[2024-03-07 13:31:31,957] INFO: Will use torch.nn.parallel.DistributedDataParallel() and 4 gpus [2024-03-07 13:31:31,960] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:31:31,960] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:31:31,961] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:31:31,961] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:31:41,299] INFO: using attention_type=efficient [2024-03-07 13:31:41,304] INFO: using attention_type=efficient [2024-03-07 13:31:41,310] INFO: using attention_type=efficient [2024-03-07 13:31:41,314] INFO: using attention_type=efficient [2024-03-07 13:31:41,319] INFO: using attention_type=efficient [2024-03-07 13:31:41,324] INFO: using attention_type=efficient [2024-03-07 13:31:44,012] 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 13:31:44,014] INFO: Trainable parameters: 3928342 [2024-03-07 13:31:44,014] INFO: Non-trainable parameters: 0 [2024-03-07 13:31:44,015] INFO: Total parameters: 3928342 [2024-03-07 13:31:44,025] 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 13:31:44,027] INFO: Creating experiment dir /pfvol/experiments/MLPF_cms_Transformer_MET_Falsepyg-cms-small_20240307_132954_475704 [2024-03-07 13:31:44,028] INFO: Model directory /pfvol/experiments/MLPF_cms_Transformer_MET_Falsepyg-cms-small_20240307_132954_475704 [2024-03-07 13:31:44,273] INFO: train_dataset: cms_pf_ttbar, 80000 [2024-03-07 13:31:44,496] INFO: train_dataset: cms_pf_qcd, 80000 [2024-03-07 13:31:44,571] INFO: valid_dataset: cms_pf_ttbar, 20000 [2024-03-07 13:31:44,611] INFO: valid_dataset: cms_pf_qcd, 20000 [2024-03-07 13:31:44,624] INFO: Initiating epoch #1 train run on device rank=0 [2024-03-07 20:19:21,934] INFO: Initiating epoch #1 valid run on device rank=0 [2024-03-07 20:59:06,230] INFO: Rank 0: epoch=1 / 30 train_loss=59.2726 valid_loss=58.0485 stale=0 time=447.36m eta=12973.4m [2024-03-07 20:59:07,980] INFO: Initiating epoch #2 train run on device rank=0 [2024-03-08 03:43:49,855] INFO: Initiating epoch #2 valid run on device rank=0 [2024-03-08 04:18:47,462] INFO: Rank 0: epoch=2 / 30 train_loss=57.6650 valid_loss=57.7968 stale=0 time=439.66m eta=12418.7m [2024-03-08 04:18:48,475] INFO: Initiating epoch #3 train run on device rank=0 [2024-03-08 11:02:21,555] INFO: Initiating epoch #3 valid run on device rank=0 [2024-03-08 11:35:47,635] INFO: Rank 0: epoch=3 / 30 train_loss=57.4727 valid_loss=57.8002 stale=1 time=436.99m eta=11916.5m [2024-03-08 11:35:48,522] INFO: Initiating epoch #4 train run on device rank=0 [2024-03-08 18:18:47,020] INFO: Initiating epoch #4 valid run on device rank=0 [2024-03-08 18:52:58,697] INFO: Rank 0: epoch=4 / 30 train_loss=57.3738 valid_loss=57.6659 stale=0 time=437.17m eta=11448.0m [2024-03-08 18:52:59,859] INFO: Initiating epoch #5 train run on device rank=0 [2024-03-09 01:36:57,055] INFO: Initiating epoch #5 valid run on device rank=0 [2024-03-09 02:13:16,853] INFO: Rank 0: epoch=5 / 30 train_loss=57.3021 valid_loss=57.4472 stale=0 time=440.28m eta=11007.7m [2024-03-09 02:13:19,880] INFO: Initiating epoch #6 train run on device rank=0 [2024-03-09 08:55:34,096] INFO: Initiating epoch #6 valid run on device rank=0 [2024-03-09 09:31:38,467] INFO: Rank 0: epoch=6 / 30 train_loss=57.2335 valid_loss=57.3838 stale=0 time=438.31m eta=10559.6m [2024-03-09 09:31:40,327] INFO: Initiating epoch #7 train run on device rank=0 [2024-03-09 16:13:20,951] INFO: Initiating epoch #7 valid run on device rank=0 [2024-03-09 16:47:26,954] INFO: Rank 0: epoch=7 / 30 train_loss=57.1711 valid_loss=57.2210 stale=0 time=435.78m eta=10105.9m [2024-03-09 16:47:29,098] INFO: Initiating epoch #8 train run on device rank=0 [2024-03-09 23:31:14,071] INFO: Initiating epoch #8 valid run on device rank=0 [2024-03-10 00:06:56,149] INFO: Rank 0: epoch=8 / 30 train_loss=57.1107 valid_loss=57.1244 stale=0 time=439.45m eta=9666.8m [2024-03-10 00:06:57,431] INFO: Initiating epoch #9 train run on device rank=0 [2024-03-10 06:48:45,635] INFO: Initiating epoch #9 valid run on device rank=0 [2024-03-10 07:23:39,087] INFO: Rank 0: epoch=9 / 30 train_loss=57.0548 valid_loss=56.9587 stale=0 time=436.69m eta=9221.1m [2024-03-10 07:23:41,348] INFO: Initiating epoch #10 train run on device rank=0