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@@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2784c409dcad68c684a808b0e9c311e9eb8ee97cd7c92d4d4f1771878dd87f5 +size 553 diff --git a/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/overridden_config.yaml b/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/overridden_config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..17e76210e7896b64ba5b63488fe13f4745827329 --- /dev/null +++ b/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/overridden_config.yaml @@ -0,0 +1,225 @@ +checkpoint_freq: 1 +comet: true +comet_name: particleflow-pt +comet_offline: false +comet_step_freq: 100 +conv_type: attention +data_dir: /scratch/persistent/joosep/tensorflow_datasets +dataset: clic +dtype: bfloat16 +enabled_test_datasets: +- clic_edm_qq_pf +finetune: null +gpu_batch_multiplier: 256 +gpus: 1 +load: null +lr: 0.0001 +lr_schedule: cosinedecay +lr_schedule_config: + onecycle: + pct_start: 0.3 +make_plots: null +model: + attention: + activation: relu + attention_type: flash + conv_type: attention + dropout_conv_id_ff: 0.0 + dropout_conv_id_mha: 0.0 + dropout_conv_reg_ff: 0.0 + dropout_conv_reg_mha: 0.0 + dropout_ff: 0.0 + head_dim: 32 + num_convs: 3 + num_heads: 32 + use_pre_layernorm: true + cos_phi_mode: linear + energy_mode: direct-elemtype-split + eta_mode: linear + gnn_lsh: + activation: elu + bin_size: 32 + conv_type: gnn_lsh + distance_dim: 128 + embedding_dim: 1024 + ffn_dist_hidden_dim: 128 + ffn_dist_num_layers: 2 + layernorm: true + max_num_bins: 200 + num_convs: 3 + num_node_messages: 2 + width: 1024 + input_encoding: split + learned_representation_mode: last + mamba: + activation: elu + conv_type: mamba + d_conv: 4 + d_state: 16 + dropout: 0.0 + embedding_dim: 128 + expand: 2 + num_convs: 2 + num_heads: 2 + width: 128 + pt_mode: direct-elemtype-split + sin_phi_mode: linear + trainable: all +ntest: 2000 +ntrain: 1000000 +num_epochs: 10 +num_workers: 8 +nvalid: null +patience: 20 +prefetch_factor: 100 +raytune: + asha: + brackets: 1 + grace_period: 10 + max_t: 200 + reduction_factor: 4 + default_metric: val_loss + default_mode: min + hyperband: + max_t: 200 + reduction_factor: 4 + hyperopt: + n_random_steps: 10 + local_dir: null + nevergrad: + n_random_steps: 10 + sched: null + search_alg: null +save_attention: true +sort_data: false +test: null +test_dataset: + clic_edm_qq_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ttbar_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ww_fullhad_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +train: true +train_dataset: + clic: + physical: + batch_size: 1 + samples: + clic_edm_qq_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ttbar_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + 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0000000000000000000000000000000000000000..17e76210e7896b64ba5b63488fe13f4745827329 --- /dev/null +++ b/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/train-config.yaml @@ -0,0 +1,225 @@ +checkpoint_freq: 1 +comet: true +comet_name: particleflow-pt +comet_offline: false +comet_step_freq: 100 +conv_type: attention +data_dir: /scratch/persistent/joosep/tensorflow_datasets +dataset: clic +dtype: bfloat16 +enabled_test_datasets: +- clic_edm_qq_pf +finetune: null +gpu_batch_multiplier: 256 +gpus: 1 +load: null +lr: 0.0001 +lr_schedule: cosinedecay +lr_schedule_config: + onecycle: + pct_start: 0.3 +make_plots: null +model: + attention: + activation: relu + attention_type: flash + conv_type: attention + dropout_conv_id_ff: 0.0 + dropout_conv_id_mha: 0.0 + dropout_conv_reg_ff: 0.0 + dropout_conv_reg_mha: 0.0 + dropout_ff: 0.0 + head_dim: 32 + num_convs: 3 + num_heads: 32 + use_pre_layernorm: true + cos_phi_mode: linear + energy_mode: direct-elemtype-split + eta_mode: linear + gnn_lsh: + activation: elu + bin_size: 32 + conv_type: gnn_lsh + distance_dim: 128 + embedding_dim: 1024 + ffn_dist_hidden_dim: 128 + ffn_dist_num_layers: 2 + layernorm: true + max_num_bins: 200 + num_convs: 3 + num_node_messages: 2 + width: 1024 + input_encoding: split + learned_representation_mode: last + mamba: + activation: elu + conv_type: mamba + d_conv: 4 + d_state: 16 + dropout: 0.0 + embedding_dim: 128 + expand: 2 + num_convs: 2 + num_heads: 2 + width: 128 + pt_mode: direct-elemtype-split + sin_phi_mode: linear + trainable: all +ntest: 2000 +ntrain: 1000000 +num_epochs: 10 +num_workers: 8 +nvalid: null +patience: 20 +prefetch_factor: 100 +raytune: + asha: + brackets: 1 + grace_period: 10 + max_t: 200 + reduction_factor: 4 + default_metric: val_loss + default_mode: min + hyperband: + max_t: 200 + reduction_factor: 4 + hyperopt: + n_random_steps: 10 + local_dir: null + nevergrad: + n_random_steps: 10 + sched: null + search_alg: null +save_attention: true +sort_data: false +test: null +test_dataset: + clic_edm_qq_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ttbar_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ww_fullhad_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +train: true +train_dataset: + clic: + physical: + batch_size: 1 + samples: + clic_edm_qq_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ttbar_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ww_fullhad_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 +val_freq: null +valid_dataset: + clic: + physical: + batch_size: 1 + samples: + clic_edm_qq_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ttbar_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 + clic_edm_ww_fullhad_pf: + splits: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + version: 2.5.0 diff --git a/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/train.log b/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/train.log new file mode 100644 index 0000000000000000000000000000000000000000..2b288af6abb77a00dd8920e800e5ff91fd0d1d48 --- /dev/null +++ b/clic/clusters/v2.3.0/pyg-clic_20250208_095515_010468/train.log @@ -0,0 +1,977 @@ +[2025-02-08 09:55:15,030] INFO: Will use single-gpu: NVIDIA A100 80GB PCIe +[2025-02-08 09:55:15,034] INFO: configured dtype=torch.bfloat16 for autocast +[2025-02-08 09:55:15,034] INFO: configured dtype=torch.bfloat16 