[2024-03-07 13:29:57,213] INFO: Will use torch.nn.parallel.DistributedDataParallel() and 4 gpus [2024-03-07 13:29:57,216] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:29:57,216] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:29:57,216] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:29:57,216] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:30:06,307] INFO: using attention_type=efficient [2024-03-07 13:30:06,312] INFO: using attention_type=efficient [2024-03-07 13:30:06,317] INFO: using attention_type=efficient [2024-03-07 13:30:06,322] INFO: using attention_type=efficient [2024-03-07 13:30:06,327] INFO: using attention_type=efficient [2024-03-07 13:30:06,332] INFO: using attention_type=efficient [2024-03-07 13:30:08,983] INFO: DistributedDataParallel( (module): MLPF( (nn0): Sequential( (0): Linear(in_features=42, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=256, bias=True) ) (conv_id): ModuleList( (0-2): 3 x SelfAttentionLayer( (mha): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (norm0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (seq): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): Linear(in_features=256, out_features=256, bias=True) (3): ELU(alpha=1.0) ) (dropout): Dropout(p=0.3, inplace=False) ) ) (conv_reg): ModuleList( (0-2): 3 x SelfAttentionLayer( (mha): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=256, out_features=256, bias=True) ) (norm0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (seq): Sequential( (0): Linear(in_features=256, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): Linear(in_features=256, out_features=256, bias=True) (3): ELU(alpha=1.0) ) (dropout): Dropout(p=0.3, inplace=False) ) ) (nn_id): Sequential( (0): Linear(in_features=810, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=9, bias=True) ) (nn_pt): RegressionOutput( (nn): Sequential( (0): Linear(in_features=819, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=2, bias=True) ) ) (nn_eta): RegressionOutput( (nn): Sequential( (0): Linear(in_features=819, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=2, bias=True) ) ) (nn_sin_phi): RegressionOutput( (nn): Sequential( (0): Linear(in_features=819, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=2, bias=True) ) ) (nn_cos_phi): RegressionOutput( (nn): Sequential( (0): Linear(in_features=819, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=2, bias=True) ) ) (nn_energy): RegressionOutput( (nn): Sequential( (0): Linear(in_features=819, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=2, bias=True) ) ) (nn_charge): Sequential( (0): Linear(in_features=819, out_features=256, bias=True) (1): ELU(alpha=1.0) (2): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (3): Dropout(p=0.3, inplace=False) (4): Linear(in_features=256, out_features=3, bias=True) ) ) ) [2024-03-07 13:30:08,985] INFO: Trainable parameters: 3928342 [2024-03-07 13:30:08,985] INFO: Non-trainable parameters: 0 [2024-03-07 13:30:08,985] INFO: Total parameters: 3928342 [2024-03-07 13:30:08,996] INFO: Modules Trainable params Non-tranable params Trainable Parameters Non-tranable Parameters module.nn0.0.weight NaN NaN 10752.0 - module.nn0.0.bias NaN NaN 256.0 - module.nn0.2.weight NaN NaN 256.0 - module.nn0.2.bias NaN NaN 256.0 - module.nn0.4.weight NaN NaN 65536.0 - module.nn0.4.bias NaN NaN 256.0 - module.conv_id.0.mha.in_proj_weight NaN NaN 196608.0 - module.conv_id.0.mha.in_proj_bias NaN NaN 768.0 - module.conv_id.0.mha.out_proj.weight NaN NaN 65536.0 - module.conv_id.0.mha.out_proj.bias NaN NaN 256.0 - module.conv_id.0.norm0.weight NaN NaN 256.0 - module.conv_id.0.norm0.bias NaN NaN 256.0 - module.conv_id.0.norm1.weight NaN NaN 256.0 - module.conv_id.0.norm1.bias NaN NaN 256.0 - module.conv_id.0.seq.0.weight NaN NaN 65536.0 - module.conv_id.0.seq.0.bias NaN NaN 256.0 - module.conv_id.0.seq.2.weight NaN NaN 65536.0 - module.conv_id.0.seq.2.bias NaN NaN 256.0 - module.conv_id.1.mha.in_proj_weight NaN NaN 196608.0 - module.conv_id.1.mha.in_proj_bias NaN NaN 768.0 - module.conv_id.1.mha.out_proj.weight NaN NaN 65536.0 - module.conv_id.1.mha.out_proj.bias NaN NaN 256.0 - module.conv_id.1.norm0.weight NaN NaN 256.0 - module.conv_id.1.norm0.bias NaN NaN 256.0 - module.conv_id.1.norm1.weight NaN NaN 256.0 - module.conv_id.1.norm1.bias NaN NaN 256.0 - module.conv_id.1.seq.0.weight NaN NaN 65536.0 - module.conv_id.1.seq.0.bias NaN NaN 256.0 - module.conv_id.1.seq.2.weight NaN NaN 65536.0 - module.conv_id.1.seq.2.bias NaN NaN 256.0 - module.conv_id.2.mha.in_proj_weight NaN NaN 196608.0 - module.conv_id.2.mha.in_proj_bias NaN NaN 768.0 - module.conv_id.2.mha.out_proj.weight NaN NaN 65536.0 - module.conv_id.2.mha.out_proj.bias NaN NaN 256.0 - module.conv_id.2.norm0.weight NaN NaN 256.0 - module.conv_id.2.norm0.bias NaN NaN 256.0 - module.conv_id.2.norm1.weight NaN NaN 256.0 - module.conv_id.2.norm1.bias NaN NaN 256.0 - module.conv_id.2.seq.0.weight NaN NaN 65536.0 - module.conv_id.2.seq.0.bias NaN NaN 256.0 - module.conv_id.2.seq.2.weight NaN NaN 65536.0 - module.conv_id.2.seq.2.bias NaN NaN 256.0 - module.conv_reg.0.mha.in_proj_weight NaN NaN 196608.0 - module.conv_reg.0.mha.in_proj_bias NaN NaN 768.0 - module.conv_reg.0.mha.out_proj.weight NaN NaN 65536.0 - module.conv_reg.0.mha.out_proj.bias NaN NaN 256.0 - module.conv_reg.0.norm0.weight NaN NaN 256.0 - module.conv_reg.0.norm0.bias NaN NaN 256.0 - module.conv_reg.0.norm1.weight NaN NaN 256.0 - module.conv_reg.0.norm1.bias NaN NaN 256.0 - module.conv_reg.0.seq.0.weight NaN NaN 65536.0 - module.conv_reg.0.seq.0.bias NaN NaN 256.0 - module.conv_reg.0.seq.2.weight NaN NaN 65536.0 - module.conv_reg.0.seq.2.bias NaN NaN 256.0 - module.conv_reg.1.mha.in_proj_weight NaN NaN 196608.0 - module.conv_reg.1.mha.in_proj_bias NaN NaN 768.0 - module.conv_reg.1.mha.out_proj.weight NaN NaN 65536.0 - module.conv_reg.1.mha.out_proj.bias NaN NaN 256.0 - module.conv_reg.1.norm0.weight NaN NaN 256.0 - module.conv_reg.1.norm0.bias NaN NaN 256.0 - module.conv_reg.1.norm1.weight NaN NaN 256.0 - module.conv_reg.1.norm1.bias NaN NaN 256.0 - module.conv_reg.1.seq.0.weight NaN NaN 65536.0 - module.conv_reg.1.seq.0.bias NaN NaN 256.0 - module.conv_reg.1.seq.2.weight NaN NaN 65536.0 - module.conv_reg.1.seq.2.bias NaN NaN 256.0 - module.conv_reg.2.mha.in_proj_weight NaN NaN 196608.0 - module.conv_reg.2.mha.in_proj_bias NaN NaN 768.0 - module.conv_reg.2.mha.out_proj.weight NaN NaN 65536.0 - module.conv_reg.2.mha.out_proj.bias NaN NaN 256.0 - module.conv_reg.2.norm0.weight NaN NaN 256.0 - module.conv_reg.2.norm0.bias NaN NaN 256.0 - module.conv_reg.2.norm1.weight NaN NaN 256.0 - module.conv_reg.2.norm1.bias NaN NaN 256.0 - module.conv_reg.2.seq.0.weight NaN NaN 65536.0 - module.conv_reg.2.seq.0.bias NaN NaN 256.0 - module.conv_reg.2.seq.2.weight NaN NaN 65536.0 - module.conv_reg.2.seq.2.bias NaN NaN 256.0 - module.nn_id.0.weight NaN NaN 207360.0 - module.nn_id.0.bias NaN NaN 256.0 - module.nn_id.2.weight NaN NaN 256.0 - module.nn_id.2.bias NaN NaN 256.0 - module.nn_id.4.weight NaN NaN 2304.0 - module.nn_id.4.bias NaN NaN 9.0 - module.nn_pt.nn.0.weight NaN NaN 209664.0 - module.nn_pt.nn.0.bias NaN NaN 256.0 - module.nn_pt.nn.2.weight NaN NaN 256.0 - module.nn_pt.nn.2.bias NaN NaN 256.0 - module.nn_pt.nn.4.weight NaN NaN 512.0 - module.nn_pt.nn.4.bias NaN NaN 2.0 - module.nn_eta.nn.0.weight NaN NaN 209664.0 - module.nn_eta.nn.0.bias NaN NaN 256.0 - module.nn_eta.nn.2.weight NaN NaN 256.0 - module.nn_eta.nn.2.bias NaN NaN 256.0 - module.nn_eta.nn.4.weight NaN NaN 512.0 - module.nn_eta.nn.4.bias NaN NaN 2.0 - module.nn_sin_phi.nn.0.weight NaN NaN 209664.0 - module.nn_sin_phi.nn.0.bias NaN NaN 256.0 - module.nn_sin_phi.nn.2.weight