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oadtr_b1_recycling_fixed_127_seed3_kin.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:kin
dim_feature:4096
patch_dim:1
embedding_dim:1024
num_heads:8
num_layers:1
attn_dropout_rate:0.1
positional_encoding_type:recycling_fixed
num_embeddings:127
hidden_dim:1024
dropout_rate:0.1
numclass:22
classification_x_loss_coef:0.3
classification_h_loss_coef:1
similar_loss_coef:0.1
margin:1.0
dataset:thumos
dataset_file:data/data_info_new.json
frozen_weights:None
thumos_data_path:/home/dancer/mycode/Temporal.Online.Detection/Online.TRN.Pytorch/preprocess/
thumos_anno_path:data/thumos_{}_anno.pickle
remove_difficult:False
device:cuda
output_dir:models
seed:3
resume:
start_epoch:1
eval:False
num_workers:8
world_size:1
dist_url:tcp://127.0.0.1:12342
train_session_set:['video_validation_0000690', 'video_validation_0000288', 'video_validation_0000289', 'video_validation_0000416', 'video_validation_0000282', 'video_validation_0000283', 'video_validation_0000281', 'video_validation_0000286', 'video_validation_0000287', 'video_validation_0000284', 'video_validation_0000285', 'video_validation_0000202', 'video_validation_0000203', 'video_validation_0000201', 'video_validation_0000206', 'video_validation_0000207', 'video_validation_0000204', 'video_validation_0000205', 'video_validation_0000790', 'video_validation_0000208', 'video_validation_0000209', 'video_validation_0000420', 'video_validation_0000364', 'video_validation_0000853', 'video_validation_0000950', 'video_validation_0000937', 'video_validation_0000367', 'video_validation_0000290', 'video_validation_0000210', 'video_validation_0000059', 'video_validation_0000058', 'video_validation_0000057', 'video_validation_0000056', 'video_validation_0000055', 'video_validation_0000054', 'video_validation_0000053', 'video_validation_0000052', 'video_validation_0000051', 'video_validation_0000933', 'video_validation_0000949', 'video_validation_0000948', 'video_validation_0000945', 'video_validation_0000944', 'video_validation_0000947', 'video_validation_0000946', 'video_validation_0000941', 'video_validation_0000940', 'video_validation_0000190', 'video_validation_0000942', 'video_validation_0000261', 'video_validation_0000262', 'video_validation_0000263', 'video_validation_0000264', 'video_validation_0000265', 'video_validation_0000266', 'video_validation_0000267', 'video_validation_0000268', 'video_validation_0000269', 'video_validation_0000989', 'video_validation_0000060', 'video_validation_0000370', 'video_validation_0000938', 'video_validation_0000935', 'video_validation_0000668', 'video_validation_0000669', 'video_validation_0000664', 'video_validation_0000665', 'video_validation_0000932', 'video_validation_0000667', 'video_validation_0000934', 'video_validation_0000661', 'video_validation_0000662', 'video_validation_0000663', 'video_validation_0000181', 'video_validation_0000180', 'video_validation_0000183', 'video_validation_0000182', 'video_validation_0000185', 'video_validation_0000184', 'video_validation_0000187', 'video_validation_0000186', 'video_validation_0000189', 'video_validation_0000188', 'video_validation_0000936', 'video_validation_0000270', 'video_validation_0000854', 'video_validation_0000178', 'video_validation_0000179', 'video_validation_0000174', 'video_validation_0000175', 'video_validation_0000176', 'video_validation_0000177', 'video_validation_0000170', 'video_validation_0000171', 'video_validation_0000172', 'video_validation_0000173', 'video_validation_0000670', 'video_validation_0000419', 'video_validation_0000943', 'video_validation_0000485', 'video_validation_0000369', 'video_validation_0000368', 'video_validation_0000318', 'video_validation_0000319', 'video_validation_0000415', 'video_validation_0000414', 'video_validation_0000413', 'video_validation_0000412', 'video_validation_0000411', 'video_validation_0000311', 'video_validation_0000312', 'video_validation_0000313', 'video_validation_0000314', 'video_validation_0000315', 'video_validation_0000316', 'video_validation_0000317', 'video_validation_0000418', 'video_validation_0000365', 'video_validation_0000482', 'video_validation_0000169', 'video_validation_0000168', 'video_validation_0000167', 'video_validation_0000166', 'video_validation_0000165', 'video_validation_0000164', 'video_validation_0000163', 'video_validation_0000162', 'video_validation_0000161', 'video_validation_0000160', 'video_validation_0000857', 'video_validation_0000856', 'video_validation_0000855', 'video_validation_0000366', 'video_validation_0000488', 'video_validation_0000489', 'video_validation_0000851', 'video_validation_0000484', 'video_validation_0000361', 'video_validation_0000486', 'video_validation_0000487', 'video_validation_0000481', 'video_validation_0000910', 'video_validation_0000483', 'video_validation_0000363', 'video_validation_0000990', 'video_validation_0000939', 'video_validation_0000362', 'video_validation_0000987', 'video_validation_0000859', 'video_validation_0000787', 'video_validation_0000786', 'video_validation_0000785', 'video_validation_0000784', 'video_validation_0000783', 'video_validation_0000782', 'video_validation_0000781', 'video_validation_0000981', 'video_validation_0000983', 'video_validation_0000982', 'video_validation_0000985', 'video_validation_0000984', 'video_validation_0000417', 'video_validation_0000788', 'video_validation_0000152', 'video_validation_0000153', 'video_validation_0000151', 'video_validation_0000156', 'video_validation_0000157', 'video_validation_0000154', 'video_validation_0000155', 'video_validation_0000158', 'video_validation_0000159', 'video_validation_0000901', 'video_validation_0000903', 'video_validation_0000902', 'video_validation_0000905', 'video_validation_0000904', 'video_validation_0000907', 'video_validation_0000906', 'video_validation_0000909', 'video_validation_0000908', 'video_validation_0000490', 'video_validation_0000860', 'video_validation_0000858', 'video_validation_0000988', 'video_validation_0000320', 'video_validation_0000688', 'video_validation_0000689', 'video_validation_0000686', 'video_validation_0000687', 'video_validation_0000684', 'video_validation_0000685', 'video_validation_0000682', 'video_validation_0000683', 'video_validation_0000681', 'video_validation_0000789', 'video_validation_0000986', 'video_validation_0000931', 'video_validation_0000852', 'video_validation_0000666']
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test_session_set:['video_test_0000292', 'video_test_0001078', 'video_test_0000896', 'video_test_0000897', 'video_test_0000950', 'video_test_0001159', 'video_test_0001079', 'video_test_0000807', 'video_test_0000179', 'video_test_0000173', 'video_test_0001072', 'video_test_0001075', 'video_test_0000767', 'video_test_0001076', 'video_test_0000007', 'video_test_0000006', 'video_test_0000556', 'video_test_0001307', 'video_test_0001153', 'video_test_0000718', 'video_test_0000716', 'video_test_0001309', 'video_test_0000714', 'video_test_0000558', 'video_test_0001267', 'video_test_0000367', 'video_test_0001324', 'video_test_0000085', 'video_test_0000887', 'video_test_0001281', 'video_test_0000882', 'video_test_0000671', 'video_test_0000964', 'video_test_0001164', 'video_test_0001114', 'video_test_0000771', 'video_test_0001163', 'video_test_0001118', 'video_test_0001201', 'video_test_0001040', 'video_test_0001207', 'video_test_0000723', 'video_test_0000569', 'video_test_0000672', 'video_test_0000673', 'video_test_0000278', 'video_test_0001162', 'video_test_0000405', 'video_test_0000073', 'video_test_0000560', 'video_test_0001276', 'video_test_0000270', 'video_test_0000273', 'video_test_0000374', 