diff --git "a/clic/clusters/v2.0.0/test.log" "b/clic/clusters/v2.0.0/test.log" new file mode 100644--- /dev/null +++ "b/clic/clusters/v2.0.0/test.log" @@ -0,0 +1,34864 @@ +[2024-10-21 16:10:41,228] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb +[2024-10-21 16:10:41,228] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-21 16:10:41,228] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-21 16:10:41,230] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-21 16:10:41,230] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-21 16:10:41,315] INFO: using attention_type=math +[2024-10-21 16:10:41,315] INFO: using attention_type=math +[2024-10-21 16:10:41,347] INFO: using attention_type=math +[2024-10-21 16:10:41,347] INFO: using attention_type=math +[2024-10-21 16:10:41,379] INFO: using attention_type=math +[2024-10-21 16:10:41,379] INFO: using attention_type=math +[2024-10-21 16:10:41,411] INFO: using attention_type=math +[2024-10-21 16:10:41,411] INFO: using attention_type=math +[2024-10-21 16:10:41,442] INFO: using attention_type=math +[2024-10-21 16:10:41,442] INFO: using attention_type=math +[2024-10-21 16:10:41,474] INFO: using attention_type=math +[2024-10-21 16:10:41,474] INFO: using attention_type=math +[2024-10-21 16:10:41,506] INFO: using attention_type=math +[2024-10-21 16:10:41,506] INFO: using attention_type=math +[2024-10-21 16:10:41,538] INFO: using attention_type=math +[2024-10-21 16:10:41,538] INFO: using attention_type=math +[2024-10-21 16:10:41,570] INFO: using attention_type=math +[2024-10-21 16:10:41,570] INFO: using attention_type=math +[2024-10-21 16:10:41,602] INFO: using attention_type=math +[2024-10-21 16:10:41,602] INFO: using attention_type=math +[2024-10-21 16:10:41,634] INFO: using attention_type=math +[2024-10-21 16:10:41,634] INFO: using attention_type=math +[2024-10-21 16:10:41,666] INFO: using attention_type=math +[2024-10-21 16:10:41,666] INFO: using attention_type=math +[2024-10-21 16:10:44,080] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-21 16:10:44,080] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-21 16:10:44,145] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-21 16:10:44,145] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-21 16:10:44,147] INFO: Trainable parameters: 89388050 +[2024-10-21 16:10:44,147] INFO: Trainable parameters: 89388050 +[2024-10-21 16:10:44,147] INFO: Non-trainable parameters: 0 +[2024-10-21 16:10:44,147] INFO: Non-trainable parameters: 0 +[2024-10-21 16:10:44,147] INFO: Total parameters: 89388050 +[2024-10-21 16:10:44,147] INFO: Total parameters: 89388050 +[2024-10-21 16:10:44,155] 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_id.3.mha.in_proj_weight 3145728 0 + conv_id.3.mha.in_proj_bias 3072 0 + conv_id.3.mha.out_proj.weight 1048576 0 + conv_id.3.mha.out_proj.bias 1024 0 + conv_id.3.norm0.weight 1024 0 + conv_id.3.norm0.bias 1024 0 + conv_id.3.norm1.weight 1024 0 + conv_id.3.norm1.bias 1024 0 + conv_id.3.seq.0.weight 1048576 0 + conv_id.3.seq.0.bias 1024 0 + conv_id.3.seq.2.weight 1048576 0 + conv_id.3.seq.2.bias 1024 0 + conv_id.4.mha.in_proj_weight 3145728 0 + conv_id.4.mha.in_proj_bias 3072 0 + conv_id.4.mha.out_proj.weight 1048576 0 + conv_id.4.mha.out_proj.bias 1024 0 + conv_id.4.norm0.weight 1024 0 + conv_id.4.norm0.bias 1024 0 + conv_id.4.norm1.weight 1024 0 + conv_id.4.norm1.bias 1024 0 + conv_id.4.seq.0.weight 1048576 0 + conv_id.4.seq.0.bias 1024 0 + conv_id.4.seq.2.weight 1048576 0 + conv_id.4.seq.2.bias 1024 0 + conv_id.5.mha.in_proj_weight 3145728 0 + conv_id.5.mha.in_proj_bias 3072 0 + conv_id.5.mha.out_proj.weight 1048576 0 + conv_id.5.mha.out_proj.bias 1024 0 + conv_id.5.norm0.weight 1024 0 + conv_id.5.norm0.bias 1024 0 + conv_id.5.norm1.weight 1024 0 + conv_id.5.norm1.bias 1024 0 + conv_id.5.seq.0.weight 1048576 0 + conv_id.5.seq.0.bias 1024 0 + conv_id.5.seq.2.weight 1048576 0 + conv_id.5.