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oadtr_b2_recycling_fixed_127_seed5_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: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(
16.805 M, 99.939% Params, 0.412 GMac, 100.000% MACs,
(0): Linear(4.195 M, 24.950% Params, 0.004 GMac, 1.018% 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(
12.587 M, 74.855% Params, 0.408 GMac, 98.976% MACs,
(0): Sequential(
6.294 M, 37.428% Params, 0.205 GMac, 49.805% MACs,
(0): BroadcastReduce(
4.194 M, 24.944% Params, 0.071 GMac, 17.179% MACs, reduce=reduce_sum
(0): RetroactiveUnity(0.0 M, 0.000% Params, 0.0 GMac, 0.000% MACs, 63)
(1): CoReMultiheadAttention(
4.194 M, 24.944% Params, 0.071 GMac, 17.179% 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, 12.484% Params, 0.134 GMac, 32.626% 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, 12.484% Params, 0.134 GMac, 32.626% MACs,
(fn): Sequential(
2.099 M, 12.484% Params, 0.134 GMac, 32.626% MACs,
(0): Linear(1.05 M, 6.242% Params, 0.067 GMac, 16.305% 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, 6.242% Params, 0.067 GMac, 16.305% 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, 37.428% Params, 0.203 GMac, 49.171% MACs,
(0): BroadcastReduce(
4.194 M, 24.944% Params, 0.203 GMac, 49.154% 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, 24.944% Params, 0.203 GMac, 49.154% 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, 12.484% 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, 12.484% Params, 0.0 GMac, 0.017% MACs,
(0): Linear(1.05 M, 6.242% 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, 6.242% 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, 0.134% Params, 0.0 GMac, 0.005% MACs, in_features=1024, out_features=22, bias=True, channel_dim=1)
)
Model FLOPs: 411987992.0
Model params: 16815126
|===========================================================================|
| PyTorch CUDA memory summary, device ID 0 |
|---------------------------------------------------------------------------|
| CUDA OOMs: 0 | cudaMalloc retries: 0 |
|===========================================================================|
| Metric | Cur Usage | Peak Usage | Tot Alloc | Tot Freed |
|---------------------------------------------------------------------------|
| Allocated memory | 67486 KB | 69806 KB | 260102 KB | 192616 KB |
|---------------------------------------------------------------------------|
| Active memory | 67486 KB | 69806 KB | 260102 KB | 192616 KB |
|---------------------------------------------------------------------------|
| GPU reserved memory | 83968 KB | 83968 KB | 83968 KB | 0 B |
|---------------------------------------------------------------------------|
| Non-releasable memory | 16481 KB | 16481 KB | 302954 KB | 286472 KB |
|---------------------------------------------------------------------------|
| Allocations | 34 | 103 | 3333 | 3299 |
|---------------------------------------------------------------------------|
| Active allocs | 34 | 103 | 3333 | 3299 |
|---------------------------------------------------------------------------|
| GPU reserved segments | 7 | 7 | 7 | 0 |
|---------------------------------------------------------------------------|
| Non-releasable allocs | 10 | 12 | 1449 | 1439 |
|---------------------------------------------------------------------------|
| Oversize allocations | 0 | 0 | 0 | 0 |
|---------------------------------------------------------------------------|
| Oversize GPU segments | 0 | 0 | 0 | 0 |
|===========================================================================|
Memory state pre, max, post inference: 69106176 71481856 69106176
Loaded data/thumos_kin_val.pickle
Loaded data/thumos_kin_test.pickle
Start training
Epoch: [1] [ 0/1412] eta: 1:02:43 lr: 0.000100 loss: 3.2952 (3.2952) labels_encoder: 3.2952 (3.2952) labels_encoder_unscaled: 3.2952 (3.2952) time: 2.6657 data: 1.9968 max mem: 1014
Epoch: [1] [ 50/1412] eta: 0:04:22 lr: 0.000100 loss: 0.5419 (0.7863) labels_encoder: 0.5419 (0.7863) labels_encoder_unscaled: 0.5419 (0.7863) time: 0.1289 data: 0.0002 max mem: 1207
Epoch: [1] [ 100/1412] eta: 0:03:39 lr: 0.000100 loss: 0.4453 (0.6430) labels_encoder: 0.4453 (0.6430) labels_encoder_unscaled: 0.4453 (0.6430) time: 0.1429 data: 0.0002 max mem: 1207
Epoch: [1] [ 150/1412] eta: 0:03:21 lr: 0.000100 loss: 0.4171 (0.5710) labels_encoder: 0.4171 (0.5710) labels_encoder_unscaled: 0.4171 (0.5710) time: 0.1449 data: 0.0003 max mem: 1207
Epoch: [1] [ 200/1412] eta: 0:03:04 lr: 0.000100 loss: 0.3906 (0.5275) labels_encoder: 0.3906 (0.5275) labels_encoder_unscaled: 0.3906 (0.5275) time: 0.1309 data: 0.0002 max mem: 1207
Epoch: [1] [ 250/1412] eta: 0:02:55 lr: 0.000100 loss: 0.3553 (0.4940) labels_encoder: 0.3553 (0.4940) labels_encoder_unscaled: 0.3553 (0.4940) time: 0.1480 data: 0.0002 max mem: 1207
Epoch: [1] [ 300/1412] eta: 0:02:46 lr: 0.000100 loss: 0.3231 (0.4700) labels_encoder: 0.3231 (0.4700) labels_encoder_unscaled: 0.3231 (0.4700) time: 0.1386 data: 0.0002 max mem: 1207
Epoch: [1] [ 350/1412] eta: 0:02:37 lr: 0.000100 loss: 0.3033 (0.4498) labels_encoder: 0.3033 (0.4498) labels_encoder_unscaled: 0.3033 (0.4498) time: 0.1315 data: 0.0002 max mem: 1207
Epoch: [1] [ 400/1412] eta: 0:02:28 lr: 0.000100 loss: 0.2577 (0.4331) labels_encoder: 0.2577 (0.4331) labels_encoder_unscaled: 0.2577 (0.4331) time: 0.1302 data: 0.0002 max mem: 1207
Epoch: [1] [ 450/1412] eta: 0:02:19 lr: 0.000100 loss: 0.3096 (0.4216) labels_encoder: 0.3096 (0.4216) labels_encoder_unscaled: 0.3096 (0.4216) time: 0.1343 data: 0.0002 max mem: 1207
Epoch: [1] [ 500/1412] eta: 0:02:12 lr: 0.000100 loss: 0.2972 (0.4098) labels_encoder: 0.2972 (0.4098) labels_encoder_unscaled: 0.2972 (0.4098) time: 0.1451 data: 0.0002 max mem: 1207
Epoch: [1] [ 550/1412] eta: 0:02:05 lr: 0.000100 loss: 0.2524 (0.3997) labels_encoder: 0.2524 (0.3997) labels_encoder_unscaled: 0.2524 (0.3997) time: 0.1449 data: 0.0002 max mem: 1207
Epoch: [1] [ 600/1412] eta: 0:01:57 lr: 0.000100 loss: 0.2900 (0.3899) labels_encoder: 0.2900 (0.3899) labels_encoder_unscaled: 0.2900 (0.3899) time: 0.1399 data: 0.0002 max mem: 1207
Epoch: [1] [ 650/1412] eta: 0:01:50 lr: 0.000100 loss: 0.2534 (0.3816) labels_encoder: 0.2534 (0.3816) labels_encoder_unscaled: 0.2534 (0.3816) time: 0.1436 data: 0.0002 max mem: 1207
Epoch: [1] [ 700/1412] eta: 0:01:42 lr: 0.000100 loss: 0.2820 (0.3741) labels_encoder: 0.2820 (0.3741) labels_encoder_unscaled: 0.2820 (0.3741) time: 0.1459 data: 0.0002 max mem: 1207