'video_test_0000372', 'video_test_0001168', 'video_test_0000379', 'video_test_0001446', 'video_test_0001447', 'video_test_0001098', 'video_test_0000873', 'video_test_0000039', 'video_test_0000442', 'video_test_0001219', 'video_test_0000762', 'video_test_0000611', 'video_test_0000617', 'video_test_0000615', 'video_test_0001270', 'video_test_0000740', 'video_test_0000293', 'video_test_0000504', 'video_test_0000505', 'video_test_0000665', 'video_test_0000664', 'video_test_0000577', 'video_test_0000814', 'video_test_0001369', 'video_test_0001194', 'video_test_0001195', 'video_test_0001512', 'video_test_0001235', 'video_test_0001459', 'video_test_0000691', 'video_test_0000765', 'video_test_0001452', 'video_test_0000188', 'video_test_0000591', 'video_test_0001268', 'video_test_0000593', 'video_test_0000864', 'video_test_0000601', 'video_test_0001135', 'video_test_0000004', 'video_test_0000903', 'video_test_0000285', 'video_test_0001174', 'video_test_0000046', 'video_test_0000045', 'video_test_0001223', 'video_test_0001358', 'video_test_0001134', 'video_test_0000698', 'video_test_0000461', 'video_test_0001182', 'video_test_0000450', 'video_test_0000602', 'video_test_0001229', 'video_test_0000989', 'video_test_0000357', 'video_test_0001039', 'video_test_0000355', 'video_test_0000353', 'video_test_0001508', 'video_test_0000981', 'video_test_0000242', 'video_test_0000854', 'video_test_0001484', 'video_test_0000635', 'video_test_0001129', 'video_test_0001339', 'video_test_0001483', 'video_test_0001123', 'video_test_0001127', 'video_test_0000689', 'video_test_0000756', 'video_test_0001431', 'video_test_0000129', 'video_test_0001433', 'video_test_0001343', 'video_test_0000324', 'video_test_0001064', 'video_test_0001531', 'video_test_0001532', 'video_test_0000413', 'video_test_0000991', 'video_test_0001255', 'video_test_0000464', 'video_test_0001202', 'video_test_0001080', 'video_test_0001081', 'video_test_0000847', 'video_test_0000028', 'video_test_0000844', 'video_test_0000622', 'video_test_0000026', 'video_test_0001325', 'video_test_0001496', 'video_test_0001495', 'video_test_0000624', 'video_test_0000724', 'video_test_0001409', 'video_test_0000131', 'video_test_0000448', 'video_test_0000444', 'video_test_0000443', 'video_test_0001038', 'video_test_0000238', 'video_test_0001527', 'video_test_0001522', 'video_test_0000051', 'video_test_0001058', 'video_test_0001391', 'video_test_0000429', 'video_test_0000426', 'video_test_0000785', 'video_test_0000786', 'video_test_0001314', 'video_test_0000392', 'video_test_0000423', 'video_test_0001146', 'video_test_0001313', 'video_test_0001008', 'video_test_0001247', 'video_test_0000737', 'video_test_0001319', 'video_test_0000308', 'video_test_0000730', 'video_test_0000058', 'video_test_0000538', 'video_test_0001556', 'video_test_0000113', 'video_test_0000626', 'video_test_0000839', 'video_test_0000220', 'video_test_0001389', 'video_test_0000437', 'video_test_0000940', 'video_test_0000211', 'video_test_0000946', 'video_test_0001558', 'video_test_0000796', 'video_test_0000062', 'video_test_0000793', 'video_test_0000987', 'video_test_0001066', 'video_test_0000412', 'video_test_0000798', 'video_test_0001549', 'video_test_0000011', 'video_test_0001257', 'video_test_0000541', 'video_test_0000701', 'video_test_0000250', 'video_test_0000254', 'video_test_0000549', 'video_test_0001209', 'video_test_0001463', 'video_test_0001460', 'video_test_0000319', 'video_test_0001468', 'video_test_0000846', 'video_test_0001292']
class_index:['Background', 'BaseballPitch', 'BasketballDunk', 'Billiards', 'CleanAndJerk', 'CliffDiving', 'CricketBowling', 'CricketShot', 'Diving', 'FrisbeeCatch', 'GolfSwing', 'HammerThrow', 'HighJump', 'JavelinThrow', 'LongJump', 'PoleVault', 'Shotput', 'SoccerPenalty', 'TennisSwing', 'ThrowDiscus', 'VolleyballSpiking', 'Ambiguous']
distributed:False
position encoding : recycling_fixed
Sequential(
10.511 M, 99.942% Params, 0.011 GMac, 100.000% MACs,
(0): Linear(4.195 M, 39.889% Params, 0.004 GMac, 39.402% MACs, in_features=4096, out_features=1024, bias=True, channel_dim=1)
(1): RecyclingPositionalEncoding(
0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs,
(pe): CyclicPositionalEncoding(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, )
)
(2): Dropout(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, p=0.1, inplace=False)
(3): Sequential(
6.294 M, 59.838% Params, 0.006 GMac, 60.386% MACs,
(0): BroadcastReduce(
4.194 M, 39.879% Params, 0.004 GMac, 40.652% 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, 39.879% Params, 0.004 GMac, 40.652% 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, 19.959% Params, 0.002 GMac, 19.735% MACs, reduce=reduce_sum
(0): Delay(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 0)
(1): Sequential(
2.099 M, 19.959% Params, 0.002 GMac, 19.735% MACs,
(0): Linear(1.05 M, 9.980% Params, 0.001 GMac, 9.858% MACs, in_features=1024, out_features=1024, bias=True, channel_dim=1)
(1): GELU(0.0 M, 0.000% Params, 0.0 GMac, 0.019% 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, 9.980% Params, 0.001 GMac, 9.858% 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, 0.214% Params, 0.0 GMac, 0.212% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 10647574.0
Model params: 10517526
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 42120 KB | 42660 KB | 78104 KB | 35983 KB |
|---------------------------------------------------------------------------|
| Active memory | 42120 KB | 42660 KB | 78104 KB | 35983 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 59392 KB | 59392 KB | 59392 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 17271 KB | 17271 KB | 70795 KB | 53524 KB |
|---------------------------------------------------------------------------|
| Allocations | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| Active allocs | 20 | 30 | 960 | 940 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 4 | 4 | 4 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 2 | 5 | 314 | 312 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 43131392 43684352 43131392
Loaded data/thumos_kin_val.pickle
Loaded data/thumos_kin_test.pickle
Start training
Epoch: [1] [ 0/1406] eta: 1:08:04 lr: 0.000100 loss: 3.5150 (3.5150) labels_encoder: 3.5150 (3.5150) labels_encoder_unscaled: 3.5150 (3.5150) time: 2.9052 data: 2.7735 max mem: 484
Epoch: [1] [ 50/1406] eta: 0:02:53 lr: 0.000100 loss: 0.5450 (0.8178) labels_encoder: 0.5450 (0.8178) labels_encoder_unscaled: 0.5450 (0.8178) time: 0.0740 data: 0.0418 max mem: 594
Epoch: [1] [ 100/1406] eta: 0:02:11 lr: 0.000100 loss: 0.4383 (0.6519) labels_encoder: 0.4383 (0.6519) labels_encoder_unscaled: 0.4383 (0.6519) time: 0.0792 data: 0.0481 max mem: 594
Epoch: [1] [ 150/1406] eta: 0:01:51 lr: 0.000100 loss: 0.4658 (0.5746) labels_encoder: 0.4658 (0.5746) labels_encoder_unscaled: 0.4658 (0.5746) time: 0.0661 data: 0.0372 max mem: 594
Epoch: [1] [ 200/1406] eta: 0:01:40 lr: 0.000100 loss: 0.4310 (0.5323) labels_encoder: 0.4310 (0.5323) labels_encoder_unscaled: 0.4310 (0.5323) time: 0.0653 data: 0.0367 max mem: 594
Epoch: [1] [ 250/1406] eta: 0:01:32 lr: 0.000100 loss: 0.3723 (0.5027) labels_encoder: 0.3723 (0.5027) labels_encoder_unscaled: 0.3723 (0.5027) time: 0.0689 data: 0.0408 max mem: 594
Epoch: [1] [ 300/1406] eta: 0:01:26 lr: 0.000100 loss: 0.3354 (0.4763) labels_encoder: 0.3354 (0.4763) labels_encoder_unscaled: 0.3354 (0.4763) time: 0.0669 data: 0.0383 max mem: 594
Epoch: [1] [ 350/1406] eta: 0:01:20 lr: 0.000100 loss: 0.3206 (0.4563) labels_encoder: 0.3206 (0.4563) labels_encoder_unscaled: 0.3206 (0.4563) time: 0.0682 data: 0.0376 max mem: 594
