[2025-01-13 13:11:18,224] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb
[2025-01-13 13:11:18,225] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-13 13:11:18,225] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-13 13:11:18,226] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-13 13:11:18,226] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-13 13:11:18,311] INFO: layer conv_id_0 using attention_type=math
[2025-01-13 13:11:18,311] INFO: layer conv_id_0 using attention_type=math
[2025-01-13 13:11:18,343] INFO: layer conv_reg_0 using attention_type=math
[2025-01-13 13:11:18,343] INFO: layer conv_reg_0 using attention_type=math
[2025-01-13 13:11:18,375] INFO: layer conv_id_1 using attention_type=math
[2025-01-13 13:11:18,375] INFO: layer conv_id_1 using attention_type=math
[2025-01-13 13:11:18,407] INFO: layer conv_reg_1 using attention_type=math
[2025-01-13 13:11:18,407] INFO: layer conv_reg_1 using attention_type=math
[2025-01-13 13:11:18,438] INFO: layer conv_id_2 using attention_type=math
[2025-01-13 13:11:18,438] INFO: layer conv_id_2 using attention_type=math
[2025-01-13 13:11:18,470] INFO: layer conv_reg_2 using attention_type=math
[2025-01-13 13:11:18,470] INFO: layer conv_reg_2 using attention_type=math
[2025-01-13 13:11:19,208] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-04-2.043485.pth
[2025-01-13 13:11:19,208] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-04-2.043485.pth
[2025-01-13 13:11:19,255] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-13 13:11:19,255] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-13 13:11:19,257] INFO: Trainable parameters: 51577874
[2025-01-13 13:11:19,257] INFO: Trainable parameters: 51577874
[2025-01-13 13:11:19,257] INFO: Non-trainable parameters: 0
[2025-01-13 13:11:19,257] INFO: Non-trainable parameters: 0
[2025-01-13 13:11:19,257] INFO: Total parameters: 51577874
[2025-01-13 13:11:19,257] INFO: Total parameters: 51577874
[2025-01-13 13:11:19,263] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
 conv_id.0.mha.out_proj.weight              1048576                        0
   conv_id.0.mha.out_proj.bias                 1024                        0
        conv_id.0.norm0.weight                 1024                        0
          conv_id.0.norm0.bias                 1024                        0
        conv_id.0.norm1.weight                 1024                        0
          conv_id.0.norm1.bias                 1024                        0
        conv_id.0.seq.0.weight              1048576                        0
          conv_id.0.seq.0.bias                 1024                        0
        conv_id.0.seq.2.weight              1048576                        0
          conv_id.0.seq.2.bias                 1024                        0
  conv_id.1.mha.in_proj_weight              3145728                        0
    conv_id.1.mha.in_proj_bias                 3072                        0
 conv_id.1.mha.out_proj.weight              1048576                        0
   conv_id.1.mha.out_proj.bias                 1024                        0
        conv_id.1.norm0.weight                 1024                        0
          conv_id.1.norm0.bias                 1024                        0
        conv_id.1.norm1.weight                 1024                        0
          conv_id.1.norm1.bias                 1024                        0
        conv_id.1.seq.0.weight              1048576                        0
          conv_id.1.seq.0.bias                 1024                        0
        conv_id.1.seq.2.weight              1048576                        0
          conv_id.1.seq.2.bias                 1024                        0
  conv_id.2.mha.in_proj_weight              3145728                        0
    conv_id.2.mha.in_proj_bias                 3072                        0
 conv_id.2.mha.out_proj.weight              1048576                        0
   conv_id.2.mha.out_proj.bias                 1024                        0
        conv_id.2.norm0.weight                 1024                        0
          conv_id.2.norm0.bias                 1024                        0
        conv_id.2.norm1.weight                 1024                        0
          conv_id.2.norm1.bias                 1024                        0
        conv_id.2.seq.0.weight              1048576                        0
          conv_id.2.seq.0.bias                 1024                        0
        conv_id.2.seq.2.weight              1048576                        0
          conv_id.2.seq.2.bias                 1024                        0
 conv_reg.0.mha.in_proj_weight              3145728                        0
   conv_reg.0.mha.in_proj_bias                 3072                        0
conv_reg.0.mha.out_proj.weight              1048576                        0
  conv_reg.0.mha.out_proj.bias                 1024                        0
       conv_reg.0.norm0.weight                 1024                        0
         conv_reg.0.norm0.bias                 1024                        0
       conv_reg.0.norm1.weight                 1024                        0
         conv_reg.0.norm1.bias                 1024                        0
       conv_reg.0.seq.0.weight              1048576                        0
         conv_reg.0.seq.0.bias                 1024                        0
       conv_reg.0.seq.2.weight              1048576                        0
         conv_reg.0.seq.2.bias                 1024                        0
 conv_reg.1.mha.in_proj_weight              3145728                        0
   conv_reg.1.mha.in_proj_bias                 3072                        0
conv_reg.1.mha.out_proj.weight              1048576                        0
  conv_reg.1.mha.out_proj.bias                 1024                        0
       conv_reg.1.norm0.weight                 1024                        0
         conv_reg.1.norm0.bias                 1024                        0
       conv_reg.1.norm1.weight                 1024                        0
         conv_reg.1.norm1.bias                 1024                        0
       conv_reg.1.seq.0.weight              1048576                        0
         conv_reg.1.seq.0.bias                 1024                        0
       conv_reg.1.seq.2.weight              1048576                        0
         conv_reg.1.seq.2.bias                 1024                        0
 conv_reg.2.mha.in_proj_weight              3145728                        0
   conv_reg.2.mha.in_proj_bias                 3072                        0
conv_reg.2.mha.out_proj.weight              1048576                        0
  conv_reg.2.mha.out_proj.bias                 1024                        0
       conv_reg.2.norm0.weight                 1024                        0
         conv_reg.2.norm0.bias                 1024                        0
       conv_reg.2.norm1.weight                 1024                        0
         conv_reg.2.norm1.bias                 1024                        0
       conv_reg.2.seq.0.weight              1048576                        0
         conv_reg.2.seq.0.bias                 1024                        0
       conv_reg.2.seq.2.weight              1048576                        0
         conv_reg.2.seq.2.bias                 1024                        0
   nn_binary_particle.0.weight              1048576                        0
     nn_binary_particle.0.bias                 1024                        0
   nn_binary_particle.2.weight                 1024                        0
     nn_binary_particle.2.bias                 1024                        0
   nn_binary_particle.4.weight                 2048                        0
     nn_binary_particle.4.bias                    2                        0
               nn_pid.0.weight              1048576                        0
                 nn_pid.0.bias                 1024                        0
               nn_pid.2.weight                 1024                        0
                 nn_pid.2.bias                 1024                        0
               nn_pid.4.weight                 6144                        0
                 nn_pid.4.bias                    6                        0
           nn_pt.nn.0.0.weight              1048576                        0
             nn_pt.nn.0.0.bias                 1024                        0
           nn_pt.nn.0.2.weight                 1024                        0
             nn_pt.nn.0.2.bias                 1024                        0
           nn_pt.nn.0.4.weight                 1024                        0
             nn_pt.nn.0.4.bias                    1                        0
           nn_pt.nn.1.0.weight              1048576                        0
             nn_pt.nn.1.0.bias                 1024                        0
           nn_pt.nn.1.2.weight                 1024                        0
             nn_pt.nn.1.2.bias                 1024                        0
           nn_pt.nn.1.4.weight                 1024                        0
             nn_pt.nn.1.4.bias                    1                        0
            nn_eta.nn.0.weight              1048576                        0
              nn_eta.nn.0.bias                 1024                        0
            nn_eta.nn.2.weight                 1024                        0
              nn_eta.nn.2.bias                 1024                        0
            nn_eta.nn.4.weight                 2048                        0
              nn_eta.nn.4.bias                    2                        0
        nn_sin_phi.nn.0.weight              1048576                        0
          nn_sin_phi.nn.0.bias                 1024                        0
        nn_sin_phi.nn.2.weight                 1024                        0
          nn_sin_phi.nn.2.bias                 1024                        0
        nn_sin_phi.nn.4.weight                 2048                        0
          nn_sin_phi.nn.4.bias                    2                        0
        nn_cos_phi.nn.0.weight              1048576                        0
          nn_cos_phi.nn.0.bias                 1024                        0
        nn_cos_phi.nn.2.weight                 1024                        0
          nn_cos_phi.nn.2.bias                 1024                        0
        nn_cos_phi.nn.4.weight                 2048                        0
          nn_cos_phi.nn.4.bias                    2                        0
       nn_energy.nn.0.0.weight              1048576                        0
         nn_energy.nn.0.0.bias                 1024                        0
       nn_energy.nn.0.2.weight                 1024                        0
         nn_energy.nn.0.2.bias                 1024                        0
       nn_energy.nn.0.4.weight                 1024                        0
         nn_energy.nn.0.4.bias                    1                        0
       nn_energy.nn.1.0.weight              1048576                        0
         nn_energy.nn.1.0.bias                 1024                        0
       nn_energy.nn.1.2.weight                 1024                        0
         nn_energy.nn.1.2.bias                 1024                        0
       nn_energy.nn.1.4.weight                 1024                        0
         nn_energy.nn.1.4.bias                    1                        0
          final_norm_id.weight                 1024                        0
            final_norm_id.bias                 1024                        0