Epoch: [1] [ 750/1412] eta: 0:01:35 lr: 0.000100 loss: 0.2569 (0.3681) labels_encoder: 0.2569 (0.3681) labels_encoder_unscaled: 0.2569 (0.3681) time: 0.1460 data: 0.0002 max mem: 1207
Epoch: [1] [ 800/1412] eta: 0:01:27 lr: 0.000100 loss: 0.2469 (0.3617) labels_encoder: 0.2469 (0.3617) labels_encoder_unscaled: 0.2469 (0.3617) time: 0.1288 data: 0.0002 max mem: 1207
Epoch: [1] [ 850/1412] eta: 0:01:20 lr: 0.000100 loss: 0.2605 (0.3566) labels_encoder: 0.2605 (0.3566) labels_encoder_unscaled: 0.2605 (0.3566) time: 0.1328 data: 0.0002 max mem: 1207
Epoch: [1] [ 900/1412] eta: 0:01:13 lr: 0.000100 loss: 0.2581 (0.3509) labels_encoder: 0.2581 (0.3509) labels_encoder_unscaled: 0.2581 (0.3509) time: 0.1320 data: 0.0002 max mem: 1207
Epoch: [1] [ 950/1412] eta: 0:01:06 lr: 0.000100 loss: 0.2349 (0.3451) labels_encoder: 0.2349 (0.3451) labels_encoder_unscaled: 0.2349 (0.3451) time: 0.1462 data: 0.0002 max mem: 1207
Epoch: [1] [1000/1412] eta: 0:00:58 lr: 0.000100 loss: 0.2387 (0.3402) labels_encoder: 0.2387 (0.3402) labels_encoder_unscaled: 0.2387 (0.3402) time: 0.1465 data: 0.0002 max mem: 1207
Epoch: [1] [1050/1412] eta: 0:00:51 lr: 0.000100 loss: 0.2210 (0.3349) labels_encoder: 0.2210 (0.3349) labels_encoder_unscaled: 0.2210 (0.3349) time: 0.1353 data: 0.0002 max mem: 1207
Epoch: [1] [1100/1412] eta: 0:00:44 lr: 0.000100 loss: 0.2230 (0.3308) labels_encoder: 0.2230 (0.3308) labels_encoder_unscaled: 0.2230 (0.3308) time: 0.1470 data: 0.0003 max mem: 1207
Epoch: [1] [1150/1412] eta: 0:00:37 lr: 0.000100 loss: 0.2289 (0.3270) labels_encoder: 0.2289 (0.3270) labels_encoder_unscaled: 0.2289 (0.3270) time: 0.1387 data: 0.0002 max mem: 1207
Epoch: [1] [1200/1412] eta: 0:00:30 lr: 0.000100 loss: 0.1981 (0.3227) labels_encoder: 0.1981 (0.3227) labels_encoder_unscaled: 0.1981 (0.3227) time: 0.1394 data: 0.0002 max mem: 1207
Epoch: [1] [1250/1412] eta: 0:00:23 lr: 0.000100 loss: 0.2152 (0.3188) labels_encoder: 0.2152 (0.3188) labels_encoder_unscaled: 0.2152 (0.3188) time: 0.1356 data: 0.0002 max mem: 1207
Epoch: [1] [1300/1412] eta: 0:00:15 lr: 0.000100 loss: 0.2378 (0.3157) labels_encoder: 0.2378 (0.3157) labels_encoder_unscaled: 0.2378 (0.3157) time: 0.1453 data: 0.0002 max mem: 1207
Epoch: [1] [1350/1412] eta: 0:00:08 lr: 0.000100 loss: 0.2197 (0.3127) labels_encoder: 0.2197 (0.3127) labels_encoder_unscaled: 0.2197 (0.3127) time: 0.1456 data: 0.0002 max mem: 1207
Epoch: [1] [1400/1412] eta: 0:00:01 lr: 0.000100 loss: 0.1850 (0.3088) labels_encoder: 0.1850 (0.3088) labels_encoder_unscaled: 0.1850 (0.3088) time: 0.1341 data: 0.0004 max mem: 1207
Epoch: [1] [1411/1412] eta: 0:00:00 lr: 0.000100 loss: 0.1647 (0.3078) labels_encoder: 0.1647 (0.3078) labels_encoder_unscaled: 0.1647 (0.3078) time: 0.1239 data: 0.0003 max mem: 1207
Epoch: [1] Total time: 0:03:21 (0.1428 s / it)
Averaged stats: lr: 0.000100 loss: 0.1647 (0.3078) labels_encoder: 0.1647 (0.3078) labels_encoder_unscaled: 0.1647 (0.3078)
Test: [ 0/1613] eta: 0:47:23 loss: 0.1336 (0.1336) labels_encoder: 0.1336 (0.1336) labels_encoder_unscaled: 0.1336 (0.1336) time: 1.7629 data: 1.6610 max mem: 1207
Test: [ 50/1613] eta: 0:02:25 loss: 0.2536 (0.4950) labels_encoder: 0.2536 (0.4950) labels_encoder_unscaled: 0.2536 (0.4950) time: 0.0622 data: 0.0240 max mem: 1207
Test: [ 100/1613] eta: 0:01:57 loss: 0.2424 (0.4527) labels_encoder: 0.2424 (0.4527) labels_encoder_unscaled: 0.2424 (0.4527) time: 0.0609 data: 0.0002 max mem: 1207
Test: [ 150/1613] eta: 0:01:47 loss: 0.8087 (0.4547) labels_encoder: 0.8087 (0.4547) labels_encoder_unscaled: 0.8087 (0.4547) time: 0.0645 data: 0.0030 max mem: 1207
Test: [ 200/1613] eta: 0:01:40 loss: 0.5806 (0.4894) labels_encoder: 0.5806 (0.4894) labels_encoder_unscaled: 0.5806 (0.4894) time: 0.0680 data: 0.0292 max mem: 1207
Test: [ 250/1613] eta: 0:01:35 loss: 0.4712 (0.5451) labels_encoder: 0.4712 (0.5451) labels_encoder_unscaled: 0.4712 (0.5451) time: 0.0659 data: 0.0017 max mem: 1207
Test: [ 300/1613] eta: 0:01:30 loss: 0.7860 (0.6163) labels_encoder: 0.7860 (0.6163) labels_encoder_unscaled: 0.7860 (0.6163) time: 0.0643 data: 0.0171 max mem: 1207
Test: [ 350/1613] eta: 0:01:26 loss: 0.5905 (0.6213) labels_encoder: 0.5905 (0.6213) labels_encoder_unscaled: 0.5905 (0.6213) time: 0.0677 data: 0.0202 max mem: 1207
Test: [ 400/1613] eta: 0:01:22 loss: 0.4689 (0.6615) labels_encoder: 0.4689 (0.6615) labels_encoder_unscaled: 0.4689 (0.6615) time: 0.0667 data: 0.0306 max mem: 1207
Test: [ 450/1613] eta: 0:01:19 loss: 0.8858 (0.7271) labels_encoder: 0.8858 (0.7271) labels_encoder_unscaled: 0.8858 (0.7271) time: 0.0679 data: 0.0018 max mem: 1207
Test: [ 500/1613] eta: 0:01:15 loss: 0.1716 (0.6942) labels_encoder: 0.1716 (0.6942) labels_encoder_unscaled: 0.1716 (0.6942) time: 0.0717 data: 0.0165 max mem: 1207
Test: [ 550/1613] eta: 0:01:12 loss: 0.4738 (0.7087) labels_encoder: 0.4738 (0.7087) labels_encoder_unscaled: 0.4738 (0.7087) time: 0.0721 data: 0.0351 max mem: 1207
Test: [ 600/1613] eta: 0:01:08 loss: 0.3235 (0.7647) labels_encoder: 0.3235 (0.7647) labels_encoder_unscaled: 0.3235 (0.7647) time: 0.0636 data: 0.0239 max mem: 1207
Test: [ 650/1613] eta: 0:01:05 loss: 0.7993 (0.7608) labels_encoder: 0.7993 (0.7608) labels_encoder_unscaled: 0.7993 (0.7608) time: 0.0761 data: 0.0210 max mem: 1207
Test: [ 700/1613] eta: 0:01:02 loss: 0.2820 (0.7321) labels_encoder: 0.2820 (0.7321) labels_encoder_unscaled: 0.2820 (0.7321) time: 0.0631 data: 0.0043 max mem: 1207
Test: [ 750/1613] eta: 0:00:58 loss: 0.5561 (0.7169) labels_encoder: 0.5561 (0.7169) labels_encoder_unscaled: 0.5561 (0.7169) time: 0.0657 data: 0.0128 max mem: 1207
Test: [ 800/1613] eta: 0:00:55 loss: 0.2531 (0.7021) labels_encoder: 0.2531 (0.7021) labels_encoder_unscaled: 0.2531 (0.7021) time: 0.0713 data: 0.0173 max mem: 1207
Test: [ 850/1613] eta: 0:00:51 loss: 0.5810 (0.6967) labels_encoder: 0.5810 (0.6967) labels_encoder_unscaled: 0.5810 (0.6967) time: 0.0679 data: 0.0013 max mem: 1207
Test: [ 900/1613] eta: 0:00:48 loss: 0.3430 (0.6799) labels_encoder: 0.3430 (0.6799) labels_encoder_unscaled: 0.3430 (0.6799) time: 0.0654 data: 0.0248 max mem: 1207
Test: [ 950/1613] eta: 0:00:45 loss: 0.5889 (0.6699) labels_encoder: 0.5889 (0.6699) labels_encoder_unscaled: 0.5889 (0.6699) time: 0.0852 data: 0.0101 max mem: 1207
Test: [1000/1613] eta: 0:00:41 loss: 0.3279 (0.6590) labels_encoder: 0.3279 (0.6590) labels_encoder_unscaled: 0.3279 (0.6590) time: 0.0642 data: 0.0002 max mem: 1207