Epoch: [1] [ 400/1406] eta: 0:01:16 lr: 0.000100 loss: 0.3075 (0.4410) labels_encoder: 0.3075 (0.4410) labels_encoder_unscaled: 0.3075 (0.4410) time: 0.0707 data: 0.0412 max mem: 594
Epoch: [1] [ 450/1406] eta: 0:01:11 lr: 0.000100 loss: 0.3428 (0.4288) labels_encoder: 0.3428 (0.4288) labels_encoder_unscaled: 0.3428 (0.4288) time: 0.0689 data: 0.0404 max mem: 594
Epoch: [1] [ 500/1406] eta: 0:01:07 lr: 0.000100 loss: 0.2696 (0.4170) labels_encoder: 0.2696 (0.4170) labels_encoder_unscaled: 0.2696 (0.4170) time: 0.0706 data: 0.0425 max mem: 594
Epoch: [1] [ 550/1406] eta: 0:01:03 lr: 0.000100 loss: 0.3050 (0.4078) labels_encoder: 0.3050 (0.4078) labels_encoder_unscaled: 0.3050 (0.4078) time: 0.0685 data: 0.0407 max mem: 594
Epoch: [1] [ 600/1406] eta: 0:00:59 lr: 0.000100 loss: 0.2379 (0.3972) labels_encoder: 0.2379 (0.3972) labels_encoder_unscaled: 0.2379 (0.3972) time: 0.0671 data: 0.0392 max mem: 594
Epoch: [1] [ 650/1406] eta: 0:00:55 lr: 0.000100 loss: 0.3008 (0.3881) labels_encoder: 0.3008 (0.3881) labels_encoder_unscaled: 0.3008 (0.3881) time: 0.0720 data: 0.0424 max mem: 594
Epoch: [1] [ 700/1406] eta: 0:00:51 lr: 0.000100 loss: 0.2596 (0.3799) labels_encoder: 0.2596 (0.3799) labels_encoder_unscaled: 0.2596 (0.3799) time: 0.0727 data: 0.0451 max mem: 594
Epoch: [1] [ 750/1406] eta: 0:00:47 lr: 0.000100 loss: 0.2507 (0.3720) labels_encoder: 0.2507 (0.3720) labels_encoder_unscaled: 0.2507 (0.3720) time: 0.0677 data: 0.0394 max mem: 594
Epoch: [1] [ 800/1406] eta: 0:00:44 lr: 0.000100 loss: 0.2828 (0.3665) labels_encoder: 0.2828 (0.3665) labels_encoder_unscaled: 0.2828 (0.3665) time: 0.0721 data: 0.0444 max mem: 594
Epoch: [1] [ 850/1406] eta: 0:00:40 lr: 0.000100 loss: 0.2430 (0.3606) labels_encoder: 0.2430 (0.3606) labels_encoder_unscaled: 0.2430 (0.3606) time: 0.0679 data: 0.0396 max mem: 594
Epoch: [1] [ 900/1406] eta: 0:00:36 lr: 0.000100 loss: 0.2463 (0.3550) labels_encoder: 0.2463 (0.3550) labels_encoder_unscaled: 0.2463 (0.3550) time: 0.0682 data: 0.0404 max mem: 594
Epoch: [1] [ 950/1406] eta: 0:00:32 lr: 0.000100 loss: 0.2569 (0.3495) labels_encoder: 0.2569 (0.3495) labels_encoder_unscaled: 0.2569 (0.3495) time: 0.0670 data: 0.0392 max mem: 594
Epoch: [1] [1000/1406] eta: 0:00:29 lr: 0.000100 loss: 0.2457 (0.3449) labels_encoder: 0.2457 (0.3449) labels_encoder_unscaled: 0.2457 (0.3449) time: 0.0646 data: 0.0363 max mem: 594
Epoch: [1] [1050/1406] eta: 0:00:25 lr: 0.000100 loss: 0.2692 (0.3398) labels_encoder: 0.2692 (0.3398) labels_encoder_unscaled: 0.2692 (0.3398) time: 0.0689 data: 0.0407 max mem: 594
Epoch: [1] [1100/1406] eta: 0:00:21 lr: 0.000100 loss: 0.2434 (0.3355) labels_encoder: 0.2434 (0.3355) labels_encoder_unscaled: 0.2434 (0.3355) time: 0.0666 data: 0.0359 max mem: 594
Epoch: [1] [1150/1406] eta: 0:00:18 lr: 0.000100 loss: 0.2108 (0.3317) labels_encoder: 0.2108 (0.3317) labels_encoder_unscaled: 0.2108 (0.3317) time: 0.0662 data: 0.0378 max mem: 594
Epoch: [1] [1200/1406] eta: 0:00:14 lr: 0.000100 loss: 0.2492 (0.3283) labels_encoder: 0.2492 (0.3283) labels_encoder_unscaled: 0.2492 (0.3283) time: 0.0676 data: 0.0388 max mem: 594
Epoch: [1] [1250/1406] eta: 0:00:11 lr: 0.000100 loss: 0.2402 (0.3244) labels_encoder: 0.2402 (0.3244) labels_encoder_unscaled: 0.2402 (0.3244) time: 0.0687 data: 0.0401 max mem: 594
Epoch: [1] [1300/1406] eta: 0:00:07 lr: 0.000100 loss: 0.2390 (0.3211) labels_encoder: 0.2390 (0.3211) labels_encoder_unscaled: 0.2390 (0.3211) time: 0.0645 data: 0.0366 max mem: 594
Epoch: [1] [1350/1406] eta: 0:00:03 lr: 0.000100 loss: 0.2006 (0.3174) labels_encoder: 0.2006 (0.3174) labels_encoder_unscaled: 0.2006 (0.3174) time: 0.0651 data: 0.0371 max mem: 594
Epoch: [1] [1400/1406] eta: 0:00:00 lr: 0.000100 loss: 0.2187 (0.3142) labels_encoder: 0.2187 (0.3142) labels_encoder_unscaled: 0.2187 (0.3142) time: 0.0697 data: 0.0413 max mem: 594
Epoch: [1] [1405/1406] eta: 0:00:00 lr: 0.000100 loss: 0.2187 (0.3139) labels_encoder: 0.2187 (0.3139) labels_encoder_unscaled: 0.2187 (0.3139) time: 0.0703 data: 0.0416 max mem: 594
Epoch: [1] Total time: 0:01:39 (0.0710 s / it)
Averaged stats: lr: 0.000100 loss: 0.2187 (0.3139) labels_encoder: 0.2187 (0.3139) labels_encoder_unscaled: 0.2187 (0.3139)
Test: [ 0/1613] eta: 0:45:53 loss: 0.2316 (0.2316) labels_encoder: 0.2316 (0.2316) labels_encoder_unscaled: 0.2316 (0.2316) time: 1.7068 data: 1.6789 max mem: 594
Test: [ 50/1613] eta: 0:02:53 loss: 0.2513 (0.5174) labels_encoder: 0.2513 (0.5174) labels_encoder_unscaled: 0.2513 (0.5174) time: 0.0689 data: 0.0524 max mem: 594
Test: [ 100/1613] eta: 0:02:16 loss: 0.2633 (0.4681) labels_encoder: 0.2633 (0.4681) labels_encoder_unscaled: 0.2633 (0.4681) time: 0.0688 data: 0.0516 max mem: 594
Test: [ 150/1613] eta: 0:01:58 loss: 0.6493 (0.4514) labels_encoder: 0.6493 (0.4514) labels_encoder_unscaled: 0.6493 (0.4514) time: 0.0609 data: 0.0448 max mem: 594
Test: [ 200/1613] eta: 0:01:48 loss: 0.5066 (0.4965) labels_encoder: 0.5066 (0.4965) labels_encoder_unscaled: 0.5066 (0.4965) time: 0.0647 data: 0.0478 max mem: 594
Test: [ 250/1613] eta: 0:01:42 loss: 0.5958 (0.5158) labels_encoder: 0.5958 (0.5158) labels_encoder_unscaled: 0.5958 (0.5158) time: 0.0646 data: 0.0482 max mem: 594
Test: [ 300/1613] eta: 0:01:37 loss: 0.3183 (0.5208) labels_encoder: 0.3183 (0.5208) labels_encoder_unscaled: 0.3183 (0.5208) time: 0.0738 data: 0.0557 max mem: 594
Test: [ 350/1613] eta: 0:01:33 loss: 0.4260 (0.5274) labels_encoder: 0.4260 (0.5274) labels_encoder_unscaled: 0.4260 (0.5274) time: 0.0687 data: 0.0515 max mem: 594
Test: [ 400/1613] eta: 0:01:28 loss: 0.3825 (0.5692) labels_encoder: 0.3825 (0.5692) labels_encoder_unscaled: 0.3825 (0.5692) time: 0.0640 data: 0.0478 max mem: 594
Test: [ 450/1613] eta: 0:01:24 loss: 0.5718 (0.6164) labels_encoder: 0.5718 (0.6164) labels_encoder_unscaled: 0.5718 (0.6164) time: 0.0761 data: 0.0588 max mem: 594
Test: [ 500/1613] eta: 0:01:20 loss: 0.1394 (0.5818) labels_encoder: 0.1394 (0.5818) labels_encoder_unscaled: 0.1394 (0.5818) time: 0.0708 data: 0.0529 max mem: 594
Test: [ 550/1613] eta: 0:01:17 loss: 0.4624 (0.5988) labels_encoder: 0.4624 (0.5988) labels_encoder_unscaled: 0.4624 (0.5988) time: 0.0724 data: 0.0553 max mem: 594
Test: [ 600/1613] eta: 0:01:13 loss: 0.3227 (0.7164) labels_encoder: 0.3227 (0.7164) labels_encoder_unscaled: 0.3227 (0.7164) time: 0.0697 data: 0.0535 max mem: 594
Test: [ 650/1613] eta: 0:01:09 loss: 0.4901 (0.7102) labels_encoder: 0.4901 (0.7102) labels_encoder_unscaled: 0.4901 (0.7102) time: 0.0715 data: 0.0544 max mem: 594
Test: [ 700/1613] eta: 0:01:06 loss: 0.3449 (0.6907) labels_encoder: 0.3449 (0.6907) labels_encoder_unscaled: 0.3449 (0.6907) time: 0.0718 data: 0.0495 max mem: 594
Test: [ 750/1613] eta: 0:01:02 loss: 0.2129 (0.6665) labels_encoder: 0.2129 (0.6665) labels_encoder_unscaled: 0.2129 (0.6665) time: 0.0652 data: 0.0485 max mem: 594
Test: [ 800/1613] eta: 0:00:58 loss: 0.2808 (0.6499) labels_encoder: 0.2808 (0.6499) labels_encoder_unscaled: 0.2808 (0.6499) time: 0.0625 data: 0.0469 max mem: 594
Test: [ 850/1613] eta: 0:00:54 loss: 0.5734 (0.6459) labels_encoder: 0.5734 (0.6459) labels_encoder_unscaled: 0.5734 (0.6459) time: 0.0720 data: 0.0563 max mem: 594
Test: [ 900/1613] eta: 0:00:51 loss: 0.3322 (0.6304) labels_encoder: 0.3322 (0.6304) labels_encoder_unscaled: 0.3322 (0.6304) time: 0.0709 data: 0.0523 max mem: 594
Test: [ 950/1613] eta: 0:00:47 loss: 0.4747 (0.6148) labels_encoder: 0.4747 (0.6148) labels_encoder_unscaled: 0.4747 (0.6148) time: 0.0725 data: 0.0542 max mem: 594
Test: [1000/1613] eta: 0:00:44 loss: 0.3152 (0.6046) labels_encoder: 0.3152 (0.6046) labels_encoder_unscaled: 0.3152 (0.6046) time: 0.0705 data: 0.0529 max mem: 594
Test: [1050/1613] eta: 0:00:40 loss: 0.6555 (0.6025) labels_encoder: 0.6555 (0.6025) labels_encoder_unscaled: 0.6555 (0.6025) time: 0.0659 data: 0.0483 max mem: 594
