/1613] eta: 0:00:18 loss: 0.3259 (0.6574) labels_encoder: 0.3259 (0.6574) labels_encoder_unscaled: 0.3259 (0.6574) time: 0.0520 data: 0.0379 max mem: 514
Test: [1250/1613] eta: 0:00:15 loss: 0.2845 (0.6587) labels_encoder: 0.2845 (0.6587) labels_encoder_unscaled: 0.2845 (0.6587) time: 0.0381 data: 0.0230 max mem: 514
Test: [1300/1613] eta: 0:00:13 loss: 0.3174 (0.6578) labels_encoder: 0.3174 (0.6578) labels_encoder_unscaled: 0.3174 (0.6578) time: 0.0467 data: 0.0317 max mem: 514
Test: [1350/1613] eta: 0:00:11 loss: 0.5058 (0.6652) labels_encoder: 0.5058 (0.6652) labels_encoder_unscaled: 0.5058 (0.6652) time: 0.0416 data: 0.0259 max mem: 514
Test: [1400/1613] eta: 0:00:09 loss: 0.6554 (0.6651) labels_encoder: 0.6554 (0.6651) labels_encoder_unscaled: 0.6554 (0.6651) time: 0.0416 data: 0.0262 max mem: 514
Test: [1450/1613] eta: 0:00:07 loss: 0.3303 (0.6753) labels_encoder: 0.3303 (0.6753) labels_encoder_unscaled: 0.3303 (0.6753) time: 0.0465 data: 0.0308 max mem: 514
Test: [1500/1613] eta: 0:00:04 loss: 0.5438 (0.6861) labels_encoder: 0.5438 (0.6861) labels_encoder_unscaled: 0.5438 (0.6861) time: 0.0408 data: 0.0253 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.5565 (0.6837) labels_encoder: 0.5565 (0.6837) labels_encoder_unscaled: 0.5565 (0.6837) time: 0.0383 data: 0.0239 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.6216 (0.6797) labels_encoder: 0.6216 (0.6797) labels_encoder_unscaled: 0.6216 (0.6797) time: 0.0372 data: 0.0226 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.5131 (0.6781) labels_encoder: 0.5131 (0.6781) labels_encoder_unscaled: 0.5131 (0.6781) time: 0.0360 data: 0.0200 max mem: 514
Test: Total time: 0:01:10 (0.0439 s / it)
Averaged stats: loss: 0.5131 (0.6781) labels_encoder: 0.5131 (0.6781) labels_encoder_unscaled: 0.5131 (0.6781)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5538, mcAP: 0.9739
BaseballPitch: 0.1835
BasketballDunk: 0.7389
Billiards: 0.3828
CleanAndJerk: 0.7580
CliffDiving: 0.8377
CricketBowling: 0.3725
CricketShot: 0.1923
Diving: 0.6830
FrisbeeCatch: 0.3622
GolfSwing: 0.4540
HammerThrow: 0.8309
HighJump: 0.5495
JavelinThrow: 0.6680
LongJump: 0.7926
PoleVault: 0.8465
Shotput: 0.6727
SoccerPenalty: 0.3394
TennisSwing: 0.4981
ThrowDiscus: 0.6515
VolleyballSpiking: 0.2621
Epoch: [4] [ 0/1405] eta: 0:36:46 lr: 0.000000 loss: 0.2559 (0.2559) labels_encoder: 0.2559 (0.2559) labels_encoder_unscaled: 0.2559 (0.2559) time: 1.5704 data: 1.5168 max mem: 514
Epoch: [4] [ 50/1405] eta: 0:01:44 lr: 0.000000 loss: 0.1872 (0.2000) labels_encoder: 0.1872 (0.2000) labels_encoder_unscaled: 0.1872 (0.2000) time: 0.0500 data: 0.0147 max mem: 514
Epoch: [4] [ 100/1405] eta: 0:01:15 lr: 0.000000 loss: 0.1851 (0.1972) labels_encoder: 0.1851 (0.1972) labels_encoder_unscaled: 0.1851 (0.1972) time: 0.0389 data: 0.0013 max mem: 514