Test: [1050/1613] eta: 0:00:38 loss: 0.6538 (0.6617) labels_encoder: 0.6538 (0.6617) labels_encoder_unscaled: 0.6538 (0.6617) time: 0.0581 data: 0.0038 max mem: 1207
Test: [1100/1613] eta: 0:00:34 loss: 0.4455 (0.6634) labels_encoder: 0.4455 (0.6634) labels_encoder_unscaled: 0.4455 (0.6634) time: 0.0669 data: 0.0326 max mem: 1207
Test: [1150/1613] eta: 0:00:31 loss: 0.4756 (0.6548) labels_encoder: 0.4756 (0.6548) labels_encoder_unscaled: 0.4756 (0.6548) time: 0.0706 data: 0.0318 max mem: 1207
Test: [1200/1613] eta: 0:00:27 loss: 0.3853 (0.6573) labels_encoder: 0.3853 (0.6573) labels_encoder_unscaled: 0.3853 (0.6573) time: 0.0632 data: 0.0088 max mem: 1207
Test: [1250/1613] eta: 0:00:24 loss: 0.2202 (0.6559) labels_encoder: 0.2202 (0.6559) labels_encoder_unscaled: 0.2202 (0.6559) time: 0.0687 data: 0.0341 max mem: 1207
Test: [1300/1613] eta: 0:00:21 loss: 0.2468 (0.6486) labels_encoder: 0.2468 (0.6486) labels_encoder_unscaled: 0.2468 (0.6486) time: 0.0570 data: 0.0002 max mem: 1207
Test: [1350/1613] eta: 0:00:17 loss: 1.0511 (0.6524) labels_encoder: 1.0511 (0.6524) labels_encoder_unscaled: 1.0511 (0.6524) time: 0.0626 data: 0.0002 max mem: 1207
Test: [1400/1613] eta: 0:00:14 loss: 0.4969 (0.6518) labels_encoder: 0.4969 (0.6518) labels_encoder_unscaled: 0.4969 (0.6518) time: 0.0686 data: 0.0002 max mem: 1207
Test: [1450/1613] eta: 0:00:10 loss: 0.2007 (0.6577) labels_encoder: 0.2007 (0.6577) labels_encoder_unscaled: 0.2007 (0.6577) time: 0.0690 data: 0.0002 max mem: 1207
Test: [1500/1613] eta: 0:00:07 loss: 0.3232 (0.6542) labels_encoder: 0.3232 (0.6542) labels_encoder_unscaled: 0.3232 (0.6542) time: 0.0610 data: 0.0002 max mem: 1207
Test: [1550/1613] eta: 0:00:04 loss: 0.4394 (0.6475) labels_encoder: 0.4394 (0.6475) labels_encoder_unscaled: 0.4394 (0.6475) time: 0.0658 data: 0.0002 max mem: 1207
Test: [1600/1613] eta: 0:00:00 loss: 0.3786 (0.6442) labels_encoder: 0.3786 (0.6442) labels_encoder_unscaled: 0.3786 (0.6442) time: 0.0741 data: 0.0062 max mem: 1207
Test: [1612/1613] eta: 0:00:00 loss: 0.2751 (0.6424) labels_encoder: 0.2751 (0.6424) labels_encoder_unscaled: 0.2751 (0.6424) time: 0.0590 data: 0.0001 max mem: 1207
Test: Total time: 0:01:48 (0.0670 s / it)
Averaged stats: loss: 0.2751 (0.6424) labels_encoder: 0.2751 (0.6424) labels_encoder_unscaled: 0.2751 (0.6424)
(21, 206375)
(21, 206375)
[Epoch-1] [IDU-kin] mAP: 0.6372, mcAP: 0.9823
BaseballPitch: 0.4328
BasketballDunk: 0.7986
Billiards: 0.2577
CleanAndJerk: 0.7992
CliffDiving: 0.8527
CricketBowling: 0.4322
CricketShot: 0.2717
Diving: 0.8366
FrisbeeCatch: 0.4287
GolfSwing: 0.7945
HammerThrow: 0.8377
HighJump: 0.6914
JavelinThrow: 0.7615
LongJump: 0.7874
PoleVault: 0.8851
Shotput: 0.6945
SoccerPenalty: 0.4692
TennisSwing: 0.6021
ThrowDiscus: 0.7004
VolleyballSpiking: 0.4103
Epoch: [2] [ 0/1412] eta: 0:45:12 lr: 0.000010 loss: 0.2385 (0.2385) labels_encoder: 0.2385 (0.2385) labels_encoder_unscaled: 0.2385 (0.2385) time: 1.9211 data: 1.7585 max mem: 1207
Epoch: [2] [ 50/1412] eta: 0:03:57 lr: 0.000010 loss: 0.1720 (0.1941) labels_encoder: 0.1720 (0.1941) labels_encoder_unscaled: 0.1720 (0.1941) time: 0.1415 data: 0.0002 max mem: 1207
Epoch: [2] [ 100/1412] eta: 0:03:25 lr: 0.000010 loss: 0.1571 (0.1854) labels_encoder: 0.1571 (0.1854) labels_encoder_unscaled: 0.1571 (0.1854) time: 0.1362 data: 0.0002 max mem: 1207
Epoch: [2] [ 150/1412] eta: 0:03:11 lr: 0.000010 loss: 0.1631 (0.1788) labels_encoder: 0.1631 (0.1788) labels_encoder_unscaled: 0.1631 (0.1788) time: 0.1399 data: 0.0002 max mem: 1207
Epoch: [2] [ 200/1412] eta: 0:03:00 lr: 0.000010 loss: 0.1567 (0.1770) labels_encoder: 0.1567 (0.1770) labels_encoder_unscaled: 0.1567 (0.1770) time: 0.1416 data: 0.0002 max mem: 1207
Epoch: [2] [ 250/1412] eta: 0:02:50 lr: 0.000010 loss: 0.1582 (0.1735) labels_encoder: 0.1582 (0.1735) labels_encoder_unscaled: 0.1582 (0.1735) time: 0.1404 data: 0.0002 max mem: 1207
Epoch: [2] [ 300/1412] eta: 0:02:40 lr: 0.000010 loss: 0.1490 (0.1704) labels_encoder: 0.1490 (0.1704) labels_encoder_unscaled: 0.1490 (0.1704) time: 0.1385 data: 0.0002 max mem: 1207
Epoch: [2] [ 350/1412] eta: 0:02:32 lr: 0.000010 loss: 0.1620 (0.1694) labels_encoder: 0.1620 (0.1694) labels_encoder_unscaled: 0.1620 (0.1694) time: 0.1402 data: 0.0003 max mem: 1207
Epoch: [2] [ 400/1412] eta: 0:02:25 lr: 0.000010 loss: 0.1533 (0.1678) labels_encoder: 0.1533 (0.1678) labels_encoder_unscaled: 0.1533 (0.1678) time: 0.1469 data: 0.0002 max mem: 1207
Epoch: [2] [ 450/1412] eta: 0:02:18 lr: 0.000010 loss: 0.1486 (0.1665) labels_encoder: 0.1486 (0.1665) labels_encoder_unscaled: 0.1486 (0.1665) time: 0.1416 data: 0.0002 max mem: 1207
Epoch: [2] [ 500/1412] eta: 0:02:10 lr: 0.000010 loss: 0.1662 (0.1667) labels_encoder: 0.1662 (0.1667) labels_encoder_unscaled: 0.1662 (0.1667) time: 0.1369 data: 0.0002 max mem: 1207
Epoch: [2] [ 550/1412] eta: 0:02:03 lr: 0.000010 loss: 0.1514 (0.1661) labels_encoder: 0.1514 (0.1661) labels_encoder_unscaled: 0.1514 (0.1661) time: 0.1409 data: 0.0002 max mem: 1207
Epoch: [2] [ 600/1412] eta: 0:01:56 lr: 0.000010 loss: 0.1439 (0.1656) labels_encoder: 0.1439 (0.1656) labels_encoder_unscaled: 0.1439 (0.1656) time: 0.1418 data: 0.0002 max mem: 1207
Epoch: [2] [ 650/1412] eta: 0:01:49 lr: 0.000010 loss: 0.1529 (0.1651) labels_encoder: 0.1529 (0.1651) labels_encoder_unscaled: 0.1529 (0.1651) time: 0.1459 data: 0.0005 max mem: 1207
Epoch: [2] [ 700/1412] eta: 0:01:42 lr: 0.000010 loss: 0.1493 (0.1649) labels_encoder: 0.1493 (0.1649) labels_encoder_unscaled: 0.1493 (0.1649) time: 0.1433 data: 0.0002 max mem: 1207
Epoch: [2] [ 750/1412] eta: 0:01:34 lr: 0.000010 loss: 0.1459 (0.1643) labels_encoder: 0.1459 (0.1643) labels_encoder_unscaled: 0.1459 (0.1643) time: 0.1372 data: 0.0002 max mem: 1207
Epoch: [2] [ 800/1412] eta: 0:01:27 lr: 0.000010 loss: 0.1615 (0.1645) labels_encoder: 0.1615 (0.1645) labels_encoder_unscaled: 0.1615 (0.1645) time: 0.1462 data: 0.0002 max mem: 1207
Epoch: [2] [ 850/1412] eta: 0:01:20 lr: 0.000010 loss: 0.1458 (0.1638) labels_encoder: 0.1458 (0.1638) labels_encoder_unscaled: 0.1458 (0.1638) time: 0.1376 data: 0.0002 max mem: 1207
Epoch: [2] [ 900/1412] eta: 0:01:13 lr: 0.000010 loss: 0.1343 (0.1631) labels_encoder: 0.1343 (0.1631) labels_encoder_unscaled: 0.1343 (0.1631) time: 0.1463 data: 0.0003 max mem: 1207
Epoch: [2] [ 950/1412] eta: 0:01:05 lr: 0.000010 loss: 0.1441 (0.1620) labels_encoder: 0.1441 (0.1620) labels_encoder_unscaled: 0.1441 (0.1620) time: 0.1422 data: 0.0002 max mem: 1207