for autocast +[2025-02-08 09:55:15,121] INFO: layer conv_id_0 using attention_type=flash +[2025-02-08 09:55:15,121] INFO: layer conv_id_0 using attention_type=flash +[2025-02-08 09:55:15,157] INFO: layer conv_reg_0 using attention_type=flash +[2025-02-08 09:55:15,157] INFO: layer conv_reg_0 using attention_type=flash +[2025-02-08 09:55:15,191] INFO: layer conv_id_1 using attention_type=flash +[2025-02-08 09:55:15,191] INFO: layer conv_id_1 using attention_type=flash +[2025-02-08 09:55:15,226] INFO: layer conv_reg_1 using attention_type=flash +[2025-02-08 09:55:15,226] INFO: layer conv_reg_1 using attention_type=flash +[2025-02-08 09:55:15,260] INFO: layer conv_id_2 using attention_type=flash +[2025-02-08 09:55:15,260] INFO: layer conv_id_2 using attention_type=flash +[2025-02-08 09:55:15,300] INFO: layer conv_reg_2 using attention_type=flash +[2025-02-08 09:55:15,300] INFO: layer conv_reg_2 using attention_type=flash +[2025-02-08 09:55:15,607] 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_pu): 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_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) +) +[2025-02-08 09:55:15,607] 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_pu): 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_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) +) +[2025-02-08 09:55:15,612] INFO: Trainable parameters: 52630547 +[2025-02-08 09:55:15,612] INFO: Trainable parameters: 52630547 +[2025-02-08 09:55:15,615] INFO: Non-trainable parameters: 0 +[2025-02-08 09:55:15,615] INFO: Non-trainable parameters: 0 +[2025-02-08 09:55:15,617] INFO: Total parameters: 52630547 +[2025-02-08 09:55:15,617] INFO: Total parameters: 52630547 +[2025-02-08 09:55:15,621] 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_pu.0.weight 1048576 0 + nn_pu.0.bias 1024 0 + nn_pu.2.weight 1024 0 + nn_pu.2.bias 1024 0 + nn_pu.4.weight 1024 0 + nn_pu.4.bias 1 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 +[2025-02-08 09:55:15,621] 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_pu.0.weight 1048576 0 + nn_pu.0.bias 1024 0 + nn_pu.2.weight 1024 0 + nn_pu.2.bias 1024 0 + nn_pu.4.weight 1024 0 + nn_pu.4.bias 1 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 +[2025-02-08 09:55:15,624] INFO: Creating experiment dir experiments/pyg-clic_20250208_095515_010468 +[2025-02-08 09:55:15,624] INFO: Creating experiment dir experiments/pyg-clic_20250208_095515_010468 +[2025-02-08 09:55:15,627] INFO: Model directory experiments/pyg-clic_20250208_095515_010468 +[2025-02-08 09:55:15,627] INFO: Model directory experiments/pyg-clic_20250208_095515_010468 +[2025-02-08 09:55:20,980] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:20,980] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,005] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,005] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,030] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,030] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,058] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,058] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,083] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,083] INFO: train_dataset: clic_edm_qq_pf, 100000 +[2025-02-08 09:55:21,110] INFO: train_dataset: 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100000 +[2025-02-08 09:55:21,520] INFO: train_dataset: clic_edm_ttbar_pf, 100000 +[2025-02-08 09:55:21,520] INFO: train_dataset: clic_edm_ttbar_pf, 100000 +[2025-02-08 09:55:21,545] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,545] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,568] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,568] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,592] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,592] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,615] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,615] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,637] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,637] INFO: train_dataset: clic_edm_ww_fullhad_pf, 100000 +[2025-02-08 09:55:21,671] INFO: train_dataset: 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+[2025-02-08 09:55:22,439] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,452] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,452] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,463] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,463] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,474] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,474] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,487] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,487] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,501] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,501] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,513] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,513] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80000 +[2025-02-08 09:55:22,524] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80100 +[2025-02-08 09:55:22,524] INFO: valid_dataset: clic_edm_ww_fullhad_pf, 80100 +[2025-02-08 11:13:01,948] INFO: Rank 0: epoch=1/10 train_loss=3.4806 valid_loss=3.0055 stale=0 epoch_train_time=60.29m epoch_valid_time=17.34m epoch_total_time=77.64m eta=698.9m +[2025-02-08 11:13:01,948] INFO: Rank 0: epoch=1/10 train_loss=3.4806 valid_loss=3.0055 stale=0 epoch_train_time=60.29m epoch_valid_time=17.34m epoch_total_time=77.64m eta=698.9m +[2025-02-08 11:13:01,960] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 11:13:01,960] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 11:13:02,009] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 11:13:02,009] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 11:13:02,020] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 11:13:02,020] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 11:13:04,932] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 11:13:04,932] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 11:13:05,397] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 11:13:05,397] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 