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 + conv_reg.3.mha.in_proj_weight 3145728 0 + conv_reg.3.mha.in_proj_bias 3072 0 +conv_reg.3.mha.out_proj.weight 1048576 0 + conv_reg.3.mha.out_proj.bias 1024 0 + conv_reg.3.norm0.weight 1024 0 + conv_reg.3.norm0.bias 1024 0 + conv_reg.3.norm1.weight 1024 0 + conv_reg.3.norm1.bias 1024 0 + conv_reg.3.seq.0.weight 1048576 0 + conv_reg.3.seq.0.bias 1024 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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 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experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ttbar_pf/pred_0_499.parquet +[2024-10-21 16:24:38,026] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ttbar_pf/pred_0_499.parquet +[2024-10-21 16:24:38,119] INFO: Time taken to make predictions on device 0 is: 8.05 min +[2024-10-21 16:24:38,119] INFO: Time taken to make predictions on device 0 is: 8.05 min +[2024-10-21 16:24:38,149] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000 +[2024-10-21 16:24:38,149] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000 +[2024-10-21 16:24:38,156] INFO: Running predictions on clic_edm_ww_fullhad_pf +[2024-10-21 16:24:38,156] INFO: Running predictions on clic_edm_ww_fullhad_pf +[2024-10-21 16:24:40,518] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_0.parquet +[2024-10-21 16:24:40,518] INFO: Saved predictions at 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+[2024-10-21 16:30:23,798] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_485.parquet +[2024-10-21 16:30:23,798] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_485.parquet +[2024-10-21 16:30:24,532] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_486.parquet +[2024-10-21 16:30:24,532] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_486.parquet +[2024-10-21 16:30:25,230] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_487.parquet +[2024-10-21 16:30:25,230] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_487.parquet +[2024-10-21 16:30:25,922] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_488.parquet +[2024-10-21 16:30:25,922] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_488.parquet +[2024-10-21 16:30:26,624] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_489.parquet +[2024-10-21 16:30:26,624] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_489.parquet +[2024-10-21 16:30:27,306] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_490.parquet +[2024-10-21 16:30:27,306] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_490.parquet +[2024-10-21 16:30:28,025] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_491.parquet +[2024-10-21 16:30:28,025] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_491.parquet +[2024-10-21 16:30:28,684] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_492.parquet +[2024-10-21 16:30:28,684] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_492.parquet +[2024-10-21 16:30:29,414] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_493.parquet +[2024-10-21 16:30:29,414] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_493.parquet +[2024-10-21 16:30:30,096] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_494.parquet +[2024-10-21 16:30:30,096] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_494.parquet +[2024-10-21 16:30:30,749] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_495.parquet +[2024-10-21 16:30:30,749] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_495.parquet +[2024-10-21 16:30:31,419] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_496.parquet +[2024-10-21 16:30:31,419] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_496.parquet +[2024-10-21 16:30:32,092] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_497.parquet +[2024-10-21 16:30:32,092] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_497.parquet +[2024-10-21 16:30:33,000] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_498.parquet +[2024-10-21 16:30:33,000] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_498.parquet +[2024-10-21 16:30:33,677] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_499.parquet +[2024-10-21 16:30:33,677] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_499.parquet +[2024-10-21 16:30:33,758] INFO: Time taken to make predictions on device 0 is: 5.92 min +[2024-10-21 16:30:33,758] INFO: Time taken to make predictions on device 0 is: 5.92 min +[2024-10-21 16:30:33,763] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-21 16:30:33,763] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-21 16:31:23,246] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-21 16:31:23,246] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-21 