Epoch: [2] [1000/1412] eta: 0:00:58 lr: 0.000010 loss: 0.1327 (0.1616) labels_encoder: 0.1327 (0.1616) labels_encoder_unscaled: 0.1327 (0.1616) time: 0.1373 data: 0.0002 max mem: 1207
Epoch: [2] [1050/1412] eta: 0:00:51 lr: 0.000010 loss: 0.1361 (0.1609) labels_encoder: 0.1361 (0.1609) labels_encoder_unscaled: 0.1361 (0.1609) time: 0.1418 data: 0.0002 max mem: 1207
Epoch: [2] [1100/1412] eta: 0:00:44 lr: 0.000010 loss: 0.1418 (0.1606) labels_encoder: 0.1418 (0.1606) labels_encoder_unscaled: 0.1418 (0.1606) time: 0.1398 data: 0.0002 max mem: 1207
Epoch: [2] [1150/1412] eta: 0:00:37 lr: 0.000010 loss: 0.1521 (0.1601) labels_encoder: 0.1521 (0.1601) labels_encoder_unscaled: 0.1521 (0.1601) time: 0.1489 data: 0.0002 max mem: 1207
Epoch: [2] [1200/1412] eta: 0:00:30 lr: 0.000010 loss: 0.1644 (0.1602) labels_encoder: 0.1644 (0.1602) labels_encoder_unscaled: 0.1644 (0.1602) time: 0.1378 data: 0.0002 max mem: 1207
Epoch: [2] [1250/1412] eta: 0:00:23 lr: 0.000010 loss: 0.1348 (0.1600) labels_encoder: 0.1348 (0.1600) labels_encoder_unscaled: 0.1348 (0.1600) time: 0.1421 data: 0.0002 max mem: 1207
Epoch: [2] [1300/1412] eta: 0:00:15 lr: 0.000010 loss: 0.1419 (0.1597) labels_encoder: 0.1419 (0.1597) labels_encoder_unscaled: 0.1419 (0.1597) time: 0.1362 data: 0.0002 max mem: 1207
Epoch: [2] [1350/1412] eta: 0:00:08 lr: 0.000010 loss: 0.1446 (0.1593) labels_encoder: 0.1446 (0.1593) labels_encoder_unscaled: 0.1446 (0.1593) time: 0.1457 data: 0.0002 max mem: 1207
Epoch: [2] [1400/1412] eta: 0:00:01 lr: 0.000010 loss: 0.1542 (0.1591) labels_encoder: 0.1542 (0.1591) labels_encoder_unscaled: 0.1542 (0.1591) time: 0.1326 data: 0.0004 max mem: 1207
Epoch: [2] [1411/1412] eta: 0:00:00 lr: 0.000010 loss: 0.1430 (0.1591) labels_encoder: 0.1430 (0.1591) labels_encoder_unscaled: 0.1430 (0.1591) time: 0.1231 data: 0.0003 max mem: 1207
Epoch: [2] Total time: 0:03:20 (0.1422 s / it)
Averaged stats: lr: 0.000010 loss: 0.1430 (0.1591) labels_encoder: 0.1430 (0.1591) labels_encoder_unscaled: 0.1430 (0.1591)
Test: [ 0/1613] eta: 0:44:58 loss: 0.6712 (0.6712) labels_encoder: 0.6712 (0.6712) labels_encoder_unscaled: 0.6712 (0.6712) time: 1.6731 data: 1.5918 max mem: 1207
Test: [ 50/1613] eta: 0:02:44 loss: 0.2113 (0.4873) labels_encoder: 0.2113 (0.4873) labels_encoder_unscaled: 0.2113 (0.4873) time: 0.0613 data: 0.0002 max mem: 1207
Test: [ 100/1613] eta: 0:02:08 loss: 0.2820 (0.4386) labels_encoder: 0.2820 (0.4386) labels_encoder_unscaled: 0.2820 (0.4386) time: 0.0632 data: 0.0002 max mem: 1207
Test: [ 150/1613] eta: 0:01:53 loss: 0.4687 (0.4340) labels_encoder: 0.4687 (0.4340) labels_encoder_unscaled: 0.4687 (0.4340) time: 0.0629 data: 0.0002 max mem: 1207
Test: [ 200/1613] eta: 0:01:44 loss: 0.5078 (0.4770) labels_encoder: 0.5078 (0.4770) labels_encoder_unscaled: 0.5078 (0.4770) time: 0.0655 data: 0.0197 max mem: 1207
Test: [ 250/1613] eta: 0:01:37 loss: 0.4563 (0.5132) labels_encoder: 0.4563 (0.5132) labels_encoder_unscaled: 0.4563 (0.5132) time: 0.0633 data: 0.0153 max mem: 1207
Test: [ 300/1613] eta: 0:01:32 loss: 0.2934 (0.5137) labels_encoder: 0.2934 (0.5137) labels_encoder_unscaled: 0.2934 (0.5137) time: 0.0629 data: 0.0152 max mem: 1207
Test: [ 350/1613] eta: 0:01:27 loss: 0.5603 (0.5315) labels_encoder: 0.5603 (0.5315) labels_encoder_unscaled: 0.5603 (0.5315) time: 0.0614 data: 0.0002 max mem: 1207
Test: [ 400/1613] eta: 0:01:23 loss: 0.4061 (0.5752) labels_encoder: 0.4061 (0.5752) labels_encoder_unscaled: 0.4061 (0.5752) time: 0.0630 data: 0.0002 max mem: 1207
Test: [ 450/1613] eta: 0:01:19 loss: 0.6367 (0.6336) labels_encoder: 0.6367 (0.6336) labels_encoder_unscaled: 0.6367 (0.6336) time: 0.0654 data: 0.0002 max mem: 1207
Test: [ 500/1613] eta: 0:01:15 loss: 0.1838 (0.6045) labels_encoder: 0.1838 (0.6045) labels_encoder_unscaled: 0.1838 (0.6045) time: 0.0663 data: 0.0002 max mem: 1207
Test: [ 550/1613] eta: 0:01:12 loss: 0.4188 (0.6027) labels_encoder: 0.4188 (0.6027) labels_encoder_unscaled: 0.4188 (0.6027) time: 0.0652 data: 0.0170 max mem: 1207
Test: [ 600/1613] eta: 0:01:08 loss: 0.3568 (0.6610) labels_encoder: 0.3568 (0.6610) labels_encoder_unscaled: 0.3568 (0.6610) time: 0.0656 data: 0.0291 max mem: 1207
Test: [ 650/1613] eta: 0:01:05 loss: 0.4387 (0.6562) labels_encoder: 0.4387 (0.6562) labels_encoder_unscaled: 0.4387 (0.6562) time: 0.0678 data: 0.0316 max mem: 1207
Test: [ 700/1613] eta: 0:01:01 loss: 0.3086 (0.6387) labels_encoder: 0.3086 (0.6387) labels_encoder_unscaled: 0.3086 (0.6387) time: 0.0664 data: 0.0168 max mem: 1207
Test: [ 750/1613] eta: 0:00:58 loss: 0.3872 (0.6210) labels_encoder: 0.3872 (0.6210) labels_encoder_unscaled: 0.3872 (0.6210) time: 0.0666 data: 0.0271 max mem: 1207
Test: [ 800/1613] eta: 0:00:54 loss: 0.2980 (0.6107) labels_encoder: 0.2980 (0.6107) labels_encoder_unscaled: 0.2980 (0.6107) time: 0.0648 data: 0.0300 max mem: 1207
Test: [ 850/1613] eta: 0:00:51 loss: 0.5587 (0.6163) labels_encoder: 0.5587 (0.6163) labels_encoder_unscaled: 0.5587 (0.6163) time: 0.0626 data: 0.0292 max mem: 1207
Test: [ 900/1613] eta: 0:00:47 loss: 0.2899 (0.6020) labels_encoder: 0.2899 (0.6020) labels_encoder_unscaled: 0.2899 (0.6020) time: 0.0628 data: 0.0289 max mem: 1207
Test: [ 950/1613] eta: 0:00:44 loss: 0.5787 (0.5973) labels_encoder: 0.5787 (0.5973) labels_encoder_unscaled: 0.5787 (0.5973) time: 0.0683 data: 0.0329 max mem: 1207
Test: [1000/1613] eta: 0:00:41 loss: 0.3104 (0.5875) labels_encoder: 0.3104 (0.5875) labels_encoder_unscaled: 0.3104 (0.5875) time: 0.0656 data: 0.0002 max mem: 1207
Test: [1050/1613] eta: 0:00:37 loss: 0.6525 (0.5909) labels_encoder: 0.6525 (0.5909) labels_encoder_unscaled: 0.6525 (0.5909) time: 0.0666 data: 0.0002 max mem: 1207
Test: [1100/1613] eta: 0:00:34 loss: 0.3178 (0.5898) labels_encoder: 0.3178 (0.5898) labels_encoder_unscaled: 0.3178 (0.5898) time: 0.0694 data: 0.0098 max mem: 1207
Test: [1150/1613] eta: 0:00:30 loss: 0.3483 (0.5896) labels_encoder: 0.3483 (0.5896) labels_encoder_unscaled: 0.3483 (0.5896) time: 0.0617 data: 0.0114 max mem: 1207
Test: [1200/1613] eta: 0:00:27 loss: 0.2764 (0.5948) labels_encoder: 0.2764 (0.5948) labels_encoder_unscaled: 0.2764 (0.5948) time: 0.0654 data: 0.0260 max mem: 1207
Test: [1250/1613] eta: 0:00:24 loss: 0.2162 (0.5929) labels_encoder: 0.2162 (0.5929) labels_encoder_unscaled: 0.2162 (0.5929) time: 0.0715 data: 0.0187 max mem: 1207
Test: [1300/1613] eta: 0:00:20 loss: 0.3551 (0.5875) labels_encoder: 0.3551 (0.5875) labels_encoder_unscaled: 0.3551 (0.5875) time: 0.0684 data: 0.0002 max mem: 1207