Test: [1100/1613] eta: 0:00:37 loss: 0.3142 (0.6024) labels_encoder: 0.3142 (0.6024) labels_encoder_unscaled: 0.3142 (0.6024) time: 0.0773 data: 0.0607 max mem: 594
Test: [1150/1613] eta: 0:00:33 loss: 0.4877 (0.6033) labels_encoder: 0.4877 (0.6033) labels_encoder_unscaled: 0.4877 (0.6033) time: 0.0732 data: 0.0558 max mem: 594
Test: [1200/1613] eta: 0:00:29 loss: 0.3602 (0.6061) labels_encoder: 0.3602 (0.6061) labels_encoder_unscaled: 0.3602 (0.6061) time: 0.0760 data: 0.0586 max mem: 594
Test: [1250/1613] eta: 0:00:26 loss: 0.2428 (0.6025) labels_encoder: 0.2428 (0.6025) labels_encoder_unscaled: 0.2428 (0.6025) time: 0.0731 data: 0.0570 max mem: 594
Test: [1300/1613] eta: 0:00:22 loss: 0.3470 (0.5982) labels_encoder: 0.3470 (0.5982) labels_encoder_unscaled: 0.3470 (0.5982) time: 0.0710 data: 0.0532 max mem: 594
Test: [1350/1613] eta: 0:00:19 loss: 0.8935 (0.6069) labels_encoder: 0.8935 (0.6069) labels_encoder_unscaled: 0.8935 (0.6069) time: 0.0793 data: 0.0615 max mem: 594
Test: [1400/1613] eta: 0:00:15 loss: 0.7243 (0.6077) labels_encoder: 0.7243 (0.6077) labels_encoder_unscaled: 0.7243 (0.6077) time: 0.0709 data: 0.0508 max mem: 594
Test: [1450/1613] eta: 0:00:11 loss: 0.2590 (0.6247) labels_encoder: 0.2590 (0.6247) labels_encoder_unscaled: 0.2590 (0.6247) time: 0.0794 data: 0.0614 max mem: 594
Test: [1500/1613] eta: 0:00:08 loss: 0.4698 (0.6223) labels_encoder: 0.4698 (0.6223) labels_encoder_unscaled: 0.4698 (0.6223) time: 0.0767 data: 0.0573 max mem: 594
Test: [1550/1613] eta: 0:00:04 loss: 0.5780 (0.6182) labels_encoder: 0.5780 (0.6182) labels_encoder_unscaled: 0.5780 (0.6182) time: 0.0771 data: 0.0590 max mem: 594
Test: [1600/1613] eta: 0:00:00 loss: 0.5684 (0.6159) labels_encoder: 0.5684 (0.6159) labels_encoder_unscaled: 0.5684 (0.6159) time: 0.0730 data: 0.0555 max mem: 594
Test: [1612/1613] eta: 0:00:00 loss: 0.3992 (0.6168) labels_encoder: 0.3992 (0.6168) labels_encoder_unscaled: 0.3992 (0.6168) time: 0.0684 data: 0.0501 max mem: 594
Test: Total time: 0:01:58 (0.0733 s / it)
Averaged stats: loss: 0.3992 (0.6168) labels_encoder: 0.3992 (0.6168) labels_encoder_unscaled: 0.3992 (0.6168)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-kin] mAP: 0.6383, mcAP: 0.9823
BaseballPitch: 0.4832
BasketballDunk: 0.8080
Billiards: 0.2404
CleanAndJerk: 0.6937
CliffDiving: 0.8771
CricketBowling: 0.4319
CricketShot: 0.2411
Diving: 0.8224
FrisbeeCatch: 0.5009
GolfSwing: 0.7304
HammerThrow: 0.8623
HighJump: 0.7435
JavelinThrow: 0.7731
LongJump: 0.8150
PoleVault: 0.8738
Shotput: 0.7153
SoccerPenalty: 0.4778
TennisSwing: 0.6236
ThrowDiscus: 0.6489
VolleyballSpiking: 0.4027
Epoch: [2] [ 0/1406] eta: 0:50:46 lr: 0.000010 loss: 0.1958 (0.1958) labels_encoder: 0.1958 (0.1958) labels_encoder_unscaled: 0.1958 (0.1958) time: 2.1665 data: 2.1341 max mem: 594
Epoch: [2] [ 50/1406] eta: 0:02:41 lr: 0.000010 loss: 0.1841 (0.1900) labels_encoder: 0.1841 (0.1900) labels_encoder_unscaled: 0.1841 (0.1900) time: 0.0667 data: 0.0298 max mem: 594
Epoch: [2] [ 100/1406] eta: 0:02:05 lr: 0.000010 loss: 0.1764 (0.1916) labels_encoder: 0.1764 (0.1916) labels_encoder_unscaled: 0.1764 (0.1916) time: 0.0760 data: 0.0463 max mem: 594
Epoch: [2] [ 150/1406] eta: 0:01:51 lr: 0.000010 loss: 0.1697 (0.1870) labels_encoder: 0.1697 (0.1870) labels_encoder_unscaled: 0.1697 (0.1870) time: 0.0758 data: 0.0469 max mem: 594
Epoch: [2] [ 200/1406] eta: 0:01:42 lr: 0.000010 loss: 0.1793 (0.1857) labels_encoder: 0.1793 (0.1857) labels_encoder_unscaled: 0.1793 (0.1857) time: 0.0740 data: 0.0451 max mem: 594
Epoch: [2] [ 250/1406] eta: 0:01:35 lr: 0.000010 loss: 0.1541 (0.1834) labels_encoder: 0.1541 (0.1834) labels_encoder_unscaled: 0.1541 (0.1834) time: 0.0752 data: 0.0456 max mem: 594
Epoch: [2] [ 300/1406] eta: 0:01:29 lr: 0.000010 loss: 0.1629 (0.1829) labels_encoder: 0.1629 (0.1829) labels_encoder_unscaled: 0.1629 (0.1829) time: 0.0703 data: 0.0361 max mem: 594
Epoch: [2] [ 350/1406] eta: 0:01:23 lr: 0.000010 loss: 0.1706 (0.1806) labels_encoder: 0.1706 (0.1806) labels_encoder_unscaled: 0.1706 (0.1806) time: 0.0730 data: 0.0398 max mem: 594
Epoch: [2] [ 400/1406] eta: 0:01:19 lr: 0.000010 loss: 0.1627 (0.1784) labels_encoder: 0.1627 (0.1784) labels_encoder_unscaled: 0.1627 (0.1784) time: 0.0712 data: 0.0371 max mem: 594
Epoch: [2] [ 450/1406] eta: 0:01:14 lr: 0.000010 loss: 0.1523 (0.1773) labels_encoder: 0.1523 (0.1773) labels_encoder_unscaled: 0.1523 (0.1773) time: 0.0735 data: 0.0463 max mem: 594
Epoch: [2] [ 500/1406] eta: 0:01:10 lr: 0.000010 loss: 0.1469 (0.1755) labels_encoder: 0.1469 (0.1755) labels_encoder_unscaled: 0.1469 (0.1755) time: 0.0763 data: 0.0443 max mem: 594
Epoch: [2] [ 550/1406] eta: 0:01:06 lr: 0.000010 loss: 0.1816 (0.1751) labels_encoder: 0.1816 (0.1751) labels_encoder_unscaled: 0.1816 (0.1751) time: 0.0678 data: 0.0369 max mem: 594
Epoch: [2] [ 600/1406] eta: 0:01:02 lr: 0.000010 loss: 0.1550 (0.1745) labels_encoder: 0.1550 (0.1745) labels_encoder_unscaled: 0.1550 (0.1745) time: 0.0662 data: 0.0351 max mem: 594
Epoch: [2] [ 650/1406] eta: 0:00:57 lr: 0.000010 loss: 0.1802 (0.1740) labels_encoder: 0.1802 (0.1740) labels_encoder_unscaled: 0.1802 (0.1740) time: 0.0728 data: 0.0407 max mem: 594
Epoch: [2] [ 700/1406] eta: 0:00:53 lr: 0.000010 loss: 0.1475 (0.1735) labels_encoder: 0.1475 (0.1735) labels_encoder_unscaled: 0.1475 (0.1735) time: 0.0705 data: 0.0345 max mem: 594
Epoch: [2] [ 750/1406] eta: 0:00:50 lr: 0.000010 loss: 0.1754 (0.1735) labels_encoder: 0.1754 (0.1735) labels_encoder_unscaled: 0.1754 (0.1735) time: 0.0717 data: 0.0409 max mem: 594
Epoch: [2] [ 800/1406] eta: 0:00:46 lr: 0.000010 loss: 0.1611 (0.1735) labels_encoder: 0.1611 (0.1735) labels_encoder_unscaled: 0.1611 (0.1735) time: 0.0717 data: 0.0436 max mem: 594
Epoch: [2] [ 850/1406] eta: 0:00:42 lr: 0.000010 loss: 0.1591 (0.1732) labels_encoder: 0.1591 (0.1732) labels_encoder_unscaled: 0.1591 (0.1732) time: 0.0709 data: 0.0439 max mem: 594
Epoch: [2] [ 900/1406] eta: 0:00:38 lr: 0.000010 loss: 0.1680 (0.1729) labels_encoder: 0.1680 (0.1729) labels_encoder_unscaled: 0.1680 (0.1729) time: 0.0728 data: 0.0428 max mem: 594
Epoch: [2] [ 950/1406] eta: 0:00:34 lr: 0.000010 loss: 0.1615 (0.1727) labels_encoder: 0.1615 (0.1727) labels_encoder_unscaled: 0.1615 (0.1727) time: 0.0665 data: 0.0385 max mem: 594
Epoch: [2] [1000/1406] eta: 0:00:30 lr: 0.000010 loss: 0.1648 (0.1721) labels_encoder: 0.1648 (0.1721) labels_encoder_unscaled: 0.1648 (0.1721) time: 0.0716 data: 0.0440 max mem: 594
Epoch: [2] [1050/1406] eta: 0:00:26 lr: 0.000010 loss: 0.1385 (0.1709) labels_encoder: 0.1385 (0.1709) labels_encoder_unscaled: 0.1385 (0.1709) time: 0.0664 data: 0.0386 max mem: 594
Epoch: [2] [1100/1406] eta: 0:00:22 lr: 0.000010 loss: 0.1617 (0.1703) labels_encoder: 0.1617 (0.1703) labels_encoder_unscaled: 0.1617 (0.1703) time: 0.0744 data: 0.0461 max mem: 594
Epoch: [2] [1150/1406] eta: 0:00:19 lr: 0.000010 loss: 0.1612 (0.1698) labels_encoder: 0.1612 (0.1698) labels_encoder_unscaled: 0.1612 (0.1698) time: 0.0714 data: 0.0425 max mem: 594
Epoch: [2] [1200/1406] eta: 0:00:15 lr: 0.000010 loss: 0.1521 (0.1693) labels_encoder: 0.1521 (0.1693) labels_encoder_unscaled: 0.1521 (0.1693) time: 0.0742 data: 0.0449 max mem: 594
Epoch: [2] [1250/1406] eta: 0:00:11 lr: 0.000010 loss: 0.1557 (0.1688) labels_encoder: 0.1557 (0.1688) labels_encoder_unscaled: 0.1557 (0.1688) time: 0.0723 data: 0.0453 max mem: 594
Epoch: [2] [1300/1406] eta: 0:00:07 lr: 0.000010 loss: 0.1465 (0.1682) labels_encoder: 0.1465 (0.1682) labels_encoder_unscaled: 0.1465 (0.1682) time: 0.0680 data: 0.0404 max mem: 594