Epoch: [4] [ 150/1405] eta: 0:01:04 lr: 0.000000 loss: 0.1919 (0.1958) labels_encoder: 0.1919 (0.1958) labels_encoder_unscaled: 0.1919 (0.1958) time: 0.0386 data: 0.0002 max mem: 514
Epoch: [4] [ 200/1405] eta: 0:00:58 lr: 0.000000 loss: 0.1919 (0.1939) labels_encoder: 0.1919 (0.1939) labels_encoder_unscaled: 0.1919 (0.1939) time: 0.0408 data: 0.0083 max mem: 514
Epoch: [4] [ 250/1405] eta: 0:00:54 lr: 0.000000 loss: 0.1746 (0.1943) labels_encoder: 0.1746 (0.1943) labels_encoder_unscaled: 0.1746 (0.1943) time: 0.0418 data: 0.0002 max mem: 514
Epoch: [4] [ 300/1405] eta: 0:00:50 lr: 0.000000 loss: 0.1880 (0.1939) labels_encoder: 0.1880 (0.1939) labels_encoder_unscaled: 0.1880 (0.1939) time: 0.0385 data: 0.0002 max mem: 514
Epoch: [4] [ 350/1405] eta: 0:00:47 lr: 0.000000 loss: 0.1897 (0.1925) labels_encoder: 0.1897 (0.1925) labels_encoder_unscaled: 0.1897 (0.1925) time: 0.0362 data: 0.0002 max mem: 514
Epoch: [4] [ 400/1405] eta: 0:00:45 lr: 0.000000 loss: 0.1878 (0.1928) labels_encoder: 0.1878 (0.1928) labels_encoder_unscaled: 0.1878 (0.1928) time: 0.0521 data: 0.0192 max mem: 514
Epoch: [4] [ 450/1405] eta: 0:00:42 lr: 0.000000 loss: 0.1973 (0.1920) labels_encoder: 0.1973 (0.1920) labels_encoder_unscaled: 0.1973 (0.1920) time: 0.0380 data: 0.0032 max mem: 514
Epoch: [4] [ 500/1405] eta: 0:00:40 lr: 0.000000 loss: 0.1679 (0.1907) labels_encoder: 0.1679 (0.1907) labels_encoder_unscaled: 0.1679 (0.1907) time: 0.0415 data: 0.0024 max mem: 514
Epoch: [4] [ 550/1405] eta: 0:00:37 lr: 0.000000 loss: 0.1987 (0.1909) labels_encoder: 0.1987 (0.1909) labels_encoder_unscaled: 0.1987 (0.1909) time: 0.0450 data: 0.0108 max mem: 514
Epoch: [4] [ 600/1405] eta: 0:00:35 lr: 0.000000 loss: 0.1919 (0.1914) labels_encoder: 0.1919 (0.1914) labels_encoder_unscaled: 0.1919 (0.1914) time: 0.0390 data: 0.0002 max mem: 514
Epoch: [4] [ 650/1405] eta: 0:00:32 lr: 0.000000 loss: 0.1882 (0.1916) labels_encoder: 0.1882 (0.1916) labels_encoder_unscaled: 0.1882 (0.1916) time: 0.0412 data: 0.0041 max mem: 514
Epoch: [4] [ 700/1405] eta: 0:00:30 lr: 0.000000 loss: 0.2000 (0.1916) labels_encoder: 0.2000 (0.1916) labels_encoder_unscaled: 0.2000 (0.1916) time: 0.0387 data: 0.0023 max mem: 514
Epoch: [4] [ 750/1405] eta: 0:00:28 lr: 0.000000 loss: 0.1580 (0.1911) labels_encoder: 0.1580 (0.1911) labels_encoder_unscaled: 0.1580 (0.1911) time: 0.0376 data: 0.0010 max mem: 514
Epoch: [4] [ 800/1405] eta: 0:00:26 lr: 0.000000 loss: 0.1653 (0.1901) labels_encoder: 0.1653 (0.1901) labels_encoder_unscaled: 0.1653 (0.1901) time: 0.0407 data: 0.0043 max mem: 514
Epoch: [4] [ 850/1405] eta: 0:00:23 lr: 0.000000 loss: 0.1902 (0.1903) labels_encoder: 0.1902 (0.1903) labels_encoder_unscaled: 0.1902 (0.1903) time: 0.0384 data: 0.0002 max mem: 514
Epoch: [4] [ 900/1405] eta: 0:00:21 lr: 0.000000 loss: 0.1928 (0.1904) labels_encoder: 0.1928 (0.1904) labels_encoder_unscaled: 0.1928 (0.1904) time: 0.0391 data: 0.0002 max mem: 514