         final_norm_reg.weight                 1024                        0
           final_norm_reg.bias                 1024                        0
[2025-01-13 13:11:19,263] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
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[2025-01-13 13:11:19,264] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:11:19,264] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:11:19,545] INFO: test_dataset: clic_edm_qq_pf, 10000
[2025-01-13 13:11:19,545] INFO: test_dataset: clic_edm_qq_pf, 10000
[2025-01-13 13:11:19,556] INFO: Running predictions on clic_edm_qq_pf
[2025-01-13 13:11:19,556] INFO: Running predictions on clic_edm_qq_pf
[2025-01-13 13:11:22,950] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_qq_pf/pred_0_0.parquet
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[2025-01-13 13:12:33,204] INFO: Time taken to make predictions on device 0 is: 1.23 min
[2025-01-13 13:12:33,204] INFO: Time taken to make predictions on device 0 is: 1.23 min
[2025-01-13 13:12:33,205] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:12:33,205] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:12:33,332] INFO: test_dataset: clic_edm_ttbar_pf, 10000
[2025-01-13 13:12:33,332] INFO: test_dataset: clic_edm_ttbar_pf, 10000
[2025-01-13 13:12:33,336] INFO: Running predictions on clic_edm_ttbar_pf
[2025-01-13 13:12:33,336] INFO: Running predictions on clic_edm_ttbar_pf
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[2025-01-13 13:14:12,377] INFO: Time taken to make predictions on device 0 is: 1.65 min
[2025-01-13 13:14:12,377] INFO: Time taken to make predictions on device 0 is: 1.65 min
[2025-01-13 13:14:12,378] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:14:12,378] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:14:12,475] INFO: test_dataset: clic_edm_ww_fullhad_pf, 10000
[2025-01-13 13:14:12,475] INFO: test_dataset: clic_edm_ww_fullhad_pf, 10000
[2025-01-13 13:14:12,479] INFO: Running predictions on clic_edm_ww_fullhad_pf
[2025-01-13 13:14:12,479] INFO: Running predictions on clic_edm_ww_fullhad_pf
[2025-01-13 13:14:13,679] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_0.parquet
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[2025-01-13 13:15:25,631] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_99.parquet
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[2025-01-13 13:15:25,672] INFO: Time taken to make predictions on device 0 is: 1.22 min
[2025-01-13 13:15:25,672] INFO: Time taken to make predictions on device 0 is: 1.22 min
[2025-01-13 13:15:25,673] INFO: Plotting distributions for clic_edm_qq_pf
[2025-01-13 13:15:25,673] INFO: Plotting distributions for clic_edm_qq_pf
[2025-01-13 13:16:10,049] INFO: Plotting distributions for clic_edm_ttbar_pf
[2025-01-13 13:16:10,049] INFO: Plotting distributions for clic_edm_ttbar_pf
[2025-01-13 13:16:57,066] INFO: Plotting distributions for clic_edm_ww_fullhad_pf
[2025-01-13 13:16:57,066] INFO: Plotting distributions for clic_edm_ww_fullhad_pf
[2025-01-13 13:21:51,332] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb
[2025-01-13 13:21:51,333] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-13 13:21:51,333] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-13 13:21:51,334] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-13 13:21:51,334] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-13 13:21:51,419] INFO: layer conv_id_0 using attention_type=math
[2025-01-13 13:21:51,419] INFO: layer conv_id_0 using attention_type=math
[2025-01-13 13:21:51,451] INFO: layer conv_reg_0 using attention_type=math
[2025-01-13 13:21:51,451] INFO: layer conv_reg_0 using attention_type=math
[2025-01-13 13:21:51,482] INFO: layer conv_id_1 using attention_type=math
[2025-01-13 13:21:51,482] INFO: layer conv_id_1 using attention_type=math
[2025-01-13 13:21:51,514] INFO: layer conv_reg_1 using attention_type=math
[2025-01-13 13:21:51,514] INFO: layer conv_reg_1 using attention_type=math
[2025-01-13 13:21:51,546] INFO: layer conv_id_2 using attention_type=math
[2025-01-13 13:21:51,546] INFO: layer conv_id_2 using attention_type=math
[2025-01-13 13:21:51,577] INFO: layer conv_reg_2 using attention_type=math
[2025-01-13 13:21:51,577] INFO: layer conv_reg_2 using attention_type=math
[2025-01-13 13:21:52,314] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-04-2.043485.pth
[2025-01-13 13:21:52,314] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-04-2.043485.pth
[2025-01-13 13:21:52,361] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-13 13:21:52,361] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-13 13:21:52,362] INFO: Trainable parameters: 51577874
[2025-01-13 13:21:52,362] INFO: Trainable parameters: 51577874
[2025-01-13 13:21:52,362] INFO: Non-trainable parameters: 0
[2025-01-13 13:21:52,362] INFO: Non-trainable parameters: 0
[2025-01-13 13:21:52,363] INFO: Total parameters: 51577874
[2025-01-13 13:21:52,363] INFO: Total parameters: 51577874
[2025-01-13 13:21:52,369] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
 conv_id.0.mha.out_proj.weight              1048576                        0
   conv_id.0.mha.out_proj.bias                 1024                        0
        conv_id.0.norm0.weight                 1024                        0
          conv_id.0.norm0.bias                 1024                        0
        conv_id.0.norm1.weight                 1024                        0
          conv_id.0.norm1.bias                 1024                        0
        conv_id.0.seq.0.weight              1048576                        0
          conv_id.0.seq.0.bias                 1024                        0
        conv_id.0.seq.2.weight              1048576                        0
          conv_id.0.seq.2.bias                 1024                        0
  conv_id.1.mha.in_proj_weight              3145728                        0
    conv_id.1.mha.in_proj_bias                 3072                        0
 conv_id.1.mha.out_proj.weight              1048576                        0
   conv_id.1.mha.out_proj.bias                 1024                        0
        conv_id.1.norm0.weight                 1024                        0
          conv_id.1.norm0.bias                 1024                        0
        conv_id.1.norm1.weight                 1024                        0
          conv_id.1.norm1.bias                 1024                        0
        conv_id.1.seq.0.weight              1048576                        0
          conv_id.1.seq.0.bias                 1024                        0
        conv_id.1.seq.2.weight              1048576                        0
          conv_id.1.seq.2.bias                 1024                        0
  conv_id.2.mha.in_proj_weight              3145728                        0
    conv_id.2.mha.in_proj_bias                 3072                        0
 conv_id.2.mha.out_proj.weight              1048576                        0
   conv_id.2.mha.out_proj.bias                 1024                        0
        conv_id.2.norm0.weight                 1024                        0
          conv_id.2.norm0.bias                 1024                        0
        conv_id.2.norm1.weight                 1024                        0
          conv_id.2.norm1.bias                 1024                        0
        conv_id.2.seq.0.weight              1048576                        0
          conv_id.2.seq.0.bias                 1024                        0
        conv_id.2.seq.2.weight              1048576                        0
          conv_id.2.seq.2.bias                 1024                        0
 conv_reg.0.mha.in_proj_weight              3145728                        0
   conv_reg.0.mha.in_proj_bias                 3072                        0
conv_reg.0.mha.out_proj.weight              1048576                        0
  conv_reg.0.mha.out_proj.bias                 1024                        0
       conv_reg.0.norm0.weight                 1024                        0
         conv_reg.0.norm0.bias                 1024                        0
       conv_reg.0.norm1.weight                 1024                        0
         conv_reg.0.norm1.bias                 1024                        0
       conv_reg.0.seq.0.weight              1048576                        0
         conv_reg.0.seq.0.bias                 1024                        0
       conv_reg.0.seq.2.weight              1048576                        0
         conv_reg.0.seq.2.bias                 1024                        0
 conv_reg.1.mha.in_proj_weight              3145728                        0
   conv_reg.1.mha.in_proj_bias                 3072                        0
conv_reg.1.mha.out_proj.weight              1048576                        0
  conv_reg.1.mha.out_proj.bias                 1024                        0
       conv_reg.1.norm0.weight                 1024                        0
         conv_reg.1.norm0.bias                 1024                        0
       conv_reg.1.norm1.weight                 1024                        0
         conv_reg.1.norm1.bias                 1024                        0
       conv_reg.1.seq.0.weight              1048576                        0
         conv_reg.1.seq.0.bias                 1024                        0
       conv_reg.1.seq.2.weight              1048576                        0
         conv_reg.1.seq.2.bias                 1024                        0
 conv_reg.2.mha.in_proj_weight              3145728                        0
   conv_reg.2.mha.in_proj_bias                 3072                        0
conv_reg.2.mha.out_proj.weight              1048576                        0
  conv_reg.2.mha.out_proj.bias                 1024                        0
       conv_reg.2.norm0.weight                 1024                        0
         conv_reg.2.norm0.bias                 1024                        0
       conv_reg.2.norm1.weight                 1024                        0
         conv_reg.2.norm1.bias                 1024                        0
       conv_reg.2.seq.0.weight              1048576                        0
         conv_reg.2.seq.0.bias                 1024                        0
       conv_reg.2.seq.2.weight              1048576                        0
         conv_reg.2.seq.2.bias                 1024                        0
   nn_binary_particle.0.weight              1048576                        0
     nn_binary_particle.0.bias                 1024                        0
   nn_binary_particle.2.weight                 1024                        0
     nn_binary_particle.2.bias                 1024                        0
   nn_binary_particle.4.weight                 2048                        0
     nn_binary_particle.4.bias                    2                        0
               nn_pid.0.weight              1048576                        0
                 nn_pid.0.bias                 1024                        0
               nn_pid.2.weight                 1024                        0
                 nn_pid.2.bias                 1024                        0
               nn_pid.4.weight                 6144                        0
                 nn_pid.4.bias                    6                        0
           nn_pt.nn.0.0.weight              1048576                        0
             nn_pt.nn.0.0.bias                 1024                        0
           nn_pt.nn.0.2.weight                 1024                        0
             nn_pt.nn.0.2.bias                 1024                        0