Epoch: [2] [1350/1406] eta: 0:00:04 lr: 0.000010 loss: 0.1610 (0.1677) labels_encoder: 0.1610 (0.1677) labels_encoder_unscaled: 0.1610 (0.1677) time: 0.0702 data: 0.0435 max mem: 594
Epoch: [2] [1400/1406] eta: 0:00:00 lr: 0.000010 loss: 0.1508 (0.1672) labels_encoder: 0.1508 (0.1672) labels_encoder_unscaled: 0.1508 (0.1672) time: 0.0676 data: 0.0396 max mem: 594
Epoch: [2] [1405/1406] eta: 0:00:00 lr: 0.000010 loss: 0.1438 (0.1671) labels_encoder: 0.1438 (0.1671) labels_encoder_unscaled: 0.1438 (0.1671) time: 0.0696 data: 0.0414 max mem: 594
Epoch: [2] Total time: 0:01:43 (0.0739 s / it)
Averaged stats: lr: 0.000010 loss: 0.1438 (0.1671) labels_encoder: 0.1438 (0.1671) labels_encoder_unscaled: 0.1438 (0.1671)
Test: [ 0/1613] eta: 0:58:29 loss: 0.1657 (0.1657) labels_encoder: 0.1657 (0.1657) labels_encoder_unscaled: 0.1657 (0.1657) time: 2.1759 data: 2.1569 max mem: 594
Test: [ 50/1613] eta: 0:02:58 loss: 0.3323 (0.4868) labels_encoder: 0.3323 (0.4868) labels_encoder_unscaled: 0.3323 (0.4868) time: 0.0686 data: 0.0488 max mem: 594
Test: [ 100/1613] eta: 0:02:22 loss: 0.1544 (0.4377) labels_encoder: 0.1544 (0.4377) labels_encoder_unscaled: 0.1544 (0.4377) time: 0.0686 data: 0.0521 max mem: 594
Test: [ 150/1613] eta: 0:02:05 loss: 0.3546 (0.4219) labels_encoder: 0.3546 (0.4219) labels_encoder_unscaled: 0.3546 (0.4219) time: 0.0683 data: 0.0503 max mem: 594
Test: [ 200/1613] eta: 0:01:56 loss: 0.5846 (0.4592) labels_encoder: 0.5846 (0.4592) labels_encoder_unscaled: 0.5846 (0.4592) time: 0.0697 data: 0.0535 max mem: 594
Test: [ 250/1613] eta: 0:01:48 loss: 0.4112 (0.5013) labels_encoder: 0.4112 (0.5013) labels_encoder_unscaled: 0.4112 (0.5013) time: 0.0737 data: 0.0553 max mem: 594
Test: [ 300/1613] eta: 0:01:42 loss: 0.7181 (0.5205) labels_encoder: 0.7181 (0.5205) labels_encoder_unscaled: 0.7181 (0.5205) time: 0.0676 data: 0.0503 max mem: 594
Test: [ 350/1613] eta: 0:01:36 loss: 0.9053 (0.5563) labels_encoder: 0.9053 (0.5563) labels_encoder_unscaled: 0.9053 (0.5563) time: 0.0680 data: 0.0514 max mem: 594
Test: [ 400/1613] eta: 0:01:31 loss: 0.2876 (0.6086) labels_encoder: 0.2876 (0.6086) labels_encoder_unscaled: 0.2876 (0.6086) time: 0.0686 data: 0.0528 max mem: 594
Test: [ 450/1613] eta: 0:01:27 loss: 0.6018 (0.6685) labels_encoder: 0.6018 (0.6685) labels_encoder_unscaled: 0.6018 (0.6685) time: 0.0687 data: 0.0524 max mem: 594
Test: [ 500/1613] eta: 0:01:22 loss: 0.1390 (0.6313) labels_encoder: 0.1390 (0.6313) labels_encoder_unscaled: 0.1390 (0.6313) time: 0.0669 data: 0.0499 max mem: 594
Test: [ 550/1613] eta: 0:01:18 loss: 0.3147 (0.6153) labels_encoder: 0.3147 (0.6153) labels_encoder_unscaled: 0.3147 (0.6153) time: 0.0679 data: 0.0513 max mem: 594
Test: [ 600/1613] eta: 0:01:15 loss: 0.2998 (0.6626) labels_encoder: 0.2998 (0.6626) labels_encoder_unscaled: 0.2998 (0.6626) time: 0.0833 data: 0.0664 max mem: 594
Test: [ 650/1613] eta: 0:01:10 loss: 0.7321 (0.6596) labels_encoder: 0.7321 (0.6596) labels_encoder_unscaled: 0.7321 (0.6596) time: 0.0669 data: 0.0496 max mem: 594
Test: [ 700/1613] eta: 0:01:06 loss: 0.3721 (0.6420) labels_encoder: 0.3721 (0.6420) labels_encoder_unscaled: 0.3721 (0.6420) time: 0.0752 data: 0.0568 max mem: 594
Test: [ 750/1613] eta: 0:01:03 loss: 0.4720 (0.6310) labels_encoder: 0.4720 (0.6310) labels_encoder_unscaled: 0.4720 (0.6310) time: 0.0687 data: 0.0524 max mem: 594
Test: [ 800/1613] eta: 0:00:59 loss: 0.2592 (0.6207) labels_encoder: 0.2592 (0.6207) labels_encoder_unscaled: 0.2592 (0.6207) time: 0.0656 data: 0.0485 max mem: 594
Test: [ 850/1613] eta: 0:00:55 loss: 0.6028 (0.6199) labels_encoder: 0.6028 (0.6199) labels_encoder_unscaled: 0.6028 (0.6199) time: 0.0748 data: 0.0583 max mem: 594
Test: [ 900/1613] eta: 0:00:51 loss: 0.3799 (0.6065) labels_encoder: 0.3799 (0.6065) labels_encoder_unscaled: 0.3799 (0.6065) time: 0.0707 data: 0.0522 max mem: 594
Test: [ 950/1613] eta: 0:00:47 loss: 0.5967 (0.6031) labels_encoder: 0.5967 (0.6031) labels_encoder_unscaled: 0.5967 (0.6031) time: 0.0661 data: 0.0493 max mem: 594
Test: [1000/1613] eta: 0:00:44 loss: 0.3687 (0.5972) labels_encoder: 0.3687 (0.5972) labels_encoder_unscaled: 0.3687 (0.5972) time: 0.0722 data: 0.0546 max mem: 594
Test: [1050/1613] eta: 0:00:40 loss: 0.6793 (0.6048) labels_encoder: 0.6793 (0.6048) labels_encoder_unscaled: 0.6793 (0.6048) time: 0.0746 data: 0.0557 max mem: 594
Test: [1100/1613] eta: 0:00:37 loss: 0.4853 (0.6011) labels_encoder: 0.4853 (0.6011) labels_encoder_unscaled: 0.4853 (0.6011) time: 0.0721 data: 0.0553 max mem: 594
Test: [1150/1613] eta: 0:00:33 loss: 0.4439 (0.5948) labels_encoder: 0.4439 (0.5948) labels_encoder_unscaled: 0.4439 (0.5948) time: 0.0676 data: 0.0498 max mem: 594
Test: [1200/1613] eta: 0:00:29 loss: 0.3336 (0.5984) labels_encoder: 0.3336 (0.5984) labels_encoder_unscaled: 0.3336 (0.5984) time: 0.0686 data: 0.0519 max mem: 594
Test: [1250/1613] eta: 0:00:26 loss: 0.3225 (0.6004) labels_encoder: 0.3225 (0.6004) labels_encoder_unscaled: 0.3225 (0.6004) time: 0.0721 data: 0.0552 max mem: 594
Test: [1300/1613] eta: 0:00:22 loss: 0.2475 (0.5984) labels_encoder: 0.2475 (0.5984) labels_encoder_unscaled: 0.2475 (0.5984) time: 0.0697 data: 0.0521 max mem: 594
Test: [1350/1613] eta: 0:00:18 loss: 0.7926 (0.6012) labels_encoder: 0.7926 (0.6012) labels_encoder_unscaled: 0.7926 (0.6012) time: 0.0650 data: 0.0479 max mem: 594
Test: [1400/1613] eta: 0:00:15 loss: 0.5714 (0.6083) labels_encoder: 0.5714 (0.6083) labels_encoder_unscaled: 0.5714 (0.6083) time: 0.0663 data: 0.0491 max mem: 594
Test: [1450/1613] eta: 0:00:11 loss: 0.3592 (0.6113) labels_encoder: 0.3592 (0.6113) labels_encoder_unscaled: 0.3592 (0.6113) time: 0.0788 data: 0.0602 max mem: 594
Test: [1500/1613] eta: 0:00:08 loss: 0.3595 (0.6154) labels_encoder: 0.3595 (0.6154) labels_encoder_unscaled: 0.3595 (0.6154) time: 0.0692 data: 0.0525 max mem: 594
Test: [1550/1613] eta: 0:00:04 loss: 0.5664 (0.6139) labels_encoder: 0.5664 (0.6139) labels_encoder_unscaled: 0.5664 (0.6139) time: 0.0671 data: 0.0503 max mem: 594
Test: [1600/1613] eta: 0:00:00 loss: 0.4595 (0.6106) labels_encoder: 0.4595 (0.6106) labels_encoder_unscaled: 0.4595 (0.6106) time: 0.0718 data: 0.0554 max mem: 594
Test: [1612/1613] eta: 0:00:00 loss: 0.2727 (0.6093) labels_encoder: 0.2727 (0.6093) labels_encoder_unscaled: 0.2727 (0.6093) time: 0.0650 data: 0.0482 max mem: 594
Test: Total time: 0:01:55 (0.0718 s / it)
Averaged stats: loss: 0.2727 (0.6093) labels_encoder: 0.2727 (0.6093) labels_encoder_unscaled: 0.2727 (0.6093)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-kin] mAP: 0.6437, mcAP: 0.9826
BaseballPitch: 0.4809
BasketballDunk: 0.8116
Billiards: 0.2566
CleanAndJerk: 0.7109
CliffDiving: 0.8764
CricketBowling: 0.4534
CricketShot: 0.2264
Diving: 0.8528
FrisbeeCatch: 0.4929
GolfSwing: 0.7775
HammerThrow: 0.8588
HighJump: 0.7527
JavelinThrow: 0.7861
LongJump: 0.8115
PoleVault: 0.8752
Shotput: 0.6697
SoccerPenalty: 0.4895
TennisSwing: 0.6150
ThrowDiscus: 0.6695
VolleyballSpiking: 0.4057
Epoch: [3] [ 0/1406] eta: 0:49:49 lr: 0.000001 loss: 0.1419 (0.1419) labels_encoder: 0.1419 (0.1419) labels_encoder_unscaled: 0.1419 (0.1419) time: 2.1265 data: 2.0950 max mem: 594
Epoch: [3] [ 50/1406] eta: 0:02:32 lr: 0.000001 loss: 0.1472 (0.1518) labels_encoder: 0.1472 (0.1518) labels_encoder_unscaled: 0.1472 (0.1518) time: 0.0632 data: 0.0342 max mem: 594
Epoch: [3] [ 100/1406] eta: 0:01:57 lr: 0.000001 loss: 0.1377 (0.1536) labels_encoder: 0.1377 (0.1536) labels_encoder_unscaled: 0.1377 (0.1536) time: 0.0682 data: 0.0405 max mem: 594
Epoch: [3] [ 150/1406] eta: 0:01:45 lr: 0.000001 loss: 0.1408 (0.1505) labels_encoder: 0.1408 (0.1505) labels_encoder_unscaled: 0.1408 (0.1505) time: 0.0717 data: 0.0431 max mem: 594