11:13:05,838] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 11:13:05,838] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 11:13:06,279] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 11:13:06,279] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 11:13:06,706] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 11:13:06,706] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 11:13:07,131] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 11:13:07,131] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 11:13:07,582] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 11:13:07,582] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 11:13:08,007] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 11:13:08,007] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_1/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 11:13:08,063] INFO: Time taken to make predictions on device 0 is: 0.10 min +[2025-02-08 11:13:08,063] INFO: Time taken to make predictions on device 0 is: 0.10 min +[2025-02-08 12:31:30,178] INFO: Rank 0: epoch=2/10 train_loss=2.7922 valid_loss=2.7167 stale=0 epoch_train_time=60.48m epoch_valid_time=17.18m epoch_total_time=77.67m eta=624.5m +[2025-02-08 12:31:30,178] INFO: Rank 0: epoch=2/10 train_loss=2.7922 valid_loss=2.7167 stale=0 epoch_train_time=60.48m epoch_valid_time=17.18m epoch_total_time=77.67m eta=624.5m +[2025-02-08 12:31:30,187] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 12:31:30,187] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 12:31:30,299] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 12:31:30,299] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 12:31:30,303] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 12:31:30,303] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 12:31:31,482] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 12:31:31,482] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 12:31:31,961] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 12:31:31,961] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 12:31:32,404] INFO: Saved predictions at 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predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 12:31:34,179] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 12:31:34,179] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 12:31:34,584] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 12:31:34,584] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_2/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 12:31:34,675] INFO: Time taken to make predictions on device 0 is: 0.07 min +[2025-02-08 12:31:34,675] INFO: Time taken to make predictions on device 0 is: 0.07 min +[2025-02-08 13:50:03,350] INFO: Rank 0: epoch=3/10 train_loss=2.6200 valid_loss=2.6064 stale=0 epoch_train_time=60.53m 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INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 13:50:06,950] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 13:50:06,950] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 13:50:07,376] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 13:50:07,376] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 13:50:07,767] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 13:50:07,767] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_3/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 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INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 15:08:44,411] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 15:08:44,411] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 15:08:45,061] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 15:08:45,061] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 15:08:45,484] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 15:08:45,484] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_4/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 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INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 16:27:20,380] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 16:27:20,380] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 16:27:20,803] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 16:27:20,803] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 16:27:21,236] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 16:27:21,236] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_5/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 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make predictions on device 0 is: 0.07 min +[2025-02-08 19:04:23,034] INFO: Rank 0: epoch=7/10 train_loss=2.3440 valid_loss=2.3819 stale=0 epoch_train_time=60.55m epoch_valid_time=17.20m epoch_total_time=77.75m eta=235.3m +[2025-02-08 19:04:23,034] INFO: Rank 0: epoch=7/10 train_loss=2.3440 valid_loss=2.3819 stale=0 epoch_train_time=60.55m epoch_valid_time=17.20m epoch_total_time=77.75m eta=235.3m +[2025-02-08 19:04:23,043] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 19:04:23,043] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 19:04:23,151] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 19:04:23,151] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 19:04:23,155] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 19:04:23,155] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 19:04:24,410] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_7/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 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experiments/pyg-clic_20250208_095515_010468/preds_epoch_7/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 19:04:27,514] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_7/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 19:04:27,609] INFO: Time taken to make predictions on device 0 is: 0.07 min +[2025-02-08 19:04:27,609] INFO: Time taken to make predictions on device 0 is: 0.07 min +[2025-02-08 20:22:57,195] INFO: Rank 0: epoch=8/10 train_loss=2.3021 valid_loss=2.3556 stale=0 epoch_train_time=60.49m epoch_valid_time=17.29m epoch_total_time=77.78m eta=156.9m +[2025-02-08 