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oadtr_b2_recycling_fixed_127_seed5_anet.txt
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Unable to compile CoConv C++ implementation. Falling back to Python version.
[Errno 2] No such file or directory: '/home/lh/.conda/envs/oadtr/lib/python3.8/site-packages/continual/conv.cpp'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'conv_flops_counter_hook'
Failed to add flops_counter_hook: module 'ptflops.flops_counter' has no attribute 'MODULES_MAPPING'
Not using distributed mode
lr:0.0001
batch_size:128
weight_decay:0.0001
epochs:5
resize_feature:False
lr_drop:1
clip_max_norm:1.0
dataparallel:False
removelog:False
version:v3
query_num:8
decoder_layers:5
decoder_embedding_dim:1024
decoder_embedding_dim_out:1024
decoder_attn_dropout_rate:0.1
decoder_num_heads:4
classification_pred_loss_coef:0.5
enc_layers:64
lr_backbone:0.0001
feature:anet
dim_feature:3072
patch_dim:1
embedding_dim:1024
num_heads:8
num_layers:2
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:5
resume:
start_epoch:1
eval:False
num_workers:8
world_size:1
dist_url:tcp://127.0.0.1:12342
train_session_set:['video_validation_0000690', 'video_validation_0000288', 'video_validation_0000289', 'video_validation_0000416', 'video_validation_0000282', 'video_validation_0000283', 'video_validation_0000281', 'video_validation_0000286', 'video_validation_0000287', 'video_validation_0000284', 'video_validation_0000285', 'video_validation_0000202', 'video_validation_0000203', 'video_validation_0000201', 'video_validation_0000206', 'video_validation_0000207', 'video_validation_0000204', 'video_validation_0000205', 'video_validation_0000790', 'video_validation_0000208', 'video_validation_0000209', 'video_validation_0000420', 'video_validation_0000364', 'video_validation_0000853', 'video_validation_0000950', 'video_validation_0000937', 'video_validation_0000367', 'video_validation_0000290', 'video_validation_0000210', 'video_validation_0000059', 'video_validation_0000058', 'video_validation_0000057', 'video_validation_0000056', 'video_validation_0000055', 'video_validation_0000054', 'video_validation_0000053', 'video_validation_0000052', 'video_validation_0000051', 'video_validation_0000933', 'video_validation_0000949', 'video_validation_0000948', 'video_validation_0000945', 'video_validation_0000944', 'video_validation_0000947', 'video_validation_0000946', 'video_validation_0000941', 'video_validation_0000940', 'video_validation_0000190', 'video_validation_0000942', 'video_validation_0000261', 'video_validation_0000262', 'video_validation_0000263', 'video_validation_0000264', 'video_validation_0000265', 'video_validation_0000266', 'video_validation_0000267', 'video_validation_0000268', 'video_validation_0000269', 'video_validation_0000989', 'video_validation_0000060', 'video_validation_0000370', 'video_validation_0000938', 'video_validation_0000935', 'video_validation_0000668', 'video_validation_0000669', 'video_validation_0000664', 'video_validation_0000665', 'video_validation_0000932', 'video_validation_0000667', 'video_validation_0000934', 'video_validation_0000661', 'video_validation_0000662', 'video_validation_0000663', 'video_validation_0000181', 'video_validation_0000180', 'video_validation_0000183', 'video_validation_0000182', 'video_validation_0000185', 'video_validation_0000184', 'video_validation_0000187', 'video_validation_0000186', 'video_validation_0000189', 'video_validation_0000188', 'video_validation_0000936', 'video_validation_0000270', 'video_validation_0000854', 'video_validation_0000178', 'video_validation_0000179', 'video_validation_0000174', 'video_validation_0000175', 'video_validation_0000176', 'video_validation_0000177', 'video_validation_0000170', 'video_validation_0000171', 'video_validation_0000172', 'video_validation_0000173', 'video_validation_0000670', 'video_validation_0000419', 'video_validation_0000943', 'video_validation_0000485', 'video_validation_0000369', 'video_validation_0000368', 'video_validation_0000318', 'video_validation_0000319', 'video_validation_0000415', 'video_validation_0000414', 'video_validation_0000413', 'video_validation_0000412', 'video_validation_0000411', 'video_validation_0000311', 'video_validation_0000312', 'video_validation_0000313', 'video_validation_0000314', 'video_validation_0000315', 'video_validation_0000316', 'video_validation_0000317', 'video_validation_0000418', 'video_validation_0000365', 'video_validation_0000482', 'video_validation_0000169', 'video_validation_0000168', 'video_validation_0000167', 'video_validation_0000166', 'video_validation_0000165', 'video_validation_0000164', 'video_validation_0000163', 'video_validation_0000162', 'video_validation_0000161', 'video_validation_0000160', 'video_validation_0000857', 'video_validation_0000856', 'video_validation_0000855', 'video_validation_0000366', 'video_validation_0000488', 'video_validation_0000489', 'video_validation_0000851', 'video_validation_0000484', 'video_validation_0000361', 'video_validation_0000486', 'video_validation_0000487', 'video_validation_0000481', 'video_validation_0000910', 'video_validation_0000483', 'video_validation_0000363', 'video_validation_0000990', 'video_validation_0000939', 'video_validation_0000362', 'video_validation_0000987', 'video_validation_0000859', 'video_validation_0000787', 'video_validation_0000786', 'video_validation_0000785', 'video_validation_0000784', 'video_validation_0000783', 'video_validation_0000782', 'video_validation_0000781', 'video_validation_0000981', 'video_validation_0000983', 'video_validation_0000982', 'video_validation_0000985', 'video_validation_0000984', 'video_validation_0000417', 'video_validation_0000788', 'video_validation_0000152', 'video_validation_0000153', 'video_validation_0000151', 'video_validation_0000156', 'video_validation_0000157', 'video_validation_0000154', 'video_validation_0000155', 'video_validation_0000158', 'video_validation_0000159', 'video_validation_0000901', 'video_validation_0000903', 'video_validation_0000902', 'video_validation_0000905', 'video_validation_0000904', 'video_validation_0000907', 'video_validation_0000906', 'video_validation_0000909', 'video_validation_0000908', 'video_validation_0000490', 'video_validation_0000860', 'video_validation_0000858', 'video_validation_0000988', 'video_validation_0000320', 'video_validation_0000688', 'video_validation_0000689', 'video_validation_0000686', 'video_validation_0000687', 'video_validation_0000684', 'video_validation_0000685', 'video_validation_0000682', 'video_validation_0000683', 'video_validation_0000681', 'video_validation_0000789', 'video_validation_0000986', 'video_validation_0000931', 'video_validation_0000852', 'video_validation_0000666']
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test_session_set:['video_test_0000292', 'video_test_0001078', 'video_test_0000896', 'video_test_0000897', 'video_test_0000950', 'video_test_0001159', 'video_test_0001079', 'video_test_0000807', 'video_test_0000179', 'video_test_0000173', 'video_test_0001072', 'video_test_0001075', 'video_test_0000767', 'video_test_0001076', 'video_test_0000007', 'video_test_0000006', 'video_test_0000556', 'video_test_0001307', 'video_test_0001153', 'video_test_0000718', 'video_test_0000716', 'video_test_0001309', 'video_test_0000714', 'video_test_0000558', 'video_test_0001267', 'video_test_0000367', 'video_test_0001324', 'video_test_0000085', 'video_test_0000887', 'video_test_0001281', 'video_test_0000882', 'video_test_0000671', 'video_test_0000964', 'video_test_0001164', 'video_test_0001114', 'video_test_0000771', 'video_test_0001163', 'video_test_0001118', 'video_test_0001201', 'video_test_0001040', 'video_test_0001207', 'video_test_0000723', 'video_test_0000569', 'video_test_0000672', 'video_test_0000673', 'video_test_0000278', 'video_test_0001162', 'video_test_0000405', 'video_test_0000073', 'video_test_0000560', 'video_test_0001276', 'video_test_0000270', 'video_test_0000273', 'video_test_0000374', 'video_test_0000372', 'video_test_0001168', 'video_test_0000379', 'video_test_0001446', 'video_test_0001447', 'video_test_0001098', 'video_test_0000873', 'video_test_0000039', 'video_test_0000442', 'video_test_0001219', 'video_test_0000762', 'video_test_0000611', 'video_test_0000617', 'video_test_0000615', 'video_test_0001270', 'video_test_0000740', 'video_test_0000293', 'video_test_0000504', 'video_test_0000505', 'video_test_0000665', 'video_test_0000664', 'video_test_0000577', 'video_test_0000814', 'video_test_0001369', 'video_test_0001194', 'video_test_0001195', 'video_test_0001512', 'video_test_0001235', 'video_test_0001459', 'video_test_0000691', 'video_test_0000765', 'video_test_0001452', 'video_test_0000188', 'video_test_0000591', 'video_test_0001268', 'video_test_0000593', 'video_test_0000864', 'video_test_0000601', 'video_test_0001135', 'video_test_0000004', 'video_test_0000903', 'video_test_0000285', 'video_test_0001174', 'video_test_0000046', 'video_test_0000045', 'video_test_0001223', 'video_test_0001358', 'video_test_0001134', 'video_test_0000698', 'video_test_0000461', 'video_test_0001182', 'video_test_0000450', 'video_test_0000602', 'video_test_0001229', 'video_test_0000989', 'video_test_0000357', 'video_test_0001039', 'video_test_0000355', 'video_test_0000353', 'video_test_0001508', 'video_test_0000981', 'video_test_0000242', 'video_test_0000854', 'video_test_0001484', 'video_test_0000635', 'video_test_0001129', 'video_test_0001339', 'video_test_0001483', 'video_test_0001123', 'video_test_0001127', 'video_test_0000689', 'video_test_0000756', 'video_test_0001431', 'video_test_0000129', 'video_test_0001433', 'video_test_0001343', 'video_test_0000324', 'video_test_0001064', 'video_test_0001531', 'video_test_0001532', 'video_test_0000413', 'video_test_0000991', 'video_test_0001255', 'video_test_0000464', 'video_test_0001202', 'video_test_0001080', 'video_test_0001081', 'video_test_0000847', 'video_test_0000028', 'video_test_0000844', 'video_test_0000622', 'video_test_0000026', 'video_test_0001325', 'video_test_0001496', 'video_test_0001495', 'video_test_0000624', 'video_test_0000724', 'video_test_0001409', 'video_test_0000131', 'video_test_0000448', 'video_test_0000444', 'video_test_0000443', 'video_test_0001038', 'video_test_0000238', 'video_test_0001527', 'video_test_0001522', 'video_test_0000051', 'video_test_0001058', 'video_test_0001391', 'video_test_0000429', 'video_test_0000426', 'video_test_0000785', 'video_test_0000786', 'video_test_0001314', 'video_test_0000392', 'video_test_0000423', 'video_test_0001146', 'video_test_0001313', 'video_test_0001008', 'video_test_0001247', 'video_test_0000737', 'video_test_0001319', 'video_test_0000308', 'video_test_0000730', 'video_test_0000058', 'video_test_0000538', 'video_test_0001556', 'video_test_0000113', 'video_test_0000626', 'video_test_0000839', 'video_test_0000220', 'video_test_0001389', 'video_test_0000437', 'video_test_0000940', 'video_test_0000211', 'video_test_0000946', 'video_test_0001558', 'video_test_0000796', 'video_test_0000062', 'video_test_0000793', 'video_test_0000987', 'video_test_0001066', 'video_test_0000412', 'video_test_0000798', 'video_test_0001549', 'video_test_0000011', 'video_test_0001257', 'video_test_0000541', 'video_test_0000701', 'video_test_0000250', 'video_test_0000254', 'video_test_0000549', 'video_test_0001209', 'video_test_0001463', 'video_test_0001460', 'video_test_0000319', 'video_test_0001468', 'video_test_0000846', 'video_test_0001292']
class_index:['Background', 'BaseballPitch', 'BasketballDunk', 'Billiards', 'CleanAndJerk', 'CliffDiving', 'CricketBowling', 'CricketShot', 'Diving', 'FrisbeeCatch', 'GolfSwing', 'HammerThrow', 'HighJump', 'JavelinThrow', 'LongJump', 'PoleVault', 'Shotput', 'SoccerPenalty', 'TennisSwing', 'ThrowDiscus', 'VolleyballSpiking', 'Ambiguous']
distributed:False
position encoding : recycling_fixed
Warning: variables __flops__ or __params__ are already defined for the moduleGELU ptflops can affect your code!