NaN NaN 256.0 - module.nn_sin_phi.nn.2.bias NaN NaN 256.0 - module.nn_sin_phi.nn.4.weight NaN NaN 512.0 - module.nn_sin_phi.nn.4.bias NaN NaN 2.0 - module.nn_cos_phi.nn.0.weight NaN NaN 209664.0 - module.nn_cos_phi.nn.0.bias NaN NaN 256.0 - module.nn_cos_phi.nn.2.weight NaN NaN 256.0 - module.nn_cos_phi.nn.2.bias NaN NaN 256.0 - module.nn_cos_phi.nn.4.weight NaN NaN 512.0 - module.nn_cos_phi.nn.4.bias NaN NaN 2.0 - module.nn_energy.nn.0.weight NaN NaN 209664.0 - module.nn_energy.nn.0.bias NaN NaN 256.0 - module.nn_energy.nn.2.weight NaN NaN 256.0 - module.nn_energy.nn.2.bias NaN NaN 256.0 - module.nn_energy.nn.4.weight NaN NaN 512.0 - module.nn_energy.nn.4.bias NaN NaN 2.0 - module.nn_charge.0.weight NaN NaN 209664.0 - module.nn_charge.0.bias NaN NaN 256.0 - module.nn_charge.2.weight NaN NaN 256.0 - module.nn_charge.2.bias NaN NaN 256.0 - module.nn_charge.4.weight NaN NaN 768.0 - module.nn_charge.4.bias NaN NaN 3.0 - [2024-03-07 13:30:09,000] INFO: Creating experiment dir /pfvol/experiments/MLPF_cms_Transformer_MET_Falsepyg-cms-small_20240307_132956_870075 [2024-03-07 13:30:09,001] INFO: Model directory /pfvol/experiments/MLPF_cms_Transformer_MET_Falsepyg-cms-small_20240307_132956_870075 [2024-03-07 13:30:09,335] INFO: train_dataset: cms_pf_ttbar, 80000 [2024-03-07 13:30:09,573] INFO: train_dataset: cms_pf_qcd, 80000 [2024-03-07 13:30:09,648] INFO: valid_dataset: cms_pf_ttbar, 20000 [2024-03-07 13:30:09,688] INFO: valid_dataset: cms_pf_qcd, 20000 [2024-03-07 13:30:09,731] INFO: Initiating epoch #1 train run on device rank=0 [2024-03-07 20:25:29,641] INFO: Initiating epoch #1 valid run on device rank=0 [2024-03-07 21:03:31,664] INFO: Rank 0: epoch=1 / 30 train_loss=59.3235 valid_loss=58.2417 stale=0 time=453.37m eta=13147.6m [2024-03-07 21:03:32,015] INFO: Initiating epoch #2 train run on device rank=0 [2024-03-08 03:57:07,464] INFO: Initiating epoch #2 valid run on device rank=0 [2024-03-08 04:34:45,174] INFO: Rank 0: epoch=2 / 30 train_loss=57.7263 valid_loss=58.1885 stale=0 time=451.22m eta=12664.3m [2024-03-08 04:34:45,613] INFO: Initiating epoch #3 train run on device rank=0 [2024-03-08 11:25:08,052] INFO: Initiating epoch #3 valid run on device rank=0 [2024-03-08 12:03:51,756] INFO: Rank 0: epoch=3 / 30 train_loss=57.4939 valid_loss=58.2720 stale=1 time=449.1m eta=12183.3m [2024-03-08 12:03:53,031] INFO: Initiating epoch #4 train run on device rank=0 [2024-03-08 18:56:09,419] INFO: Initiating epoch #4 valid run on device rank=0 [2024-03-08 19:29:00,530] INFO: Rank 0: epoch=4 / 30 train_loss=57.3693 valid_loss=57.9146 stale=0 time=445.12m eta=11692.5m [2024-03-08 19:29:01,581] INFO: Initiating epoch #5 train run on device rank=0 [2024-03-09 02:24:35,407] INFO: Initiating epoch #5 valid run on device rank=0 [2024-03-09 03:00:59,206] INFO: Rank 0: epoch=5 / 30 train_loss=57.2978 valid_loss=57.8433 stale=0 time=451.96m eta=11254.1m [2024-03-09 03:01:01,012] INFO: Initiating epoch #6 train run on device rank=0 [2024-03-09 09:52:55,092] INFO: Initiating epoch #6 valid run on device rank=0 [2024-03-09 10:28:04,112] INFO: Rank 0: epoch=6 / 30 train_loss=57.2427 valid_loss=57.4114 stale=0 time=447.05m eta=10791.6m [2024-03-09 10:28:04,686] INFO: Initiating epoch #7 train run on device rank=0 [2024-03-09 17:19:18,860] INFO: Initiating epoch #7 valid run on device rank=0 [2024-03-09 17:52:51,546] INFO: Rank 0: epoch=7 / 30 train_loss=57.1937 valid_loss=57.4681 stale=1 time=444.78m eta=10326.0m [2024-03-09 17:52:53,115] INFO: Initiating epoch #8 train run on device rank=0 [2024-03-10 00:47:21,436] INFO: Initiating epoch #8 valid run on device rank=0 [2024-03-10 01:22:43,302] INFO: Rank 0: epoch=8 / 30 train_loss=57.1647 valid_loss=57.2918 stale=0 time=449.84m eta=9879.5m [2024-03-10 01:22:44,500] INFO: Initiating epoch #9 train run on device rank=0