Epoch: [4] [ 950/1405] eta: 0:00:19 lr: 0.000000 loss: 0.1896 (0.1909) labels_encoder: 0.1896 (0.1909) labels_encoder_unscaled: 0.1896 (0.1909) time: 0.0393 data: 0.0002 max mem: 514
Epoch: [4] [1000/1405] eta: 0:00:17 lr: 0.000000 loss: 0.1882 (0.1914) labels_encoder: 0.1882 (0.1914) labels_encoder_unscaled: 0.1882 (0.1914) time: 0.0361 data: 0.0002 max mem: 514
Epoch: [4] [1050/1405] eta: 0:00:15 lr: 0.000000 loss: 0.1852 (0.1916) labels_encoder: 0.1852 (0.1916) labels_encoder_unscaled: 0.1852 (0.1916) time: 0.0407 data: 0.0009 max mem: 514
Epoch: [4] [1100/1405] eta: 0:00:12 lr: 0.000000 loss: 0.1933 (0.1920) labels_encoder: 0.1933 (0.1920) labels_encoder_unscaled: 0.1933 (0.1920) time: 0.0387 data: 0.0002 max mem: 514
Epoch: [4] [1150/1405] eta: 0:00:10 lr: 0.000000 loss: 0.1877 (0.1921) labels_encoder: 0.1877 (0.1921) labels_encoder_unscaled: 0.1877 (0.1921) time: 0.0393 data: 0.0002 max mem: 514
Epoch: [4] [1200/1405] eta: 0:00:08 lr: 0.000000 loss: 0.1906 (0.1922) labels_encoder: 0.1906 (0.1922) labels_encoder_unscaled: 0.1906 (0.1922) time: 0.0369 data: 0.0002 max mem: 514
Epoch: [4] [1250/1405] eta: 0:00:06 lr: 0.000000 loss: 0.1666 (0.1919) labels_encoder: 0.1666 (0.1919) labels_encoder_unscaled: 0.1666 (0.1919) time: 0.0405 data: 0.0084 max mem: 514
Epoch: [4] [1300/1405] eta: 0:00:04 lr: 0.000000 loss: 0.1923 (0.1917) labels_encoder: 0.1923 (0.1917) labels_encoder_unscaled: 0.1923 (0.1917) time: 0.0533 data: 0.0270 max mem: 514
Epoch: [4] [1350/1405] eta: 0:00:02 lr: 0.000000 loss: 0.1909 (0.1917) labels_encoder: 0.1909 (0.1917) labels_encoder_unscaled: 0.1909 (0.1917) time: 0.0373 data: 0.0051 max mem: 514
Epoch: [4] [1400/1405] eta: 0:00:00 lr: 0.000000 loss: 0.2139 (0.1921) labels_encoder: 0.2139 (0.1921) labels_encoder_unscaled: 0.2139 (0.1921) time: 0.0390 data: 0.0003 max mem: 514
Epoch: [4] [1404/1405] eta: 0:00:00 lr: 0.000000 loss: 0.1960 (0.1921) labels_encoder: 0.1960 (0.1921) labels_encoder_unscaled: 0.1960 (0.1921) time: 0.0389 data: 0.0023 max mem: 514
Epoch: [4] Total time: 0:00:59 (0.0420 s / it)
Averaged stats: lr: 0.000000 loss: 0.1960 (0.1921) labels_encoder: 0.1960 (0.1921) labels_encoder_unscaled: 0.1960 (0.1921)
Test: [ 0/1613] eta: 0:39:14 loss: 0.2932 (0.2932) labels_encoder: 0.2932 (0.2932) labels_encoder_unscaled: 0.2932 (0.2932) time: 1.4599 data: 1.4425 max mem: 514
Test: [ 50/1613] eta: 0:01:45 loss: 0.3367 (0.6840) labels_encoder: 0.3367 (0.6840) labels_encoder_unscaled: 0.3367 (0.6840) time: 0.0414 data: 0.0268 max mem: 514
Test: [ 100/1613] eta: 0:01:28 loss: 0.0860 (0.4985) labels_encoder: 0.0860 (0.4985) labels_encoder_unscaled: 0.0860 (0.4985) time: 0.0478 data: 0.0338 max mem: 514
Test: [ 150/1613] eta: 0:01:20 loss: 0.4744 (0.4682) labels_encoder: 0.4744 (0.4682) labels_encoder_unscaled: 0.4744 (0.4682) time: 0.0487 data: 0.0345 max mem: 514