           nn_pt.nn.0.4.weight                 1024                        0
             nn_pt.nn.0.4.bias                    1                        0
           nn_pt.nn.1.0.weight              1048576                        0
             nn_pt.nn.1.0.bias                 1024                        0
           nn_pt.nn.1.2.weight                 1024                        0
             nn_pt.nn.1.2.bias                 1024                        0
           nn_pt.nn.1.4.weight                 1024                        0
             nn_pt.nn.1.4.bias                    1                        0
            nn_eta.nn.0.weight              1048576                        0
              nn_eta.nn.0.bias                 1024                        0
            nn_eta.nn.2.weight                 1024                        0
              nn_eta.nn.2.bias                 1024                        0
            nn_eta.nn.4.weight                 2048                        0
              nn_eta.nn.4.bias                    2                        0
        nn_sin_phi.nn.0.weight              1048576                        0
          nn_sin_phi.nn.0.bias                 1024                        0
        nn_sin_phi.nn.2.weight                 1024                        0
          nn_sin_phi.nn.2.bias                 1024                        0
        nn_sin_phi.nn.4.weight                 2048                        0
          nn_sin_phi.nn.4.bias                    2                        0
        nn_cos_phi.nn.0.weight              1048576                        0
          nn_cos_phi.nn.0.bias                 1024                        0
        nn_cos_phi.nn.2.weight                 1024                        0
          nn_cos_phi.nn.2.bias                 1024                        0
        nn_cos_phi.nn.4.weight                 2048                        0
          nn_cos_phi.nn.4.bias                    2                        0
       nn_energy.nn.0.0.weight              1048576                        0
         nn_energy.nn.0.0.bias                 1024                        0
       nn_energy.nn.0.2.weight                 1024                        0
         nn_energy.nn.0.2.bias                 1024                        0
       nn_energy.nn.0.4.weight                 1024                        0
         nn_energy.nn.0.4.bias                    1                        0
       nn_energy.nn.1.0.weight              1048576                        0
         nn_energy.nn.1.0.bias                 1024                        0
       nn_energy.nn.1.2.weight                 1024                        0
         nn_energy.nn.1.2.bias                 1024                        0
       nn_energy.nn.1.4.weight                 1024                        0
         nn_energy.nn.1.4.bias                    1                        0
          final_norm_id.weight                 1024                        0
            final_norm_id.bias                 1024                        0
         final_norm_reg.weight                 1024                        0
           final_norm_reg.bias                 1024                        0
[2025-01-13 13:21:52,369] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
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[2025-01-13 13:21:52,369] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:21:52,369] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:21:52,607] INFO: test_dataset: clic_edm_qq_pf, 50000
[2025-01-13 13:21:52,607] INFO: test_dataset: clic_edm_qq_pf, 50000
[2025-01-13 13:21:52,607] INFO: Running predictions on clic_edm_qq_pf
[2025-01-13 13:21:52,607] INFO: Running predictions on clic_edm_qq_pf
[2025-01-13 13:22:01,674] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_qq_pf/pred_0_100.parquet
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[2025-01-13 13:27:04,108] INFO: Time taken to make predictions on device 0 is: 5.19 min
[2025-01-13 13:27:04,108] INFO: Time taken to make predictions on device 0 is: 5.19 min
[2025-01-13 13:27:04,108] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:27:04,108] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:27:04,167] INFO: test_dataset: clic_edm_ttbar_pf, 50000
[2025-01-13 13:27:04,167] INFO: test_dataset: clic_edm_ttbar_pf, 50000
[2025-01-13 13:27:04,167] INFO: Running predictions on clic_edm_ttbar_pf
[2025-01-13 13:27:04,167] INFO: Running predictions on clic_edm_ttbar_pf
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[2025-01-13 13:34:11,571] INFO: Time taken to make predictions on device 0 is: 7.12 min
[2025-01-13 13:34:11,571] INFO: Time taken to make predictions on device 0 is: 7.12 min
[2025-01-13 13:34:11,572] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:34:11,572] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-13 13:34:11,622] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000
[2025-01-13 13:34:11,622] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000
[2025-01-13 13:34:11,622] INFO: Running predictions on clic_edm_ww_fullhad_pf
[2025-01-13 13:34:11,622] INFO: Running predictions on clic_edm_ww_fullhad_pf
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[2025-01-13 13:39:08,202] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_462.parquet
[2025-01-13 13:39:09,080] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_463.parquet
[2025-01-13 13:39:09,080] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_463.parquet
[2025-01-13 13:39:09,938] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_464.parquet
[2025-01-13 13:39:09,938] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_464.parquet
[2025-01-13 13:39:10,761] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_465.parquet
[2025-01-13 13:39:10,761] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_465.parquet
[2025-01-13 13:39:11,557] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_466.parquet
[2025-01-13 13:39:11,557] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_466.parquet
[2025-01-13 13:39:12,298] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_467.parquet
[2025-01-13 13:39:12,298] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_467.parquet
[2025-01-13 13:39:13,076] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_468.parquet
[2025-01-13 13:39:13,076] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_468.parquet
[2025-01-13 13:39:13,837] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_469.parquet
[2025-01-13 13:39:13,837] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_469.parquet
[2025-01-13 13:39:14,617] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_470.parquet
[2025-01-13 13:39:14,617] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_470.parquet
[2025-01-13 13:39:15,391] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_471.parquet
[2025-01-13 13:39:15,391] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_471.parquet
[2025-01-13 13:39:16,150] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_472.parquet
[2025-01-13 13:39:16,150] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_472.parquet
[2025-01-13 13:39:16,889] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_473.parquet
[2025-01-13 13:39:16,889] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_473.parquet
[2025-01-13 13:39:17,668] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_474.parquet
[2025-01-13 13:39:17,668] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_474.parquet
[2025-01-13 13:39:18,473] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_475.parquet
[2025-01-13 13:39:18,473] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_475.parquet
[2025-01-13 13:39:19,220] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_476.parquet
[2025-01-13 13:39:19,220] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_476.parquet
[2025-01-13 13:39:19,973] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_477.parquet
[2025-01-13 13:39:19,973] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_477.parquet
[2025-01-13 13:39:20,675] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_478.parquet
[2025-01-13 13:39:20,675] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_478.parquet
[2025-01-13 13:39:21,474] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_479.parquet
[2025-01-13 13:39:21,474] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_479.parquet
[2025-01-13 13:39:22,251] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_480.parquet
[2025-01-13 13:39:22,251] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_480.parquet
[2025-01-13 13:39:23,054] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_481.parquet
[2025-01-13 13:39:23,054] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_481.parquet
[2025-01-13 13:39:23,819] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_482.parquet
[2025-01-13 13:39:23,819] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_482.parquet
[2025-01-13 13:39:24,599] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_483.parquet
[2025-01-13 13:39:24,599] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_483.parquet
[2025-01-13 13:39:25,449] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_484.parquet
[2025-01-13 13:39:25,449] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_484.parquet
[2025-01-13 13:39:26,226] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_485.parquet
[2025-01-13 13:39:26,226] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_485.parquet
[2025-01-13 13:39:26,972] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_486.parquet
[2025-01-13 13:39:26,972] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_486.parquet
[2025-01-13 13:39:27,814] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_487.parquet
[2025-01-13 13:39:27,814] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_487.parquet
[2025-01-13 13:39:28,609] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_488.parquet
[2025-01-13 13:39:28,609] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_488.parquet
[2025-01-13 13:39:29,456] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_489.parquet
[2025-01-13 13:39:29,456] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_489.parquet
[2025-01-13 13:39:30,262] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_490.parquet
[2025-01-13 13:39:30,262] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_490.parquet
[2025-01-13 13:39:31,074] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_491.parquet
[2025-01-13 13:39:31,074] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_491.parquet
[2025-01-13 13:39:31,902] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_492.parquet
[2025-01-13 13:39:31,902] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_492.parquet
[2025-01-13 13:39:32,734] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_493.parquet
[2025-01-13 13:39:32,734] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_493.parquet
[2025-01-13 13:39:33,561] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_494.parquet
[2025-01-13 13:39:33,561] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_494.parquet
[2025-01-13 13:39:34,372] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_495.parquet
[2025-01-13 13:39:34,372] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_495.parquet
[2025-01-13 13:39:35,202] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_496.parquet
[2025-01-13 13:39:35,202] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_496.parquet
[2025-01-13 13:39:36,074] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_497.parquet
[2025-01-13 13:39:36,074] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_497.parquet
