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arXiv:2412.10665
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ho22joshua commited on
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adding pretrained model to repo

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  1. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/config.yaml +319 -0
  2. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_0.pt +3 -0
  3. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_1.pt +3 -0
  4. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_10.pt +3 -0
  5. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_11.pt +3 -0
  6. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_12.pt +3 -0
  7. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_13.pt +3 -0
  8. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_14.pt +3 -0
  9. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_15.pt +3 -0
  10. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_16.pt +3 -0
  11. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_17.pt +3 -0
  12. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_18.pt +3 -0
  13. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_19.pt +3 -0
  14. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_2.pt +3 -0
  15. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_20.pt +3 -0
  16. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_21.pt +3 -0
  17. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_22.pt +3 -0
  18. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_23.pt +3 -0
  19. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_24.pt +3 -0
  20. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_25.pt +3 -0
  21. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_26.pt +3 -0
  22. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_27.pt +3 -0
  23. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_28.pt +3 -0
  24. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_29.pt +3 -0
  25. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_3.pt +3 -0
  26. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_30.pt +3 -0
  27. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_31.pt +3 -0
  28. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_32.pt +3 -0
  29. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_33.pt +3 -0
  30. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_34.pt +3 -0
  31. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_35.pt +3 -0
  32. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_36.pt +3 -0
  33. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_37.pt +3 -0
  34. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_38.pt +3 -0
  35. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_39.pt +3 -0
  36. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_4.pt +3 -0
  37. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_40.pt +3 -0
  38. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_41.pt +3 -0
  39. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_42.pt +3 -0
  40. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_43.pt +3 -0
  41. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_44.pt +3 -0
  42. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_45.pt +3 -0
  43. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_46.pt +3 -0
  44. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_47.pt +3 -0
  45. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_48.pt +3 -0
  46. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_49.pt +3 -0
  47. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_5.pt +3 -0
  48. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_50.pt +3 -0
  49. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_51.pt +3 -0
  50. root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/model_epoch_52.pt +3 -0
root_gnn_dgl/Pretrained_GNN/multiclass_pretrained_model_12/config.yaml ADDED
@@ -0,0 +1,319 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ Datasets:
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+ SingleT_schan:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: SingleT_schan.root
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+ fold_var: Number
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+ label: 8
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+ name: SingleT_schan
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+ node_branch_names: &id001
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+ - - jet_pt
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+ - ele_pt
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+ - mu_pt
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+ - ph_pt
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+ - MET_met
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+ - - jet_eta
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+ - ele_eta
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+ - mu_eta
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+ - ph_eta
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+ - 0
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+ - - jet_phi
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+ - ele_phi
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+ - mu_phi
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+ - ph_phi
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+ - MET_phi
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+ - CALC_E
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+ - - jet_btag
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+ - 0
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+ - 0
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+ - 0
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+ - - 0
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+ - ele_charge
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+ - mu_charge
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+ - 0
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+ - 0
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+ - NODE_TYPE
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+ node_branch_types: &id002
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+ - vector
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+ - vector
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+ - vector
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+ - vector
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+ - single
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+ node_feature_scales: &id003
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+ - 1e-1
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+ - 1
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+ - 1
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+ - 1e-1
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+ - 1
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+ - 1
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+ - 1
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: &id004
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+ n_folds: 10
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+ test:
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+ - 0
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+ - 1
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+ train:
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+ - 2
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+ - 3
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+ - 4
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+ - 5
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+ - 6
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+ - 7
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+ - 8
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+ - 9
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ VBF:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: VBF_NLO_inc.root
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+ fold_var: Number
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+ label: 3
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+ name: VBF
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ WH:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: WH_NLO_inc.root
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+ fold_var: Number
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+ label: 4
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+ name: WH
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ZH:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ZH_NLO_inc.root
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+ fold_var: Number
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+ label: 5
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+ name: ZH
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ggF:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ggF_NLO_inc.root
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+ fold_var: Number
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+ label: 2
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+ name: ggF
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ tHjb:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: tHjb_NLO_inc.root
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+ fold_var: Number
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+ label: 1
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+ name: tHjb
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ttH:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ttH_NLO_inc.root
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+ fold_var: Number
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+ label: 0
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+ name: ttH
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ttW:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ttW.root
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+ fold_var: Number
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+ label: 10
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+ name: ttW
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ttbar:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ttbar.root
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+ fold_var: Number
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+ label: 9
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+ name: ttbar
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ttt:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ttt.root
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+ fold_var: Number
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+ label: 11
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+ name: ttt
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ tttt:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: tttt.root
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+ fold_var: Number
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+ label: 7
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+ name: tttt
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
266
+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ ttyy:
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+ args:
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+ buffer_size: 11
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+ chunks: 100
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+ file_names: ttyy.root
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+ fold_var: Number
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+ label: 6
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+ name: ttyy_ch
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+ node_branch_names: *id001
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+ node_branch_types: *id002
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+ node_feature_scales: *id003
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+ raw_dir: /global/cfs/projectdirs/atlas/joshua/root_gnn/root_gnn_dgl/data/ntuples/Hyy_pretraining/
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+ save_dir: /pscratch/sd/j/joshuaho/root_gnn/root_gnn_dgl/data/processed_pretraining_multiclass_12_process/
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+ tree_name: output
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+ weight_var: weight
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+ class: LazyDataset
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+ folding: *id004
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+ module: root_gnn_base.dataset
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+ padding_mode: NONE
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+ shuffle_chunks: 10
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+ Loss:
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+ args: {}
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+ class: CrossEntropyLoss
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+ finish:
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+ args:
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+ dim: 1
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+ class: Softmax
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+ module: torch.nn
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+ module: torch.nn
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+ Model:
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+ args:
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+ dropout: 0
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+ hid_size: 64
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+ in_size: 7
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+ n_layers: 4
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+ n_proc_steps: 4
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+ out_size: 12
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+ class: Edge_Network
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+ module: models.GCN
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+ Training:
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+ batch_size: 1024
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+ epochs: 100
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+ gamma: 0.99
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+ learning_rate: 0.0001
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+ Training_Directory: trainings/pretraining_multiclass/multiclass_12_process/
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+ Training_Name: multiclass_12_process
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