16:32:19,914] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-21 16:32:19,914] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-21 16:36:43,793] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb +[2024-10-21 16:36:43,797] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-21 16:36:43,797] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-21 16:36:43,798] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-21 16:36:43,798] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-21 16:36:43,883] INFO: using attention_type=math +[2024-10-21 16:36:43,883] INFO: using attention_type=math +[2024-10-21 16:36:43,915] INFO: using attention_type=math +[2024-10-21 16:36:43,915] INFO: using attention_type=math +[2024-10-21 16:36:43,947] INFO: using attention_type=math +[2024-10-21 16:36:43,947] INFO: using attention_type=math +[2024-10-21 16:36:43,979] INFO: using attention_type=math +[2024-10-21 16:36:43,979] INFO: using attention_type=math +[2024-10-21 16:36:44,011] INFO: using attention_type=math +[2024-10-21 16:36:44,011] INFO: using attention_type=math +[2024-10-21 16:36:44,043] INFO: using attention_type=math +[2024-10-21 16:36:44,043] INFO: using attention_type=math +[2024-10-21 16:36:44,075] INFO: using attention_type=math +[2024-10-21 16:36:44,075] INFO: using attention_type=math +[2024-10-21 16:36:44,107] INFO: using attention_type=math +[2024-10-21 16:36:44,107] INFO: using attention_type=math +[2024-10-21 16:36:44,139] INFO: using attention_type=math +[2024-10-21 16:36:44,139] INFO: using attention_type=math +[2024-10-21 16:36:44,171] INFO: using attention_type=math +[2024-10-21 16:36:44,171] INFO: using attention_type=math +[2024-10-21 16:36:44,203] INFO: using attention_type=math +[2024-10-21 16:36:44,203] INFO: using attention_type=math +[2024-10-21 16:36:44,235] INFO: using attention_type=math +[2024-10-21 16:36:44,235] INFO: using attention_type=math +[2024-10-21 16:36:46,608] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-21 16:36:46,608] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-21 16:36:46,673] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-21 16:36:46,673] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-21 16:36:46,674] INFO: Trainable parameters: 89388050 +[2024-10-21 16:36:46,674] INFO: Trainable parameters: 89388050 +[2024-10-21 16:36:46,675] INFO: Non-trainable parameters: 0 +[2024-10-21 16:36:46,675] INFO: Non-trainable parameters: 0 +[2024-10-21 16:36:46,675] INFO: Total parameters: 89388050 +[2024-10-21 16:36:46,675] INFO: Total parameters: 89388050 +[2024-10-21 16:36:46,684] INFO: Modules Trainable parameters Non-trainable parameters + nn0_id.0.0.weight 17408 0 + nn0_id.0.0.bias 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conv_reg.4.norm0.bias 1024 0 + conv_reg.4.norm1.weight 1024 0 + conv_reg.4.norm1.bias 1024 0 + conv_reg.4.seq.0.weight 1048576 0 + conv_reg.4.seq.0.bias 1024 0 + conv_reg.4.seq.2.weight 1048576 0 + conv_reg.4.seq.2.bias 1024 0 + conv_reg.5.mha.in_proj_weight 3145728 0 + conv_reg.5.mha.in_proj_bias 3072 0 +conv_reg.5.mha.out_proj.weight 1048576 0 + conv_reg.5.mha.out_proj.bias 1024 0 + conv_reg.5.norm0.weight 1024 0 + conv_reg.5.norm0.bias 1024 0 + conv_reg.5.norm1.weight 1024 0 + conv_reg.5.norm1.bias 1024 0 + conv_reg.5.seq.0.weight 1048576 0 + conv_reg.5.seq.0.bias 1024 0 + conv_reg.5.seq.2.weight 1048576 0 + conv_reg.5.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 +[2024-10-21 16:36:46,684] 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 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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 +[2024-10-21 16:36:46,888] INFO: test_dataset: clic_edm_qq_pf, 50000 +[2024-10-21 16:36:46,888] INFO: test_dataset: clic_edm_qq_pf, 50000 +[2024-10-21 16:36:46,889] INFO: Running predictions on clic_edm_qq_pf +[2024-10-21 16:36:46,889] INFO: Running predictions on clic_edm_qq_pf +[2024-10-21 16:37:16,451] INFO: Time taken to make predictions on device 0 is: 0.49 min +[2024-10-21 16:37:16,451] INFO: Time taken to make predictions on device 0 is: 0.49 min +[2024-10-21 16:37:16,478] INFO: test_dataset: clic_edm_ttbar_pf, 50000 +[2024-10-21 16:37:16,478] INFO: test_dataset: clic_edm_ttbar_pf, 50000 +[2024-10-21 16:37:16,478] INFO: Running predictions on