[2024-03-07 13:28:46,486] INFO: Will use torch.nn.parallel.DistributedDataParallel() and 4 gpus [2024-03-07 13:28:46,488] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:28:46,489] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:28:46,489] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:28:46,489] INFO: NVIDIA GeForce GTX 1080 Ti [2024-03-07 13:28:55,675] INFO: using attention_type=efficient [2024-03-07 13:28:55,683] INFO: using attention_type=efficient [2024-03-07 13:28:55,691] INFO: using attention_type=efficient [2024-03-07 13:28:55,699] INFO: using attention_type=efficient [2024-03-07 13:28:55,707] INFO: using attention_type=efficient [2024-03-07 13:28:55,715] INFO: using attention_type=efficient [2024-03-07 13:28:58,909] 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 13:28:58,911] INFO: Trainable parameters: 3928342 [2024-03-07 13:28:58,911] INFO: Non-trainable parameters: 0 [2024-03-07 13:28:58,911] INFO: Total parameters: 3928342 [2024-03-07 13:28:58,924] 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 13:28:58,937] INFO: Creating experiment dir /pfvol/experiments/MLPF_cms_Transformer_MET_Falsepyg-cms-small_20240307_132846_360689 [2024-03-07 13:28:58,937] INFO: Model directory /pfvol/experiments/MLPF_cms_Transformer_MET_Falsepyg-cms-small_20240307_132846_360689 [2024-03-07 13:28:59,094] INFO: train_dataset: cms_pf_ttbar, 80000 [2024-03-07 13:28:59,428] INFO: train_dataset: cms_pf_qcd, 80000 [2024-03-07 13:28:59,516] INFO: valid_dataset: cms_pf_ttbar, 20000 [2024-03-07 13:28:59,564] INFO: valid_dataset: cms_pf_qcd, 20000 [2024-03-07 13:28:59,606] INFO: Initiating epoch #1 train run on device rank=0 [2024-03-07 20:11:35,686] INFO: Initiating epoch #1 valid run on device rank=0 [2024-03-07 20:50:05,799] INFO: Rank 0: epoch=1 / 30 train_loss=59.2591 valid_loss=59.2809 stale=0 time=441.1m eta=12792.0m [2024-03-07 20:50:06,141] INFO: Initiating epoch #2 train run on device rank=0 [2024-03-08 03:30:37,468] INFO: Initiating epoch #2 valid run on device rank=0 [2024-03-08 04:03:13,660] INFO: Rank 0: epoch=2 / 30 train_loss=57.6942 valid_loss=59.6710 stale=1 time=433.13m eta=12239.3m [2024-03-08 04:03:14,217] INFO: Initiating epoch #3 train run on device rank=0 [2024-03-08 10:42:55,549] INFO: Initiating epoch #3 valid run on device rank=0 [2024-03-08 11:10:25,580] INFO: Rank 0: epoch=3 / 30 train_loss=57.5114 valid_loss=59.6645 stale=2 time=427.19m eta=11712.9m [2024-03-08 11:10:26,158] INFO: Initiating epoch #4 train run on device rank=0 [2024-03-08 17:49:58,448] INFO: Initiating epoch #4 valid run on device rank=0 [2024-03-08 18:18:11,556] INFO: Rank 0: epoch=4 / 30 train_loss=57.4257 valid_loss=58.9148 stale=0 time=427.76m eta=11239.8m [2024-03-08 18:18:12,730] INFO: Initiating epoch #5 train run on device rank=0 [2024-03-09 00:57:05,991] INFO: Initiating epoch #5 valid run on device rank=0 [2024-03-09 01:24:33,348] INFO: Rank 0: epoch=5 / 30 train_loss=57.3588 valid_loss=58.9598 stale=1 time=426.34m eta=10777.8m [2024-03-09 01:24:35,722] INFO: Initiating epoch #6 train run on device rank=0 [2024-03-09 08:03:20,952] INFO: Initiating epoch #6 valid run on device rank=0 [2024-03-09 08:30:42,180] INFO: Rank 0: epoch=6 / 30 train_loss=57.3125 valid_loss=58.3560 stale=0 time=426.11m eta=10326.8m [2024-03-09 08:30:43,041] INFO: Initiating epoch #7 train run on device rank=0 [2024-03-09 15:09:31,047] INFO: Initiating epoch #7 valid run on device rank=0 [2024-03-09 15:36:59,676] INFO: Rank 0: epoch=7 / 30 train_loss=57.2745 valid_loss=57.9501 stale=0 time=426.28m eta=9883.4m [2024-03-09 15:37:02,279] INFO: Initiating epoch #8 train run on device rank=0 [2024-03-09 22:16:36,441] INFO: Initiating epoch #8 valid run on device rank=0 [2024-03-09 22:48:43,905] INFO: Rank 0: epoch=8 / 30 train_loss=57.2476 valid_loss=57.8779 stale=0 time=431.69m eta=9459.3m [2024-03-09 22:48:45,415] INFO: Initiating epoch #9 train run on device rank=0 [2024-03-10 05:28:14,425] INFO: Initiating epoch #9 valid run on device rank=0 [2024-03-10 05:56:45,780] INFO: Rank 0: epoch=9 / 30 train_loss=57.2176 valid_loss=57.7728 stale=0 time=428.01m eta=9024.8m [2024-03-10 05:56:47,842] INFO: Initiating epoch #10 train run on device rank=0