Epoch: [3] [ 200/1406] eta: 0:01:37 lr: 0.000001 loss: 0.1563 (0.1512) labels_encoder: 0.1563 (0.1512) labels_encoder_unscaled: 0.1563 (0.1512) time: 0.0729 data: 0.0444 max mem: 594
Epoch: [3] [ 250/1406] eta: 0:01:30 lr: 0.000001 loss: 0.1486 (0.1521) labels_encoder: 0.1486 (0.1521) labels_encoder_unscaled: 0.1486 (0.1521) time: 0.0737 data: 0.0457 max mem: 594
Epoch: [3] [ 300/1406] eta: 0:01:25 lr: 0.000001 loss: 0.1347 (0.1504) labels_encoder: 0.1347 (0.1504) labels_encoder_unscaled: 0.1347 (0.1504) time: 0.0712 data: 0.0430 max mem: 594
Epoch: [3] [ 350/1406] eta: 0:01:20 lr: 0.000001 loss: 0.1275 (0.1492) labels_encoder: 0.1275 (0.1492) labels_encoder_unscaled: 0.1275 (0.1492) time: 0.0707 data: 0.0422 max mem: 594
Epoch: [3] [ 400/1406] eta: 0:01:15 lr: 0.000001 loss: 0.1387 (0.1485) labels_encoder: 0.1387 (0.1485) labels_encoder_unscaled: 0.1387 (0.1485) time: 0.0716 data: 0.0434 max mem: 594
Epoch: [3] [ 450/1406] eta: 0:01:11 lr: 0.000001 loss: 0.1396 (0.1478) labels_encoder: 0.1396 (0.1478) labels_encoder_unscaled: 0.1396 (0.1478) time: 0.0539 data: 0.0181 max mem: 594
Epoch: [3] [ 500/1406] eta: 0:01:07 lr: 0.000001 loss: 0.1294 (0.1473) labels_encoder: 0.1294 (0.1473) labels_encoder_unscaled: 0.1294 (0.1473) time: 0.0730 data: 0.0431 max mem: 594
Epoch: [3] [ 550/1406] eta: 0:01:03 lr: 0.000001 loss: 0.1550 (0.1479) labels_encoder: 0.1550 (0.1479) labels_encoder_unscaled: 0.1550 (0.1479) time: 0.0695 data: 0.0413 max mem: 594
Epoch: [3] [ 600/1406] eta: 0:00:59 lr: 0.000001 loss: 0.1533 (0.1477) labels_encoder: 0.1533 (0.1477) labels_encoder_unscaled: 0.1533 (0.1477) time: 0.0699 data: 0.0378 max mem: 594
Epoch: [3] [ 650/1406] eta: 0:00:55 lr: 0.000001 loss: 0.1547 (0.1477) labels_encoder: 0.1547 (0.1477) labels_encoder_unscaled: 0.1547 (0.1477) time: 0.0666 data: 0.0387 max mem: 594
Epoch: [3] [ 700/1406] eta: 0:00:51 lr: 0.000001 loss: 0.1632 (0.1474) labels_encoder: 0.1632 (0.1474) labels_encoder_unscaled: 0.1632 (0.1474) time: 0.0654 data: 0.0369 max mem: 594
Epoch: [3] [ 750/1406] eta: 0:00:47 lr: 0.000001 loss: 0.1487 (0.1477) labels_encoder: 0.1487 (0.1477) labels_encoder_unscaled: 0.1487 (0.1477) time: 0.0723 data: 0.0440 max mem: 594
Epoch: [3] [ 800/1406] eta: 0:00:44 lr: 0.000001 loss: 0.1283 (0.1475) labels_encoder: 0.1283 (0.1475) labels_encoder_unscaled: 0.1283 (0.1475) time: 0.0693 data: 0.0424 max mem: 594
Epoch: [3] [ 850/1406] eta: 0:00:40 lr: 0.000001 loss: 0.1371 (0.1479) labels_encoder: 0.1371 (0.1479) labels_encoder_unscaled: 0.1371 (0.1479) time: 0.0697 data: 0.0398 max mem: 594
Epoch: [3] [ 900/1406] eta: 0:00:36 lr: 0.000001 loss: 0.1618 (0.1483) labels_encoder: 0.1618 (0.1483) labels_encoder_unscaled: 0.1618 (0.1483) time: 0.0715 data: 0.0433 max mem: 594
Epoch: [3] [ 950/1406] eta: 0:00:32 lr: 0.000001 loss: 0.1392 (0.1476) labels_encoder: 0.1392 (0.1476) labels_encoder_unscaled: 0.1392 (0.1476) time: 0.0685 data: 0.0400 max mem: 594
Epoch: [3] [1000/1406] eta: 0:00:29 lr: 0.000001 loss: 0.1481 (0.1475) labels_encoder: 0.1481 (0.1475) labels_encoder_unscaled: 0.1481 (0.1475) time: 0.0703 data: 0.0399 max mem: 594
Epoch: [3] [1050/1406] eta: 0:00:25 lr: 0.000001 loss: 0.1459 (0.1475) labels_encoder: 0.1459 (0.1475) labels_encoder_unscaled: 0.1459 (0.1475) time: 0.0685 data: 0.0407 max mem: 594
Epoch: [3] [1100/1406] eta: 0:00:22 lr: 0.000001 loss: 0.1283 (0.1475) labels_encoder: 0.1283 (0.1475) labels_encoder_unscaled: 0.1283 (0.1475) time: 0.0772 data: 0.0480 max mem: 594
Epoch: [3] [1150/1406] eta: 0:00:18 lr: 0.000001 loss: 0.1454 (0.1474) labels_encoder: 0.1454 (0.1474) labels_encoder_unscaled: 0.1454 (0.1474) time: 0.0702 data: 0.0419 max mem: 594
Epoch: [3] [1200/1406] eta: 0:00:14 lr: 0.000001 loss: 0.1512 (0.1471) labels_encoder: 0.1512 (0.1471) labels_encoder_unscaled: 0.1512 (0.1471) time: 0.0718 data: 0.0428 max mem: 594
Epoch: [3] [1250/1406] eta: 0:00:11 lr: 0.000001 loss: 0.1516 (0.1476) labels_encoder: 0.1516 (0.1476) labels_encoder_unscaled: 0.1516 (0.1476) time: 0.0731 data: 0.0443 max mem: 594
Epoch: [3] [1300/1406] eta: 0:00:07 lr: 0.000001 loss: 0.1412 (0.1476) labels_encoder: 0.1412 (0.1476) labels_encoder_unscaled: 0.1412 (0.1476) time: 0.0726 data: 0.0431 max mem: 594
Epoch: [3] [1350/1406] eta: 0:00:04 lr: 0.000001 loss: 0.1301 (0.1476) labels_encoder: 0.1301 (0.1476) labels_encoder_unscaled: 0.1301 (0.1476) time: 0.0776 data: 0.0466 max mem: 594
Epoch: [3] [1400/1406] eta: 0:00:00 lr: 0.000001 loss: 0.1252 (0.1472) labels_encoder: 0.1252 (0.1472) labels_encoder_unscaled: 0.1252 (0.1472) time: 0.0780 data: 0.0499 max mem: 594
Epoch: [3] [1405/1406] eta: 0:00:00 lr: 0.000001 loss: 0.1195 (0.1471) labels_encoder: 0.1195 (0.1471) labels_encoder_unscaled: 0.1195 (0.1471) time: 0.0753 data: 0.0469 max mem: 594
Epoch: [3] Total time: 0:01:42 (0.0728 s / it)
Averaged stats: lr: 0.000001 loss: 0.1195 (0.1471) labels_encoder: 0.1195 (0.1471) labels_encoder_unscaled: 0.1195 (0.1471)
Test: [ 0/1613] eta: 1:03:51 loss: 0.1327 (0.1327) labels_encoder: 0.1327 (0.1327) labels_encoder_unscaled: 0.1327 (0.1327) time: 2.3756 data: 2.3452 max mem: 594
Test: [ 50/1613] eta: 0:02:55 loss: 0.3677 (0.5227) labels_encoder: 0.3677 (0.5227) labels_encoder_unscaled: 0.3677 (0.5227) time: 0.0749 data: 0.0552 max mem: 594
Test: [ 100/1613] eta: 0:02:19 loss: 0.2058 (0.4466) labels_encoder: 0.2058 (0.4466) labels_encoder_unscaled: 0.2058 (0.4466) time: 0.0700 data: 0.0510 max mem: 594
Test: [ 150/1613] eta: 0:02:06 loss: 0.3705 (0.4305) labels_encoder: 0.3705 (0.4305) labels_encoder_unscaled: 0.3705 (0.4305) time: 0.0778 data: 0.0607 max mem: 594
Test: [ 200/1613] eta: 0:01:57 loss: 0.5415 (0.4831) labels_encoder: 0.5415 (0.4831) labels_encoder_unscaled: 0.5415 (0.4831) time: 0.0739 data: 0.0555 max mem: 594
Test: [ 250/1613] eta: 0:01:51 loss: 0.4134 (0.5146) labels_encoder: 0.4134 (0.5146) labels_encoder_unscaled: 0.4134 (0.5146) time: 0.0702 data: 0.0525 max mem: 594
Test: [ 300/1613] eta: 0:01:45 loss: 0.6719 (0.5299) labels_encoder: 0.6719 (0.5299) labels_encoder_unscaled: 0.6719 (0.5299) time: 0.0694 data: 0.0519 max mem: 594
Test: [ 350/1613] eta: 0:01:39 loss: 0.6550 (0.5566) labels_encoder: 0.6550 (0.5566) labels_encoder_unscaled: 0.6550 (0.5566) time: 0.0730 data: 0.0563 max mem: 594
Test: [ 400/1613] eta: 0:01:34 loss: 0.3194 (0.6019) labels_encoder: 0.3194 (0.6019) labels_encoder_unscaled: 0.3194 (0.6019) time: 0.0728 data: 0.0522 max mem: 594
Test: [ 450/1613] eta: 0:01:29 loss: 0.5362 (0.6624) labels_encoder: 0.5362 (0.6624) labels_encoder_unscaled: 0.5362 (0.6624) time: 0.0707 data: 0.0517 max mem: 594
Test: [ 500/1613] eta: 0:01:25 loss: 0.1504 (0.6231) labels_encoder: 0.1504 (0.6231) labels_encoder_unscaled: 0.1504 (0.6231) time: 0.0770 data: 0.0567 max mem: 594
Test: [ 550/1613] eta: 0:01:21 loss: 0.3929 (0.6069) labels_encoder: 0.3929 (0.6069) labels_encoder_unscaled: 0.3929 (0.6069) time: 0.0680 data: 0.0502 max mem: 594
Test: [ 600/1613] eta: 0:01:16 loss: 0.3485 (0.6536) labels_encoder: 0.3485 (0.6536) labels_encoder_unscaled: 0.3485 (0.6536) time: 0.0720 data: 0.0554 max mem: 594
Test: [ 650/1613] eta: 0:01:12 loss: 0.5476 (0.6474) labels_encoder: 0.5476 (0.6474) labels_encoder_unscaled: 0.5476 (0.6474) time: 0.0723 data: 0.0550 max mem: 594
Test: [ 700/1613] eta: 0:01:08 loss: 0.2957 (0.6313) labels_encoder: 0.2957 (0.6313) labels_encoder_unscaled: 0.2957 (0.6313) time: 0.0683 data: 0.0504 max mem: 594
Test: [ 750/1613] eta: 0:01:04 loss: 0.4298 (0.6171) labels_encoder: 0.4298 (0.6171) labels_encoder_unscaled: 0.4298 (0.6171) time: 0.0737 data: 0.0562 max mem: 594
Test: [ 800/1613] eta: 0:01:00 loss: 0.2931 (0.6080) labels_encoder: 0.2931 (0.6080) labels_encoder_unscaled: 0.2931 (0.6080) time: 0.0737 data: 0.0551 max mem: 594