Sequential(
15.756 M, 99.935% Params, 0.411 GMac, 100.000% MACs,
(0): Linear(3.147 M, 19.958% Params, 0.003 GMac, 0.766% 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(
12.587 M, 79.834% Params, 0.408 GMac, 99.229% MACs,
(0): Sequential(
6.294 M, 39.917% Params, 0.205 GMac, 49.932% MACs,
(0): BroadcastReduce(
4.194 M, 26.603% Params, 0.071 GMac, 17.223% MACs, reduce=reduce_sum
(0): RetroactiveUnity(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 63)
(1): CoReMultiheadAttention(
4.194 M, 26.603% Params, 0.071 GMac, 17.223% 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(Sequential(
2.099 M, 13.314% Params, 0.134 GMac, 32.709% MACs,
(0): LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True)
(1): Residual(
2.099 M, 13.314% Params, 0.134 GMac, 32.709% MACs,
(fn): Sequential(
2.099 M, 13.314% Params, 0.134 GMac, 32.709% MACs,
(0): Linear(1.05 M, 6.657% Params, 0.067 GMac, 16.347% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.016% 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, 6.657% Params, 0.067 GMac, 16.347% 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)
)
)
(2): LayerNorm(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, (1024,), eps=1e-05, elementwise_affine=True)
))
)
(1): Lambda(Sequential(
6.294 M, 39.917% Params, 0.203 GMac, 49.296% MACs,
(0): BroadcastReduce(
4.194 M, 26.603% Params, 0.203 GMac, 49.280% 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, 26.603% Params, 0.203 GMac, 49.280% 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, 13.314% Params, 0.0 GMac, 0.017% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 13.314% Params, 0.0 GMac, 0.017% MACs,
(0): Linear(1.05 M, 6.657% Params, 0.0 GMac, 0.000% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.016% 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, 6.657% Params, 0.0 GMac, 0.000% 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))
), takes_time=True)
(2): Lambda(unity, squeeze_last, squeeze_last, takes_time=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, 0.143% Params, 0.0 GMac, 0.005% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 410939416.0
Model params: 15766550
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 63386 KB | 65706 KB | 256002 KB | 192616 KB |
|---------------------------------------------------------------------------|
| Active memory | 63386 KB | 65706 KB | 256002 KB | 192616 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 79872 KB | 79872 KB | 79872 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 16485 KB | 16485 KB | 302954 KB | 286468 KB |
|---------------------------------------------------------------------------|
| Allocations | 34 | 103 | 3333 | 3299 |
|---------------------------------------------------------------------------|
| Active allocs | 34 | 103 | 3333 | 3299 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 7 | 7 | 7 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 10 | 12 | 1448 | 1438 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 64907776 67283456 64907776
Loaded data/thumos_anet_val.pickle
Loaded data/thumos_anet_test.pickle
Start training
Epoch: [1] [ 0/1412] eta: 0:57:13 lr: 0.000100 loss: 3.1299 (3.1299) labels_encoder: 3.1299 (3.1299) labels_encoder_unscaled: 3.1299 (3.1299) time: 2.4319 data: 1.8248 max mem: 946
Epoch: [1] [ 50/1412] eta: 0:04:24 lr: 0.000100 loss: 0.5612 (0.8665) labels_encoder: 0.5612 (0.8665) labels_encoder_unscaled: 0.5612 (0.8665) time: 0.1417 data: 0.0002 max mem: 1127
Epoch: [1] [ 100/1412] eta: 0:03:40 lr: 0.000100 loss: 0.4534 (0.6879) labels_encoder: 0.4534 (0.6879) labels_encoder_unscaled: 0.4534 (0.6879) time: 0.1409 data: 0.0003 max mem: 1127
Epoch: [1] [ 150/1412] eta: 0:03:18 lr: 0.000100 loss: 0.4160 (0.6121) labels_encoder: 0.4160 (0.6121) labels_encoder_unscaled: 0.4160 (0.6121) time: 0.1365 data: 0.0002 max mem: 1127
Epoch: [1] [ 200/1412] eta: 0:03:04 lr: 0.000100 loss: 0.4048 (0.5676) labels_encoder: 0.4048 (0.5676) labels_encoder_unscaled: 0.4048 (0.5676) time: 0.1397 data: 0.0002 max mem: 1127
Epoch: [1] [ 250/1412] eta: 0:02:53 lr: 0.000100 loss: 0.3954 (0.5353) labels_encoder: 0.3954 (0.5353) labels_encoder_unscaled: 0.3954 (0.5353) time: 0.1354 data: 0.0002 max mem: 1127
Epoch: [1] [ 300/1412] eta: 0:02:43 lr: 0.000100 loss: 0.3916 (0.5112) labels_encoder: 0.3916 (0.5112) labels_encoder_unscaled: 0.3916 (0.5112) time: 0.1368 data: 0.0002 max mem: 1127
Epoch: [1] [ 350/1412] eta: 0:02:35 lr: 0.000100 loss: 0.3552 (0.4928) labels_encoder: 0.3552 (0.4928) labels_encoder_unscaled: 0.3552 (0.4928) time: 0.1400 data: 0.0002 max mem: 1127
Epoch: [1] [ 400/1412] eta: 0:02:26 lr: 0.000100 loss: 0.3502 (0.4763) labels_encoder: 0.3502 (0.4763) labels_encoder_unscaled: 0.3502 (0.4763) time: 0.1291 data: 0.0002 max mem: 1127
Epoch: [1] [ 450/1412] eta: 0:02:18 lr: 0.000100 loss: 0.3485 (0.4637) labels_encoder: 0.3485 (0.4637) labels_encoder_unscaled: 0.3485 (0.4637) time: 0.1346 data: 0.0002 max mem: 1127
Epoch: [1] [ 500/1412] eta: 0:02:10 lr: 0.000100 loss: 0.3212 (0.4512) labels_encoder: 0.3212 (0.4512) labels_encoder_unscaled: 0.3212 (0.4512) time: 0.1420 data: 0.0003 max mem: 1127
Epoch: [1] [ 550/1412] eta: 0:02:03 lr: 0.000100 loss: 0.3152 (0.4392) labels_encoder: 0.3152 (0.4392) labels_encoder_unscaled: 0.3152 (0.4392) time: 0.1393 data: 0.0002 max mem: 1127
Epoch: [1] [ 600/1412] eta: 0:01:55 lr: 0.000100 loss: 0.3401 (0.4293) labels_encoder: 0.3401 (0.4293) labels_encoder_unscaled: 0.3401 (0.4293) time: 0.1415 data: 0.0002 max mem: 1127
Epoch: [1] [ 650/1412] eta: 0:01:48 lr: 0.000100 loss: 0.3348 (0.4206) labels_encoder: 0.3348 (0.4206) labels_encoder_unscaled: 0.3348 (0.4206) time: 0.1368 data: 0.0003 max mem: 1127
Epoch: [1] [ 700/1412] eta: 0:01:41 lr: 0.000100 loss: 0.3041 (0.4129) labels_encoder: 0.3041 (0.4129) labels_encoder_unscaled: 0.3041 (0.4129) time: 0.1367 data: 0.0002 max mem: 1127
Epoch: [1] [ 750/1412] eta: 0:01:33 lr: 0.000100 loss: 0.2954 (0.4055) labels_encoder: 0.2954 (0.4055) labels_encoder_unscaled: 0.2954 (0.4055) time: 0.1442 data: 0.0002 max mem: 1127
Epoch: [1] [ 800/1412] eta: 0:01:26 lr: 0.000100 loss: 0.2818 (0.3982) labels_encoder: 0.2818 (0.3982) labels_encoder_unscaled: 0.2818 (0.3982) time: 0.1372 data: 0.0003 max mem: 1127
Epoch: [1] [ 850/1412] eta: 0:01:19 lr: 0.000100 loss: 0.3040 (0.3925) labels_encoder: 0.3040 (0.3925) labels_encoder_unscaled: 0.3040 (0.3925) time: 0.1418 data: 0.0002 max mem: 1127
Epoch: [1] [ 900/1412] eta: 0:01:12 lr: 0.000100 loss: 0.2849 (0.3871) labels_encoder: 0.2849 (0.3871) labels_encoder_unscaled: 0.2849 (0.3871) time: 0.1355 data: 0.0003 max mem: 1127
Epoch: [1] [ 950/1412] eta: 0:01:05 lr: 0.000100 loss: 0.3022 (0.3814) labels_encoder: 0.3022 (0.3814) labels_encoder_unscaled: 0.3022 (0.3814) time: 0.1362 data: 0.0002 max mem: 1127
Epoch: [1] [1000/1412] eta: 0:00:58 lr: 0.000100 loss: 0.2685 (0.3754) labels_encoder: 0.2685 (0.3754) labels_encoder_unscaled: 0.2685 (0.3754) time: 0.1330 data: 0.0002 max mem: 1127
Epoch: [1] [1050/1412] eta: 0:00:50 lr: 0.000100 loss: 0.2404 (0.3702) labels_encoder: 0.2404 (0.3702) labels_encoder_unscaled: 0.2404 (0.3702) time: 0.1367 data: 0.0002 max mem: 1127
Epoch: [1] [1100/1412] eta: 0:00:43 lr: 0.000100 loss: 0.2510 (0.3651) labels_encoder: 0.2510 (0.3651) labels_encoder_unscaled: 0.2510 (0.3651) time: 0.1340 data: 0.0002 max mem: 1127