[2025-01-13 13:39:36,823] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_498.parquet
[2025-01-13 13:39:36,823] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_498.parquet
[2025-01-13 13:39:37,597] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_499.parquet
[2025-01-13 13:39:37,597] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-04-2.043485/clic_edm_ww_fullhad_pf/pred_0_499.parquet
[2025-01-13 13:39:37,599] INFO: Time taken to make predictions on device 0 is: 5.43 min
[2025-01-13 13:39:37,599] INFO: Time taken to make predictions on device 0 is: 5.43 min
[2025-01-13 13:39:37,600] INFO: Plotting distributions for clic_edm_qq_pf
[2025-01-13 13:39:37,600] INFO: Plotting distributions for clic_edm_qq_pf
[2025-01-13 13:40:43,185] INFO: Plotting distributions for clic_edm_ttbar_pf
[2025-01-13 13:40:43,185] INFO: Plotting distributions for clic_edm_ttbar_pf
[2025-01-13 13:41:59,933] INFO: Plotting distributions for clic_edm_ww_fullhad_pf
[2025-01-13 13:41:59,933] INFO: Plotting distributions for clic_edm_ww_fullhad_pf
[2025-01-15 07:03:19,549] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb
[2025-01-15 07:03:19,552] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-15 07:03:19,552] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-15 07:03:19,553] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-15 07:03:19,553] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-15 07:03:19,642] INFO: layer conv_id_0 using attention_type=math
[2025-01-15 07:03:19,642] INFO: layer conv_id_0 using attention_type=math
[2025-01-15 07:03:19,674] INFO: layer conv_reg_0 using attention_type=math
[2025-01-15 07:03:19,674] INFO: layer conv_reg_0 using attention_type=math
[2025-01-15 07:03:19,706] INFO: layer conv_id_1 using attention_type=math
[2025-01-15 07:03:19,706] INFO: layer conv_id_1 using attention_type=math
[2025-01-15 07:03:19,738] INFO: layer conv_reg_1 using attention_type=math
[2025-01-15 07:03:19,738] INFO: layer conv_reg_1 using attention_type=math
[2025-01-15 07:03:19,770] INFO: layer conv_id_2 using attention_type=math
[2025-01-15 07:03:19,770] INFO: layer conv_id_2 using attention_type=math
[2025-01-15 07:03:19,802] INFO: layer conv_reg_2 using attention_type=math
[2025-01-15 07:03:19,802] INFO: layer conv_reg_2 using attention_type=math
[2025-01-15 07:03:20,515] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-05-1.995116.pth
[2025-01-15 07:03:20,515] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-05-1.995116.pth
[2025-01-15 07:03:20,563] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-15 07:03:20,563] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-15 07:03:20,564] INFO: Trainable parameters: 51577874
[2025-01-15 07:03:20,564] INFO: Trainable parameters: 51577874
[2025-01-15 07:03:20,564] INFO: Non-trainable parameters: 0
[2025-01-15 07:03:20,564] INFO: Non-trainable parameters: 0
[2025-01-15 07:03:20,564] INFO: Total parameters: 51577874
[2025-01-15 07:03:20,564] INFO: Total parameters: 51577874
[2025-01-15 07:03:20,570] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
 conv_id.0.mha.out_proj.weight              1048576                        0
   conv_id.0.mha.out_proj.bias                 1024                        0
        conv_id.0.norm0.weight                 1024                        0
          conv_id.0.norm0.bias                 1024                        0
        conv_id.0.norm1.weight                 1024                        0
          conv_id.0.norm1.bias                 1024                        0
        conv_id.0.seq.0.weight              1048576                        0
          conv_id.0.seq.0.bias                 1024                        0
        conv_id.0.seq.2.weight              1048576                        0
          conv_id.0.seq.2.bias                 1024                        0
  conv_id.1.mha.in_proj_weight              3145728                        0
    conv_id.1.mha.in_proj_bias                 3072                        0
 conv_id.1.mha.out_proj.weight              1048576                        0
   conv_id.1.mha.out_proj.bias                 1024                        0
        conv_id.1.norm0.weight                 1024                        0
          conv_id.1.norm0.bias                 1024                        0
        conv_id.1.norm1.weight                 1024                        0
          conv_id.1.norm1.bias                 1024                        0
        conv_id.1.seq.0.weight              1048576                        0
          conv_id.1.seq.0.bias                 1024                        0
        conv_id.1.seq.2.weight              1048576                        0
          conv_id.1.seq.2.bias                 1024                        0
  conv_id.2.mha.in_proj_weight              3145728                        0
    conv_id.2.mha.in_proj_bias                 3072                        0
 conv_id.2.mha.out_proj.weight              1048576                        0
   conv_id.2.mha.out_proj.bias                 1024                        0
        conv_id.2.norm0.weight                 1024                        0
          conv_id.2.norm0.bias                 1024                        0
        conv_id.2.norm1.weight                 1024                        0
          conv_id.2.norm1.bias                 1024                        0
        conv_id.2.seq.0.weight              1048576                        0
          conv_id.2.seq.0.bias                 1024                        0
        conv_id.2.seq.2.weight              1048576                        0
          conv_id.2.seq.2.bias                 1024                        0
 conv_reg.0.mha.in_proj_weight              3145728                        0
   conv_reg.0.mha.in_proj_bias                 3072                        0
conv_reg.0.mha.out_proj.weight              1048576                        0
  conv_reg.0.mha.out_proj.bias                 1024                        0
       conv_reg.0.norm0.weight                 1024                        0
         conv_reg.0.norm0.bias                 1024                        0
       conv_reg.0.norm1.weight                 1024                        0
         conv_reg.0.norm1.bias                 1024                        0
       conv_reg.0.seq.0.weight              1048576                        0
         conv_reg.0.seq.0.bias                 1024                        0
       conv_reg.0.seq.2.weight              1048576                        0
         conv_reg.0.seq.2.bias                 1024                        0
 conv_reg.1.mha.in_proj_weight              3145728                        0
   conv_reg.1.mha.in_proj_bias                 3072                        0
conv_reg.1.mha.out_proj.weight              1048576                        0
  conv_reg.1.mha.out_proj.bias                 1024                        0
       conv_reg.1.norm0.weight                 1024                        0
         conv_reg.1.norm0.bias                 1024                        0
       conv_reg.1.norm1.weight                 1024                        0
         conv_reg.1.norm1.bias                 1024                        0
       conv_reg.1.seq.0.weight              1048576                        0
         conv_reg.1.seq.0.bias                 1024                        0
       conv_reg.1.seq.2.weight              1048576                        0
         conv_reg.1.seq.2.bias                 1024                        0
 conv_reg.2.mha.in_proj_weight              3145728                        0
   conv_reg.2.mha.in_proj_bias                 3072                        0
conv_reg.2.mha.out_proj.weight              1048576                        0
  conv_reg.2.mha.out_proj.bias                 1024                        0
       conv_reg.2.norm0.weight                 1024                        0
         conv_reg.2.norm0.bias                 1024                        0
       conv_reg.2.norm1.weight                 1024                        0
         conv_reg.2.norm1.bias                 1024                        0
       conv_reg.2.seq.0.weight              1048576                        0
         conv_reg.2.seq.0.bias                 1024                        0
       conv_reg.2.seq.2.weight              1048576                        0
         conv_reg.2.seq.2.bias                 1024                        0
   nn_binary_particle.0.weight              1048576                        0
     nn_binary_particle.0.bias                 1024                        0
   nn_binary_particle.2.weight                 1024                        0
     nn_binary_particle.2.bias                 1024                        0
   nn_binary_particle.4.weight                 2048                        0
     nn_binary_particle.4.bias                    2                        0
               nn_pid.0.weight              1048576                        0
                 nn_pid.0.bias                 1024                        0
               nn_pid.2.weight                 1024                        0
                 nn_pid.2.bias                 1024                        0
               nn_pid.4.weight                 6144                        0
                 nn_pid.4.bias                    6                        0
           nn_pt.nn.0.0.weight              1048576                        0
             nn_pt.nn.0.0.bias                 1024                        0
           nn_pt.nn.0.2.weight                 1024                        0
             nn_pt.nn.0.2.bias                 1024                        0
           nn_pt.nn.0.4.weight                 1024                        0
             nn_pt.nn.0.4.bias                    1                        0
           nn_pt.nn.1.0.weight              1048576                        0
             nn_pt.nn.1.0.bias                 1024                        0
           nn_pt.nn.1.2.weight                 1024                        0
             nn_pt.nn.1.2.bias                 1024                        0
           nn_pt.nn.1.4.weight                 1024                        0
             nn_pt.nn.1.4.bias                    1                        0
            nn_eta.nn.0.weight              1048576                        0
              nn_eta.nn.0.bias                 1024                        0
            nn_eta.nn.2.weight                 1024                        0
              nn_eta.nn.2.bias                 1024                        0
            nn_eta.nn.4.weight                 2048                        0
              nn_eta.nn.4.bias                    2                        0
        nn_sin_phi.nn.0.weight              1048576                        0
          nn_sin_phi.nn.0.bias                 1024                        0
        nn_sin_phi.nn.2.weight                 1024                        0
          nn_sin_phi.nn.2.bias                 1024                        0
        nn_sin_phi.nn.4.weight                 2048                        0
          nn_sin_phi.nn.4.bias                    2                        0
        nn_cos_phi.nn.0.weight              1048576                        0
          nn_cos_phi.nn.0.bias                 1024                        0
        nn_cos_phi.nn.2.weight                 1024                        0
          nn_cos_phi.nn.2.bias                 1024                        0
        nn_cos_phi.nn.4.weight                 2048                        0
          nn_cos_phi.nn.4.bias                    2                        0