20:22:57,195] INFO: Rank 0: epoch=8/10 train_loss=2.3021 valid_loss=2.3556 stale=0 epoch_train_time=60.49m epoch_valid_time=17.29m epoch_total_time=77.78m eta=156.9m +[2025-02-08 20:22:57,209] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 20:22:57,209] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 20:22:57,312] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 20:22:57,312] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 20:22:57,316] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 20:22:57,316] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 20:22:58,542] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 20:22:58,542] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 20:22:58,956] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 20:22:58,956] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 20:22:59,361] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 20:22:59,361] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 20:22:59,753] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 20:22:59,753] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 20:23:00,149] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 20:23:00,149] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 20:23:00,556] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 20:23:00,556] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 20:23:00,941] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 20:23:00,941] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 20:23:01,332] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 20:23:01,332] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_8/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 20:23:01,443] INFO: Time taken to make predictions on device 0 is: 0.06 min +[2025-02-08 20:23:01,443] INFO: Time taken to make predictions on device 0 is: 0.06 min +[2025-02-08 21:41:34,715] INFO: Rank 0: epoch=9/10 train_loss=2.2698 valid_loss=2.3328 stale=0 epoch_train_time=60.62m epoch_valid_time=17.23m epoch_total_time=77.85m eta=78.5m +[2025-02-08 21:41:34,715] INFO: Rank 0: epoch=9/10 train_loss=2.2698 valid_loss=2.3328 stale=0 epoch_train_time=60.62m epoch_valid_time=17.23m epoch_total_time=77.85m eta=78.5m +[2025-02-08 21:41:34,725] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 21:41:34,725] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 21:41:34,835] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 21:41:34,835] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 21:41:34,839] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 21:41:34,839] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 21:41:36,113] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 21:41:36,113] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 21:41:36,580] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 21:41:36,580] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 21:41:37,061] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 21:41:37,061] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 21:41:37,540] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 21:41:37,540] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 21:41:37,962] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 21:41:37,962] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 21:41:38,422] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 21:41:38,422] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 21:41:38,851] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 21:41:38,851] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 21:41:39,248] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 21:41:39,248] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_9/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 21:41:39,375] INFO: Time taken to make predictions on device 0 is: 0.07 min +[2025-02-08 21:41:39,375] INFO: Time taken to make predictions on device 0 is: 0.07 min +[2025-02-08 23:00:06,581] INFO: Rank 0: epoch=10/10 train_loss=2.2495 valid_loss=2.3263 stale=0 epoch_train_time=60.50m epoch_valid_time=17.23m epoch_total_time=77.73m eta=0.0m +[2025-02-08 23:00:06,581] INFO: Rank 0: epoch=10/10 train_loss=2.2495 valid_loss=2.3263 stale=0 epoch_train_time=60.50m epoch_valid_time=17.23m epoch_total_time=77.73m eta=0.0m +[2025-02-08 23:00:06,593] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 23:00:06,593] INFO: split_configs=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +[2025-02-08 23:00:06,701] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 23:00:06,701] INFO: test_dataset: clic_edm_qq_pf, 2000 +[2025-02-08 23:00:06,705] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 23:00:06,705] INFO: Running predictions on clic_edm_qq_pf +[2025-02-08 23:00:08,033] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 23:00:08,033] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_0.parquet +[2025-02-08 23:00:08,474] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 23:00:08,474] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_1.parquet +[2025-02-08 23:00:08,919] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 23:00:08,919] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_2.parquet +[2025-02-08 23:00:09,359] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 23:00:09,359] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_3.parquet +[2025-02-08 23:00:09,837] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 23:00:09,837] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_4.parquet +[2025-02-08 23:00:10,266] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 23:00:10,266] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_5.parquet +[2025-02-08 23:00:10,726] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 23:00:10,726] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_6.parquet +[2025-02-08 23:00:11,176] INFO: Saved predictions at experiments/pyg-clic_20250208_095515_010468/preds_epoch_10/clic_edm_qq_pf/pred_0_7.parquet +[2025-02-08 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Total time on device 0: 785.512min +[2025-02-08 23:00:53,524] INFO: Training completed. Total time on device 0: 785.512min