Epoch: [1] [1150/1412] eta: 0:00:36 lr: 0.000100 loss: 0.2542 (0.3610) labels_encoder: 0.2542 (0.3610) labels_encoder_unscaled: 0.2542 (0.3610) time: 0.1372 data: 0.0002 max mem: 1127
Epoch: [1] [1200/1412] eta: 0:00:29 lr: 0.000100 loss: 0.2311 (0.3572) labels_encoder: 0.2311 (0.3572) labels_encoder_unscaled: 0.2311 (0.3572) time: 0.1385 data: 0.0003 max mem: 1127
Epoch: [1] [1250/1412] eta: 0:00:22 lr: 0.000100 loss: 0.2372 (0.3529) labels_encoder: 0.2372 (0.3529) labels_encoder_unscaled: 0.2372 (0.3529) time: 0.1375 data: 0.0002 max mem: 1127
Epoch: [1] [1300/1412] eta: 0:00:15 lr: 0.000100 loss: 0.2503 (0.3494) labels_encoder: 0.2503 (0.3494) labels_encoder_unscaled: 0.2503 (0.3494) time: 0.1370 data: 0.0003 max mem: 1127
Epoch: [1] [1350/1412] eta: 0:00:08 lr: 0.000100 loss: 0.2212 (0.3456) labels_encoder: 0.2212 (0.3456) labels_encoder_unscaled: 0.2212 (0.3456) time: 0.1415 data: 0.0004 max mem: 1127
Epoch: [1] [1400/1412] eta: 0:00:01 lr: 0.000100 loss: 0.2325 (0.3421) labels_encoder: 0.2325 (0.3421) labels_encoder_unscaled: 0.2325 (0.3421) time: 0.1369 data: 0.0005 max mem: 1127
Epoch: [1] [1411/1412] eta: 0:00:00 lr: 0.000100 loss: 0.2344 (0.3413) labels_encoder: 0.2344 (0.3413) labels_encoder_unscaled: 0.2344 (0.3413) time: 0.1242 data: 0.0004 max mem: 1127
Epoch: [1] Total time: 0:03:17 (0.1398 s / it)
Averaged stats: lr: 0.000100 loss: 0.2344 (0.3413) labels_encoder: 0.2344 (0.3413) labels_encoder_unscaled: 0.2344 (0.3413)
Test: [ 0/1613] eta: 0:39:04 loss: 0.3078 (0.3078) labels_encoder: 0.3078 (0.3078) labels_encoder_unscaled: 0.3078 (0.3078) time: 1.4535 data: 1.3842 max mem: 1127
Test: [ 50/1613] eta: 0:02:14 loss: 0.2539 (0.6074) labels_encoder: 0.2539 (0.6074) labels_encoder_unscaled: 0.2539 (0.6074) time: 0.0545 data: 0.0002 max mem: 1127
Test: [ 100/1613] eta: 0:01:47 loss: 0.0764 (0.4577) labels_encoder: 0.0764 (0.4577) labels_encoder_unscaled: 0.0764 (0.4577) time: 0.0548 data: 0.0002 max mem: 1127
Test: [ 150/1613] eta: 0:01:37 loss: 0.3755 (0.4405) labels_encoder: 0.3755 (0.4405) labels_encoder_unscaled: 0.3755 (0.4405) time: 0.0570 data: 0.0002 max mem: 1127
Test: [ 200/1613] eta: 0:01:30 loss: 0.8183 (0.5084) labels_encoder: 0.8183 (0.5084) labels_encoder_unscaled: 0.8183 (0.5084) time: 0.0599 data: 0.0002 max mem: 1127
Test: [ 250/1613] eta: 0:01:25 loss: 0.3432 (0.5769) labels_encoder: 0.3432 (0.5769) labels_encoder_unscaled: 0.3432 (0.5769) time: 0.0611 data: 0.0002 max mem: 1127
Test: [ 300/1613] eta: 0:01:21 loss: 0.2667 (0.6089) labels_encoder: 0.2667 (0.6089) labels_encoder_unscaled: 0.2667 (0.6089) time: 0.0560 data: 0.0002 max mem: 1127
Test: [ 350/1613] eta: 0:01:17 loss: 0.6010 (0.6069) labels_encoder: 0.6010 (0.6069) labels_encoder_unscaled: 0.6010 (0.6069) time: 0.0586 data: 0.0002 max mem: 1127
Test: [ 400/1613] eta: 0:01:13 loss: 0.4218 (0.6662) labels_encoder: 0.4218 (0.6662) labels_encoder_unscaled: 0.4218 (0.6662) time: 0.0557 data: 0.0002 max mem: 1127
Test: [ 450/1613] eta: 0:01:10 loss: 0.6523 (0.7115) labels_encoder: 0.6523 (0.7115) labels_encoder_unscaled: 0.6523 (0.7115) time: 0.0582 data: 0.0002 max mem: 1127
Test: [ 500/1613] eta: 0:01:07 loss: 0.1627 (0.6755) labels_encoder: 0.1627 (0.6755) labels_encoder_unscaled: 0.1627 (0.6755) time: 0.0546 data: 0.0002 max mem: 1127
Test: [ 550/1613] eta: 0:01:03 loss: 0.4807 (0.6818) labels_encoder: 0.4807 (0.6818) labels_encoder_unscaled: 0.4807 (0.6818) time: 0.0536 data: 0.0002 max mem: 1127
Test: [ 600/1613] eta: 0:01:00 loss: 0.5129 (0.6957) labels_encoder: 0.5129 (0.6957) labels_encoder_unscaled: 0.5129 (0.6957) time: 0.0596 data: 0.0002 max mem: 1127
Test: [ 650/1613] eta: 0:00:58 loss: 0.7338 (0.6853) labels_encoder: 0.7338 (0.6853) labels_encoder_unscaled: 0.7338 (0.6853) time: 0.0561 data: 0.0002 max mem: 1127
Test: [ 700/1613] eta: 0:00:55 loss: 0.3531 (0.6706) labels_encoder: 0.3531 (0.6706) labels_encoder_unscaled: 0.3531 (0.6706) time: 0.0620 data: 0.0002 max mem: 1127
Test: [ 750/1613] eta: 0:00:51 loss: 0.4765 (0.6662) labels_encoder: 0.4765 (0.6662) labels_encoder_unscaled: 0.4765 (0.6662) time: 0.0575 data: 0.0002 max mem: 1127
Test: [ 800/1613] eta: 0:00:48 loss: 0.3818 (0.6628) labels_encoder: 0.3818 (0.6628) labels_encoder_unscaled: 0.3818 (0.6628) time: 0.0605 data: 0.0002 max mem: 1127
Test: [ 850/1613] eta: 0:00:45 loss: 0.9658 (0.6748) labels_encoder: 0.9658 (0.6748) labels_encoder_unscaled: 0.9658 (0.6748) time: 0.0581 data: 0.0002 max mem: 1127
Test: [ 900/1613] eta: 0:00:42 loss: 0.4600 (0.6839) labels_encoder: 0.4600 (0.6839) labels_encoder_unscaled: 0.4600 (0.6839) time: 0.0612 data: 0.0002 max mem: 1127
Test: [ 950/1613] eta: 0:00:39 loss: 0.7746 (0.6884) labels_encoder: 0.7746 (0.6884) labels_encoder_unscaled: 0.7746 (0.6884) time: 0.0563 data: 0.0013 max mem: 1127
Test: [1000/1613] eta: 0:00:36 loss: 0.3816 (0.6824) labels_encoder: 0.3816 (0.6824) labels_encoder_unscaled: 0.3816 (0.6824) time: 0.0617 data: 0.0002 max mem: 1127
Test: [1050/1613] eta: 0:00:33 loss: 0.6425 (0.6893) labels_encoder: 0.6425 (0.6893) labels_encoder_unscaled: 0.6425 (0.6893) time: 0.0594 data: 0.0002 max mem: 1127
Test: [1100/1613] eta: 0:00:30 loss: 0.3067 (0.6845) labels_encoder: 0.3067 (0.6845) labels_encoder_unscaled: 0.3067 (0.6845) time: 0.0532 data: 0.0003 max mem: 1127
Test: [1150/1613] eta: 0:00:27 loss: 0.2834 (0.6770) labels_encoder: 0.2834 (0.6770) labels_encoder_unscaled: 0.2834 (0.6770) time: 0.0560 data: 0.0002 max mem: 1127
Test: [1200/1613] eta: 0:00:24 loss: 0.3797 (0.6785) labels_encoder: 0.3797 (0.6785) labels_encoder_unscaled: 0.3797 (0.6785) time: 0.0602 data: 0.0002 max mem: 1127
Test: [1250/1613] eta: 0:00:21 loss: 0.2153 (0.6765) labels_encoder: 0.2153 (0.6765) labels_encoder_unscaled: 0.2153 (0.6765) time: 0.0546 data: 0.0011 max mem: 1127
Test: [1300/1613] eta: 0:00:18 loss: 0.2338 (0.6734) labels_encoder: 0.2338 (0.6734) labels_encoder_unscaled: 0.2338 (0.6734) time: 0.0524 data: 0.0002 max mem: 1127
Test: [1350/1613] eta: 0:00:15 loss: 0.6865 (0.6756) labels_encoder: 0.6865 (0.6756) labels_encoder_unscaled: 0.6865 (0.6756) time: 0.0643 data: 0.0002 max mem: 1127
Test: [1400/1613] eta: 0:00:12 loss: 0.5147 (0.6729) labels_encoder: 0.5147 (0.6729) labels_encoder_unscaled: 0.5147 (0.6729) time: 0.0607 data: 0.0002 max mem: 1127
Test: [1450/1613] eta: 0:00:09 loss: 0.3283 (0.6873) labels_encoder: 0.3283 (0.6873) labels_encoder_unscaled: 0.3283 (0.6873) time: 0.0560 data: 0.0002 max mem: 1127
Test: [1500/1613] eta: 0:00:06 loss: 0.4422 (0.6962) labels_encoder: 0.4422 (0.6962) labels_encoder_unscaled: 0.4422 (0.6962) time: 0.0626 data: 0.0002 max mem: 1127
Test: [1550/1613] eta: 0:00:03 loss: 0.4902 (0.6978) labels_encoder: 0.4902 (0.6978) labels_encoder_unscaled: 0.4902 (0.6978) time: 0.0621 data: 0.0002 max mem: 1127
Test: [1600/1613] eta: 0:00:00 loss: 0.4308 (0.6917) labels_encoder: 0.4308 (0.6917) labels_encoder_unscaled: 0.4308 (0.6917) time: 0.0585 data: 0.0002 max mem: 1127
Test: [1612/1613] eta: 0:00:00 loss: 0.4018 (0.6904) labels_encoder: 0.4018 (0.6904) labels_encoder_unscaled: 0.4018 (0.6904) time: 0.0423 data: 0.0001 max mem: 1127
Test: Total time: 0:01:36 (0.0596 s / it)