clic_edm_ttbar_pf +[2024-10-21 16:37:16,478] INFO: Running predictions on clic_edm_ttbar_pf +[2024-10-21 16:38:08,544] INFO: Time taken to make predictions on device 0 is: 0.86 min +[2024-10-21 16:38:08,544] INFO: Time taken to make predictions on device 0 is: 0.86 min +[2024-10-21 16:38:08,559] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000 +[2024-10-21 16:38:08,559] INFO: test_dataset: clic_edm_ww_fullhad_pf, 50000 +[2024-10-21 16:38:08,560] INFO: Running predictions on clic_edm_ww_fullhad_pf +[2024-10-21 16:38:08,560] INFO: Running predictions on clic_edm_ww_fullhad_pf +[2024-10-21 16:38:52,169] INFO: Time taken to make predictions on device 0 is: 0.72 min +[2024-10-21 16:38:52,169] INFO: Time taken to make predictions on device 0 is: 0.72 min +[2024-10-21 16:38:52,173] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-21 16:38:52,173] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-21 16:39:44,641] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-21 16:39:44,641] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-21 16:40:42,850] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-21 16:40:42,850] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-21 16:45:43,488] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb +[2024-10-21 16:45:43,488] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-21 16:45:43,488] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-21 16:45:43,489] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-21 16:45:43,489] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-21 16:45:43,573] INFO: using attention_type=math +[2024-10-21 16:45:43,573] INFO: using attention_type=math +[2024-10-21 16:45:43,605] INFO: using attention_type=math +[2024-10-21 16:45:43,605] INFO: using attention_type=math +[2024-10-21 16:45:43,637] INFO: using attention_type=math +[2024-10-21 16:45:43,637] INFO: using attention_type=math +[2024-10-21 16:45:43,668] INFO: using attention_type=math +[2024-10-21 16:45:43,668] INFO: using attention_type=math +[2024-10-21 16:45:43,700] INFO: using attention_type=math +[2024-10-21 16:45:43,700] INFO: using attention_type=math +[2024-10-21 16:45:43,732] INFO: using attention_type=math +[2024-10-21 16:45:43,732] INFO: using attention_type=math +[2024-10-21 16:45:43,764] INFO: using attention_type=math +[2024-10-21 16:45:43,764] INFO: using attention_type=math +[2024-10-21 16:45:43,796] INFO: using attention_type=math +[2024-10-21 16:45:43,796] INFO: using attention_type=math +[2024-10-21 16:45:43,827] INFO: using attention_type=math +[2024-10-21 16:45:43,827] INFO: using attention_type=math +[2024-10-21 16:45:43,858] INFO: using attention_type=math +[2024-10-21 16:45:43,858] INFO: using attention_type=math +[2024-10-21 16:45:43,889] INFO: using attention_type=math +[2024-10-21 16:45:43,889] INFO: using attention_type=math +[2024-10-21 16:45:43,920] INFO: using attention_type=math +[2024-10-21 16:45:43,920] INFO: using attention_type=math +[2024-10-21 16:45:46,208] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-21 16:45:46,208] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-21 16:45:46,274] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-21 16:45:46,274] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-21 16:45:46,275] INFO: Trainable parameters: 89388050 +[2024-10-21 16:45:46,275] INFO: Trainable parameters: 89388050 +[2024-10-21 16:45:46,275] INFO: Non-trainable parameters: 0 +[2024-10-21 16:45:46,275] INFO: Non-trainable parameters: 0 +[2024-10-21 16:45:46,275] INFO: Total parameters: 89388050 +[2024-10-21 16:45:46,275] INFO: Total parameters: 89388050 +[2024-10-21 16:45:46,282] 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_id.3.mha.in_proj_weight 3145728 0 + conv_id.3.mha.in_proj_bias 3072 0 + conv_id.3.mha.out_proj.weight 1048576 0 + conv_id.3.mha.out_proj.bias 1024 0 + conv_id.3.norm0.weight 1024 0 + conv_id.3.norm0.bias 1024 0 + conv_id.3.norm1.weight 1024 0 + conv_id.3.norm1.bias 1024 0 + 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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 +[2024-10-21 16:45:46,488] INFO: test_dataset: clic_edm_qq_pf, 200000 +[2024-10-21 16:45:46,488] INFO: test_dataset: clic_edm_qq_pf, 200000 +[2024-10-21 16:45:46,488] INFO: Running predictions on clic_edm_qq_pf +[2024-10-21 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experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1991.parquet +[2024-10-21 17:46:24,127] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1992.parquet +[2024-10-21 17:46:24,127] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1992.parquet +[2024-10-21 17:46:24,837] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1993.parquet +[2024-10-21 17:46:24,837] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1993.parquet +[2024-10-21 17:46:25,497] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1994.parquet +[2024-10-21 17:46:25,497] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1994.parquet +[2024-10-21 17:46:26,184] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1995.parquet +[2024-10-21 17:46:26,184] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1995.parquet +[2024-10-21 17:46:26,982] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1996.parquet +[2024-10-21 17:46:26,982] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1996.parquet +[2024-10-21 17:46:27,676] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1997.parquet +[2024-10-21 17:46:27,676] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1997.parquet +[2024-10-21 17:46:28,341] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1998.parquet +[2024-10-21 17:46:28,341] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1998.parquet +[2024-10-21 17:46:29,115] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1999.parquet +[2024-10-21 17:46:29,115] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_1999.parquet +[2024-10-21 17:46:29,176] INFO: Time taken to make predictions on device 0 is: 18.40 min +[2024-10-21 17:46:29,176] INFO: Time taken to make predictions on device 0 is: 18.40 min +[2024-10-21 17:46:29,179] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-21 17:46:29,179] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-21 17:48:24,102] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-21 17:48:24,102] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-21 17:50:51,038] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-21 17:50:51,038] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-22 09:24:49,471] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe MIG 1g.10gb +[2024-10-22 09:24:49,479] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-22 09:24:49,479] INFO: configured dtype=torch.bfloat16 for autocast +[2024-10-22 09:24:49,481] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-22 09:24:49,481] 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': 6, 'dropout_ff': 0.1, 'dropout_conv_id_mha': 0.0, 'dropout_conv_id_ff': 0.0, 'dropout_conv_reg_mha': 0.1, 'dropout_conv_reg_ff': 0.1, 'activation': 'gelu', 'head_dim': 32, 'num_heads': 32, 'attention_type': 'math', 'use_pre_layernorm': True} +[2024-10-22 09:24:49,566] INFO: using attention_type=math +[2024-10-22 09:24:49,566] INFO: using attention_type=math +[2024-10-22 09:24:49,597] INFO: using attention_type=math +[2024-10-22 09:24:49,597] INFO: using attention_type=math +[2024-10-22 09:24:49,629] INFO: using attention_type=math +[2024-10-22 09:24:49,629] INFO: using attention_type=math +[2024-10-22 09:24:49,664] INFO: using attention_type=math +[2024-10-22 09:24:49,664] INFO: using attention_type=math +[2024-10-22 09:24:49,695] INFO: using attention_type=math +[2024-10-22 09:24:49,695] INFO: using attention_type=math +[2024-10-22 09:24:49,727] INFO: using attention_type=math +[2024-10-22 09:24:49,727] INFO: using attention_type=math +[2024-10-22 09:24:49,759] INFO: using attention_type=math +[2024-10-22 09:24:49,759] INFO: using attention_type=math +[2024-10-22 09:24:49,791] INFO: using attention_type=math +[2024-10-22 09:24:49,791] INFO: using attention_type=math +[2024-10-22 09:24:49,823] INFO: using attention_type=math +[2024-10-22 09:24:49,823] INFO: using attention_type=math +[2024-10-22 09:24:49,854] INFO: using attention_type=math +[2024-10-22 09:24:49,854] INFO: using attention_type=math +[2024-10-22 09:24:49,886] INFO: using attention_type=math +[2024-10-22 09:24:49,886] INFO: using attention_type=math +[2024-10-22 09:24:49,929] INFO: using attention_type=math +[2024-10-22 09:24:49,929] INFO: using attention_type=math +[2024-10-22 