       nn_energy.nn.0.0.weight              1048576                        0
         nn_energy.nn.0.0.bias                 1024                        0
       nn_energy.nn.0.2.weight                 1024                        0
         nn_energy.nn.0.2.bias                 1024                        0
       nn_energy.nn.0.4.weight                 1024                        0
         nn_energy.nn.0.4.bias                    1                        0
       nn_energy.nn.1.0.weight              1048576                        0
         nn_energy.nn.1.0.bias                 1024                        0
       nn_energy.nn.1.2.weight                 1024                        0
         nn_energy.nn.1.2.bias                 1024                        0
       nn_energy.nn.1.4.weight                 1024                        0
         nn_energy.nn.1.4.bias                    1                        0
          final_norm_id.weight                 1024                        0
            final_norm_id.bias                 1024                        0
         final_norm_reg.weight                 1024                        0
           final_norm_reg.bias                 1024                        0
[2025-01-15 07:03:20,570] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
 conv_id.0.mha.out_proj.weight              1048576                        0
   conv_id.0.mha.out_proj.bias                 1024                        0
        conv_id.0.norm0.weight                 1024                        0
          conv_id.0.norm0.bias                 1024                        0
        conv_id.0.norm1.weight                 1024                        0
          conv_id.0.norm1.bias                 1024                        0
        conv_id.0.seq.0.weight              1048576                        0
          conv_id.0.seq.0.bias                 1024                        0
        conv_id.0.seq.2.weight              1048576                        0
          conv_id.0.seq.2.bias                 1024                        0
  conv_id.1.mha.in_proj_weight              3145728                        0
    conv_id.1.mha.in_proj_bias                 3072                        0
 conv_id.1.mha.out_proj.weight              1048576                        0
   conv_id.1.mha.out_proj.bias                 1024                        0
        conv_id.1.norm0.weight                 1024                        0
          conv_id.1.norm0.bias                 1024                        0
        conv_id.1.norm1.weight                 1024                        0
          conv_id.1.norm1.bias                 1024                        0
        conv_id.1.seq.0.weight              1048576                        0
          conv_id.1.seq.0.bias                 1024                        0
        conv_id.1.seq.2.weight              1048576                        0
          conv_id.1.seq.2.bias                 1024                        0
  conv_id.2.mha.in_proj_weight              3145728                        0
    conv_id.2.mha.in_proj_bias                 3072                        0
 conv_id.2.mha.out_proj.weight              1048576                        0
   conv_id.2.mha.out_proj.bias                 1024                        0
        conv_id.2.norm0.weight                 1024                        0
          conv_id.2.norm0.bias                 1024                        0
        conv_id.2.norm1.weight                 1024                        0
          conv_id.2.norm1.bias                 1024                        0
        conv_id.2.seq.0.weight              1048576                        0
          conv_id.2.seq.0.bias                 1024                        0
        conv_id.2.seq.2.weight              1048576                        0
          conv_id.2.seq.2.bias                 1024                        0
 conv_reg.0.mha.in_proj_weight              3145728                        0
   conv_reg.0.mha.in_proj_bias                 3072                        0
conv_reg.0.mha.out_proj.weight              1048576                        0
  conv_reg.0.mha.out_proj.bias                 1024                        0
       conv_reg.0.norm0.weight                 1024                        0
         conv_reg.0.norm0.bias                 1024                        0
       conv_reg.0.norm1.weight                 1024                        0
         conv_reg.0.norm1.bias                 1024                        0
       conv_reg.0.seq.0.weight              1048576                        0
         conv_reg.0.seq.0.bias                 1024                        0
       conv_reg.0.seq.2.weight              1048576                        0
         conv_reg.0.seq.2.bias                 1024                        0
 conv_reg.1.mha.in_proj_weight              3145728                        0
   conv_reg.1.mha.in_proj_bias                 3072                        0
conv_reg.1.mha.out_proj.weight              1048576                        0
  conv_reg.1.mha.out_proj.bias                 1024                        0
       conv_reg.1.norm0.weight                 1024                        0
         conv_reg.1.norm0.bias                 1024                        0
       conv_reg.1.norm1.weight                 1024                        0
         conv_reg.1.norm1.bias                 1024                        0
       conv_reg.1.seq.0.weight              1048576                        0
         conv_reg.1.seq.0.bias                 1024                        0
       conv_reg.1.seq.2.weight              1048576                        0
         conv_reg.1.seq.2.bias                 1024                        0
 conv_reg.2.mha.in_proj_weight              3145728                        0
   conv_reg.2.mha.in_proj_bias                 3072                        0
conv_reg.2.mha.out_proj.weight              1048576                        0
  conv_reg.2.mha.out_proj.bias                 1024                        0
       conv_reg.2.norm0.weight                 1024                        0
         conv_reg.2.norm0.bias                 1024                        0
       conv_reg.2.norm1.weight                 1024                        0
         conv_reg.2.norm1.bias                 1024                        0
       conv_reg.2.seq.0.weight              1048576                        0
         conv_reg.2.seq.0.bias                 1024                        0
       conv_reg.2.seq.2.weight              1048576                        0
         conv_reg.2.seq.2.bias                 1024                        0
   nn_binary_particle.0.weight              1048576                        0
     nn_binary_particle.0.bias                 1024                        0
   nn_binary_particle.2.weight                 1024                        0
     nn_binary_particle.2.bias                 1024                        0
   nn_binary_particle.4.weight                 2048                        0
     nn_binary_particle.4.bias                    2                        0
               nn_pid.0.weight              1048576                        0
                 nn_pid.0.bias                 1024                        0
               nn_pid.2.weight                 1024                        0
                 nn_pid.2.bias                 1024                        0
               nn_pid.4.weight                 6144                        0
                 nn_pid.4.bias                    6                        0
           nn_pt.nn.0.0.weight              1048576                        0
             nn_pt.nn.0.0.bias                 1024                        0
           nn_pt.nn.0.2.weight                 1024                        0
             nn_pt.nn.0.2.bias                 1024                        0
           nn_pt.nn.0.4.weight                 1024                        0
             nn_pt.nn.0.4.bias                    1                        0
           nn_pt.nn.1.0.weight              1048576                        0
             nn_pt.nn.1.0.bias                 1024                        0
           nn_pt.nn.1.2.weight                 1024                        0
             nn_pt.nn.1.2.bias                 1024                        0
           nn_pt.nn.1.4.weight                 1024                        0
             nn_pt.nn.1.4.bias                    1                        0
            nn_eta.nn.0.weight              1048576                        0
              nn_eta.nn.0.bias                 1024                        0
            nn_eta.nn.2.weight                 1024                        0
              nn_eta.nn.2.bias                 1024                        0
            nn_eta.nn.4.weight                 2048                        0
              nn_eta.nn.4.bias                    2                        0
        nn_sin_phi.nn.0.weight              1048576                        0
          nn_sin_phi.nn.0.bias                 1024                        0
        nn_sin_phi.nn.2.weight                 1024                        0
          nn_sin_phi.nn.2.bias                 1024                        0
        nn_sin_phi.nn.4.weight                 2048                        0
          nn_sin_phi.nn.4.bias                    2                        0
        nn_cos_phi.nn.0.weight              1048576                        0
          nn_cos_phi.nn.0.bias                 1024                        0
        nn_cos_phi.nn.2.weight                 1024                        0
          nn_cos_phi.nn.2.bias                 1024                        0
        nn_cos_phi.nn.4.weight                 2048                        0
          nn_cos_phi.nn.4.bias                    2                        0
       nn_energy.nn.0.0.weight              1048576                        0
         nn_energy.nn.0.0.bias                 1024                        0
       nn_energy.nn.0.2.weight                 1024                        0
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       nn_energy.nn.0.4.weight                 1024                        0
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       nn_energy.nn.1.0.weight              1048576                        0
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       nn_energy.nn.1.2.weight                 1024                        0
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       nn_energy.nn.1.4.weight                 1024                        0
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          final_norm_id.weight                 1024                        0
            final_norm_id.bias                 1024                        0
         final_norm_reg.weight                 1024                        0
           final_norm_reg.bias                 1024                        0
[2025-01-15 07:03:20,571] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 07:03:20,571] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 07:03:20,887] INFO: test_dataset: clic_edm_qq_pf, 50000
[2025-01-15 07:03:20,887] INFO: test_dataset: clic_edm_qq_pf, 50000
[2025-01-15 07:03:20,898] INFO: Running predictions on clic_edm_qq_pf
[2025-01-15 07:03:20,898] INFO: Running predictions on clic_edm_qq_pf
[2025-01-15 07:03:24,069] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_qq_pf/pred_0_0.parquet
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[2025-01-15 07:09:40,921] INFO: Time taken to make predictions on device 0 is: 6.33 min