Averaged stats: loss: 0.4018 (0.6904) labels_encoder: 0.4018 (0.6904) labels_encoder_unscaled: 0.4018 (0.6904)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-anet] mAP: 0.5540, mcAP: 0.9749
BaseballPitch: 0.2584
BasketballDunk: 0.7126
Billiards: 0.3986
CleanAndJerk: 0.8024
CliffDiving: 0.8019
CricketBowling: 0.3811
CricketShot: 0.1776
Diving: 0.7058
FrisbeeCatch: 0.2664
GolfSwing: 0.4032
HammerThrow: 0.8370
HighJump: 0.6274
JavelinThrow: 0.7295
LongJump: 0.8013
PoleVault: 0.8619
Shotput: 0.6388
SoccerPenalty: 0.3527
TennisSwing: 0.4294
ThrowDiscus: 0.6296
VolleyballSpiking: 0.2651
Epoch: [2] [ 0/1412] eta: 0:38:22 lr: 0.000010 loss: 0.2152 (0.2152) labels_encoder: 0.2152 (0.2152) labels_encoder_unscaled: 0.2152 (0.2152) time: 1.6304 data: 1.4464 max mem: 1127
Epoch: [2] [ 50/1412] eta: 0:03:50 lr: 0.000010 loss: 0.1805 (0.1992) labels_encoder: 0.1805 (0.1992) labels_encoder_unscaled: 0.1805 (0.1992) time: 0.1384 data: 0.0002 max mem: 1127
Epoch: [2] [ 100/1412] eta: 0:03:21 lr: 0.000010 loss: 0.1765 (0.1974) labels_encoder: 0.1765 (0.1974) labels_encoder_unscaled: 0.1765 (0.1974) time: 0.1382 data: 0.0002 max mem: 1127
Epoch: [2] [ 150/1412] eta: 0:03:08 lr: 0.000010 loss: 0.1794 (0.1966) labels_encoder: 0.1794 (0.1966) labels_encoder_unscaled: 0.1794 (0.1966) time: 0.1386 data: 0.0002 max mem: 1127
Epoch: [2] [ 200/1412] eta: 0:02:57 lr: 0.000010 loss: 0.1722 (0.1952) labels_encoder: 0.1722 (0.1952) labels_encoder_unscaled: 0.1722 (0.1952) time: 0.1397 data: 0.0002 max mem: 1127
Epoch: [2] [ 250/1412] eta: 0:02:49 lr: 0.000010 loss: 0.1888 (0.1949) labels_encoder: 0.1888 (0.1949) labels_encoder_unscaled: 0.1888 (0.1949) time: 0.1400 data: 0.0002 max mem: 1127
Epoch: [2] [ 300/1412] eta: 0:02:40 lr: 0.000010 loss: 0.1974 (0.1942) labels_encoder: 0.1974 (0.1942) labels_encoder_unscaled: 0.1974 (0.1942) time: 0.1380 data: 0.0002 max mem: 1127
Epoch: [2] [ 350/1412] eta: 0:02:32 lr: 0.000010 loss: 0.1829 (0.1930) labels_encoder: 0.1829 (0.1930) labels_encoder_unscaled: 0.1829 (0.1930) time: 0.1400 data: 0.0002 max mem: 1127
Epoch: [2] [ 400/1412] eta: 0:02:24 lr: 0.000010 loss: 0.1582 (0.1903) labels_encoder: 0.1582 (0.1903) labels_encoder_unscaled: 0.1582 (0.1903) time: 0.1376 data: 0.0002 max mem: 1127
Epoch: [2] [ 450/1412] eta: 0:02:17 lr: 0.000010 loss: 0.1599 (0.1882) labels_encoder: 0.1599 (0.1882) labels_encoder_unscaled: 0.1599 (0.1882) time: 0.1421 data: 0.0002 max mem: 1127
Epoch: [2] [ 500/1412] eta: 0:02:09 lr: 0.000010 loss: 0.1823 (0.1873) labels_encoder: 0.1823 (0.1873) labels_encoder_unscaled: 0.1823 (0.1873) time: 0.1347 data: 0.0003 max mem: 1127
Epoch: [2] [ 550/1412] eta: 0:02:02 lr: 0.000010 loss: 0.1551 (0.1860) labels_encoder: 0.1551 (0.1860) labels_encoder_unscaled: 0.1551 (0.1860) time: 0.1370 data: 0.0003 max mem: 1127
Epoch: [2] [ 600/1412] eta: 0:01:55 lr: 0.000010 loss: 0.1546 (0.1844) labels_encoder: 0.1546 (0.1844) labels_encoder_unscaled: 0.1546 (0.1844) time: 0.1388 data: 0.0002 max mem: 1127
Epoch: [2] [ 650/1412] eta: 0:01:47 lr: 0.000010 loss: 0.1932 (0.1837) labels_encoder: 0.1932 (0.1837) labels_encoder_unscaled: 0.1932 (0.1837) time: 0.1409 data: 0.0003 max mem: 1127
Epoch: [2] [ 700/1412] eta: 0:01:40 lr: 0.000010 loss: 0.1722 (0.1831) labels_encoder: 0.1722 (0.1831) labels_encoder_unscaled: 0.1722 (0.1831) time: 0.1347 data: 0.0002 max mem: 1127
Epoch: [2] [ 750/1412] eta: 0:01:33 lr: 0.000010 loss: 0.1613 (0.1819) labels_encoder: 0.1613 (0.1819) labels_encoder_unscaled: 0.1613 (0.1819) time: 0.1332 data: 0.0003 max mem: 1127
Epoch: [2] [ 800/1412] eta: 0:01:26 lr: 0.000010 loss: 0.2019 (0.1815) labels_encoder: 0.2019 (0.1815) labels_encoder_unscaled: 0.2019 (0.1815) time: 0.1344 data: 0.0002 max mem: 1127
Epoch: [2] [ 850/1412] eta: 0:01:18 lr: 0.000010 loss: 0.1655 (0.1808) labels_encoder: 0.1655 (0.1808) labels_encoder_unscaled: 0.1655 (0.1808) time: 0.1366 data: 0.0002 max mem: 1127
Epoch: [2] [ 900/1412] eta: 0:01:11 lr: 0.000010 loss: 0.1701 (0.1803) labels_encoder: 0.1701 (0.1803) labels_encoder_unscaled: 0.1701 (0.1803) time: 0.1392 data: 0.0003 max mem: 1127
Epoch: [2] [ 950/1412] eta: 0:01:04 lr: 0.000010 loss: 0.1508 (0.1793) labels_encoder: 0.1508 (0.1793) labels_encoder_unscaled: 0.1508 (0.1793) time: 0.1364 data: 0.0003 max mem: 1127
Epoch: [2] [1000/1412] eta: 0:00:57 lr: 0.000010 loss: 0.1549 (0.1785) labels_encoder: 0.1549 (0.1785) labels_encoder_unscaled: 0.1549 (0.1785) time: 0.1376 data: 0.0003 max mem: 1127
Epoch: [2] [1050/1412] eta: 0:00:50 lr: 0.000010 loss: 0.1609 (0.1780) labels_encoder: 0.1609 (0.1780) labels_encoder_unscaled: 0.1609 (0.1780) time: 0.1382 data: 0.0003 max mem: 1127
Epoch: [2] [1100/1412] eta: 0:00:43 lr: 0.000010 loss: 0.1632 (0.1778) labels_encoder: 0.1632 (0.1778) labels_encoder_unscaled: 0.1632 (0.1778) time: 0.1442 data: 0.0003 max mem: 1127
Epoch: [2] [1150/1412] eta: 0:00:36 lr: 0.000010 loss: 0.1752 (0.1775) labels_encoder: 0.1752 (0.1775) labels_encoder_unscaled: 0.1752 (0.1775) time: 0.1405 data: 0.0002 max mem: 1127
Epoch: [2] [1200/1412] eta: 0:00:29 lr: 0.000010 loss: 0.1397 (0.1764) labels_encoder: 0.1397 (0.1764) labels_encoder_unscaled: 0.1397 (0.1764) time: 0.1374 data: 0.0002 max mem: 1127
Epoch: [2] [1250/1412] eta: 0:00:22 lr: 0.000010 loss: 0.1699 (0.1762) labels_encoder: 0.1699 (0.1762) labels_encoder_unscaled: 0.1699 (0.1762) time: 0.1340 data: 0.0002 max mem: 1127
Epoch: [2] [1300/1412] eta: 0:00:15 lr: 0.000010 loss: 0.1429 (0.1757) labels_encoder: 0.1429 (0.1757) labels_encoder_unscaled: 0.1429 (0.1757) time: 0.1399 data: 0.0002 max mem: 1127
Epoch: [2] [1350/1412] eta: 0:00:08 lr: 0.000010 loss: 0.1581 (0.1756) labels_encoder: 0.1581 (0.1756) labels_encoder_unscaled: 0.1581 (0.1756) time: 0.1375 data: 0.0002 max mem: 1127
Epoch: [2] [1400/1412] eta: 0:00:01 lr: 0.000010 loss: 0.1427 (0.1754) labels_encoder: 0.1427 (0.1754) labels_encoder_unscaled: 0.1427 (0.1754) time: 0.1287 data: 0.0004 max mem: 1127
Epoch: [2] [1411/1412] eta: 0:00:00 lr: 0.000010 loss: 0.1397 (0.1752) labels_encoder: 0.1397 (0.1752) labels_encoder_unscaled: 0.1397 (0.1752) time: 0.1214 data: 0.0003 max mem: 1127
Epoch: [2] Total time: 0:03:16 (0.1394 s / it)
Averaged stats: lr: 0.000010 loss: 0.1397 (0.1752) labels_encoder: 0.1397 (0.1752) labels_encoder_unscaled: 0.1397 (0.1752)
Test: [ 0/1613] eta: 0:45:46 loss: 0.1922 (0.1922) labels_encoder: 0.1922 (0.1922) labels_encoder_unscaled: 0.1922 (0.1922) time: 1.7028 data: 1.6124 max mem: 1127
Test: [ 50/1613] eta: 0:02:22 loss: 0.2443 (0.6153) labels_encoder: 0.2443 (0.6153) labels_encoder_unscaled: 0.2443 (0.6153) time: 0.0563 data: 0.0002 max mem: 1127
Test: [ 100/1613] eta: 0:01:54 loss: 0.1369 (0.4613) labels_encoder: 0.1369 (0.4613) labels_encoder_unscaled: 0.1369 (0.4613) time: 0.0572 data: 0.0002 max mem: 1127
Test: [ 150/1613] eta: 0:01:42 loss: 0.2871 (0.4325) labels_encoder: 0.2871 (0.4325) labels_encoder_unscaled: 0.2871 (0.4325) time: 0.0587 data: 0.0002 max mem: 1127
Test: [ 200/1613] eta: 0:01:35 loss: 0.7361 (0.5305) labels_encoder: 0.7361 (0.5305) labels_encoder_unscaled: 0.7361 (0.5305) time: 0.0606 data: 0.0002 max mem: 1127
Test: [ 250/1613] eta: 0:01:28 loss: 0.3053 (0.5699) labels_encoder: 0.3053 (0.5699) labels_encoder_unscaled: 0.3053 (0.5699) time: 0.0574 data: 0.0002 max mem: 1127
Test: [ 300/1613] eta: 0:01:24 loss: 0.2498 (0.5850) labels_encoder: 0.2498 (0.5850) labels_encoder_unscaled: 0.2498 (0.5850) time: 0.0591 data: 0.0002 max mem: 1127