Test: [1350/1613] eta: 0:00:17 loss: 0.5335 (0.5886) labels_encoder: 0.5335 (0.5886) labels_encoder_unscaled: 0.5335 (0.5886) time: 0.0606 data: 0.0002 max mem: 1207
Test: [1400/1613] eta: 0:00:14 loss: 0.4960 (0.5894) labels_encoder: 0.4960 (0.5894) labels_encoder_unscaled: 0.4960 (0.5894) time: 0.0613 data: 0.0002 max mem: 1207
Test: [1450/1613] eta: 0:00:10 loss: 0.2594 (0.5915) labels_encoder: 0.2594 (0.5915) labels_encoder_unscaled: 0.2594 (0.5915) time: 0.0636 data: 0.0149 max mem: 1207
Test: [1500/1613] eta: 0:00:07 loss: 0.3664 (0.5876) labels_encoder: 0.3664 (0.5876) labels_encoder_unscaled: 0.3664 (0.5876) time: 0.0690 data: 0.0073 max mem: 1207
Test: [1550/1613] eta: 0:00:04 loss: 0.6730 (0.5882) labels_encoder: 0.6730 (0.5882) labels_encoder_unscaled: 0.6730 (0.5882) time: 0.0582 data: 0.0120 max mem: 1207
Test: [1600/1613] eta: 0:00:00 loss: 0.5661 (0.5852) labels_encoder: 0.5661 (0.5852) labels_encoder_unscaled: 0.5661 (0.5852) time: 0.0667 data: 0.0335 max mem: 1207
Test: [1612/1613] eta: 0:00:00 loss: 0.3199 (0.5848) labels_encoder: 0.3199 (0.5848) labels_encoder_unscaled: 0.3199 (0.5848) time: 0.0626 data: 0.0303 max mem: 1207
Test: Total time: 0:01:47 (0.0666 s / it)
Averaged stats: loss: 0.3199 (0.5848) labels_encoder: 0.3199 (0.5848) labels_encoder_unscaled: 0.3199 (0.5848)
(21, 206375)
(21, 206375)
[Epoch-2] [IDU-kin] mAP: 0.6453, mcAP: 0.9824
BaseballPitch: 0.4202
BasketballDunk: 0.8156
Billiards: 0.2713
CleanAndJerk: 0.7557
CliffDiving: 0.8745
CricketBowling: 0.4354
CricketShot: 0.2307
Diving: 0.8581
FrisbeeCatch: 0.4511
GolfSwing: 0.8063
HammerThrow: 0.8713
HighJump: 0.7892
JavelinThrow: 0.7811
LongJump: 0.8195
PoleVault: 0.8882
Shotput: 0.7158
SoccerPenalty: 0.4590
TennisSwing: 0.5893
ThrowDiscus: 0.6690
VolleyballSpiking: 0.4055
Epoch: [3] [ 0/1412] eta: 0:50:12 lr: 0.000001 loss: 0.1740 (0.1740) labels_encoder: 0.1740 (0.1740) labels_encoder_unscaled: 0.1740 (0.1740) time: 2.1338 data: 1.9417 max mem: 1207
Epoch: [3] [ 50/1412] eta: 0:04:00 lr: 0.000001 loss: 0.1322 (0.1523) labels_encoder: 0.1322 (0.1523) labels_encoder_unscaled: 0.1322 (0.1523) time: 0.1318 data: 0.0002 max mem: 1207
Epoch: [3] [ 100/1412] eta: 0:03:26 lr: 0.000001 loss: 0.1252 (0.1476) labels_encoder: 0.1252 (0.1476) labels_encoder_unscaled: 0.1252 (0.1476) time: 0.1409 data: 0.0003 max mem: 1207
Epoch: [3] [ 150/1412] eta: 0:03:08 lr: 0.000001 loss: 0.1210 (0.1455) labels_encoder: 0.1210 (0.1455) labels_encoder_unscaled: 0.1210 (0.1455) time: 0.1371 data: 0.0002 max mem: 1207
Epoch: [3] [ 200/1412] eta: 0:02:57 lr: 0.000001 loss: 0.1236 (0.1424) labels_encoder: 0.1236 (0.1424) labels_encoder_unscaled: 0.1236 (0.1424) time: 0.1278 data: 0.0002 max mem: 1207
Epoch: [3] [ 250/1412] eta: 0:02:49 lr: 0.000001 loss: 0.1218 (0.1413) labels_encoder: 0.1218 (0.1413) labels_encoder_unscaled: 0.1218 (0.1413) time: 0.1413 data: 0.0002 max mem: 1207
Epoch: [3] [ 300/1412] eta: 0:02:40 lr: 0.000001 loss: 0.1409 (0.1414) labels_encoder: 0.1409 (0.1414) labels_encoder_unscaled: 0.1409 (0.1414) time: 0.1371 data: 0.0002 max mem: 1207
Epoch: [3] [ 350/1412] eta: 0:02:32 lr: 0.000001 loss: 0.1365 (0.1409) labels_encoder: 0.1365 (0.1409) labels_encoder_unscaled: 0.1365 (0.1409) time: 0.1419 data: 0.0002 max mem: 1207
Epoch: [3] [ 400/1412] eta: 0:02:25 lr: 0.000001 loss: 0.1437 (0.1414) labels_encoder: 0.1437 (0.1414) labels_encoder_unscaled: 0.1437 (0.1414) time: 0.1426 data: 0.0002 max mem: 1207
Epoch: [3] [ 450/1412] eta: 0:02:18 lr: 0.000001 loss: 0.1325 (0.1413) labels_encoder: 0.1325 (0.1413) labels_encoder_unscaled: 0.1325 (0.1413) time: 0.1452 data: 0.0002 max mem: 1207
Epoch: [3] [ 500/1412] eta: 0:02:10 lr: 0.000001 loss: 0.1499 (0.1416) labels_encoder: 0.1499 (0.1416) labels_encoder_unscaled: 0.1499 (0.1416) time: 0.1438 data: 0.0002 max mem: 1207
Epoch: [3] [ 550/1412] eta: 0:02:03 lr: 0.000001 loss: 0.1293 (0.1410) labels_encoder: 0.1293 (0.1410) labels_encoder_unscaled: 0.1293 (0.1410) time: 0.1482 data: 0.0002 max mem: 1207
Epoch: [3] [ 600/1412] eta: 0:01:56 lr: 0.000001 loss: 0.1531 (0.1411) labels_encoder: 0.1531 (0.1411) labels_encoder_unscaled: 0.1531 (0.1411) time: 0.1432 data: 0.0002 max mem: 1207
Epoch: [3] [ 650/1412] eta: 0:01:49 lr: 0.000001 loss: 0.1456 (0.1413) labels_encoder: 0.1456 (0.1413) labels_encoder_unscaled: 0.1456 (0.1413) time: 0.1427 data: 0.0003 max mem: 1207
Epoch: [3] [ 700/1412] eta: 0:01:42 lr: 0.000001 loss: 0.1194 (0.1412) labels_encoder: 0.1194 (0.1412) labels_encoder_unscaled: 0.1194 (0.1412) time: 0.1492 data: 0.0002 max mem: 1207
Epoch: [3] [ 750/1412] eta: 0:01:35 lr: 0.000001 loss: 0.1329 (0.1409) labels_encoder: 0.1329 (0.1409) labels_encoder_unscaled: 0.1329 (0.1409) time: 0.1427 data: 0.0002 max mem: 1207
Epoch: [3] [ 800/1412] eta: 0:01:28 lr: 0.000001 loss: 0.1318 (0.1405) labels_encoder: 0.1318 (0.1405) labels_encoder_unscaled: 0.1318 (0.1405) time: 0.1365 data: 0.0002 max mem: 1207
Epoch: [3] [ 850/1412] eta: 0:01:21 lr: 0.000001 loss: 0.1373 (0.1406) labels_encoder: 0.1373 (0.1406) labels_encoder_unscaled: 0.1373 (0.1406) time: 0.1507 data: 0.0002 max mem: 1207
Epoch: [3] [ 900/1412] eta: 0:01:14 lr: 0.000001 loss: 0.1383 (0.1408) labels_encoder: 0.1383 (0.1408) labels_encoder_unscaled: 0.1383 (0.1408) time: 0.1492 data: 0.0002 max mem: 1207
Epoch: [3] [ 950/1412] eta: 0:01:06 lr: 0.000001 loss: 0.1471 (0.1413) labels_encoder: 0.1471 (0.1413) labels_encoder_unscaled: 0.1471 (0.1413) time: 0.1477 data: 0.0002 max mem: 1207
Epoch: [3] [1000/1412] eta: 0:00:59 lr: 0.000001 loss: 0.1412 (0.1413) labels_encoder: 0.1412 (0.1413) labels_encoder_unscaled: 0.1412 (0.1413) time: 0.1430 data: 0.0002 max mem: 1207
Epoch: [3] [1050/1412] eta: 0:00:52 lr: 0.000001 loss: 0.1272 (0.1409) labels_encoder: 0.1272 (0.1409) labels_encoder_unscaled: 0.1272 (0.1409) time: 0.1456 data: 0.0002 max mem: 1207
Epoch: [3] [1100/1412] eta: 0:00:45 lr: 0.000001 loss: 0.1321 (0.1408) labels_encoder: 0.1321 (0.1408) labels_encoder_unscaled: 0.1321 (0.1408) time: 0.1435 data: 0.0002 max mem: 1207
Epoch: [3] [1150/1412] eta: 0:00:37 lr: 0.000001 loss: 0.1346 (0.1407) labels_encoder: 0.1346 (0.1407) labels_encoder_unscaled: 0.1346 (0.1407) time: 0.1437 data: 0.0002 max mem: 1207
Epoch: [3] [1200/1412] eta: 0:00:30 lr: 0.000001 loss: 0.1272 (0.1406) labels_encoder: 0.1272 (0.1406) labels_encoder_unscaled: 0.1272 (0.1406) time: 0.1397 data: 0.0002 max mem: 1207