[2025-01-15 07:09:40,921] INFO: Time taken to make predictions on device 0 is: 6.33 min
[2025-01-15 07:09:40,922] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 07:09:40,922] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 07:09:41,059] INFO: test_dataset: clic_edm_ttbar_pf, 50000
[2025-01-15 07:09:41,059] INFO: test_dataset: clic_edm_ttbar_pf, 50000
[2025-01-15 07:09:41,063] INFO: Running predictions on clic_edm_ttbar_pf
[2025-01-15 07:09:41,063] INFO: Running predictions on clic_edm_ttbar_pf
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[2025-01-15 07:18:26,737] INFO: Time taken to make predictions on device 0 is: 8.76 min
[2025-01-15 07:18:26,737] INFO: Time taken to make predictions on device 0 is: 8.76 min
[2025-01-15 07:18:26,738] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 07:18:26,738] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 07:18:26,886] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000
[2025-01-15 07:18:26,886] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000
[2025-01-15 07:18:26,889] INFO: Running predictions on clic_edm_ww_fullhad_pf
[2025-01-15 07:18:26,889] INFO: Running predictions on clic_edm_ww_fullhad_pf
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[2025-01-15 07:24:38,118] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_465.parquet
[2025-01-15 07:24:38,937] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_466.parquet
[2025-01-15 07:24:38,937] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_466.parquet
[2025-01-15 07:24:39,637] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_467.parquet
[2025-01-15 07:24:39,637] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_467.parquet
[2025-01-15 07:24:40,406] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_468.parquet
[2025-01-15 07:24:40,406] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_468.parquet
[2025-01-15 07:24:41,165] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_469.parquet
[2025-01-15 07:24:41,165] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_469.parquet
[2025-01-15 07:24:41,926] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_470.parquet
[2025-01-15 07:24:41,926] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_470.parquet
[2025-01-15 07:24:42,693] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_471.parquet
[2025-01-15 07:24:42,693] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_471.parquet
[2025-01-15 07:24:43,572] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_472.parquet
[2025-01-15 07:24:43,572] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_472.parquet
[2025-01-15 07:24:44,343] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_473.parquet
[2025-01-15 07:24:44,343] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_473.parquet
[2025-01-15 07:24:45,306] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_474.parquet
[2025-01-15 07:24:45,306] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_474.parquet
[2025-01-15 07:24:46,216] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_475.parquet
[2025-01-15 07:24:46,216] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_475.parquet
[2025-01-15 07:24:46,938] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_476.parquet
[2025-01-15 07:24:46,938] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_476.parquet
[2025-01-15 07:24:47,738] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_477.parquet
[2025-01-15 07:24:47,738] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_477.parquet
[2025-01-15 07:24:48,564] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_478.parquet
[2025-01-15 07:24:48,564] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_478.parquet
[2025-01-15 07:24:49,330] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_479.parquet
[2025-01-15 07:24:49,330] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_479.parquet
[2025-01-15 07:24:50,143] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_480.parquet
[2025-01-15 07:24:50,143] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_480.parquet
[2025-01-15 07:24:50,918] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_481.parquet
[2025-01-15 07:24:50,918] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_481.parquet
[2025-01-15 07:24:51,742] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_482.parquet
[2025-01-15 07:24:51,742] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_482.parquet
[2025-01-15 07:24:52,677] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_483.parquet
[2025-01-15 07:24:52,677] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_483.parquet
[2025-01-15 07:24:53,493] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_484.parquet
[2025-01-15 07:24:53,493] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_484.parquet
[2025-01-15 07:24:54,285] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_485.parquet
[2025-01-15 07:24:54,285] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_485.parquet
[2025-01-15 07:24:55,124] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_486.parquet
[2025-01-15 07:24:55,124] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_486.parquet
[2025-01-15 07:24:55,883] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_487.parquet
[2025-01-15 07:24:55,883] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_487.parquet
[2025-01-15 07:24:56,742] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_488.parquet
[2025-01-15 07:24:56,742] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_488.parquet
[2025-01-15 07:24:57,516] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_489.parquet
[2025-01-15 07:24:57,516] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_489.parquet
[2025-01-15 07:24:58,328] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_490.parquet
[2025-01-15 07:24:58,328] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_490.parquet
[2025-01-15 07:24:59,107] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_491.parquet
[2025-01-15 07:24:59,107] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_491.parquet
[2025-01-15 07:24:59,871] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_492.parquet
[2025-01-15 07:24:59,871] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_492.parquet
[2025-01-15 07:25:00,690] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_493.parquet
[2025-01-15 07:25:00,690] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_493.parquet
[2025-01-15 07:25:01,467] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_494.parquet
[2025-01-15 07:25:01,467] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_494.parquet
[2025-01-15 07:25:02,247] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_495.parquet
[2025-01-15 07:25:02,247] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_495.parquet
[2025-01-15 07:25:03,016] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_496.parquet
[2025-01-15 07:25:03,016] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_496.parquet
[2025-01-15 07:25:03,789] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_497.parquet
[2025-01-15 07:25:03,789] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_497.parquet
[2025-01-15 07:25:04,567] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_498.parquet
[2025-01-15 07:25:04,567] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_498.parquet
[2025-01-15 07:25:05,367] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_499.parquet
[2025-01-15 07:25:05,367] INFO: Saved predictions at experiments/pyg-clic_20250106_193536_269746/preds_checkpoint-05-1.995116/clic_edm_ww_fullhad_pf/pred_0_499.parquet
[2025-01-15 07:25:05,369] INFO: Time taken to make predictions on device 0 is: 6.64 min
[2025-01-15 07:25:05,369] INFO: Time taken to make predictions on device 0 is: 6.64 min
[2025-01-15 07:25:05,370] INFO: Plotting distributions for clic_edm_qq_pf
[2025-01-15 07:25:05,370] INFO: Plotting distributions for clic_edm_qq_pf
[2025-01-15 07:26:08,657] INFO: Plotting distributions for clic_edm_ttbar_pf
[2025-01-15 07:26:08,657] INFO: Plotting distributions for clic_edm_ttbar_pf
[2025-01-15 07:27:23,254] INFO: Plotting distributions for clic_edm_ww_fullhad_pf
[2025-01-15 07:27:23,254] INFO: Plotting distributions for clic_edm_ww_fullhad_pf
[2025-01-15 08:20:51,108] INFO: Will use single-gpu: NVIDIA GeForce RTX 2070 SUPER
[2025-01-15 08:20:51,109] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-15 08:20:51,109] INFO: configured dtype=torch.bfloat16 for autocast
[2025-01-15 08:20:51,110] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-15 08:20:51,110] INFO: model_kwargs: {'input_dim': 17, 'num_classes': 6, 'input_encoding': 'split', 'pt_mode': 'direct-elemtype-split', 'eta_mode': 'linear', 'sin_phi_mode': 'linear', 'cos_phi_mode': 'linear', 'energy_mode': 'direct-elemtype-split', 'elemtypes_nonzero': [1, 2], 'learned_representation_mode': 'last', 'conv_type': 'attention', 'num_convs': 3, 'dropout_ff': 0.0, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.0, 'dropout_conv_reg_ff': 0.0, 'activation': 'relu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True}
[2025-01-15 08:20:51,214] INFO: layer conv_id_0 using attention_type=math
[2025-01-15 08:20:51,214] INFO: layer conv_id_0 using attention_type=math
[2025-01-15 08:20:51,252] INFO: layer conv_reg_0 using attention_type=math
[2025-01-15 08:20:51,252] INFO: layer conv_reg_0 using attention_type=math
[2025-01-15 08:20:51,293] INFO: layer conv_id_1 using attention_type=math
[2025-01-15 08:20:51,293] INFO: layer conv_id_1 using attention_type=math
[2025-01-15 08:20:51,331] INFO: layer conv_reg_1 using attention_type=math
[2025-01-15 08:20:51,331] INFO: layer conv_reg_1 using attention_type=math
[2025-01-15 08:20:51,369] INFO: layer conv_id_2 using attention_type=math
[2025-01-15 08:20:51,369] INFO: layer conv_id_2 using attention_type=math
[2025-01-15 08:20:51,406] INFO: layer conv_reg_2 using attention_type=math
[2025-01-15 08:20:51,406] INFO: layer conv_reg_2 using attention_type=math
[2025-01-15 08:20:53,492] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-05-1.995116.pth
[2025-01-15 08:20:53,492] INFO: Loaded model weights from experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-05-1.995116.pth
[2025-01-15 08:20:53,548] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-15 08:20:53,548] INFO: MLPF(
  (nn0_id): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (nn0_reg): ModuleList(
    (0-1): 2 x Sequential(
      (0): Linear(in_features=17, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=1024, bias=True)
    )
  )
  (conv_id): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (conv_reg): ModuleList(
    (0-2): 3 x PreLnSelfAttentionLayer(
      (mha): MultiheadAttention(
        (out_proj): NonDynamicallyQuantizableLinear(in_features=1024, out_features=1024, bias=True)
      )
      (norm0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (seq): Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): Linear(in_features=1024, out_features=1024, bias=True)
        (3): ReLU()
      )
      (dropout): Dropout(p=0.0, inplace=False)
    )
  )
  (nn_binary_particle): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=2, bias=True)
  )
  (nn_pid): Sequential(
    (0): Linear(in_features=1024, out_features=1024, bias=True)
    (1): ReLU()
    (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
    (3): Dropout(p=0.0, inplace=False)
    (4): Linear(in_features=1024, out_features=6, bias=True)
  )
  (nn_pt): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (nn_eta): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_sin_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_cos_phi): RegressionOutput(
    (nn): Sequential(