Test: [ 350/1613] eta: 0:01:20 loss: 0.9341 (0.5918) labels_encoder: 0.9341 (0.5918) labels_encoder_unscaled: 0.9341 (0.5918) time: 0.0592 data: 0.0002 max mem: 1127
Test: [ 400/1613] eta: 0:01:16 loss: 0.3677 (0.6779) labels_encoder: 0.3677 (0.6779) labels_encoder_unscaled: 0.3677 (0.6779) time: 0.0560 data: 0.0002 max mem: 1127
Test: [ 450/1613] eta: 0:01:12 loss: 0.4644 (0.7155) labels_encoder: 0.4644 (0.7155) labels_encoder_unscaled: 0.4644 (0.7155) time: 0.0528 data: 0.0002 max mem: 1127
Test: [ 500/1613] eta: 0:01:09 loss: 0.1845 (0.6781) labels_encoder: 0.1845 (0.6781) labels_encoder_unscaled: 0.1845 (0.6781) time: 0.0611 data: 0.0002 max mem: 1127
Test: [ 550/1613] eta: 0:01:05 loss: 0.4114 (0.6824) labels_encoder: 0.4114 (0.6824) labels_encoder_unscaled: 0.4114 (0.6824) time: 0.0575 data: 0.0002 max mem: 1127
Test: [ 600/1613] eta: 0:01:02 loss: 0.5874 (0.6971) labels_encoder: 0.5874 (0.6971) labels_encoder_unscaled: 0.5874 (0.6971) time: 0.0539 data: 0.0002 max mem: 1127
Test: [ 650/1613] eta: 0:00:59 loss: 0.4988 (0.6843) labels_encoder: 0.4988 (0.6843) labels_encoder_unscaled: 0.4988 (0.6843) time: 0.0613 data: 0.0002 max mem: 1127
Test: [ 700/1613] eta: 0:00:56 loss: 0.3782 (0.6714) labels_encoder: 0.3782 (0.6714) labels_encoder_unscaled: 0.3782 (0.6714) time: 0.0581 data: 0.0002 max mem: 1127
Test: [ 750/1613] eta: 0:00:52 loss: 0.4119 (0.6573) labels_encoder: 0.4119 (0.6573) labels_encoder_unscaled: 0.4119 (0.6573) time: 0.0591 data: 0.0002 max mem: 1127
Test: [ 800/1613] eta: 0:00:49 loss: 0.3393 (0.6555) labels_encoder: 0.3393 (0.6555) labels_encoder_unscaled: 0.3393 (0.6555) time: 0.0597 data: 0.0002 max mem: 1127
Test: [ 850/1613] eta: 0:00:46 loss: 1.0782 (0.6652) labels_encoder: 1.0782 (0.6652) labels_encoder_unscaled: 1.0782 (0.6652) time: 0.0546 data: 0.0002 max mem: 1127
Test: [ 900/1613] eta: 0:00:43 loss: 0.4031 (0.6781) labels_encoder: 0.4031 (0.6781) labels_encoder_unscaled: 0.4031 (0.6781) time: 0.0609 data: 0.0002 max mem: 1127
Test: [ 950/1613] eta: 0:00:40 loss: 0.6910 (0.6737) labels_encoder: 0.6910 (0.6737) labels_encoder_unscaled: 0.6910 (0.6737) time: 0.0586 data: 0.0002 max mem: 1127
Test: [1000/1613] eta: 0:00:37 loss: 0.2618 (0.6651) labels_encoder: 0.2618 (0.6651) labels_encoder_unscaled: 0.2618 (0.6651) time: 0.0612 data: 0.0002 max mem: 1127
Test: [1050/1613] eta: 0:00:34 loss: 0.5223 (0.6617) labels_encoder: 0.5223 (0.6617) labels_encoder_unscaled: 0.5223 (0.6617) time: 0.0611 data: 0.0002 max mem: 1127
Test: [1100/1613] eta: 0:00:31 loss: 0.3080 (0.6658) labels_encoder: 0.3080 (0.6658) labels_encoder_unscaled: 0.3080 (0.6658) time: 0.0596 data: 0.0002 max mem: 1127
Test: [1150/1613] eta: 0:00:28 loss: 0.2915 (0.6565) labels_encoder: 0.2915 (0.6565) labels_encoder_unscaled: 0.2915 (0.6565) time: 0.0508 data: 0.0002 max mem: 1127
Test: [1200/1613] eta: 0:00:24 loss: 0.3480 (0.6585) labels_encoder: 0.3480 (0.6585) labels_encoder_unscaled: 0.3480 (0.6585) time: 0.0473 data: 0.0002 max mem: 1127
Test: [1250/1613] eta: 0:00:21 loss: 0.2216 (0.6595) labels_encoder: 0.2216 (0.6595) labels_encoder_unscaled: 0.2216 (0.6595) time: 0.0596 data: 0.0002 max mem: 1127
Test: [1300/1613] eta: 0:00:18 loss: 0.1794 (0.6545) labels_encoder: 0.1794 (0.6545) labels_encoder_unscaled: 0.1794 (0.6545) time: 0.0577 data: 0.0002 max mem: 1127
Test: [1350/1613] eta: 0:00:15 loss: 0.6410 (0.6687) labels_encoder: 0.6410 (0.6687) labels_encoder_unscaled: 0.6410 (0.6687) time: 0.0583 data: 0.0002 max mem: 1127
Test: [1400/1613] eta: 0:00:12 loss: 0.6480 (0.6654) labels_encoder: 0.6480 (0.6654) labels_encoder_unscaled: 0.6480 (0.6654) time: 0.0600 data: 0.0002 max mem: 1127
Test: [1450/1613] eta: 0:00:09 loss: 0.2935 (0.6737) labels_encoder: 0.2935 (0.6737) labels_encoder_unscaled: 0.2935 (0.6737) time: 0.0576 data: 0.0002 max mem: 1127
Test: [1500/1613] eta: 0:00:06 loss: 0.3720 (0.6863) labels_encoder: 0.3720 (0.6863) labels_encoder_unscaled: 0.3720 (0.6863) time: 0.0584 data: 0.0014 max mem: 1127
Test: [1550/1613] eta: 0:00:03 loss: 0.4306 (0.6850) labels_encoder: 0.4306 (0.6850) labels_encoder_unscaled: 0.4306 (0.6850) time: 0.0584 data: 0.0002 max mem: 1127
Test: [1600/1613] eta: 0:00:00 loss: 0.7144 (0.6832) labels_encoder: 0.7144 (0.6832) labels_encoder_unscaled: 0.7144 (0.6832) time: 0.0561 data: 0.0002 max mem: 1127
Test: [1612/1613] eta: 0:00:00 loss: 0.6993 (0.6822) labels_encoder: 0.6993 (0.6822) labels_encoder_unscaled: 0.6993 (0.6822) time: 0.0406 data: 0.0001 max mem: 1127
Test: Total time: 0:01:36 (0.0596 s / it)
Averaged stats: loss: 0.6993 (0.6822) labels_encoder: 0.6993 (0.6822) labels_encoder_unscaled: 0.6993 (0.6822)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-anet] mAP: 0.5686, mcAP: 0.9749
BaseballPitch: 0.2859
BasketballDunk: 0.7338
Billiards: 0.3712
CleanAndJerk: 0.7411
CliffDiving: 0.7968
CricketBowling: 0.3853
CricketShot: 0.1659
Diving: 0.7001
FrisbeeCatch: 0.2907
GolfSwing: 0.5746
HammerThrow: 0.8693
HighJump: 0.6082
JavelinThrow: 0.7237
LongJump: 0.8059
PoleVault: 0.8572
Shotput: 0.6928
SoccerPenalty: 0.3358
TennisSwing: 0.5216
ThrowDiscus: 0.6174
VolleyballSpiking: 0.2943
Epoch: [3] [ 0/1412] eta: 0:38:36 lr: 0.000001 loss: 0.1619 (0.1619) labels_encoder: 0.1619 (0.1619) labels_encoder_unscaled: 0.1619 (0.1619) time: 1.6408 data: 1.4578 max mem: 1127
Epoch: [3] [ 50/1412] eta: 0:03:58 lr: 0.000001 loss: 0.1705 (0.1615) labels_encoder: 0.1705 (0.1615) labels_encoder_unscaled: 0.1705 (0.1615) time: 0.1451 data: 0.0002 max mem: 1127
Epoch: [3] [ 100/1412] eta: 0:03:27 lr: 0.000001 loss: 0.1391 (0.1588) labels_encoder: 0.1391 (0.1588) labels_encoder_unscaled: 0.1391 (0.1588) time: 0.1412 data: 0.0002 max mem: 1127
Epoch: [3] [ 150/1412] eta: 0:03:12 lr: 0.000001 loss: 0.1589 (0.1596) labels_encoder: 0.1589 (0.1596) labels_encoder_unscaled: 0.1589 (0.1596) time: 0.1404 data: 0.0002 max mem: 1127
Epoch: [3] [ 200/1412] eta: 0:03:01 lr: 0.000001 loss: 0.1338 (0.1588) labels_encoder: 0.1338 (0.1588) labels_encoder_unscaled: 0.1338 (0.1588) time: 0.1381 data: 0.0003 max mem: 1127
Epoch: [3] [ 250/1412] eta: 0:02:51 lr: 0.000001 loss: 0.1443 (0.1580) labels_encoder: 0.1443 (0.1580) labels_encoder_unscaled: 0.1443 (0.1580) time: 0.1389 data: 0.0002 max mem: 1127
Epoch: [3] [ 300/1412] eta: 0:02:42 lr: 0.000001 loss: 0.1338 (0.1564) labels_encoder: 0.1338 (0.1564) labels_encoder_unscaled: 0.1338 (0.1564) time: 0.1413 data: 0.0002 max mem: 1127
Epoch: [3] [ 350/1412] eta: 0:02:33 lr: 0.000001 loss: 0.1521 (0.1570) labels_encoder: 0.1521 (0.1570) labels_encoder_unscaled: 0.1521 (0.1570) time: 0.1391 data: 0.0002 max mem: 1127
Epoch: [3] [ 400/1412] eta: 0:02:26 lr: 0.000001 loss: 0.1502 (0.1569) labels_encoder: 0.1502 (0.1569) labels_encoder_unscaled: 0.1502 (0.1569) time: 0.1455 data: 0.0002 max mem: 1127
Epoch: [3] [ 450/1412] eta: 0:02:18 lr: 0.000001 loss: 0.1551 (0.1562) labels_encoder: 0.1551 (0.1562) labels_encoder_unscaled: 0.1551 (0.1562) time: 0.1428 data: 0.0002 max mem: 1127
Epoch: [3] [ 500/1412] eta: 0:02:10 lr: 0.000001 loss: 0.1518 (0.1557) labels_encoder: 0.1518 (0.1557) labels_encoder_unscaled: 0.1518 (0.1557) time: 0.1342 data: 0.0002 max mem: 1127