Epoch: [3] [1250/1412] eta: 0:00:23 lr: 0.000001 loss: 0.1307 (0.1400) labels_encoder: 0.1307 (0.1400) labels_encoder_unscaled: 0.1307 (0.1400) time: 0.1424 data: 0.0002 max mem: 1207
Epoch: [3] [1300/1412] eta: 0:00:16 lr: 0.000001 loss: 0.1207 (0.1400) labels_encoder: 0.1207 (0.1400) labels_encoder_unscaled: 0.1207 (0.1400) time: 0.1435 data: 0.0002 max mem: 1207
Epoch: [3] [1350/1412] eta: 0:00:08 lr: 0.000001 loss: 0.1152 (0.1397) labels_encoder: 0.1152 (0.1397) labels_encoder_unscaled: 0.1152 (0.1397) time: 0.1276 data: 0.0002 max mem: 1207
Epoch: [3] [1400/1412] eta: 0:00:01 lr: 0.000001 loss: 0.1351 (0.1397) labels_encoder: 0.1351 (0.1397) labels_encoder_unscaled: 0.1351 (0.1397) time: 0.1414 data: 0.0004 max mem: 1207
Epoch: [3] [1411/1412] eta: 0:00:00 lr: 0.000001 loss: 0.1333 (0.1397) labels_encoder: 0.1333 (0.1397) labels_encoder_unscaled: 0.1333 (0.1397) time: 0.1214 data: 0.0003 max mem: 1207
Epoch: [3] Total time: 0:03:22 (0.1436 s / it)
Averaged stats: lr: 0.000001 loss: 0.1333 (0.1397) labels_encoder: 0.1333 (0.1397) labels_encoder_unscaled: 0.1333 (0.1397)
Test: [ 0/1613] eta: 0:57:09 loss: 0.3458 (0.3458) labels_encoder: 0.3458 (0.3458) labels_encoder_unscaled: 0.3458 (0.3458) time: 2.1261 data: 2.0540 max mem: 1207
Test: [ 50/1613] eta: 0:02:38 loss: 0.2632 (0.5468) labels_encoder: 0.2632 (0.5468) labels_encoder_unscaled: 0.2632 (0.5468) time: 0.0575 data: 0.0002 max mem: 1207
Test: [ 100/1613] eta: 0:02:00 loss: 0.1465 (0.4617) labels_encoder: 0.1465 (0.4617) labels_encoder_unscaled: 0.1465 (0.4617) time: 0.0591 data: 0.0002 max mem: 1207
Test: [ 150/1613] eta: 0:01:47 loss: 0.4141 (0.4369) labels_encoder: 0.4141 (0.4369) labels_encoder_unscaled: 0.4141 (0.4369) time: 0.0625 data: 0.0002 max mem: 1207
Test: [ 200/1613] eta: 0:01:38 loss: 0.4865 (0.4745) labels_encoder: 0.4865 (0.4745) labels_encoder_unscaled: 0.4865 (0.4745) time: 0.0594 data: 0.0002 max mem: 1207
Test: [ 250/1613] eta: 0:01:32 loss: 0.4882 (0.5287) labels_encoder: 0.4882 (0.5287) labels_encoder_unscaled: 0.4882 (0.5287) time: 0.0648 data: 0.0002 max mem: 1207
Test: [ 300/1613] eta: 0:01:28 loss: 0.5362 (0.5588) labels_encoder: 0.5362 (0.5588) labels_encoder_unscaled: 0.5362 (0.5588) time: 0.0671 data: 0.0002 max mem: 1207
Test: [ 350/1613] eta: 0:01:25 loss: 0.6387 (0.5775) labels_encoder: 0.6387 (0.5775) labels_encoder_unscaled: 0.6387 (0.5775) time: 0.0643 data: 0.0002 max mem: 1207
Test: [ 400/1613] eta: 0:01:20 loss: 0.2815 (0.6256) labels_encoder: 0.2815 (0.6256) labels_encoder_unscaled: 0.2815 (0.6256) time: 0.0563 data: 0.0002 max mem: 1207
Test: [ 450/1613] eta: 0:01:16 loss: 0.6271 (0.6905) labels_encoder: 0.6271 (0.6905) labels_encoder_unscaled: 0.6271 (0.6905) time: 0.0606 data: 0.0002 max mem: 1207
Test: [ 500/1613] eta: 0:01:12 loss: 0.1502 (0.6509) labels_encoder: 0.1502 (0.6509) labels_encoder_unscaled: 0.1502 (0.6509) time: 0.0623 data: 0.0002 max mem: 1207
Test: [ 550/1613] eta: 0:01:09 loss: 0.3988 (0.6361) labels_encoder: 0.3988 (0.6361) labels_encoder_unscaled: 0.3988 (0.6361) time: 0.0621 data: 0.0002 max mem: 1207
Test: [ 600/1613] eta: 0:01:05 loss: 0.2356 (0.6833) labels_encoder: 0.2356 (0.6833) labels_encoder_unscaled: 0.2356 (0.6833) time: 0.0606 data: 0.0002 max mem: 1207
Test: [ 650/1613] eta: 0:01:02 loss: 0.5295 (0.6775) labels_encoder: 0.5295 (0.6775) labels_encoder_unscaled: 0.5295 (0.6775) time: 0.0699 data: 0.0002 max mem: 1207
Test: [ 700/1613] eta: 0:00:58 loss: 0.2923 (0.6569) labels_encoder: 0.2923 (0.6569) labels_encoder_unscaled: 0.2923 (0.6569) time: 0.0605 data: 0.0002 max mem: 1207
Test: [ 750/1613] eta: 0:00:55 loss: 0.3877 (0.6389) labels_encoder: 0.3877 (0.6389) labels_encoder_unscaled: 0.3877 (0.6389) time: 0.0596 data: 0.0002 max mem: 1207
Test: [ 800/1613] eta: 0:00:52 loss: 0.3089 (0.6277) labels_encoder: 0.3089 (0.6277) labels_encoder_unscaled: 0.3089 (0.6277) time: 0.0601 data: 0.0002 max mem: 1207
Test: [ 850/1613] eta: 0:00:48 loss: 0.6462 (0.6302) labels_encoder: 0.6462 (0.6302) labels_encoder_unscaled: 0.6462 (0.6302) time: 0.0621 data: 0.0002 max mem: 1207
Test: [ 900/1613] eta: 0:00:45 loss: 0.2390 (0.6145) labels_encoder: 0.2390 (0.6145) labels_encoder_unscaled: 0.2390 (0.6145) time: 0.0677 data: 0.0002 max mem: 1207
Test: [ 950/1613] eta: 0:00:42 loss: 0.5914 (0.6095) labels_encoder: 0.5914 (0.6095) labels_encoder_unscaled: 0.5914 (0.6095) time: 0.0617 data: 0.0002 max mem: 1207
Test: [1000/1613] eta: 0:00:39 loss: 0.2817 (0.5996) labels_encoder: 0.2817 (0.5996) labels_encoder_unscaled: 0.2817 (0.5996) time: 0.0643 data: 0.0002 max mem: 1207
Test: [1050/1613] eta: 0:00:35 loss: 0.6807 (0.6020) labels_encoder: 0.6807 (0.6020) labels_encoder_unscaled: 0.6807 (0.6020) time: 0.0599 data: 0.0002 max mem: 1207
Test: [1100/1613] eta: 0:00:32 loss: 0.2585 (0.6033) labels_encoder: 0.2585 (0.6033) labels_encoder_unscaled: 0.2585 (0.6033) time: 0.0588 data: 0.0002 max mem: 1207
Test: [1150/1613] eta: 0:00:29 loss: 0.4471 (0.5992) labels_encoder: 0.4471 (0.5992) labels_encoder_unscaled: 0.4471 (0.5992) time: 0.0626 data: 0.0002 max mem: 1207
Test: [1200/1613] eta: 0:00:26 loss: 0.2386 (0.6011) labels_encoder: 0.2386 (0.6011) labels_encoder_unscaled: 0.2386 (0.6011) time: 0.0595 data: 0.0002 max mem: 1207
Test: [1250/1613] eta: 0:00:22 loss: 0.2829 (0.6009) labels_encoder: 0.2829 (0.6009) labels_encoder_unscaled: 0.2829 (0.6009) time: 0.0583 data: 0.0002 max mem: 1207
Test: [1300/1613] eta: 0:00:19 loss: 0.3689 (0.5978) labels_encoder: 0.3689 (0.5978) labels_encoder_unscaled: 0.3689 (0.5978) time: 0.0624 data: 0.0002 max mem: 1207
Test: [1350/1613] eta: 0:00:16 loss: 0.6392 (0.6004) labels_encoder: 0.6392 (0.6004) labels_encoder_unscaled: 0.6392 (0.6004) time: 0.0607 data: 0.0002 max mem: 1207
Test: [1400/1613] eta: 0:00:13 loss: 0.5729 (0.6032) labels_encoder: 0.5729 (0.6032) labels_encoder_unscaled: 0.5729 (0.6032) time: 0.0574 data: 0.0002 max mem: 1207
Test: [1450/1613] eta: 0:00:10 loss: 0.2244 (0.6066) labels_encoder: 0.2244 (0.6066) labels_encoder_unscaled: 0.2244 (0.6066) time: 0.0681 data: 0.0002 max mem: 1207
Test: [1500/1613] eta: 0:00:07 loss: 0.3050 (0.6038) labels_encoder: 0.3050 (0.6038) labels_encoder_unscaled: 0.3050 (0.6038) time: 0.0606 data: 0.0002 max mem: 1207
Test: [1550/1613] eta: 0:00:03 loss: 0.6085 (0.6040) labels_encoder: 0.6085 (0.6040) labels_encoder_unscaled: 0.6085 (0.6040) time: 0.0608 data: 0.0002 max mem: 1207