Test: [ 850/1613] eta: 0:00:56 loss: 0.5158 (0.6117) labels_encoder: 0.5158 (0.6117) labels_encoder_unscaled: 0.5158 (0.6117) time: 0.0699 data: 0.0535 max mem: 594
Test: [ 900/1613] eta: 0:00:53 loss: 0.3420 (0.5982) labels_encoder: 0.3420 (0.5982) labels_encoder_unscaled: 0.3420 (0.5982) time: 0.0720 data: 0.0534 max mem: 594
Test: [ 950/1613] eta: 0:00:49 loss: 0.5966 (0.5980) labels_encoder: 0.5966 (0.5980) labels_encoder_unscaled: 0.5966 (0.5980) time: 0.0710 data: 0.0530 max mem: 594
Test: [1000/1613] eta: 0:00:45 loss: 0.3238 (0.5898) labels_encoder: 0.3238 (0.5898) labels_encoder_unscaled: 0.3238 (0.5898) time: 0.0711 data: 0.0537 max mem: 594
Test: [1050/1613] eta: 0:00:41 loss: 0.6068 (0.5960) labels_encoder: 0.6068 (0.5960) labels_encoder_unscaled: 0.6068 (0.5960) time: 0.0713 data: 0.0512 max mem: 594
Test: [1100/1613] eta: 0:00:37 loss: 0.4300 (0.5967) labels_encoder: 0.4300 (0.5967) labels_encoder_unscaled: 0.4300 (0.5967) time: 0.0713 data: 0.0532 max mem: 594
Test: [1150/1613] eta: 0:00:34 loss: 0.3740 (0.5912) labels_encoder: 0.3740 (0.5912) labels_encoder_unscaled: 0.3740 (0.5912) time: 0.0683 data: 0.0515 max mem: 594
Test: [1200/1613] eta: 0:00:30 loss: 0.3220 (0.5954) labels_encoder: 0.3220 (0.5954) labels_encoder_unscaled: 0.3220 (0.5954) time: 0.0636 data: 0.0478 max mem: 594
Test: [1250/1613] eta: 0:00:26 loss: 0.2375 (0.5963) labels_encoder: 0.2375 (0.5963) labels_encoder_unscaled: 0.2375 (0.5963) time: 0.0700 data: 0.0521 max mem: 594
Test: [1300/1613] eta: 0:00:22 loss: 0.2864 (0.5956) labels_encoder: 0.2864 (0.5956) labels_encoder_unscaled: 0.2864 (0.5956) time: 0.0759 data: 0.0582 max mem: 594
Test: [1350/1613] eta: 0:00:19 loss: 0.6623 (0.6011) labels_encoder: 0.6623 (0.6011) labels_encoder_unscaled: 0.6623 (0.6011) time: 0.0718 data: 0.0547 max mem: 594
Test: [1400/1613] eta: 0:00:15 loss: 0.4640 (0.6061) labels_encoder: 0.4640 (0.6061) labels_encoder_unscaled: 0.4640 (0.6061) time: 0.0693 data: 0.0528 max mem: 594
Test: [1450/1613] eta: 0:00:11 loss: 0.2468 (0.6121) labels_encoder: 0.2468 (0.6121) labels_encoder_unscaled: 0.2468 (0.6121) time: 0.0678 data: 0.0509 max mem: 594
Test: [1500/1613] eta: 0:00:08 loss: 0.3436 (0.6107) labels_encoder: 0.3436 (0.6107) labels_encoder_unscaled: 0.3436 (0.6107) time: 0.0702 data: 0.0539 max mem: 594
Test: [1550/1613] eta: 0:00:04 loss: 0.5589 (0.6094) labels_encoder: 0.5589 (0.6094) labels_encoder_unscaled: 0.5589 (0.6094) time: 0.0759 data: 0.0592 max mem: 594
Test: [1600/1613] eta: 0:00:00 loss: 0.4534 (0.6069) labels_encoder: 0.4534 (0.6069) labels_encoder_unscaled: 0.4534 (0.6069) time: 0.0731 data: 0.0548 max mem: 594
Test: [1612/1613] eta: 0:00:00 loss: 0.3451 (0.6061) labels_encoder: 0.3451 (0.6061) labels_encoder_unscaled: 0.3451 (0.6061) time: 0.0661 data: 0.0482 max mem: 594
Test: Total time: 0:01:57 (0.0729 s / it)
Averaged stats: loss: 0.3451 (0.6061) labels_encoder: 0.3451 (0.6061) labels_encoder_unscaled: 0.3451 (0.6061)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-kin] mAP: 0.6437, mcAP: 0.9820
BaseballPitch: 0.5111
BasketballDunk: 0.8167
Billiards: 0.2436
CleanAndJerk: 0.6867
CliffDiving: 0.8774
CricketBowling: 0.4535
CricketShot: 0.2240
Diving: 0.8483
FrisbeeCatch: 0.5042
GolfSwing: 0.7730
HammerThrow: 0.8595
HighJump: 0.7623
JavelinThrow: 0.7694
LongJump: 0.8189
PoleVault: 0.8825
Shotput: 0.6833
SoccerPenalty: 0.4835
TennisSwing: 0.6108
ThrowDiscus: 0.6422
VolleyballSpiking: 0.4231
Epoch: [4] [ 0/1406] eta: 0:51:13 lr: 0.000000 loss: 0.1420 (0.1420) labels_encoder: 0.1420 (0.1420) labels_encoder_unscaled: 0.1420 (0.1420) time: 2.1861 data: 2.1519 max mem: 594
Epoch: [4] [ 50/1406] eta: 0:02:32 lr: 0.000000 loss: 0.1451 (0.1383) labels_encoder: 0.1451 (0.1383) labels_encoder_unscaled: 0.1451 (0.1383) time: 0.0741 data: 0.0430 max mem: 594
Epoch: [4] [ 100/1406] eta: 0:01:59 lr: 0.000000 loss: 0.1489 (0.1399) labels_encoder: 0.1489 (0.1399) labels_encoder_unscaled: 0.1489 (0.1399) time: 0.0664 data: 0.0360 max mem: 594
Epoch: [4] [ 150/1406] eta: 0:01:47 lr: 0.000000 loss: 0.1472 (0.1425) labels_encoder: 0.1472 (0.1425) labels_encoder_unscaled: 0.1472 (0.1425) time: 0.0752 data: 0.0464 max mem: 594
Epoch: [4] [ 200/1406] eta: 0:01:38 lr: 0.000000 loss: 0.1367 (0.1441) labels_encoder: 0.1367 (0.1441) labels_encoder_unscaled: 0.1367 (0.1441) time: 0.0662 data: 0.0380 max mem: 594
Epoch: [4] [ 250/1406] eta: 0:01:32 lr: 0.000000 loss: 0.1272 (0.1425) labels_encoder: 0.1272 (0.1425) labels_encoder_unscaled: 0.1272 (0.1425) time: 0.0691 data: 0.0406 max mem: 594
Epoch: [4] [ 300/1406] eta: 0:01:26 lr: 0.000000 loss: 0.1532 (0.1426) labels_encoder: 0.1532 (0.1426) labels_encoder_unscaled: 0.1532 (0.1426) time: 0.0709 data: 0.0432 max mem: 594
Epoch: [4] [ 350/1406] eta: 0:01:21 lr: 0.000000 loss: 0.1416 (0.1426) labels_encoder: 0.1416 (0.1426) labels_encoder_unscaled: 0.1416 (0.1426) time: 0.0678 data: 0.0399 max mem: 594
Epoch: [4] [ 400/1406] eta: 0:01:16 lr: 0.000000 loss: 0.1425 (0.1423) labels_encoder: 0.1425 (0.1423) labels_encoder_unscaled: 0.1425 (0.1423) time: 0.0719 data: 0.0422 max mem: 594
Epoch: [4] [ 450/1406] eta: 0:01:12 lr: 0.000000 loss: 0.1255 (0.1417) labels_encoder: 0.1255 (0.1417) labels_encoder_unscaled: 0.1255 (0.1417) time: 0.0714 data: 0.0434 max mem: 594
Epoch: [4] [ 500/1406] eta: 0:01:08 lr: 0.000000 loss: 0.1362 (0.1421) labels_encoder: 0.1362 (0.1421) labels_encoder_unscaled: 0.1362 (0.1421) time: 0.0694 data: 0.0395 max mem: 594
Epoch: [4] [ 550/1406] eta: 0:01:04 lr: 0.000000 loss: 0.1378 (0.1423) labels_encoder: 0.1378 (0.1423) labels_encoder_unscaled: 0.1378 (0.1423) time: 0.0758 data: 0.0476 max mem: 594
Epoch: [4] [ 600/1406] eta: 0:01:00 lr: 0.000000 loss: 0.1314 (0.1426) labels_encoder: 0.1314 (0.1426) labels_encoder_unscaled: 0.1314 (0.1426) time: 0.0672 data: 0.0382 max mem: 594
Epoch: [4] [ 650/1406] eta: 0:00:55 lr: 0.000000 loss: 0.1367 (0.1432) labels_encoder: 0.1367 (0.1432) labels_encoder_unscaled: 0.1367 (0.1432) time: 0.0668 data: 0.0396 max mem: 594
Epoch: [4] [ 700/1406] eta: 0:00:52 lr: 0.000000 loss: 0.1491 (0.1432) labels_encoder: 0.1491 (0.1432) labels_encoder_unscaled: 0.1491 (0.1432) time: 0.0752 data: 0.0453 max mem: 594
Epoch: [4] [ 750/1406] eta: 0:00:48 lr: 0.000000 loss: 0.1430 (0.1434) labels_encoder: 0.1430 (0.1434) labels_encoder_unscaled: 0.1430 (0.1434) time: 0.0695 data: 0.0404 max mem: 594
Epoch: [4] [ 800/1406] eta: 0:00:44 lr: 0.000000 loss: 0.1461 (0.1432) labels_encoder: 0.1461 (0.1432) labels_encoder_unscaled: 0.1461 (0.1432) time: 0.0677 data: 0.0394 max mem: 594
Epoch: [4] [ 850/1406] eta: 0:00:40 lr: 0.000000 loss: 0.1272 (0.1428) labels_encoder: 0.1272 (0.1428) labels_encoder_unscaled: 0.1272 (0.1428) time: 0.0703 data: 0.0419 max mem: 594
Epoch: [4] [ 900/1406] eta: 0:00:37 lr: 0.000000 loss: 0.1484 (0.1427) labels_encoder: 0.1484 (0.1427) labels_encoder_unscaled: 0.1484 (0.1427) time: 0.0697 data: 0.0427 max mem: 594
Epoch: [4] [ 950/1406] eta: 0:00:33 lr: 0.000000 loss: 0.1569 (0.1427) labels_encoder: 0.1569 (0.1427) labels_encoder_unscaled: 0.1569 (0.1427) time: 0.0767 data: 0.0494 max mem: 594
Epoch: [4] [1000/1406] eta: 0:00:29 lr: 0.000000 loss: 0.1405 (0.1428) labels_encoder: 0.1405 (0.1428) labels_encoder_unscaled: 0.1405 (0.1428) time: 0.0664 data: 0.0384 max mem: 594
Epoch: [4] [1050/1406] eta: 0:00:26 lr: 0.000000 loss: 0.1519 (0.1432) labels_encoder: 0.1519 (0.1432) labels_encoder_unscaled: 0.1519 (0.1432) time: 0.0716 data: 0.0429 max mem: 594
Epoch: [4] [1100/1406] eta: 0:00:22 lr: 0.000000 loss: 0.1436 (0.1433) labels_encoder: 0.1436 (0.1433) labels_encoder_unscaled: 0.1436 (0.1433) time: 0.0736 data: 0.0469 max mem: 594