Epoch: [3] [ 550/1412] eta: 0:02:03 lr: 0.000001 loss: 0.1541 (0.1558) labels_encoder: 0.1541 (0.1558) labels_encoder_unscaled: 0.1541 (0.1558) time: 0.1366 data: 0.0002 max mem: 1127
Epoch: [3] [ 600/1412] eta: 0:01:55 lr: 0.000001 loss: 0.1372 (0.1551) labels_encoder: 0.1372 (0.1551) labels_encoder_unscaled: 0.1372 (0.1551) time: 0.1412 data: 0.0003 max mem: 1127
Epoch: [3] [ 650/1412] eta: 0:01:48 lr: 0.000001 loss: 0.1471 (0.1555) labels_encoder: 0.1471 (0.1555) labels_encoder_unscaled: 0.1471 (0.1555) time: 0.1382 data: 0.0002 max mem: 1127
Epoch: [3] [ 700/1412] eta: 0:01:41 lr: 0.000001 loss: 0.1543 (0.1550) labels_encoder: 0.1543 (0.1550) labels_encoder_unscaled: 0.1543 (0.1550) time: 0.1413 data: 0.0002 max mem: 1127
Epoch: [3] [ 750/1412] eta: 0:01:34 lr: 0.000001 loss: 0.1325 (0.1540) labels_encoder: 0.1325 (0.1540) labels_encoder_unscaled: 0.1325 (0.1540) time: 0.1381 data: 0.0003 max mem: 1127
Epoch: [3] [ 800/1412] eta: 0:01:27 lr: 0.000001 loss: 0.1506 (0.1542) labels_encoder: 0.1506 (0.1542) labels_encoder_unscaled: 0.1506 (0.1542) time: 0.1402 data: 0.0002 max mem: 1127
Epoch: [3] [ 850/1412] eta: 0:01:19 lr: 0.000001 loss: 0.1333 (0.1538) labels_encoder: 0.1333 (0.1538) labels_encoder_unscaled: 0.1333 (0.1538) time: 0.1379 data: 0.0003 max mem: 1127
Epoch: [3] [ 900/1412] eta: 0:01:12 lr: 0.000001 loss: 0.1700 (0.1542) labels_encoder: 0.1700 (0.1542) labels_encoder_unscaled: 0.1700 (0.1542) time: 0.1380 data: 0.0002 max mem: 1127
Epoch: [3] [ 950/1412] eta: 0:01:05 lr: 0.000001 loss: 0.1390 (0.1539) labels_encoder: 0.1390 (0.1539) labels_encoder_unscaled: 0.1390 (0.1539) time: 0.1404 data: 0.0003 max mem: 1127
Epoch: [3] [1000/1412] eta: 0:00:58 lr: 0.000001 loss: 0.1606 (0.1539) labels_encoder: 0.1606 (0.1539) labels_encoder_unscaled: 0.1606 (0.1539) time: 0.1410 data: 0.0002 max mem: 1127
Epoch: [3] [1050/1412] eta: 0:00:51 lr: 0.000001 loss: 0.1567 (0.1540) labels_encoder: 0.1567 (0.1540) labels_encoder_unscaled: 0.1567 (0.1540) time: 0.1375 data: 0.0003 max mem: 1127
Epoch: [3] [1100/1412] eta: 0:00:44 lr: 0.000001 loss: 0.1494 (0.1540) labels_encoder: 0.1494 (0.1540) labels_encoder_unscaled: 0.1494 (0.1540) time: 0.1411 data: 0.0003 max mem: 1127
Epoch: [3] [1150/1412] eta: 0:00:37 lr: 0.000001 loss: 0.1413 (0.1537) labels_encoder: 0.1413 (0.1537) labels_encoder_unscaled: 0.1413 (0.1537) time: 0.1363 data: 0.0003 max mem: 1127
Epoch: [3] [1200/1412] eta: 0:00:29 lr: 0.000001 loss: 0.1436 (0.1537) labels_encoder: 0.1436 (0.1537) labels_encoder_unscaled: 0.1436 (0.1537) time: 0.1420 data: 0.0002 max mem: 1127
Epoch: [3] [1250/1412] eta: 0:00:22 lr: 0.000001 loss: 0.1595 (0.1535) labels_encoder: 0.1595 (0.1535) labels_encoder_unscaled: 0.1595 (0.1535) time: 0.1373 data: 0.0002 max mem: 1127
Epoch: [3] [1300/1412] eta: 0:00:15 lr: 0.000001 loss: 0.1488 (0.1536) labels_encoder: 0.1488 (0.1536) labels_encoder_unscaled: 0.1488 (0.1536) time: 0.1403 data: 0.0002 max mem: 1127
Epoch: [3] [1350/1412] eta: 0:00:08 lr: 0.000001 loss: 0.1359 (0.1531) labels_encoder: 0.1359 (0.1531) labels_encoder_unscaled: 0.1359 (0.1531) time: 0.1389 data: 0.0002 max mem: 1127
Epoch: [3] [1400/1412] eta: 0:00:01 lr: 0.000001 loss: 0.1436 (0.1530) labels_encoder: 0.1436 (0.1530) labels_encoder_unscaled: 0.1436 (0.1530) time: 0.1328 data: 0.0005 max mem: 1127
Epoch: [3] [1411/1412] eta: 0:00:00 lr: 0.000001 loss: 0.1424 (0.1530) labels_encoder: 0.1424 (0.1530) labels_encoder_unscaled: 0.1424 (0.1530) time: 0.1202 data: 0.0004 max mem: 1127
Epoch: [3] Total time: 0:03:19 (0.1409 s / it)
Averaged stats: lr: 0.000001 loss: 0.1424 (0.1530) labels_encoder: 0.1424 (0.1530) labels_encoder_unscaled: 0.1424 (0.1530)
Test: [ 0/1613] eta: 0:39:58 loss: 0.2439 (0.2439) labels_encoder: 0.2439 (0.2439) labels_encoder_unscaled: 0.2439 (0.2439) time: 1.4869 data: 1.4178 max mem: 1127
Test: [ 50/1613] eta: 0:02:17 loss: 0.2226 (0.6429) labels_encoder: 0.2226 (0.6429) labels_encoder_unscaled: 0.2226 (0.6429) time: 0.0591 data: 0.0002 max mem: 1127
Test: [ 100/1613] eta: 0:01:47 loss: 0.0895 (0.4711) labels_encoder: 0.0895 (0.4711) labels_encoder_unscaled: 0.0895 (0.4711) time: 0.0556 data: 0.0002 max mem: 1127
Test: [ 150/1613] eta: 0:01:38 loss: 0.3364 (0.4361) labels_encoder: 0.3364 (0.4361) labels_encoder_unscaled: 0.3364 (0.4361) time: 0.0571 data: 0.0002 max mem: 1127
Test: [ 200/1613] eta: 0:01:32 loss: 0.6475 (0.5211) labels_encoder: 0.6475 (0.5211) labels_encoder_unscaled: 0.6475 (0.5211) time: 0.0607 data: 0.0002 max mem: 1127
Test: [ 250/1613] eta: 0:01:28 loss: 0.3293 (0.5617) labels_encoder: 0.3293 (0.5617) labels_encoder_unscaled: 0.3293 (0.5617) time: 0.0582 data: 0.0013 max mem: 1127
Test: [ 300/1613] eta: 0:01:24 loss: 0.2864 (0.5827) labels_encoder: 0.2864 (0.5827) labels_encoder_unscaled: 0.2864 (0.5827) time: 0.0627 data: 0.0002 max mem: 1127
Test: [ 350/1613] eta: 0:01:19 loss: 0.8308 (0.5856) labels_encoder: 0.8308 (0.5856) labels_encoder_unscaled: 0.8308 (0.5856) time: 0.0515 data: 0.0002 max mem: 1127
Test: [ 400/1613] eta: 0:01:15 loss: 0.3839 (0.6752) labels_encoder: 0.3839 (0.6752) labels_encoder_unscaled: 0.3839 (0.6752) time: 0.0554 data: 0.0002 max mem: 1127
Test: [ 450/1613] eta: 0:01:11 loss: 0.4448 (0.7173) labels_encoder: 0.4448 (0.7173) labels_encoder_unscaled: 0.4448 (0.7173) time: 0.0609 data: 0.0002 max mem: 1127
Test: [ 500/1613] eta: 0:01:08 loss: 0.1929 (0.6792) labels_encoder: 0.1929 (0.6792) labels_encoder_unscaled: 0.1929 (0.6792) time: 0.0580 data: 0.0002 max mem: 1127
Test: [ 550/1613] eta: 0:01:04 loss: 0.4497 (0.6852) labels_encoder: 0.4497 (0.6852) labels_encoder_unscaled: 0.4497 (0.6852) time: 0.0609 data: 0.0002 max mem: 1127
Test: [ 600/1613] eta: 0:01:01 loss: 0.6399 (0.7041) labels_encoder: 0.6399 (0.7041) labels_encoder_unscaled: 0.6399 (0.7041) time: 0.0579 data: 0.0002 max mem: 1127
Test: [ 650/1613] eta: 0:00:58 loss: 0.5617 (0.6926) labels_encoder: 0.5617 (0.6926) labels_encoder_unscaled: 0.5617 (0.6926) time: 0.0616 data: 0.0002 max mem: 1127
Test: [ 700/1613] eta: 0:00:54 loss: 0.4230 (0.6792) labels_encoder: 0.4230 (0.6792) labels_encoder_unscaled: 0.4230 (0.6792) time: 0.0588 data: 0.0002 max mem: 1127
Test: [ 750/1613] eta: 0:00:51 loss: 0.4097 (0.6624) labels_encoder: 0.4097 (0.6624) labels_encoder_unscaled: 0.4097 (0.6624) time: 0.0550 data: 0.0002 max mem: 1127
Test: [ 800/1613] eta: 0:00:48 loss: 0.4153 (0.6629) labels_encoder: 0.4153 (0.6629) labels_encoder_unscaled: 0.4153 (0.6629) time: 0.0587 data: 0.0002 max mem: 1127
Test: [ 850/1613] eta: 0:00:45 loss: 1.0769 (0.6683) labels_encoder: 1.0769 (0.6683) labels_encoder_unscaled: 1.0769 (0.6683) time: 0.0512 data: 0.0014 max mem: 1127
Test: [ 900/1613] eta: 0:00:42 loss: 0.4074 (0.6814) labels_encoder: 0.4074 (0.6814) labels_encoder_unscaled: 0.4074 (0.6814) time: 0.0539 data: 0.0002 max mem: 1127
Test: [ 950/1613] eta: 0:00:39 loss: 0.6006 (0.6769) labels_encoder: 0.6006 (0.6769) labels_encoder_unscaled: 0.6006 (0.6769) time: 0.0609 data: 0.0002 max mem: 1127
Test: [1000/1613] eta: 0:00:36 loss: 0.3119 (0.6680) labels_encoder: 0.3119 (0.6680) labels_encoder_unscaled: 0.3119 (0.6680) time: 0.0593 data: 0.0002 max mem: 1127
Test: [1050/1613] eta: 0:00:33 loss: 0.5181 (0.6642) labels_encoder: 0.5181 (0.6642) labels_encoder_unscaled: 0.5181 (0.6642) time: 0.0668 data: 0.0002 max mem: 1127