Test: [1600/1613] eta: 0:00:00 loss: 0.5041 (0.6005) labels_encoder: 0.5041 (0.6005) labels_encoder_unscaled: 0.5041 (0.6005) time: 0.0577 data: 0.0002 max mem: 1207
Test: [1612/1613] eta: 0:00:00 loss: 0.2965 (0.5994) labels_encoder: 0.2965 (0.5994) labels_encoder_unscaled: 0.2965 (0.5994) time: 0.0411 data: 0.0001 max mem: 1207
Test: Total time: 0:01:41 (0.0627 s / it)
Averaged stats: loss: 0.2965 (0.5994) labels_encoder: 0.2965 (0.5994) labels_encoder_unscaled: 0.2965 (0.5994)
(21, 206375)
(21, 206375)
[Epoch-3] [IDU-kin] mAP: 0.6523, mcAP: 0.9824
BaseballPitch: 0.4414
BasketballDunk: 0.8191
Billiards: 0.2572
CleanAndJerk: 0.7495
CliffDiving: 0.8795
CricketBowling: 0.4500
CricketShot: 0.2483
Diving: 0.8567
FrisbeeCatch: 0.5155
GolfSwing: 0.8052
HammerThrow: 0.8686
HighJump: 0.7904
JavelinThrow: 0.7755
LongJump: 0.8160
PoleVault: 0.8839
Shotput: 0.7085
SoccerPenalty: 0.4512
TennisSwing: 0.6211
ThrowDiscus: 0.6693
VolleyballSpiking: 0.4387
Epoch: [4] [ 0/1412] eta: 0:45:46 lr: 0.000000 loss: 0.1274 (0.1274) labels_encoder: 0.1274 (0.1274) labels_encoder_unscaled: 0.1274 (0.1274) time: 1.9454 data: 1.7707 max mem: 1207
Epoch: [4] [ 50/1412] eta: 0:03:53 lr: 0.000000 loss: 0.1305 (0.1374) labels_encoder: 0.1305 (0.1374) labels_encoder_unscaled: 0.1305 (0.1374) time: 0.1281 data: 0.0002 max mem: 1207
Epoch: [4] [ 100/1412] eta: 0:03:20 lr: 0.000000 loss: 0.1432 (0.1385) labels_encoder: 0.1432 (0.1385) labels_encoder_unscaled: 0.1432 (0.1385) time: 0.1411 data: 0.0002 max mem: 1207
Epoch: [4] [ 150/1412] eta: 0:03:07 lr: 0.000000 loss: 0.1384 (0.1394) labels_encoder: 0.1384 (0.1394) labels_encoder_unscaled: 0.1384 (0.1394) time: 0.1394 data: 0.0003 max mem: 1207
Epoch: [4] [ 200/1412] eta: 0:02:56 lr: 0.000000 loss: 0.1207 (0.1390) labels_encoder: 0.1207 (0.1390) labels_encoder_unscaled: 0.1207 (0.1390) time: 0.1336 data: 0.0002 max mem: 1207
Epoch: [4] [ 250/1412] eta: 0:02:48 lr: 0.000000 loss: 0.1386 (0.1395) labels_encoder: 0.1386 (0.1395) labels_encoder_unscaled: 0.1386 (0.1395) time: 0.1433 data: 0.0002 max mem: 1207
Epoch: [4] [ 300/1412] eta: 0:02:40 lr: 0.000000 loss: 0.1293 (0.1395) labels_encoder: 0.1293 (0.1395) labels_encoder_unscaled: 0.1293 (0.1395) time: 0.1451 data: 0.0002 max mem: 1207
Epoch: [4] [ 350/1412] eta: 0:02:33 lr: 0.000000 loss: 0.1284 (0.1385) labels_encoder: 0.1284 (0.1385) labels_encoder_unscaled: 0.1284 (0.1385) time: 0.1468 data: 0.0002 max mem: 1207
Epoch: [4] [ 400/1412] eta: 0:02:24 lr: 0.000000 loss: 0.1382 (0.1386) labels_encoder: 0.1382 (0.1386) labels_encoder_unscaled: 0.1382 (0.1386) time: 0.1298 data: 0.0002 max mem: 1207
Epoch: [4] [ 450/1412] eta: 0:02:17 lr: 0.000000 loss: 0.1414 (0.1381) labels_encoder: 0.1414 (0.1381) labels_encoder_unscaled: 0.1414 (0.1381) time: 0.1477 data: 0.0002 max mem: 1207
Epoch: [4] [ 500/1412] eta: 0:02:09 lr: 0.000000 loss: 0.1300 (0.1381) labels_encoder: 0.1300 (0.1381) labels_encoder_unscaled: 0.1300 (0.1381) time: 0.1449 data: 0.0002 max mem: 1207
Epoch: [4] [ 550/1412] eta: 0:02:02 lr: 0.000000 loss: 0.1120 (0.1376) labels_encoder: 0.1120 (0.1376) labels_encoder_unscaled: 0.1120 (0.1376) time: 0.1424 data: 0.0002 max mem: 1207
Epoch: [4] [ 600/1412] eta: 0:01:55 lr: 0.000000 loss: 0.1134 (0.1372) labels_encoder: 0.1134 (0.1372) labels_encoder_unscaled: 0.1134 (0.1372) time: 0.1393 data: 0.0002 max mem: 1207
Epoch: [4] [ 650/1412] eta: 0:01:48 lr: 0.000000 loss: 0.1381 (0.1369) labels_encoder: 0.1381 (0.1369) labels_encoder_unscaled: 0.1381 (0.1369) time: 0.1443 data: 0.0002 max mem: 1207
Epoch: [4] [ 700/1412] eta: 0:01:41 lr: 0.000000 loss: 0.1385 (0.1375) labels_encoder: 0.1385 (0.1375) labels_encoder_unscaled: 0.1385 (0.1375) time: 0.1433 data: 0.0002 max mem: 1207
Epoch: [4] [ 750/1412] eta: 0:01:34 lr: 0.000000 loss: 0.1197 (0.1369) labels_encoder: 0.1197 (0.1369) labels_encoder_unscaled: 0.1197 (0.1369) time: 0.1463 data: 0.0002 max mem: 1207
Epoch: [4] [ 800/1412] eta: 0:01:27 lr: 0.000000 loss: 0.1336 (0.1364) labels_encoder: 0.1336 (0.1364) labels_encoder_unscaled: 0.1336 (0.1364) time: 0.1431 data: 0.0002 max mem: 1207
Epoch: [4] [ 850/1412] eta: 0:01:20 lr: 0.000000 loss: 0.1179 (0.1357) labels_encoder: 0.1179 (0.1357) labels_encoder_unscaled: 0.1179 (0.1357) time: 0.1323 data: 0.0002 max mem: 1207
Epoch: [4] [ 900/1412] eta: 0:01:12 lr: 0.000000 loss: 0.1317 (0.1355) labels_encoder: 0.1317 (0.1355) labels_encoder_unscaled: 0.1317 (0.1355) time: 0.1448 data: 0.0002 max mem: 1207
Epoch: [4] [ 950/1412] eta: 0:01:05 lr: 0.000000 loss: 0.1228 (0.1352) labels_encoder: 0.1228 (0.1352) labels_encoder_unscaled: 0.1228 (0.1352) time: 0.1414 data: 0.0002 max mem: 1207
Epoch: [4] [1000/1412] eta: 0:00:58 lr: 0.000000 loss: 0.1339 (0.1351) labels_encoder: 0.1339 (0.1351) labels_encoder_unscaled: 0.1339 (0.1351) time: 0.1381 data: 0.0002 max mem: 1207
Epoch: [4] [1050/1412] eta: 0:00:51 lr: 0.000000 loss: 0.1382 (0.1356) labels_encoder: 0.1382 (0.1356) labels_encoder_unscaled: 0.1382 (0.1356) time: 0.1408 data: 0.0002 max mem: 1207
Epoch: [4] [1100/1412] eta: 0:00:44 lr: 0.000000 loss: 0.1282 (0.1357) labels_encoder: 0.1282 (0.1357) labels_encoder_unscaled: 0.1282 (0.1357) time: 0.1428 data: 0.0002 max mem: 1207
Epoch: [4] [1150/1412] eta: 0:00:37 lr: 0.000000 loss: 0.1335 (0.1356) labels_encoder: 0.1335 (0.1356) labels_encoder_unscaled: 0.1335 (0.1356) time: 0.1418 data: 0.0002 max mem: 1207
Epoch: [4] [1200/1412] eta: 0:00:30 lr: 0.000000 loss: 0.1356 (0.1357) labels_encoder: 0.1356 (0.1357) labels_encoder_unscaled: 0.1356 (0.1357) time: 0.1459 data: 0.0002 max mem: 1207
Epoch: [4] [1250/1412] eta: 0:00:23 lr: 0.000000 loss: 0.1007 (0.1354) labels_encoder: 0.1007 (0.1354) labels_encoder_unscaled: 0.1007 (0.1354) time: 0.1447 data: 0.0002 max mem: 1207
Epoch: [4] [1300/1412] eta: 0:00:15 lr: 0.000000 loss: 0.1233 (0.1354) labels_encoder: 0.1233 (0.1354) labels_encoder_unscaled: 0.1233 (0.1354) time: 0.1420 data: 0.0002 max mem: 1207
Epoch: [4] [1350/1412] eta: 0:00:08 lr: 0.000000 loss: 0.1176 (0.1353) labels_encoder: 0.1176 (0.1353) labels_encoder_unscaled: 0.1176 (0.1353) time: 0.1368 data: 0.0002 max mem: 1207
Epoch: [4] [1400/1412] eta: 0:00:01 lr: 0.000000 loss: 0.1542 (0.1356) labels_encoder: 0.1542 (0.1356) labels_encoder_unscaled: 0.1542 (0.1356) time: 0.1325 data: 0.0003 max mem: 1207
Epoch: [4] [1411/1412] eta: 0:00:00 lr: 0.000000 loss: 0.1479 (0.1356) labels_encoder: 0.1479 (0.1356) labels_encoder_unscaled: 0.1479 (0.1356) time: 0.1246 data: 0.0003 max mem: 1207