      (0): Linear(in_features=1024, out_features=1024, bias=True)
      (1): ReLU()
      (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
      (3): Dropout(p=0.0, inplace=False)
      (4): Linear(in_features=1024, out_features=2, bias=True)
    )
  )
  (nn_energy): RegressionOutput(
    (nn): ModuleList(
      (0-1): 2 x Sequential(
        (0): Linear(in_features=1024, out_features=1024, bias=True)
        (1): ReLU()
        (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
        (3): Dropout(p=0.0, inplace=False)
        (4): Linear(in_features=1024, out_features=1, bias=True)
      )
    )
  )
  (final_norm_id): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
  (final_norm_reg): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
)
[2025-01-15 08:20:53,549] INFO: Trainable parameters: 51577874
[2025-01-15 08:20:53,549] INFO: Trainable parameters: 51577874
[2025-01-15 08:20:53,549] INFO: Non-trainable parameters: 0
[2025-01-15 08:20:53,549] INFO: Non-trainable parameters: 0
[2025-01-15 08:20:53,549] INFO: Total parameters: 51577874
[2025-01-15 08:20:53,549] INFO: Total parameters: 51577874
[2025-01-15 08:20:53,555] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
 conv_id.0.mha.out_proj.weight              1048576                        0
   conv_id.0.mha.out_proj.bias                 1024                        0
        conv_id.0.norm0.weight                 1024                        0
          conv_id.0.norm0.bias                 1024                        0
        conv_id.0.norm1.weight                 1024                        0
          conv_id.0.norm1.bias                 1024                        0
        conv_id.0.seq.0.weight              1048576                        0
          conv_id.0.seq.0.bias                 1024                        0
        conv_id.0.seq.2.weight              1048576                        0
          conv_id.0.seq.2.bias                 1024                        0
  conv_id.1.mha.in_proj_weight              3145728                        0
    conv_id.1.mha.in_proj_bias                 3072                        0
 conv_id.1.mha.out_proj.weight              1048576                        0
   conv_id.1.mha.out_proj.bias                 1024                        0
        conv_id.1.norm0.weight                 1024                        0
          conv_id.1.norm0.bias                 1024                        0
        conv_id.1.norm1.weight                 1024                        0
          conv_id.1.norm1.bias                 1024                        0
        conv_id.1.seq.0.weight              1048576                        0
          conv_id.1.seq.0.bias                 1024                        0
        conv_id.1.seq.2.weight              1048576                        0
          conv_id.1.seq.2.bias                 1024                        0
  conv_id.2.mha.in_proj_weight              3145728                        0
    conv_id.2.mha.in_proj_bias                 3072                        0
 conv_id.2.mha.out_proj.weight              1048576                        0
   conv_id.2.mha.out_proj.bias                 1024                        0
        conv_id.2.norm0.weight                 1024                        0
          conv_id.2.norm0.bias                 1024                        0
        conv_id.2.norm1.weight                 1024                        0
          conv_id.2.norm1.bias                 1024                        0
        conv_id.2.seq.0.weight              1048576                        0
          conv_id.2.seq.0.bias                 1024                        0
        conv_id.2.seq.2.weight              1048576                        0
          conv_id.2.seq.2.bias                 1024                        0
 conv_reg.0.mha.in_proj_weight              3145728                        0
   conv_reg.0.mha.in_proj_bias                 3072                        0
conv_reg.0.mha.out_proj.weight              1048576                        0
  conv_reg.0.mha.out_proj.bias                 1024                        0
       conv_reg.0.norm0.weight                 1024                        0
         conv_reg.0.norm0.bias                 1024                        0
       conv_reg.0.norm1.weight                 1024                        0
         conv_reg.0.norm1.bias                 1024                        0
       conv_reg.0.seq.0.weight              1048576                        0
         conv_reg.0.seq.0.bias                 1024                        0
       conv_reg.0.seq.2.weight              1048576                        0
         conv_reg.0.seq.2.bias                 1024                        0
 conv_reg.1.mha.in_proj_weight              3145728                        0
   conv_reg.1.mha.in_proj_bias                 3072                        0
conv_reg.1.mha.out_proj.weight              1048576                        0
  conv_reg.1.mha.out_proj.bias                 1024                        0
       conv_reg.1.norm0.weight                 1024                        0
         conv_reg.1.norm0.bias                 1024                        0
       conv_reg.1.norm1.weight                 1024                        0
         conv_reg.1.norm1.bias                 1024                        0
       conv_reg.1.seq.0.weight              1048576                        0
         conv_reg.1.seq.0.bias                 1024                        0
       conv_reg.1.seq.2.weight              1048576                        0
         conv_reg.1.seq.2.bias                 1024                        0
 conv_reg.2.mha.in_proj_weight              3145728                        0
   conv_reg.2.mha.in_proj_bias                 3072                        0
conv_reg.2.mha.out_proj.weight              1048576                        0
  conv_reg.2.mha.out_proj.bias                 1024                        0
       conv_reg.2.norm0.weight                 1024                        0
         conv_reg.2.norm0.bias                 1024                        0
       conv_reg.2.norm1.weight                 1024                        0
         conv_reg.2.norm1.bias                 1024                        0
       conv_reg.2.seq.0.weight              1048576                        0
         conv_reg.2.seq.0.bias                 1024                        0
       conv_reg.2.seq.2.weight              1048576                        0
         conv_reg.2.seq.2.bias                 1024                        0
   nn_binary_particle.0.weight              1048576                        0
     nn_binary_particle.0.bias                 1024                        0
   nn_binary_particle.2.weight                 1024                        0
     nn_binary_particle.2.bias                 1024                        0
   nn_binary_particle.4.weight                 2048                        0
     nn_binary_particle.4.bias                    2                        0
               nn_pid.0.weight              1048576                        0
                 nn_pid.0.bias                 1024                        0
               nn_pid.2.weight                 1024                        0
                 nn_pid.2.bias                 1024                        0
               nn_pid.4.weight                 6144                        0
                 nn_pid.4.bias                    6                        0
           nn_pt.nn.0.0.weight              1048576                        0
             nn_pt.nn.0.0.bias                 1024                        0
           nn_pt.nn.0.2.weight                 1024                        0
             nn_pt.nn.0.2.bias                 1024                        0
           nn_pt.nn.0.4.weight                 1024                        0
             nn_pt.nn.0.4.bias                    1                        0
           nn_pt.nn.1.0.weight              1048576                        0
             nn_pt.nn.1.0.bias                 1024                        0
           nn_pt.nn.1.2.weight                 1024                        0
             nn_pt.nn.1.2.bias                 1024                        0
           nn_pt.nn.1.4.weight                 1024                        0
             nn_pt.nn.1.4.bias                    1                        0
            nn_eta.nn.0.weight              1048576                        0
              nn_eta.nn.0.bias                 1024                        0
            nn_eta.nn.2.weight                 1024                        0
              nn_eta.nn.2.bias                 1024                        0
            nn_eta.nn.4.weight                 2048                        0
              nn_eta.nn.4.bias                    2                        0
        nn_sin_phi.nn.0.weight              1048576                        0
          nn_sin_phi.nn.0.bias                 1024                        0
        nn_sin_phi.nn.2.weight                 1024                        0
          nn_sin_phi.nn.2.bias                 1024                        0
        nn_sin_phi.nn.4.weight                 2048                        0
          nn_sin_phi.nn.4.bias                    2                        0
        nn_cos_phi.nn.0.weight              1048576                        0
          nn_cos_phi.nn.0.bias                 1024                        0
        nn_cos_phi.nn.2.weight                 1024                        0
          nn_cos_phi.nn.2.bias                 1024                        0
        nn_cos_phi.nn.4.weight                 2048                        0
          nn_cos_phi.nn.4.bias                    2                        0
       nn_energy.nn.0.0.weight              1048576                        0
         nn_energy.nn.0.0.bias                 1024                        0
       nn_energy.nn.0.2.weight                 1024                        0
         nn_energy.nn.0.2.bias                 1024                        0
       nn_energy.nn.0.4.weight                 1024                        0
         nn_energy.nn.0.4.bias                    1                        0
       nn_energy.nn.1.0.weight              1048576                        0
         nn_energy.nn.1.0.bias                 1024                        0
       nn_energy.nn.1.2.weight                 1024                        0
         nn_energy.nn.1.2.bias                 1024                        0
       nn_energy.nn.1.4.weight                 1024                        0
         nn_energy.nn.1.4.bias                    1                        0
          final_norm_id.weight                 1024                        0
            final_norm_id.bias                 1024                        0
         final_norm_reg.weight                 1024                        0
           final_norm_reg.bias                 1024                        0
[2025-01-15 08:20:53,555] INFO:                        Modules Trainable parameters Non-trainable parameters
             nn0_id.0.0.weight                17408                        0
               nn0_id.0.0.bias                 1024                        0
             nn0_id.0.2.weight                 1024                        0
               nn0_id.0.2.bias                 1024                        0
             nn0_id.0.4.weight              1048576                        0
               nn0_id.0.4.bias                 1024                        0
             nn0_id.1.0.weight                17408                        0