Test: [1100/1613] eta: 0:00:30 loss: 0.4192 (0.6656) labels_encoder: 0.4192 (0.6656) labels_encoder_unscaled: 0.4192 (0.6656) time: 0.0597 data: 0.0002 max mem: 1127
Test: [1150/1613] eta: 0:00:27 loss: 0.3280 (0.6581) labels_encoder: 0.3280 (0.6581) labels_encoder_unscaled: 0.3280 (0.6581) time: 0.0600 data: 0.0002 max mem: 1127
Test: [1200/1613] eta: 0:00:24 loss: 0.3011 (0.6598) labels_encoder: 0.3011 (0.6598) labels_encoder_unscaled: 0.3011 (0.6598) time: 0.0575 data: 0.0002 max mem: 1127
Test: [1250/1613] eta: 0:00:21 loss: 0.2296 (0.6583) labels_encoder: 0.2296 (0.6583) labels_encoder_unscaled: 0.2296 (0.6583) time: 0.0676 data: 0.0002 max mem: 1127
Test: [1300/1613] eta: 0:00:18 loss: 0.2151 (0.6543) labels_encoder: 0.2151 (0.6543) labels_encoder_unscaled: 0.2151 (0.6543) time: 0.0614 data: 0.0002 max mem: 1127
Test: [1350/1613] eta: 0:00:15 loss: 0.4330 (0.6617) labels_encoder: 0.4330 (0.6617) labels_encoder_unscaled: 0.4330 (0.6617) time: 0.0613 data: 0.0014 max mem: 1127
Test: [1400/1613] eta: 0:00:12 loss: 0.6002 (0.6589) labels_encoder: 0.6002 (0.6589) labels_encoder_unscaled: 0.6002 (0.6589) time: 0.0570 data: 0.0002 max mem: 1127
Test: [1450/1613] eta: 0:00:09 loss: 0.3308 (0.6687) labels_encoder: 0.3308 (0.6687) labels_encoder_unscaled: 0.3308 (0.6687) time: 0.0520 data: 0.0002 max mem: 1127
Test: [1500/1613] eta: 0:00:06 loss: 0.3897 (0.6790) labels_encoder: 0.3897 (0.6790) labels_encoder_unscaled: 0.3897 (0.6790) time: 0.0579 data: 0.0002 max mem: 1127
Test: [1550/1613] eta: 0:00:03 loss: 0.5354 (0.6781) labels_encoder: 0.5354 (0.6781) labels_encoder_unscaled: 0.5354 (0.6781) time: 0.0571 data: 0.0002 max mem: 1127
Test: [1600/1613] eta: 0:00:00 loss: 0.5886 (0.6739) labels_encoder: 0.5886 (0.6739) labels_encoder_unscaled: 0.5886 (0.6739) time: 0.0564 data: 0.0002 max mem: 1127
Test: [1612/1613] eta: 0:00:00 loss: 0.5886 (0.6727) labels_encoder: 0.5886 (0.6727) labels_encoder_unscaled: 0.5886 (0.6727) time: 0.0406 data: 0.0001 max mem: 1127
Test: Total time: 0:01:36 (0.0595 s / it)
Averaged stats: loss: 0.5886 (0.6727) labels_encoder: 0.5886 (0.6727) labels_encoder_unscaled: 0.5886 (0.6727)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-anet] mAP: 0.5770, mcAP: 0.9746
BaseballPitch: 0.3333
BasketballDunk: 0.7564
Billiards: 0.4168
CleanAndJerk: 0.7588
CliffDiving: 0.8055
CricketBowling: 0.3997
CricketShot: 0.1753
Diving: 0.7079
FrisbeeCatch: 0.3390
GolfSwing: 0.5561
HammerThrow: 0.8639
HighJump: 0.6025
JavelinThrow: 0.7375
LongJump: 0.7961
PoleVault: 0.8517
Shotput: 0.6635
SoccerPenalty: 0.3613
TennisSwing: 0.5063
ThrowDiscus: 0.6142
VolleyballSpiking: 0.2948
Epoch: [4] [ 0/1412] eta: 0:42:53 lr: 0.000000 loss: 0.1831 (0.1831) labels_encoder: 0.1831 (0.1831) labels_encoder_unscaled: 0.1831 (0.1831) time: 1.8224 data: 1.6594 max mem: 1127
Epoch: [4] [ 50/1412] eta: 0:03:52 lr: 0.000000 loss: 0.1566 (0.1478) labels_encoder: 0.1566 (0.1478) labels_encoder_unscaled: 0.1566 (0.1478) time: 0.1316 data: 0.0002 max mem: 1127
Epoch: [4] [ 100/1412] eta: 0:03:22 lr: 0.000000 loss: 0.1314 (0.1463) labels_encoder: 0.1314 (0.1463) labels_encoder_unscaled: 0.1314 (0.1463) time: 0.1393 data: 0.0002 max mem: 1127
Epoch: [4] [ 150/1412] eta: 0:03:08 lr: 0.000000 loss: 0.1388 (0.1453) labels_encoder: 0.1388 (0.1453) labels_encoder_unscaled: 0.1388 (0.1453) time: 0.1432 data: 0.0002 max mem: 1127
Epoch: [4] [ 200/1412] eta: 0:02:58 lr: 0.000000 loss: 0.1362 (0.1447) labels_encoder: 0.1362 (0.1447) labels_encoder_unscaled: 0.1362 (0.1447) time: 0.1404 data: 0.0003 max mem: 1127
Epoch: [4] [ 250/1412] eta: 0:02:48 lr: 0.000000 loss: 0.1434 (0.1456) labels_encoder: 0.1434 (0.1456) labels_encoder_unscaled: 0.1434 (0.1456) time: 0.1391 data: 0.0002 max mem: 1127
Epoch: [4] [ 300/1412] eta: 0:02:40 lr: 0.000000 loss: 0.1404 (0.1458) labels_encoder: 0.1404 (0.1458) labels_encoder_unscaled: 0.1404 (0.1458) time: 0.1399 data: 0.0002 max mem: 1127
Epoch: [4] [ 350/1412] eta: 0:02:32 lr: 0.000000 loss: 0.1230 (0.1454) labels_encoder: 0.1230 (0.1454) labels_encoder_unscaled: 0.1230 (0.1454) time: 0.1436 data: 0.0002 max mem: 1127
Epoch: [4] [ 400/1412] eta: 0:02:24 lr: 0.000000 loss: 0.1689 (0.1469) labels_encoder: 0.1689 (0.1469) labels_encoder_unscaled: 0.1689 (0.1469) time: 0.1391 data: 0.0002 max mem: 1127
Epoch: [4] [ 450/1412] eta: 0:02:17 lr: 0.000000 loss: 0.1511 (0.1471) labels_encoder: 0.1511 (0.1471) labels_encoder_unscaled: 0.1511 (0.1471) time: 0.1410 data: 0.0002 max mem: 1127
Epoch: [4] [ 500/1412] eta: 0:02:10 lr: 0.000000 loss: 0.1207 (0.1474) labels_encoder: 0.1207 (0.1474) labels_encoder_unscaled: 0.1207 (0.1474) time: 0.1367 data: 0.0002 max mem: 1127
Epoch: [4] [ 550/1412] eta: 0:02:02 lr: 0.000000 loss: 0.1627 (0.1484) labels_encoder: 0.1627 (0.1484) labels_encoder_unscaled: 0.1627 (0.1484) time: 0.1344 data: 0.0002 max mem: 1127
Epoch: [4] [ 600/1412] eta: 0:01:55 lr: 0.000000 loss: 0.1506 (0.1490) labels_encoder: 0.1506 (0.1490) labels_encoder_unscaled: 0.1506 (0.1490) time: 0.1422 data: 0.0003 max mem: 1127
Epoch: [4] [ 650/1412] eta: 0:01:48 lr: 0.000000 loss: 0.1330 (0.1487) labels_encoder: 0.1330 (0.1487) labels_encoder_unscaled: 0.1330 (0.1487) time: 0.1466 data: 0.0003 max mem: 1127
Epoch: [4] [ 700/1412] eta: 0:01:41 lr: 0.000000 loss: 0.1372 (0.1484) labels_encoder: 0.1372 (0.1484) labels_encoder_unscaled: 0.1372 (0.1484) time: 0.1421 data: 0.0002 max mem: 1127
Epoch: [4] [ 750/1412] eta: 0:01:34 lr: 0.000000 loss: 0.1350 (0.1480) labels_encoder: 0.1350 (0.1480) labels_encoder_unscaled: 0.1350 (0.1480) time: 0.1365 data: 0.0002 max mem: 1127
Epoch: [4] [ 800/1412] eta: 0:01:26 lr: 0.000000 loss: 0.1274 (0.1482) labels_encoder: 0.1274 (0.1482) labels_encoder_unscaled: 0.1274 (0.1482) time: 0.1428 data: 0.0002 max mem: 1127
Epoch: [4] [ 850/1412] eta: 0:01:19 lr: 0.000000 loss: 0.1365 (0.1479) labels_encoder: 0.1365 (0.1479) labels_encoder_unscaled: 0.1365 (0.1479) time: 0.1422 data: 0.0003 max mem: 1127
Epoch: [4] [ 900/1412] eta: 0:01:12 lr: 0.000000 loss: 0.1588 (0.1484) labels_encoder: 0.1588 (0.1484) labels_encoder_unscaled: 0.1588 (0.1484) time: 0.1471 data: 0.0003 max mem: 1127
Epoch: [4] [ 950/1412] eta: 0:01:05 lr: 0.000000 loss: 0.1311 (0.1483) labels_encoder: 0.1311 (0.1483) labels_encoder_unscaled: 0.1311 (0.1483) time: 0.1408 data: 0.0002 max mem: 1127
Epoch: [4] [1000/1412] eta: 0:00:58 lr: 0.000000 loss: 0.1487 (0.1485) labels_encoder: 0.1487 (0.1485) labels_encoder_unscaled: 0.1487 (0.1485) time: 0.1442 data: 0.0003 max mem: 1127
Epoch: [4] [1050/1412] eta: 0:00:51 lr: 0.000000 loss: 0.1449 (0.1486) labels_encoder: 0.1449 (0.1486) labels_encoder_unscaled: 0.1449 (0.1486) time: 0.1385 data: 0.0003 max mem: 1127
Epoch: [4] [1100/1412] eta: 0:00:44 lr: 0.000000 loss: 0.1337 (0.1488) labels_encoder: 0.1337 (0.1488) labels_encoder_unscaled: 0.1337 (0.1488) time: 0.1403 data: 0.0003 max mem: 1127
Epoch: [4] [1150/1412] eta: 0:00:37 lr: 0.000000 loss: 0.1360 (0.1488) labels_encoder: 0.1360 (0.1488) labels_encoder_unscaled: 0.1360 (0.1488) time: 0.1439 data: 0.0003 max mem: 1127
Epoch: [4] [1200/1412] eta: 0:00:30 lr: 0.000000 loss: 0.1519 (0.1488) labels_encoder: 0.1519 (0.1488) labels_encoder_unscaled: 0.1519 (0.1488) time: 0.1416 data: 0.0002 max mem: 1127
Epoch: [4] [1250/1412] eta: 0:00:22 lr: 0.000000 loss: 0.1500 (0.1488) labels_encoder: 0.1500 (0.1488) labels_encoder_unscaled: 0.1500 (0.1488) time: 0.1326 data: 0.0002 max mem: 1127