Epoch: [4] Total time: 0:03:20 (0.1421 s / it)
Averaged stats: lr: 0.000000 loss: 0.1479 (0.1356) labels_encoder: 0.1479 (0.1356) labels_encoder_unscaled: 0.1479 (0.1356)
Test: [ 0/1613] eta: 0:48:52 loss: 0.3071 (0.3071) labels_encoder: 0.3071 (0.3071) labels_encoder_unscaled: 0.3071 (0.3071) time: 1.8179 data: 1.7420 max mem: 1207
Test: [ 50/1613] eta: 0:02:33 loss: 0.3422 (0.5506) labels_encoder: 0.3422 (0.5506) labels_encoder_unscaled: 0.3422 (0.5506) time: 0.0614 data: 0.0002 max mem: 1207
Test: [ 100/1613] eta: 0:02:00 loss: 0.2143 (0.4625) labels_encoder: 0.2143 (0.4625) labels_encoder_unscaled: 0.2143 (0.4625) time: 0.0641 data: 0.0002 max mem: 1207
Test: [ 150/1613] eta: 0:01:48 loss: 0.3341 (0.4356) labels_encoder: 0.3341 (0.4356) labels_encoder_unscaled: 0.3341 (0.4356) time: 0.0629 data: 0.0002 max mem: 1207
Test: [ 200/1613] eta: 0:01:38 loss: 0.4928 (0.4830) labels_encoder: 0.4928 (0.4830) labels_encoder_unscaled: 0.4928 (0.4830) time: 0.0570 data: 0.0002 max mem: 1207
Test: [ 250/1613] eta: 0:01:32 loss: 0.4438 (0.5289) labels_encoder: 0.4438 (0.5289) labels_encoder_unscaled: 0.4438 (0.5289) time: 0.0577 data: 0.0002 max mem: 1207
Test: [ 300/1613] eta: 0:01:25 loss: 0.6068 (0.5535) labels_encoder: 0.6068 (0.5535) labels_encoder_unscaled: 0.6068 (0.5535) time: 0.0516 data: 0.0002 max mem: 1207
Test: [ 350/1613] eta: 0:01:21 loss: 0.6331 (0.5749) labels_encoder: 0.6331 (0.5749) labels_encoder_unscaled: 0.6331 (0.5749) time: 0.0608 data: 0.0002 max mem: 1207
Test: [ 400/1613] eta: 0:01:17 loss: 0.3741 (0.6209) labels_encoder: 0.3741 (0.6209) labels_encoder_unscaled: 0.3741 (0.6209) time: 0.0615 data: 0.0002 max mem: 1207
Test: [ 450/1613] eta: 0:01:14 loss: 0.6358 (0.6894) labels_encoder: 0.6358 (0.6894) labels_encoder_unscaled: 0.6358 (0.6894) time: 0.0584 data: 0.0002 max mem: 1207
Test: [ 500/1613] eta: 0:01:11 loss: 0.1411 (0.6505) labels_encoder: 0.1411 (0.6505) labels_encoder_unscaled: 0.1411 (0.6505) time: 0.0638 data: 0.0010 max mem: 1207
Test: [ 550/1613] eta: 0:01:07 loss: 0.3911 (0.6357) labels_encoder: 0.3911 (0.6357) labels_encoder_unscaled: 0.3911 (0.6357) time: 0.0622 data: 0.0013 max mem: 1207
Test: [ 600/1613] eta: 0:01:04 loss: 0.2575 (0.6787) labels_encoder: 0.2575 (0.6787) labels_encoder_unscaled: 0.2575 (0.6787) time: 0.0515 data: 0.0002 max mem: 1207
Test: [ 650/1613] eta: 0:01:00 loss: 0.5336 (0.6724) labels_encoder: 0.5336 (0.6724) labels_encoder_unscaled: 0.5336 (0.6724) time: 0.0637 data: 0.0002 max mem: 1207
Test: [ 700/1613] eta: 0:00:57 loss: 0.2846 (0.6532) labels_encoder: 0.2846 (0.6532) labels_encoder_unscaled: 0.2846 (0.6532) time: 0.0621 data: 0.0002 max mem: 1207
Test: [ 750/1613] eta: 0:00:54 loss: 0.3381 (0.6358) labels_encoder: 0.3381 (0.6358) labels_encoder_unscaled: 0.3381 (0.6358) time: 0.0650 data: 0.0002 max mem: 1207
Test: [ 800/1613] eta: 0:00:51 loss: 0.3421 (0.6266) labels_encoder: 0.3421 (0.6266) labels_encoder_unscaled: 0.3421 (0.6266) time: 0.0609 data: 0.0002 max mem: 1207
Test: [ 850/1613] eta: 0:00:48 loss: 0.6428 (0.6323) labels_encoder: 0.6428 (0.6323) labels_encoder_unscaled: 0.6428 (0.6323) time: 0.0634 data: 0.0002 max mem: 1207
Test: [ 900/1613] eta: 0:00:45 loss: 0.2681 (0.6167) labels_encoder: 0.2681 (0.6167) labels_encoder_unscaled: 0.2681 (0.6167) time: 0.0650 data: 0.0002 max mem: 1207
Test: [ 950/1613] eta: 0:00:42 loss: 0.5952 (0.6118) labels_encoder: 0.5952 (0.6118) labels_encoder_unscaled: 0.5952 (0.6118) time: 0.0569 data: 0.0002 max mem: 1207
Test: [1000/1613] eta: 0:00:38 loss: 0.2640 (0.6011) labels_encoder: 0.2640 (0.6011) labels_encoder_unscaled: 0.2640 (0.6011) time: 0.0640 data: 0.0002 max mem: 1207
Test: [1050/1613] eta: 0:00:35 loss: 0.6711 (0.6066) labels_encoder: 0.6711 (0.6066) labels_encoder_unscaled: 0.6711 (0.6066) time: 0.0622 data: 0.0002 max mem: 1207
Test: [1100/1613] eta: 0:00:32 loss: 0.2901 (0.6079) labels_encoder: 0.2901 (0.6079) labels_encoder_unscaled: 0.2901 (0.6079) time: 0.0616 data: 0.0002 max mem: 1207
Test: [1150/1613] eta: 0:00:29 loss: 0.3247 (0.6030) labels_encoder: 0.3247 (0.6030) labels_encoder_unscaled: 0.3247 (0.6030) time: 0.0668 data: 0.0002 max mem: 1207
Test: [1200/1613] eta: 0:00:26 loss: 0.2543 (0.6046) labels_encoder: 0.2543 (0.6046) labels_encoder_unscaled: 0.2543 (0.6046) time: 0.0534 data: 0.0002 max mem: 1207
Test: [1250/1613] eta: 0:00:22 loss: 0.2468 (0.6052) labels_encoder: 0.2468 (0.6052) labels_encoder_unscaled: 0.2468 (0.6052) time: 0.0608 data: 0.0002 max mem: 1207
Test: [1300/1613] eta: 0:00:19 loss: 0.4259 (0.6001) labels_encoder: 0.4259 (0.6001) labels_encoder_unscaled: 0.4259 (0.6001) time: 0.0550 data: 0.0002 max mem: 1207
Test: [1350/1613] eta: 0:00:16 loss: 0.6428 (0.6016) labels_encoder: 0.6428 (0.6016) labels_encoder_unscaled: 0.6428 (0.6016) time: 0.0573 data: 0.0002 max mem: 1207
Test: [1400/1613] eta: 0:00:13 loss: 0.4457 (0.6040) labels_encoder: 0.4457 (0.6040) labels_encoder_unscaled: 0.4457 (0.6040) time: 0.0567 data: 0.0002 max mem: 1207
Test: [1450/1613] eta: 0:00:10 loss: 0.2764 (0.6064) labels_encoder: 0.2764 (0.6064) labels_encoder_unscaled: 0.2764 (0.6064) time: 0.0693 data: 0.0002 max mem: 1207
Test: [1500/1613] eta: 0:00:07 loss: 0.2632 (0.6035) labels_encoder: 0.2632 (0.6035) labels_encoder_unscaled: 0.2632 (0.6035) time: 0.0634 data: 0.0002 max mem: 1207
Test: [1550/1613] eta: 0:00:03 loss: 0.5959 (0.6049) labels_encoder: 0.5959 (0.6049) labels_encoder_unscaled: 0.5959 (0.6049) time: 0.0667 data: 0.0002 max mem: 1207
Test: [1600/1613] eta: 0:00:00 loss: 0.5573 (0.6019) labels_encoder: 0.5573 (0.6019) labels_encoder_unscaled: 0.5573 (0.6019) time: 0.0601 data: 0.0002 max mem: 1207
Test: [1612/1613] eta: 0:00:00 loss: 0.2969 (0.6010) labels_encoder: 0.2969 (0.6010) labels_encoder_unscaled: 0.2969 (0.6010) time: 0.0462 data: 0.0001 max mem: 1207
Test: Total time: 0:01:40 (0.0624 s / it)
Averaged stats: loss: 0.2969 (0.6010) labels_encoder: 0.2969 (0.6010) labels_encoder_unscaled: 0.2969 (0.6010)
(21, 206375)
(21, 206375)
[Epoch-4] [IDU-kin] mAP: 0.6482, mcAP: 0.9822
BaseballPitch: 0.4360
BasketballDunk: 0.8120
Billiards: 0.2629
CleanAndJerk: 0.7473
CliffDiving: 0.8700
CricketBowling: 0.4723
CricketShot: 0.2411
Diving: 0.8539
FrisbeeCatch: 0.5249
GolfSwing: 0.8089
HammerThrow: 0.8660
HighJump: 0.7976
JavelinThrow: 0.7740
LongJump: 0.8140
PoleVault: 0.8867
Shotput: 0.6710
SoccerPenalty: 0.4500
TennisSwing: 0.5919
ThrowDiscus: 0.6475
VolleyballSpiking: 0.4352
Training time 0:20:36