09:24:52,392] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-22 09:24:52,392] INFO: Loaded model weights from experiments/pyg-clic_20241011_102451_167094/checkpoints/checkpoint-29-1.901667.pth +[2024-10-22 09:24:52,455] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-22 09:24:52,455] INFO: MLPF( + (nn0_id): ModuleList( + (0-1): 2 x Sequential( + (0): Linear(in_features=17, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, inplace=False) + (4): Linear(in_features=1024, out_features=1024, bias=True) + ) + ) + (conv_id): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.0, inplace=False) + ) + ) + (conv_reg): ModuleList( + (0-5): 6 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): GELU(approximate='none') + (2): Linear(in_features=1024, out_features=1024, bias=True) + (3): GELU(approximate='none') + ) + (dropout): Dropout(p=0.1, inplace=False) + ) + ) + (nn_binary_particle): Sequential( + (0): Linear(in_features=1024, out_features=1024, bias=True) + (1): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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): GELU(approximate='none') + (2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True) + (3): Dropout(p=0.1, 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) +) +[2024-10-22 09:24:52,457] INFO: Trainable parameters: 89388050 +[2024-10-22 09:24:52,457] INFO: Trainable parameters: 89388050 +[2024-10-22 09:24:52,457] INFO: Non-trainable parameters: 0 +[2024-10-22 09:24:52,457] INFO: Non-trainable parameters: 0 +[2024-10-22 09:24:52,457] INFO: Total parameters: 89388050 +[2024-10-22 09:24:52,457] INFO: Total parameters: 89388050 +[2024-10-22 09:24:52,463] 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 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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 +[2024-10-22 09:24:52,667] INFO: test_dataset: clic_edm_qq_pf, 399822 +[2024-10-22 09:24:52,667] INFO: test_dataset: clic_edm_qq_pf, 399822 +[2024-10-22 09:24:52,668] INFO: Running predictions on clic_edm_qq_pf +[2024-10-22 09:24:52,668] INFO: Running predictions on clic_edm_qq_pf +[2024-10-22 09:26:56,976] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2000.parquet +[2024-10-22 09:26:56,976] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2000.parquet +[2024-10-22 09:26:57,617] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2001.parquet +[2024-10-22 09:26:57,617] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2001.parquet +[2024-10-22 09:26:58,302] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2002.parquet +[2024-10-22 09:26:58,302] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2002.parquet +[2024-10-22 09:26:58,932] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2003.parquet +[2024-10-22 09:26:58,932] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2003.parquet +[2024-10-22 09:26:59,532] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2004.parquet +[2024-10-22 09:26:59,532] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2004.parquet +[2024-10-22 09:27:00,332] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2005.parquet +[2024-10-22 09:27:00,332] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2005.parquet +[2024-10-22 09:27:00,980] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_qq_pf/pred_0_2006.parquet +[2024-10-22 09:27:00,980] INFO: Saved predictions at 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Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_4000.parquet +[2024-10-22 11:54:30,328] INFO: Saved predictions at experiments/pyg-clic_20241011_102451_167094/preds_checkpoint-29-1.901667/clic_edm_ww_fullhad_pf/pred_0_4000.parquet +[2024-10-22 11:54:30,410] INFO: Time taken to make predictions on device 0 is: 26.77 min +[2024-10-22 11:54:30,410] INFO: Time taken to make predictions on device 0 is: 26.77 min +[2024-10-22 11:54:30,415] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-22 11:54:30,415] INFO: Plotting distributions for clic_edm_qq_pf +[2024-10-22 11:57:42,620] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-22 11:57:42,620] INFO: Plotting distributions for clic_edm_ttbar_pf +[2024-10-22 12:05:20,628] INFO: Plotting distributions for clic_edm_ww_fullhad_pf +[2024-10-22 12:05:20,628] INFO: Plotting distributions for clic_edm_ww_fullhad_pf