               nn0_id.1.0.bias                 1024                        0
             nn0_id.1.2.weight                 1024                        0
               nn0_id.1.2.bias                 1024                        0
             nn0_id.1.4.weight              1048576                        0
               nn0_id.1.4.bias                 1024                        0
            nn0_reg.0.0.weight                17408                        0
              nn0_reg.0.0.bias                 1024                        0
            nn0_reg.0.2.weight                 1024                        0
              nn0_reg.0.2.bias                 1024                        0
            nn0_reg.0.4.weight              1048576                        0
              nn0_reg.0.4.bias                 1024                        0
            nn0_reg.1.0.weight                17408                        0
              nn0_reg.1.0.bias                 1024                        0
            nn0_reg.1.2.weight                 1024                        0
              nn0_reg.1.2.bias                 1024                        0
            nn0_reg.1.4.weight              1048576                        0
              nn0_reg.1.4.bias                 1024                        0
  conv_id.0.mha.in_proj_weight              3145728                        0
    conv_id.0.mha.in_proj_bias                 3072                        0
 conv_id.0.mha.out_proj.weight              1048576                        0
   conv_id.0.mha.out_proj.bias                 1024                        0
        conv_id.0.norm0.weight                 1024                        0
          conv_id.0.norm0.bias                 1024                        0
        conv_id.0.norm1.weight                 1024                        0
          conv_id.0.norm1.bias                 1024                        0
        conv_id.0.seq.0.weight              1048576                        0
          conv_id.0.seq.0.bias                 1024                        0
        conv_id.0.seq.2.weight              1048576                        0
          conv_id.0.seq.2.bias                 1024                        0
  conv_id.1.mha.in_proj_weight              3145728                        0
    conv_id.1.mha.in_proj_bias                 3072                        0
 conv_id.1.mha.out_proj.weight              1048576                        0
   conv_id.1.mha.out_proj.bias                 1024                        0
        conv_id.1.norm0.weight                 1024                        0
          conv_id.1.norm0.bias                 1024                        0
        conv_id.1.norm1.weight                 1024                        0
          conv_id.1.norm1.bias                 1024                        0
        conv_id.1.seq.0.weight              1048576                        0
          conv_id.1.seq.0.bias                 1024                        0
        conv_id.1.seq.2.weight              1048576                        0
          conv_id.1.seq.2.bias                 1024                        0
  conv_id.2.mha.in_proj_weight              3145728                        0
    conv_id.2.mha.in_proj_bias                 3072                        0
 conv_id.2.mha.out_proj.weight              1048576                        0
   conv_id.2.mha.out_proj.bias                 1024                        0
        conv_id.2.norm0.weight                 1024                        0
          conv_id.2.norm0.bias                 1024                        0
        conv_id.2.norm1.weight                 1024                        0
          conv_id.2.norm1.bias                 1024                        0
        conv_id.2.seq.0.weight              1048576                        0
          conv_id.2.seq.0.bias                 1024                        0
        conv_id.2.seq.2.weight              1048576                        0
          conv_id.2.seq.2.bias                 1024                        0
 conv_reg.0.mha.in_proj_weight              3145728                        0
   conv_reg.0.mha.in_proj_bias                 3072                        0
conv_reg.0.mha.out_proj.weight              1048576                        0
  conv_reg.0.mha.out_proj.bias                 1024                        0
       conv_reg.0.norm0.weight                 1024                        0
         conv_reg.0.norm0.bias                 1024                        0
       conv_reg.0.norm1.weight                 1024                        0
         conv_reg.0.norm1.bias                 1024                        0
       conv_reg.0.seq.0.weight              1048576                        0
         conv_reg.0.seq.0.bias                 1024                        0
       conv_reg.0.seq.2.weight              1048576                        0
         conv_reg.0.seq.2.bias                 1024                        0
 conv_reg.1.mha.in_proj_weight              3145728                        0
   conv_reg.1.mha.in_proj_bias                 3072                        0
conv_reg.1.mha.out_proj.weight              1048576                        0
  conv_reg.1.mha.out_proj.bias                 1024                        0
       conv_reg.1.norm0.weight                 1024                        0
         conv_reg.1.norm0.bias                 1024                        0
       conv_reg.1.norm1.weight                 1024                        0
         conv_reg.1.norm1.bias                 1024                        0
       conv_reg.1.seq.0.weight              1048576                        0
         conv_reg.1.seq.0.bias                 1024                        0
       conv_reg.1.seq.2.weight              1048576                        0
         conv_reg.1.seq.2.bias                 1024                        0
 conv_reg.2.mha.in_proj_weight              3145728                        0
   conv_reg.2.mha.in_proj_bias                 3072                        0
conv_reg.2.mha.out_proj.weight              1048576                        0
  conv_reg.2.mha.out_proj.bias                 1024                        0
       conv_reg.2.norm0.weight                 1024                        0
         conv_reg.2.norm0.bias                 1024                        0
       conv_reg.2.norm1.weight                 1024                        0
         conv_reg.2.norm1.bias                 1024                        0
       conv_reg.2.seq.0.weight              1048576                        0
         conv_reg.2.seq.0.bias                 1024                        0
       conv_reg.2.seq.2.weight              1048576                        0
         conv_reg.2.seq.2.bias                 1024                        0
   nn_binary_particle.0.weight              1048576                        0
     nn_binary_particle.0.bias                 1024                        0
   nn_binary_particle.2.weight                 1024                        0
     nn_binary_particle.2.bias                 1024                        0
   nn_binary_particle.4.weight                 2048                        0
     nn_binary_particle.4.bias                    2                        0
               nn_pid.0.weight              1048576                        0
                 nn_pid.0.bias                 1024                        0
               nn_pid.2.weight                 1024                        0
                 nn_pid.2.bias                 1024                        0
               nn_pid.4.weight                 6144                        0
                 nn_pid.4.bias                    6                        0
           nn_pt.nn.0.0.weight              1048576                        0
             nn_pt.nn.0.0.bias                 1024                        0
           nn_pt.nn.0.2.weight                 1024                        0
             nn_pt.nn.0.2.bias                 1024                        0
           nn_pt.nn.0.4.weight                 1024                        0
             nn_pt.nn.0.4.bias                    1                        0
           nn_pt.nn.1.0.weight              1048576                        0
             nn_pt.nn.1.0.bias                 1024                        0
           nn_pt.nn.1.2.weight                 1024                        0
             nn_pt.nn.1.2.bias                 1024                        0
           nn_pt.nn.1.4.weight                 1024                        0
             nn_pt.nn.1.4.bias                    1                        0
            nn_eta.nn.0.weight              1048576                        0
              nn_eta.nn.0.bias                 1024                        0
            nn_eta.nn.2.weight                 1024                        0
              nn_eta.nn.2.bias                 1024                        0
            nn_eta.nn.4.weight                 2048                        0
              nn_eta.nn.4.bias                    2                        0
        nn_sin_phi.nn.0.weight              1048576                        0
          nn_sin_phi.nn.0.bias                 1024                        0
        nn_sin_phi.nn.2.weight                 1024                        0
          nn_sin_phi.nn.2.bias                 1024                        0
        nn_sin_phi.nn.4.weight                 2048                        0
          nn_sin_phi.nn.4.bias                    2                        0
        nn_cos_phi.nn.0.weight              1048576                        0
          nn_cos_phi.nn.0.bias                 1024                        0
        nn_cos_phi.nn.2.weight                 1024                        0
          nn_cos_phi.nn.2.bias                 1024                        0
        nn_cos_phi.nn.4.weight                 2048                        0
          nn_cos_phi.nn.4.bias                    2                        0
       nn_energy.nn.0.0.weight              1048576                        0
         nn_energy.nn.0.0.bias                 1024                        0
       nn_energy.nn.0.2.weight                 1024                        0
         nn_energy.nn.0.2.bias                 1024                        0
       nn_energy.nn.0.4.weight                 1024                        0
         nn_energy.nn.0.4.bias                    1                        0
       nn_energy.nn.1.0.weight              1048576                        0
         nn_energy.nn.1.0.bias                 1024                        0
       nn_energy.nn.1.2.weight                 1024                        0
         nn_energy.nn.1.2.bias                 1024                        0
       nn_energy.nn.1.4.weight                 1024                        0
         nn_energy.nn.1.4.bias                    1                        0
          final_norm_id.weight                 1024                        0
            final_norm_id.bias                 1024                        0
         final_norm_reg.weight                 1024                        0
           final_norm_reg.bias                 1024                        0
[2025-01-15 08:20:53,556] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 08:20:53,556] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
[2025-01-15 08:20:54,064] INFO: test_dataset: clic_edm_qq_pf, 799561
[2025-01-15 08:20:54,064] INFO: test_dataset: clic_edm_qq_pf, 799561
[2025-01-15 08:20:54,065] INFO: Running predictions on clic_edm_qq_pf
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