Test: [ 200/1613] eta: 0:01:15 loss: 0.7663 (0.5303) labels_encoder: 0.7663 (0.5303) labels_encoder_unscaled: 0.7663 (0.5303) time: 0.0489 data: 0.0347 max mem: 514
Test: [ 250/1613] eta: 0:01:11 loss: 0.3242 (0.5635) labels_encoder: 0.3242 (0.5635) labels_encoder_unscaled: 0.3242 (0.5635) time: 0.0505 data: 0.0354 max mem: 514
Test: [ 300/1613] eta: 0:01:08 loss: 0.3501 (0.5933) labels_encoder: 0.3501 (0.5933) labels_encoder_unscaled: 0.3501 (0.5933) time: 0.0492 data: 0.0351 max mem: 514
Test: [ 350/1613] eta: 0:01:04 loss: 0.9257 (0.5979) labels_encoder: 0.9257 (0.5979) labels_encoder_unscaled: 0.9257 (0.5979) time: 0.0486 data: 0.0354 max mem: 514
Test: [ 400/1613] eta: 0:01:01 loss: 0.3699 (0.6609) labels_encoder: 0.3699 (0.6609) labels_encoder_unscaled: 0.3699 (0.6609) time: 0.0422 data: 0.0276 max mem: 514
Test: [ 450/1613] eta: 0:00:58 loss: 0.5220 (0.6998) labels_encoder: 0.5220 (0.6998) labels_encoder_unscaled: 0.5220 (0.6998) time: 0.0427 data: 0.0260 max mem: 514
Test: [ 500/1613] eta: 0:00:55 loss: 0.1926 (0.6673) labels_encoder: 0.1926 (0.6673) labels_encoder_unscaled: 0.1926 (0.6673) time: 0.0486 data: 0.0327 max mem: 514
Test: [ 550/1613] eta: 0:00:53 loss: 0.4679 (0.6704) labels_encoder: 0.4679 (0.6704) labels_encoder_unscaled: 0.4679 (0.6704) time: 0.0479 data: 0.0324 max mem: 514
Test: [ 600/1613] eta: 0:00:50 loss: 0.6941 (0.7014) labels_encoder: 0.6941 (0.7014) labels_encoder_unscaled: 0.6941 (0.7014) time: 0.0501 data: 0.0348 max mem: 514
Test: [ 650/1613] eta: 0:00:47 loss: 0.6468 (0.6891) labels_encoder: 0.6468 (0.6891) labels_encoder_unscaled: 0.6468 (0.6891) time: 0.0425 data: 0.0269 max mem: 514
Test: [ 700/1613] eta: 0:00:45 loss: 0.3337 (0.6764) labels_encoder: 0.3337 (0.6764) labels_encoder_unscaled: 0.3337 (0.6764) time: 0.0494 data: 0.0341 max mem: 514
Test: [ 750/1613] eta: 0:00:42 loss: 0.3211 (0.6599) labels_encoder: 0.3211 (0.6599) labels_encoder_unscaled: 0.3211 (0.6599) time: 0.0485 data: 0.0323 max mem: 514
Test: [ 800/1613] eta: 0:00:39 loss: 0.4540 (0.6572) labels_encoder: 0.4540 (0.6572) labels_encoder_unscaled: 0.4540 (0.6572) time: 0.0467 data: 0.0296 max mem: 514
Test: [ 850/1613] eta: 0:00:37 loss: 0.8713 (0.6600) labels_encoder: 0.8713 (0.6600) labels_encoder_unscaled: 0.8713 (0.6600) time: 0.0519 data: 0.0356 max mem: 514
Test: [ 900/1613] eta: 0:00:34 loss: 0.4274 (0.6766) labels_encoder: 0.4274 (0.6766) labels_encoder_unscaled: 0.4274 (0.6766) time: 0.0436 data: 0.0278 max mem: 514
Test: [ 950/1613] eta: 0:00:32 loss: 0.4784 (0.6718) labels_encoder: 0.4784 (0.6718) labels_encoder_unscaled: 0.4784 (0.6718) time: 0.0480 data: 0.0320 max mem: 514
Test: [1000/1613] eta: 0:00:29 loss: 0.3275 (0.6623) labels_encoder: 0.3275 (0.6623) labels_encoder_unscaled: 0.3275 (0.6623) time: 0.0416 data: 0.0266 max mem: 514