Epoch: [4] [1300/1412] eta: 0:00:15 lr: 0.000000 loss: 0.1530 (0.1487) labels_encoder: 0.1530 (0.1487) labels_encoder_unscaled: 0.1530 (0.1487) time: 0.1418 data: 0.0002 max mem: 1127
Epoch: [4] [1350/1412] eta: 0:00:08 lr: 0.000000 loss: 0.1520 (0.1487) labels_encoder: 0.1520 (0.1487) labels_encoder_unscaled: 0.1520 (0.1487) time: 0.1417 data: 0.0002 max mem: 1127
Epoch: [4] [1400/1412] eta: 0:00:01 lr: 0.000000 loss: 0.1439 (0.1485) labels_encoder: 0.1439 (0.1485) labels_encoder_unscaled: 0.1439 (0.1485) time: 0.1357 data: 0.0004 max mem: 1127
Epoch: [4] [1411/1412] eta: 0:00:00 lr: 0.000000 loss: 0.1456 (0.1485) labels_encoder: 0.1456 (0.1485) labels_encoder_unscaled: 0.1456 (0.1485) time: 0.1232 data: 0.0003 max mem: 1127
Epoch: [4] Total time: 0:03:19 (0.1416 s / it)
Averaged stats: lr: 0.000000 loss: 0.1456 (0.1485) labels_encoder: 0.1456 (0.1485) labels_encoder_unscaled: 0.1456 (0.1485)
Test: [ 0/1613] eta: 0:43:17 loss: 0.2593 (0.2593) labels_encoder: 0.2593 (0.2593) labels_encoder_unscaled: 0.2593 (0.2593) time: 1.6104 data: 1.5701 max mem: 1127
Test: [ 50/1613] eta: 0:02:27 loss: 0.2194 (0.6294) labels_encoder: 0.2194 (0.6294) labels_encoder_unscaled: 0.2194 (0.6294) time: 0.0617 data: 0.0002 max mem: 1127
Test: [ 100/1613] eta: 0:01:58 loss: 0.1343 (0.4690) labels_encoder: 0.1343 (0.4690) labels_encoder_unscaled: 0.1343 (0.4690) time: 0.0618 data: 0.0002 max mem: 1127
Test: [ 150/1613] eta: 0:01:46 loss: 0.3180 (0.4363) labels_encoder: 0.3180 (0.4363) labels_encoder_unscaled: 0.3180 (0.4363) time: 0.0608 data: 0.0002 max mem: 1127
Test: [ 200/1613] eta: 0:01:37 loss: 0.6416 (0.5137) labels_encoder: 0.6416 (0.5137) labels_encoder_unscaled: 0.6416 (0.5137) time: 0.0587 data: 0.0002 max mem: 1127
Test: [ 250/1613] eta: 0:01:31 loss: 0.2772 (0.5514) labels_encoder: 0.2772 (0.5514) labels_encoder_unscaled: 0.2772 (0.5514) time: 0.0565 data: 0.0002 max mem: 1127
Test: [ 300/1613] eta: 0:01:26 loss: 0.2611 (0.5733) labels_encoder: 0.2611 (0.5733) labels_encoder_unscaled: 0.2611 (0.5733) time: 0.0568 data: 0.0002 max mem: 1127
Test: [ 350/1613] eta: 0:01:21 loss: 0.7788 (0.5782) labels_encoder: 0.7788 (0.5782) labels_encoder_unscaled: 0.7788 (0.5782) time: 0.0614 data: 0.0002 max mem: 1127
Test: [ 400/1613] eta: 0:01:17 loss: 0.4078 (0.6648) labels_encoder: 0.4078 (0.6648) labels_encoder_unscaled: 0.4078 (0.6648) time: 0.0564 data: 0.0002 max mem: 1127
Test: [ 450/1613] eta: 0:01:13 loss: 0.4738 (0.7117) labels_encoder: 0.4738 (0.7117) labels_encoder_unscaled: 0.4738 (0.7117) time: 0.0590 data: 0.0002 max mem: 1127
Test: [ 500/1613] eta: 0:01:10 loss: 0.2070 (0.6754) labels_encoder: 0.2070 (0.6754) labels_encoder_unscaled: 0.2070 (0.6754) time: 0.0601 data: 0.0002 max mem: 1127
Test: [ 550/1613] eta: 0:01:07 loss: 0.4066 (0.6791) labels_encoder: 0.4066 (0.6791) labels_encoder_unscaled: 0.4066 (0.6791) time: 0.0649 data: 0.0002 max mem: 1127
Test: [ 600/1613] eta: 0:01:03 loss: 0.6509 (0.7024) labels_encoder: 0.6509 (0.7024) labels_encoder_unscaled: 0.6509 (0.7024) time: 0.0633 data: 0.0002 max mem: 1127
Test: [ 650/1613] eta: 0:01:00 loss: 0.4544 (0.6863) labels_encoder: 0.4544 (0.6863) labels_encoder_unscaled: 0.4544 (0.6863) time: 0.0618 data: 0.0002 max mem: 1127
Test: [ 700/1613] eta: 0:00:57 loss: 0.4010 (0.6725) labels_encoder: 0.4010 (0.6725) labels_encoder_unscaled: 0.4010 (0.6725) time: 0.0651 data: 0.0002 max mem: 1127
Test: [ 750/1613] eta: 0:00:54 loss: 0.3657 (0.6562) labels_encoder: 0.3657 (0.6562) labels_encoder_unscaled: 0.3657 (0.6562) time: 0.0599 data: 0.0002 max mem: 1127
Test: [ 800/1613] eta: 0:00:50 loss: 0.4998 (0.6560) labels_encoder: 0.4998 (0.6560) labels_encoder_unscaled: 0.4998 (0.6560) time: 0.0596 data: 0.0002 max mem: 1127
Test: [ 850/1613] eta: 0:00:47 loss: 1.0274 (0.6604) labels_encoder: 1.0274 (0.6604) labels_encoder_unscaled: 1.0274 (0.6604) time: 0.0607 data: 0.0002 max mem: 1127
Test: [ 900/1613] eta: 0:00:44 loss: 0.4823 (0.6744) labels_encoder: 0.4823 (0.6744) labels_encoder_unscaled: 0.4823 (0.6744) time: 0.0595 data: 0.0002 max mem: 1127
Test: [ 950/1613] eta: 0:00:41 loss: 0.4800 (0.6709) labels_encoder: 0.4800 (0.6709) labels_encoder_unscaled: 0.4800 (0.6709) time: 0.0579 data: 0.0002 max mem: 1127
Test: [1000/1613] eta: 0:00:38 loss: 0.2762 (0.6625) labels_encoder: 0.2762 (0.6625) labels_encoder_unscaled: 0.2762 (0.6625) time: 0.0577 data: 0.0002 max mem: 1127
Test: [1050/1613] eta: 0:00:34 loss: 0.5342 (0.6579) labels_encoder: 0.5342 (0.6579) labels_encoder_unscaled: 0.5342 (0.6579) time: 0.0559 data: 0.0002 max mem: 1127
Test: [1100/1613] eta: 0:00:31 loss: 0.3543 (0.6587) labels_encoder: 0.3543 (0.6587) labels_encoder_unscaled: 0.3543 (0.6587) time: 0.0626 data: 0.0002 max mem: 1127
Test: [1150/1613] eta: 0:00:28 loss: 0.3217 (0.6508) labels_encoder: 0.3217 (0.6508) labels_encoder_unscaled: 0.3217 (0.6508) time: 0.0608 data: 0.0012 max mem: 1127
Test: [1200/1613] eta: 0:00:25 loss: 0.2766 (0.6523) labels_encoder: 0.2766 (0.6523) labels_encoder_unscaled: 0.2766 (0.6523) time: 0.0493 data: 0.0002 max mem: 1127
Test: [1250/1613] eta: 0:00:22 loss: 0.2098 (0.6516) labels_encoder: 0.2098 (0.6516) labels_encoder_unscaled: 0.2098 (0.6516) time: 0.0551 data: 0.0002 max mem: 1127
Test: [1300/1613] eta: 0:00:19 loss: 0.2122 (0.6481) labels_encoder: 0.2122 (0.6481) labels_encoder_unscaled: 0.2122 (0.6481) time: 0.0539 data: 0.0002 max mem: 1127
Test: [1350/1613] eta: 0:00:16 loss: 0.4623 (0.6566) labels_encoder: 0.4623 (0.6566) labels_encoder_unscaled: 0.4623 (0.6566) time: 0.0595 data: 0.0002 max mem: 1127
Test: [1400/1613] eta: 0:00:12 loss: 0.7616 (0.6552) labels_encoder: 0.7616 (0.6552) labels_encoder_unscaled: 0.7616 (0.6552) time: 0.0643 data: 0.0002 max mem: 1127
Test: [1450/1613] eta: 0:00:09 loss: 0.2703 (0.6640) labels_encoder: 0.2703 (0.6640) labels_encoder_unscaled: 0.2703 (0.6640) time: 0.0624 data: 0.0002 max mem: 1127
Test: [1500/1613] eta: 0:00:06 loss: 0.4314 (0.6696) labels_encoder: 0.4314 (0.6696) labels_encoder_unscaled: 0.4314 (0.6696) time: 0.0585 data: 0.0002 max mem: 1127
Test: [1550/1613] eta: 0:00:03 loss: 0.5539 (0.6684) labels_encoder: 0.5539 (0.6684) labels_encoder_unscaled: 0.5539 (0.6684) time: 0.0547 data: 0.0002 max mem: 1127
Test: [1600/1613] eta: 0:00:00 loss: 0.6633 (0.6649) labels_encoder: 0.6633 (0.6649) labels_encoder_unscaled: 0.6633 (0.6649) time: 0.0544 data: 0.0002 max mem: 1127
Test: [1612/1613] eta: 0:00:00 loss: 0.6633 (0.6639) labels_encoder: 0.6633 (0.6639) labels_encoder_unscaled: 0.6633 (0.6639) time: 0.0372 data: 0.0001 max mem: 1127
Test: Total time: 0:01:37 (0.0606 s / it)
Averaged stats: loss: 0.6633 (0.6639) labels_encoder: 0.6633 (0.6639) labels_encoder_unscaled: 0.6633 (0.6639)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-anet] mAP: 0.5770, mcAP: 0.9751
BaseballPitch: 0.2864
BasketballDunk: 0.7575
Billiards: 0.4208
CleanAndJerk: 0.7406
CliffDiving: 0.8108
CricketBowling: 0.3915
CricketShot: 0.1866
Diving: 0.7106
FrisbeeCatch: 0.3301
GolfSwing: 0.5855
HammerThrow: 0.8621
HighJump: 0.6102
JavelinThrow: 0.7346
LongJump: 0.8135
PoleVault: 0.8603
Shotput: 0.6537
SoccerPenalty: 0.3700
TennisSwing: 0.5093
ThrowDiscus: 0.6056
VolleyballSpiking: 0.3002
Training time 0:19:57