Epoch: [4] [1150/1406] eta: 0:00:18 lr: 0.000000 loss: 0.1332 (0.1431) labels_encoder: 0.1332 (0.1431) labels_encoder_unscaled: 0.1332 (0.1431) time: 0.0667 data: 0.0384 max mem: 594
Epoch: [4] [1200/1406] eta: 0:00:15 lr: 0.000000 loss: 0.1543 (0.1433) labels_encoder: 0.1543 (0.1433) labels_encoder_unscaled: 0.1543 (0.1433) time: 0.0684 data: 0.0404 max mem: 594
Epoch: [4] [1250/1406] eta: 0:00:11 lr: 0.000000 loss: 0.1407 (0.1430) labels_encoder: 0.1407 (0.1430) labels_encoder_unscaled: 0.1407 (0.1430) time: 0.0752 data: 0.0472 max mem: 594
Epoch: [4] [1300/1406] eta: 0:00:07 lr: 0.000000 loss: 0.1545 (0.1432) labels_encoder: 0.1545 (0.1432) labels_encoder_unscaled: 0.1545 (0.1432) time: 0.0726 data: 0.0435 max mem: 594
Epoch: [4] [1350/1406] eta: 0:00:04 lr: 0.000000 loss: 0.1386 (0.1433) labels_encoder: 0.1386 (0.1433) labels_encoder_unscaled: 0.1386 (0.1433) time: 0.0744 data: 0.0439 max mem: 594
Epoch: [4] [1400/1406] eta: 0:00:00 lr: 0.000000 loss: 0.1435 (0.1434) labels_encoder: 0.1435 (0.1434) labels_encoder_unscaled: 0.1435 (0.1434) time: 0.0715 data: 0.0440 max mem: 594
Epoch: [4] [1405/1406] eta: 0:00:00 lr: 0.000000 loss: 0.1472 (0.1433) labels_encoder: 0.1472 (0.1433) labels_encoder_unscaled: 0.1472 (0.1433) time: 0.0703 data: 0.0427 max mem: 594
Epoch: [4] Total time: 0:01:42 (0.0731 s / it)
Averaged stats: lr: 0.000000 loss: 0.1472 (0.1433) labels_encoder: 0.1472 (0.1433) labels_encoder_unscaled: 0.1472 (0.1433)
Test: [ 0/1613] eta: 1:04:36 loss: 0.1596 (0.1596) labels_encoder: 0.1596 (0.1596) labels_encoder_unscaled: 0.1596 (0.1596) time: 2.4033 data: 2.3841 max mem: 594
Test: [ 50/1613] eta: 0:02:54 loss: 0.3088 (0.5455) labels_encoder: 0.3088 (0.5455) labels_encoder_unscaled: 0.3088 (0.5455) time: 0.0607 data: 0.0412 max mem: 594
Test: [ 100/1613] eta: 0:02:20 loss: 0.1860 (0.4632) labels_encoder: 0.1860 (0.4632) labels_encoder_unscaled: 0.1860 (0.4632) time: 0.0708 data: 0.0534 max mem: 594
Test: [ 150/1613] eta: 0:02:04 loss: 0.3641 (0.4391) labels_encoder: 0.3641 (0.4391) labels_encoder_unscaled: 0.3641 (0.4391) time: 0.0734 data: 0.0530 max mem: 594
Test: [ 200/1613] eta: 0:01:54 loss: 0.5222 (0.4857) labels_encoder: 0.5222 (0.4857) labels_encoder_unscaled: 0.5222 (0.4857) time: 0.0745 data: 0.0573 max mem: 594
Test: [ 250/1613] eta: 0:01:47 loss: 0.3895 (0.5151) labels_encoder: 0.3895 (0.5151) labels_encoder_unscaled: 0.3895 (0.5151) time: 0.0721 data: 0.0520 max mem: 594
Test: [ 300/1613] eta: 0:01:41 loss: 0.6388 (0.5357) labels_encoder: 0.6388 (0.5357) labels_encoder_unscaled: 0.6388 (0.5357) time: 0.0696 data: 0.0528 max mem: 594
Test: [ 350/1613] eta: 0:01:36 loss: 0.5998 (0.5561) labels_encoder: 0.5998 (0.5561) labels_encoder_unscaled: 0.5998 (0.5561) time: 0.0719 data: 0.0552 max mem: 594
Test: [ 400/1613] eta: 0:01:31 loss: 0.3830 (0.5998) labels_encoder: 0.3830 (0.5998) labels_encoder_unscaled: 0.3830 (0.5998) time: 0.0713 data: 0.0540 max mem: 594
Test: [ 450/1613] eta: 0:01:27 loss: 0.4737 (0.6640) labels_encoder: 0.4737 (0.6640) labels_encoder_unscaled: 0.4737 (0.6640) time: 0.0689 data: 0.0523 max mem: 594
Test: [ 500/1613] eta: 0:01:22 loss: 0.1565 (0.6248) labels_encoder: 0.1565 (0.6248) labels_encoder_unscaled: 0.1565 (0.6248) time: 0.0711 data: 0.0546 max mem: 594
Test: [ 550/1613] eta: 0:01:18 loss: 0.4108 (0.6116) labels_encoder: 0.4108 (0.6116) labels_encoder_unscaled: 0.4108 (0.6116) time: 0.0684 data: 0.0518 max mem: 594
Test: [ 600/1613] eta: 0:01:14 loss: 0.2797 (0.6479) labels_encoder: 0.2797 (0.6479) labels_encoder_unscaled: 0.2797 (0.6479) time: 0.0694 data: 0.0528 max mem: 594
Test: [ 650/1613] eta: 0:01:10 loss: 0.5656 (0.6404) labels_encoder: 0.5656 (0.6404) labels_encoder_unscaled: 0.5656 (0.6404) time: 0.0673 data: 0.0501 max mem: 594
Test: [ 700/1613] eta: 0:01:06 loss: 0.3104 (0.6247) labels_encoder: 0.3104 (0.6247) labels_encoder_unscaled: 0.3104 (0.6247) time: 0.0698 data: 0.0525 max mem: 594
Test: [ 750/1613] eta: 0:01:02 loss: 0.4123 (0.6101) labels_encoder: 0.4123 (0.6101) labels_encoder_unscaled: 0.4123 (0.6101) time: 0.0730 data: 0.0529 max mem: 594
Test: [ 800/1613] eta: 0:00:58 loss: 0.2592 (0.6018) labels_encoder: 0.2592 (0.6018) labels_encoder_unscaled: 0.2592 (0.6018) time: 0.0689 data: 0.0521 max mem: 594
Test: [ 850/1613] eta: 0:00:55 loss: 0.5829 (0.6053) labels_encoder: 0.5829 (0.6053) labels_encoder_unscaled: 0.5829 (0.6053) time: 0.0694 data: 0.0527 max mem: 594
Test: [ 900/1613] eta: 0:00:51 loss: 0.3188 (0.5917) labels_encoder: 0.3188 (0.5917) labels_encoder_unscaled: 0.3188 (0.5917) time: 0.0707 data: 0.0534 max mem: 594
Test: [ 950/1613] eta: 0:00:47 loss: 0.5142 (0.5894) labels_encoder: 0.5142 (0.5894) labels_encoder_unscaled: 0.5142 (0.5894) time: 0.0729 data: 0.0561 max mem: 594
Test: [1000/1613] eta: 0:00:44 loss: 0.3398 (0.5804) labels_encoder: 0.3398 (0.5804) labels_encoder_unscaled: 0.3398 (0.5804) time: 0.0711 data: 0.0546 max mem: 594
Test: [1050/1613] eta: 0:00:40 loss: 0.6602 (0.5876) labels_encoder: 0.6602 (0.5876) labels_encoder_unscaled: 0.6602 (0.5876) time: 0.0732 data: 0.0558 max mem: 594
Test: [1100/1613] eta: 0:00:36 loss: 0.3177 (0.5896) labels_encoder: 0.3177 (0.5896) labels_encoder_unscaled: 0.3177 (0.5896) time: 0.0643 data: 0.0464 max mem: 594
Test: [1150/1613] eta: 0:00:33 loss: 0.4468 (0.5860) labels_encoder: 0.4468 (0.5860) labels_encoder_unscaled: 0.4468 (0.5860) time: 0.0660 data: 0.0494 max mem: 594
Test: [1200/1613] eta: 0:00:29 loss: 0.2818 (0.5897) labels_encoder: 0.2818 (0.5897) labels_encoder_unscaled: 0.2818 (0.5897) time: 0.0709 data: 0.0522 max mem: 594
Test: [1250/1613] eta: 0:00:26 loss: 0.2643 (0.5899) labels_encoder: 0.2643 (0.5899) labels_encoder_unscaled: 0.2643 (0.5899) time: 0.0722 data: 0.0537 max mem: 594
Test: [1300/1613] eta: 0:00:22 loss: 0.2779 (0.5884) labels_encoder: 0.2779 (0.5884) labels_encoder_unscaled: 0.2779 (0.5884) time: 0.0714 data: 0.0508 max mem: 594
Test: [1350/1613] eta: 0:00:18 loss: 0.8242 (0.5948) labels_encoder: 0.8242 (0.5948) labels_encoder_unscaled: 0.8242 (0.5948) time: 0.0724 data: 0.0524 max mem: 594
Test: [1400/1613] eta: 0:00:15 loss: 0.5185 (0.6002) labels_encoder: 0.5185 (0.6002) labels_encoder_unscaled: 0.5185 (0.6002) time: 0.0726 data: 0.0537 max mem: 594
Test: [1450/1613] eta: 0:00:11 loss: 0.3435 (0.6048) labels_encoder: 0.3435 (0.6048) labels_encoder_unscaled: 0.3435 (0.6048) time: 0.0717 data: 0.0536 max mem: 594
Test: [1500/1613] eta: 0:00:08 loss: 0.3415 (0.6035) labels_encoder: 0.3415 (0.6035) labels_encoder_unscaled: 0.3415 (0.6035) time: 0.0800 data: 0.0623 max mem: 594
Test: [1550/1613] eta: 0:00:04 loss: 0.6234 (0.6017) labels_encoder: 0.6234 (0.6017) labels_encoder_unscaled: 0.6234 (0.6017) time: 0.0736 data: 0.0558 max mem: 594
Test: [1600/1613] eta: 0:00:00 loss: 0.5234 (0.5998) labels_encoder: 0.5234 (0.5998) labels_encoder_unscaled: 0.5234 (0.5998) time: 0.0679 data: 0.0497 max mem: 594
Test: [1612/1613] eta: 0:00:00 loss: 0.2823 (0.5990) labels_encoder: 0.2823 (0.5990) labels_encoder_unscaled: 0.2823 (0.5990) time: 0.0639 data: 0.0460 max mem: 594
Test: Total time: 0:01:56 (0.0720 s / it)
Averaged stats: loss: 0.2823 (0.5990) labels_encoder: 0.2823 (0.5990) labels_encoder_unscaled: 0.2823 (0.5990)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-kin] mAP: 0.6456, mcAP: 0.9819
BaseballPitch: 0.4717
BasketballDunk: 0.8163
Billiards: 0.2562
CleanAndJerk: 0.7474
CliffDiving: 0.8769
CricketBowling: 0.4374
CricketShot: 0.2223
Diving: 0.8499
FrisbeeCatch: 0.5499
GolfSwing: 0.7724
HammerThrow: 0.8610
HighJump: 0.7601
JavelinThrow: 0.7663
LongJump: 0.8204
PoleVault: 0.8819
Shotput: 0.6818
SoccerPenalty: 0.4806
TennisSwing: 0.5957
ThrowDiscus: 0.6506
VolleyballSpiking: 0.4140
Training time 0:14:49