Test: [1050/1613] eta: 0:00:27 loss: 0.6173 (0.6576) labels_encoder: 0.6173 (0.6576) labels_encoder_unscaled: 0.6173 (0.6576) time: 0.0419 data: 0.0257 max mem: 514
Test: [1100/1613] eta: 0:00:24 loss: 0.5190 (0.6609) labels_encoder: 0.5190 (0.6609) labels_encoder_unscaled: 0.5190 (0.6609) time: 0.0456 data: 0.0295 max mem: 514
Test: [1150/1613] eta: 0:00:22 loss: 0.4208 (0.6539) labels_encoder: 0.4208 (0.6539) labels_encoder_unscaled: 0.4208 (0.6539) time: 0.0398 data: 0.0243 max mem: 514
Test: [1200/1613] eta: 0:00:19 loss: 0.3374 (0.6565) labels_encoder: 0.3374 (0.6565) labels_encoder_unscaled: 0.3374 (0.6565) time: 0.0511 data: 0.0346 max mem: 514
Test: [1250/1613] eta: 0:00:17 loss: 0.2800 (0.6579) labels_encoder: 0.2800 (0.6579) labels_encoder_unscaled: 0.2800 (0.6579) time: 0.0448 data: 0.0295 max mem: 514
Test: [1300/1613] eta: 0:00:14 loss: 0.3028 (0.6568) labels_encoder: 0.3028 (0.6568) labels_encoder_unscaled: 0.3028 (0.6568) time: 0.0466 data: 0.0313 max mem: 514
Test: [1350/1613] eta: 0:00:12 loss: 0.4674 (0.6644) labels_encoder: 0.4674 (0.6644) labels_encoder_unscaled: 0.4674 (0.6644) time: 0.0363 data: 0.0220 max mem: 514
Test: [1400/1613] eta: 0:00:10 loss: 0.6612 (0.6644) labels_encoder: 0.6612 (0.6644) labels_encoder_unscaled: 0.6612 (0.6644) time: 0.0513 data: 0.0362 max mem: 514
Test: [1450/1613] eta: 0:00:07 loss: 0.3107 (0.6765) labels_encoder: 0.3107 (0.6765) labels_encoder_unscaled: 0.3107 (0.6765) time: 0.0479 data: 0.0315 max mem: 514
Test: [1500/1613] eta: 0:00:05 loss: 0.4769 (0.6862) labels_encoder: 0.4769 (0.6862) labels_encoder_unscaled: 0.4769 (0.6862) time: 0.0510 data: 0.0361 max mem: 514
Test: [1550/1613] eta: 0:00:02 loss: 0.4948 (0.6834) labels_encoder: 0.4948 (0.6834) labels_encoder_unscaled: 0.4948 (0.6834) time: 0.0401 data: 0.0262 max mem: 514
Test: [1600/1613] eta: 0:00:00 loss: 0.5672 (0.6792) labels_encoder: 0.5672 (0.6792) labels_encoder_unscaled: 0.5672 (0.6792) time: 0.0459 data: 0.0315 max mem: 514
Test: [1612/1613] eta: 0:00:00 loss: 0.4808 (0.6782) labels_encoder: 0.4808 (0.6782) labels_encoder_unscaled: 0.4808 (0.6782) time: 0.0364 data: 0.0217 max mem: 514
Test: Total time: 0:01:16 (0.0472 s / it)
Averaged stats: loss: 0.4808 (0.6782) labels_encoder: 0.4808 (0.6782) labels_encoder_unscaled: 0.4808 (0.6782)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5608, mcAP: 0.9740
BaseballPitch: 0.2043
BasketballDunk: 0.7362
Billiards: 0.3754
CleanAndJerk: 0.7496
CliffDiving: 0.8327
CricketBowling: 0.3629
CricketShot: 0.1916
Diving: 0.6803
FrisbeeCatch: 0.4509
GolfSwing: 0.4857
HammerThrow: 0.8293
HighJump: 0.5406
JavelinThrow: 0.6662
LongJump: 0.7940
PoleVault: 0.8475
Shotput: 0.6665
SoccerPenalty: 0.3603
TennisSwing: 0.5200
ThrowDiscus: 0.6562
VolleyballSpiking: 0.2656
Training time 0:08:40